数据库设计 Step by Step (2)
引言:数据库设计 Step by Step (1)得到这么多朋友的关注着实出乎了我的意外。这也坚定了我把这一系列的博文写好的决心。近来工作上的事务比较繁重,加之我期望这个系列的文章能尽可能的系统、完整,需要花很多时间整理、思考数据库设计的各种资料,所以文章的更新速度可能会慢一些,也希望大家能够谅解。系列的第二讲我们将站在高处俯瞰一下数据库的生命周期,了解数据库设计的整体流程
数据库生命周期
大家对软件生命周期较为熟悉,数据库也有其生命周期,如下图所示。
https://www.cnblogs.com/data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApwAAAK9CAIAAAAG2SthAAAgAElEQVR4nOy9WVQVR7v/z8X/97v6X+TmrJWz1rtW/jkn532TvIkxzhhnwQEHREFmFNmCTAIqKAIqCAgoqAyCICDIPMrMZhBEcAARGRSRUcER2T0P1cP2f1EtGhOEqBGTU5+rDd1d/TzVVfXt6nqebp2XCAQCgUAg/hboTLcBCAQCgUAgPg5I1BEIBAKB+JuARB2BQCAQiL8JSNQRCAQCgfibgEQdgUAgEIi/CUjUEQgEAoH4m4BEHYFAIBCIvwlI1BEIBAKB+JuARB2BQCAQiL8J7yPqWpLUvhiTnz6Tnz2XR0flx0+kwSFpYFAeeSQPj0h9A1LfgPz0mZZltRwHt8rDI1LPfbGjUx56oMVxLUFoCUKrweQHD+WhB/LII2lwSH44LD96LD94KPUNSIND8ugLLctqGVZ+8lTqG5AfDkt9A2JHl3S/Vx59oaVoLYZrcRweq8VwLc3IT56KHZ1ia5v84KGWZrQ0I4++kB89locevCpz9HWZ/QPy02fy02dS/4A8PAJ/y6Oj8pOn8tADqbdfHnogP3osPxyWevulvlf7PHsuP38uP30mP3go9Q/II4/kkUdS34DUPyA/eqylKC3HaTFcHnog9fbJI4/k0RdaDaYc+Oy5/OSp/HBYOfDRY6WuHjyUnzxVdnj+XB4eUUx69FjqH5D6B+SHw1oM1/K8lqLk4RGpt3+8PqXBIS2OK1WqweSHw/KDh/KDh1L3Panrrjw8oqUorQaDl0waHJKfPNVStFaDSfd7xdY26U63dkzzEgAthsuPHv/aF3rcF3nogTz6Qvnx5Kn8/LliLbzcb1rbNyAPPZAfP1F2GB2VRx4pOzx+Ig0MSv0D8oOH2jGNlue1FC0/eiz19snDI/Kz59oxjTw6qhQ+Oio/eiwNDMoPh5UG1jcgDQzKjx4r9T86Kj9+opgELxO8xM+eaxlWy7Dy8+fQGGlwSOzoku71yM+ea2lGi+FagoCNSvtiTEsz8vPnUucdsaVV6hvQUpSWZeWnz5TrMjqqpRktx2k12OtW9OixPDwiDQzKwyOKtU+fyaMv4FV41ZBeaDWY/OSp/OSp9sWYlqK0Y5rXXQa2MVgtsM77BuRHj7UMq+V5+flzuEnq7RM7OqW+AS2Oa0lSSxBaHFdO/eixNDj0O76zrJZ97bs89OBt33EctnntmEbxveuu2NIq9Q9oKVrLstoXY/LjJ6+74Ztl9g/Ijx7Lo6PwIr7uMrA79Pa/rhzYZR4O/6rLjDfsx0/Gm42WJLU8ryUI2KTlkUfy6KgWw193mTcPfPJU6htQ+ubjJ0qxz58rbezhMOzXSht7Mfa6jd3vfV2fvf1Kf8FxpT7hANV9T+q6Kw0OjY8tWhyHVa2lKC1JSn0D4q3bYkenPPriJQBakpRHHk3oS9+AdkwjP3goDQwqpsJ6GO9i49aON6o3GvZ4DUuDQ1L/gDz0QB4d1fK8lmbkp8+knvvwcK0Gk0dH5dHR10PxwKDSSWFzha0UNrnxhjd+meAOT55qGRZeeql/AHY6saNT6r4nP3qsZVml2YyOSr19So94MSbd7Rabb0o997UEoeU4eXRUceT5cy1FK/UwbgMcJ6ExsB6ePJVHX2gxXEtR8tNn0LzxLiOPjsKBa7xzKW2s79VQA7vM8IiWZl4CoB3TwD+lvgGxo1Pqua/FcC1JKl3y0WOpbwAOF9LgkPz4yWvfHz/RMqyW47Qvxsar67XvzLjvL6TePnn0hZZhtS/GpO57YnOLdL9XueJjGvnxE6Ub/qZMeXhEO6aR+pXepFyIZ88VZRnXgt5+qbdf6Vawil4NsH+KqIs3WqSe+9L9XvHmLVBZxefk8+lZfEY2n5XL5+SD4jKh+hIoLuOz80BhMZ+Vy6ek8Tn5YkurePOWUFUrNreIHV2grJI7dx6oq6U73WJrm1DfwGfn8Vm5QkOTUN8gVNWCohI+Jx9cLOEzsvmUNFBUIrZ3iNdugPyLQn2DdK9HuFTPJabwuQXi7XbpTrfQ0AgKivi0TKGmTh56oCUIsaOTO3uOCQxhI8+AwmJQoeYzc/jsPHCxhM/MeV3m9WaQf1Gouyw0XuVz8rnzF/jU9DfcKRVq6oQrTaCknM/KBYXFfE4+n5LGp6Tx6VlKgcWlQlUtKKtUXM4t4FPT+cwcofGq2NEJistAuVpovAoulvB5hcrZX1kCKqtAuZrPyQcFRaCgiE/N4FPS+AuZr3eoUIPKKj63gM8rBIXF/IVMPjVDqKqVOu8INXWgqES83ix2dIJyNZeQDNTV0t1u8eYtoe4yn5PPZ+WK15vF6818bgGXnCo0NEk994Wr14G6ms/OA0UlYkeX/Oy5/OgxKCphQ06wISf4tEyhqpbPLeDTs37ly5UmxZfSCrH5JihXK5WQlsln5ULHQblaqG8Qaur4vEKQfxEUFivupGYo7hQWg7JKoK4GBUV8Tj4oKuHTMvmUNFBaIXXeERoaQWGxUHdZqKrlM3OUCsnM4bNy+bxCUFIuVNWCiyVvHvj6SuUWgOJSUFUDSiuUSwwbXl6hePOW2NoG8i8K1Zek7ntC0zUuKYXPzBGbb0r3e4WGJlBcyqdlggo11Evpfi93/gJzNIQ9GcXn5IOqGj47TzlpTr5w+YrUdReUVXLnL/DpWaCgiM8t4HMLhNo6UFrB5xXyWbl8Zg5sG6C4DJ5FvHYDlFaIHV1S113hUj2fk89nZP+qjVXVgnL1rxpYVq7QdE3s6ARVNcLV61LnHaH6EpeQDIrLpDvdYlu7cPkKyL/IX8gU6huEhiagrgZllXxWLih6w/fWNvHW7de+X73OJabwWblw/BWuNIHiUv7CK98JQrrfyyWnMgHH2FPRr33PzPn9MqtqxevNfF4hd/6C0h2y82C7EqpqhStNoELNZ2QrrejN1pKVC4pKgLoaqKv5rFxQUATyL/Kp6Xx6lnCpXrrTDSrUoKhEvHYDFJfBIUWpq6xc2MyUYQf2JqWNpf9qB3U1yL8I6xZ2GVBSLt3pFi5fAQVFQtM12H24+CRQXCp13xNv3Yab+NQMoema2HwTXCzhzp0Xqi9JfQPi9WahqpbPyedz8sX2DngrAyqr2NAIJiiUS04Vqi+BgiL+QuavfKmtk+52g3I1KCwWW1qFqlqlEi5kwrEOFBSBskrhUr1Qd1mxtuiVOylpsOWDgiJQUg7U1fASgOIyPj2LT0kDBUVS5x1lPKytE+ob+IxspdPBLpNboLSrknLYFN/uMjn5oKgEVFaByirlEmfn8SlpfHaeeKNF6rwDCopAhRqOJ1xyKqwZqX9AaLwKSiv4C5mguBTqpfxwmM/IZgKOsSdO8RnZQk0dn5OvnDQnX6iqle71gKoa7vwFPi0T5F8E+Rf5zBzhUj0oV4OCInjhlC5zsUS8dkPq7RNbWkFpBRRUoaGRzy3gM7L59KxftZ+qmtcNDNZ5fYPUfQ+oq4UrTVLXXaGhiUtI5nMLpDvdYken0NAEisu45FThUr3QdA1UqIG6mk/PAsWlfHYebELijRap6y7IvwjK1dLdbvHWbS4phb+QKVy9LvUNCI1XQVkln5qh+E4Q8sNhPj2L8Q9mw0+/9j0tc6IyxZu3QGGx0mXSXrWEiyVAXS00XhWqauHACwqKXreWrFw+IxtqgVBTB9TV8tCDjynq0p1uLj4RFJeJ15v5nHwmKJTavZdSOVH2ztQuV/rgYcY/mPbwouydKVsHysmd3L6T2GJOe3iB0gpQUs74B1MuHrSHF3v8JCgsFm/eAqUVXHQcF5fAHAqg9/sy/kHU7r202z7KcTe1Yxfl6EZa7SCMLZgjgULdZT47j3bbR9k70/u8mSOB/IVM8doNob6BS0jmYs4ygSH0Pm8mKJRPy5Tu9/IZ2ZS9M2liiS9fQ2zYQprbkCaWpK3922Vm5dLunrS7JxsaTnt4EUZmpLkNtdOJcnSjvf0Y/yB67wHa249y3E1u30k5upG29sQWc2KzGWXnSDnupvd5w/NSDi6krT00mzSxpOyd+cwcoe4y4x9M7XSidrmSFtvpvQfog4cpe2fK0Y3ee4AJOEZ7eFGOuyk7R2qXK7XTidxqRWzaStqoKCd32sOLORpC7/elHHdTKielEDMb0syGjYoVr91go2IpJ3fKcTft4cWGnwYXS8SWVlBWyUaeeV2fR0MYnyNcbIJwqV64ep3Pyeei47joONrDi/EPYiPPCFevi9ebmUMBpKk1vmYjvmo9udWKNLEkzbdRjm6UnaPiS0a24ovKiQ05wRwNIU0sCWMLcvtOxdSAY/Q+b9rdk96zn9rpRDm4UA4upKk1YWRKWtpSjm7U7r2MfzB9wJdydqccXJSLa7GdMLZgjh0XrzdzSSmU6x5qpxNpo6J27KIP+NJ79lOObpSzO3MkkPE5Ap2lduyinNxJ823EZjPSzIZycKGc3BmfI4xfAOW6h3LxgCaRNirC2IL2PAiqakBxKb33ALXTid57gPEL4M6dF5quCQ2NfGo6GxnDnjhFu3uyISe4+CSp+x4oKad2uZLmNvjyNYSBEWluQ5rZULYOlONuynUPd/6CcKWJPX6SMDIlLbZTu1wpO0fK1oHee4D2PMj4B1OueygHF2qnE+W4m/H1h22AT8/i4hLgGMqejKLd9lE7nSiVk9J+gsNoDy/KyZ3cpqKc3SlbB8LYgnLczecVCtWXmOAwynUPtJDPyRebW4TaOjYqlotLYI6G0Hv2M0dDaA8vysWDct0DS1B83+cNb6/pvQcolRO9Zz9zKIBLSBauXhcamvjUdPZ0DBsRSe3ey4ac4M6ek+71gLJKyt6ZNN+GL19DrN1EmtuQW61Ia7vfL9PZnTl2nPY+RBiZkqbWlJ0j5exO79nPBIXSe/bT3n6UiwdpbUc5ulE7dhHGFsRmM3L7TsrZndq9lzl2nPY8qLjsuBu2fHL7Tnhp2LAI5SpbbKec3Rn/YMrOkXLxoHbvZYJC6b0HYMukHFyoXa5KGzPfBq8+ExhCex+iHHdT9s6vmooNaWrNBIaIzTe5c+eVLuO2jw05wecVijdahLrL7MkoLj6JCThG7z3ABIYwPkfYiEihtg4KGHviFJecSu3ey/gHwf+LHV1MUChpbkOs3YSvNCBNLElTa9LU+vd9sXVg/IPZiEily1jteG3qfl9q9144elAqJ8rRjTSzUerT2Z1ycmf8gxifI5SjG+XoRm5TUS4epKUtYWxBH/AVm1v4rFzYlsjtO0kbFe3tR+/ZTzm7U45ujF8AcySQctxNuXiQ21SU6x7S0pbYbAa7M+XoRu/3ZQKOwc6rXOLtOwljC8rJHZRVCjV19AFfascues9+xucIFx0nNF4VGq/y2XnsiVPcmXjKcTcbFsGejpG67gpXmqhdrqS1Hb5iLb56A+wy5DYVrGruTLx47QYXl0Bs2kqa21D2zpSDC2m1g/byoT28FAWBXcbBhT7gy52/IDQ08Vm5XFwCn1co1NZx0XG0uyfl4AI1hdq9lz1+knb3pHbvJS1tKRcPOEyR23fy6VnClSY2NIJ220e57mGOhvDpWeK1G8LV62xkDHf2HBsa8UYr2k17eJFWO+CgATsdqKwSauvo/b7Ujl20hxfj689GxQpN14Sr1/msXPb4SS4ugdrlyoZFsOGnpe57QuNVyt6Z3KbCl61WfN9qRZpve13mLldQWSXU1NH7fSkHFyYolAk4RmzaSm61Im3tYbdlQyNoDy/a24/28CIttlOObtROJ9LEkjAyI612wPphwyJoz4OU6x56nzeflim2tn0cUZeHR/j0LMrZnbJzpPceoHa5QtmjHN1I822k1Q7KzpEwMsUWLsd+WUEYmRJrDTUz5mp+mkftcoUzTtrbD1++Bpu7iNhoDDsSuX0naW7DBIdx0XFcbAJz7DhhZIotWIrrryc2bcUX62l+mI3NW0x7HxIu1YPCYmqXK7ZgKTZ3Eb5En/H155JSaA8v0tSa3u/LRsZwZ+LZqFjGP5g9HUM5uWMLlmpmzB37+jvNNz9ovp2JL9YjDE3eKNNPKdNxN75qPb3Pm3Lcjc2cj680UC7MTidisxn2ywps3mJ80UrC0ARfs1EzY65mxlx8xVrS1Jq0tiNt7cmtVviyVdi8xcSGLcSGLZqf5ml+mE2aWPJZucLlK0xQKLF2E75Un1i3mfY8yAQcIy22k5a2pNUOYos5vmw1NkuX2LCF2GKO/ayrmTEX011GbDEnbVSkjYrcpsL11mFzfiE2bCGMTLGZCzQ/zMaXrWZPxwhXr3PxiaS5DTZ7ITbnF2LTVjb8NJeQTNk6kKbWzLHjXMxZLjaBCQolDE2oHbtggybNt1G2DuypaDbyDHfuPBMYwgSFsqHhxFpDzU/zNP/8cezr7zT/mqH5aR6xdhOx0Vjz0zzNj3NIE0s+O2/cF8rOkfE5gi/Rx+YvIYxMSWs7cpuKtLTFVxooxqzdRJpaY3MXaX6co+xjoyItbSlbB3z1BmzuIsLAiNhshs1eqPlhNrZwOXM0RLh6nU/LpGwdMN1l+EoD0taeOXx0XEvI7TuJdZuxn3Vx/fXEFnN80UrNj3OwmQuIdZtJGxVpZkPZORIbtmALluLL1xCbtuIr1mp+nIPN0qWc3UFVDShX03v2w+uI/bKC9vDiU9LoA76kmQ21ey8bFctGxnDxiYx/EHsyivbywRYsxWbOH/uv7zX//W/Ntz9pvvsZmzkfX6xHObjweYVCQyNz7Dg2b7Hm37OxhcsJQxNirSG2YCm+aj21YxdptYMwNKEcXGjvQ0zAMUrlRHt40QcPs6HhlLNyB8YcDaFcPEiL7aTFdkrlRJpYYr+swHSXERu2EIYmmp/maWbMJS22g6IS4VI9E3AM11+PzfkFX7ORCQzhU9MpBxdiiznjH8TFJrBRsezJKNLUWvHdyBRftlrz4xxs9kLK2V2ovgTK1fTeA5juMsV3d0/+Qia935c0s6Fc93Bn4tnTMVx8InMkkD0ZRe/3xRYsxWYuGPv6u7H/+l7z7U/YgqWvy5ylSzm9LhNfsZZydqc9D8LKIc1syK1WlL0zaWqNL1qJzVuMLVxOrN+s9Igf5+BL9MmtVqTVDtLWnjS3wVesxeYuwtdsJLaYYzPna36YTRgYcUkpQtM19mQUsWELvmglYWBEObmzx0+SlrakxXbS2o4wtsD11mE/6+Kr1pMW27FZukobMzQht++EbYxYa4jNXoiv3kCaWmM/62p+mI39soLxDxabb/Kp6ZStw6tWaqjUp+NuYtNWJuAYF5vARcexEZHEFnPS1Jo7e449GQU7OBsZw56K5hJT2NAIxi+AjYpVese3P419/Z3mnz9qfpyDrzQgjC1e+3L+gnD1OvSF3GrFBIfhy9dgsxcSG42V3m1th6/ZiM3SxeYuwlesJa12YPOXaH6cg835hVi3GdYSZedIrNuMzfkF11tHmttgcxcpY9c+b/FGC59bQDm7YwuW4isNSFNr2K4oWwfCyIy0tSeMzLCZC/Blq+EApflxDjZzPq6/Xrlr3OmkjLRL9IlNW/FV6zUz5mIz55M2KlCuFmrrGL8A5TouWErZOfIZ2YxfAGm+jVI5cbEJbPhpLjmVORLIHj/JBBzDdJdhs3TH/ut72Gw03/2smTEX+2UFabWDz8gWGq9yZ+KxBUs138/C5i8hNhoT6zbDFktu30nZOhAGRpSDC733ALyfoz286P2+bGg45eROObkrt49u+0irHaSZDbXTiTTfhi/WwxYsJdZuIk0ssZnzNT/OITZs4XPyhcarbPhpYq0hNucXfPka+uBhPief2r2X2GhMHzzMxSeyp6K52ATS2k7xfbMZrrdO8d3aDoo6cyhA6TILllK2DnxOPuMXAC8HF5/IHj/Jnb/AHApgw08zR0OwBUux2QvH/uv7sa+/03z7EzZLlzB6o0yrHUBdLdTWMYeP4kv1KTtHJuAYNnMBNn8JabGd2GxGObiQlrb4En14OmKt4XiPwBYuJ00sSUtb0taetLRVxoGl+qS1HXsqWqiq/QiiDsoq6f2+5FYraqcTsdEYX6xHGJlSO3bBO2Lm8FFqlys2S1fz79nEFnMmKJT2PIjrrSOMzBj/IC4+iUtKofd5E+s3Y7MXan6aR5pvIy1tsZnzsVm6pNUOLjEFqKvZkBO4/nrNT/OoHbvYkBOUgwu+fA1pbsOGRnCJKfAOkTAyxXSXab77mdhoTG5T4Yv1sJnzifWb2ROnQGUVd+48uU1FGJlR9s6EkRk2fwk2f4nmp3mab36Adw9vlxmbAG+Q4eSVMLYgDIyonU5wqoHN+UXz7UzNtzMJIzMmOIw+4IvrrSPWGtIeXpSDC+NzhPbwwnSXaf49G9dfzxw+yhw+SqzdhK/ZSB/w5WIT+NR0xi+A3GpF7XKlnN3hKSgHF3hThi1YqvlhNr5Yjz54mA05QRia4KvWK/fRngfpA77E2k2aH2ZjC5bSngfZ0Ahisxm+bDXluJuNPMMlp7LHT5LbVLA+sZnzSVNr0moHNnM+9rMuaaPiklJAVY0ylCxcTlraEkammhlzsQVLaQ8vkH8RFJfRngeJ9ZsplRNpaYsvW40tXI7NXKD5dia+aCXteZA5EkgYGOGrN7zti70z4x9M7XLFV60nLW3p/b60tx++0kDzw2zNv2ZgC5bSe/az4adJE0tcbx1paw8ncLT3IcLITDNjLjZLl3LxYMNPk+Y2+LLV5Pad7OkY7tx5NjKGUjkpUzcXDzhTp909ac+D5FYrKHWUnSMbfprasQtfaUBsNqM9vKjde2lvP8rOEd4SkabWbMgJavdefNV6YtNWJjiMi0/izp2ndu8lNpvhS/U1387EV2+gbB3w5Ws0P83D9dczAcdAuZpPz6J2OhGGJtROJ9LMBluwFMqb5n9+1Hw/C1+9gdrpRO3ey0bG8Knp7PGTlMoJDnZMcBjttk/zw2zNjLmEsQV8qEOpnCg7R9LaDtNdRqzdRLnugXer+BJ9wsCIUjmRtvaUkzvtfYjesx+b84vm37OJtZuYgGOMzxFi7SZirSFzKICLTeBT0hifI8Smrdi8xZofZhNGZtBTbOZ80sSSi44Tqi+xkWeI9Zs1P84hTa3Z4ycpFw981XpiozEbGs7FJyq+G73yfdV6ys4RX7b6bd/tnYmNxpTKiTS3gV0Gm7lA880PhIERGxpBObu/LvPsOS4xhdq9F84mmaMhpLUdvtKAcnCh9+yn9/ti85fALoOv3sAEhjCHAoh1m/Gl+vChFL3PG6qF0vK9/ZjgMGLTVnzZanrvAS46jk/NYI4dJ7dawcGdcnRjgkIpRzfaw4vxOYLpLoMqTnt4saeiSRNLfNlqSuVEObnT7p6MXwCxaatmxlxs9kLK0Y2NjCHNbPCl+uT2nWxkDJeYwkbFkrb2hKEJNn+J5ofZxKatlMoJm6WrmTGX3GrFxZwVaurY0zHw1hNO8eEARe1y5bPzQGUV4x9ErN1E2TpQtg74stX4opXYz7qa737G5i6idu9lgsMII1N82Sp6nzcbFcunZjDBYXBOxhwJpPfsx1esJc23wXEAX7NR8+Mczb9mYLMXUrtcueg40moHvmw1aW1Hue6h3fZBIdH8NE/z0zxym4qLOUta20GRhrdiXHwinPVSjm6Ukzu931eZzO33Ja12YD/rar6fRZrZsJFnqF2uuN46Yt1mes9+uAPl4oHN0tX8MJtYt5kNjaD37CcMjHD99UxgCHcmnk/NoPceILaY4ysNNN/+hC/Vp3Y64avWa36ahy/Vp70PgdIKkH+RcvEg1m2G3RabvwRbsBSbpav5nx81387El62mdjrBezI+IxvOrbFZuqSNijkawvj6a36cA+9+GF9/apcr5eBCbt8JuxW+aj21y5U5dpzYYo4v1cf11lH2zsrzy33ezKEAbN5izfez8GWrmCOBcOKLL9VnfI6wkWf4tEwm4Bix2UzRiLWblGH8h9nERmP2+Emhto47d57YbAbPzkZE0h5ehIERvtIAzoX4C5n0nv3EZjPF98V6sPY0M+biS/Rp70OgrBIUFFEuHoSBEWXnqPg+fwk2e6Hmmx/wRSvZE6eUMlesZUNOcNFx/IVMeu8BKJ1McBhl74wvWglFAd4SKV1m0Uom4BgTGEJsNsPmLoIP8CgXDzbkBL5EX/PjHDgjIs23kWY2fFrmh4q60HiVPX6S3GpFObmzp2OY4DDS1h5ftR77ZQWxxZze78vFJ7IhJ6BUM8Fh4GIJKC5jj59kT0Zx0XH0wcNMcBhz+Cjt4UVu30lsNiO3WpHmNoShCb7SgNiwhYtPEhoamcAQcpuK3L6TPRkFKqtAQRFz7Dh7MoqNimV8/ZmjIYx/MBMcBp9OkKbWpJkNYWyB66/HV61njoYI9Q1cfCJpvo20tmMjz7Ano+h93rT3IcremdxqxRw7DsrVIP8ic+w4GxHJRccxPkeUMgND6H3eXHQcG36aUjnR+7y5mLNsWARpsZ00syGt7ZjAEFBSDiqr2BOnGP9gLjaB3ufNno5ho2LJ7TtJ822MzxE+Jx+oq7noOObYcS4+iTkSyASGQK/51Aw+NYPxD6YPHqbdPdmTUVzMWcrWgTSzgY9ThJo6Lj6RCQzhouNo70NMUCh39hzl7A5nk1xiinCpnktOZfyDubPn2BOn6IOHmWPHmcNHmYBjpK09sdmMMLYgzbcRhib4irXEpq1cfKLQ0MQEHCOt7eB6AWm+jTAwwpetpnbsAhdLQFkl7e5JGJkxfgHcmXjGL4A5FEC5eJBWO2h3Tz41HVRWcWfimeAwLiGZOXyUCQyBZ6T3+zKBIVxCMuW6h3LcDcWDctxNmlqTNirKdQ+XlCLU1nHJqUxgCBsZwxwKYI4EcvFJ9N4DpLkN5eDCxZwVLtXzaZnM0RA2KpaLjqO9fGBFcefO86kZ7OkYOEIxfgFcfBLt7Uea2VAqJ/Z0jFBTx2flsiEn2NBw9sQp2PCYwBDS0pa0UTFBoaBcDS6WsCejmGPHufhE2vsQExzGHAlkQ05QTqKMu40AACAASURBVO6kiSWcU5Km1vjqDbjeOtrLR6i7zF/IJLepSDMbNvw0dyYePnWkHN3IrVaUyomNiOTzCtmQE/CpJrwdpA/48nmFQF3NxSeR1nak+TZ6nzcXn8j4B8ObJHyJPrFhC+XkzoZFsJFn6AO+pMV2pcus3wzHfTYyhrTYTppvY/wCQGExKC6DC0lcUgq935cJDoMLQNSOXa8vsZEprreOWLuJDYsQb7Sw4afJ7TvJbSomMASoq8HFEvZU9OsSjh1nDgWwoRGUkzthbKE8Hhz3fZ+3UN+g+L7Vij1xiotNoPfspw8ehnXF+BwBFWpQWMyejGKOhnDJqbSXD6wHNjSc3ufNHj/JnT1H2TrQe/bDVk1a7YAPseiDh0FxGahQc3EJ9H5fLimF9jzIhpzgzp2nduwizWzovQf4jGygruaSUpjDR7mkFCbgGOMfxIZFML7+3LnzfE4+4x/M+PrTHl5McBiXnEqpnMitVtTuvVxyqlBbx6dmwLsf5lDAm8/tKEc3LuYsXGlmjgSyUbFczFl67wH2xCna+xAbGk7ZORKbzYjNZqTFdsLIFF9pQBgYsWERYvNNNiyCtLYjt1oRhiak1Q5i/WZ8+RrS1BouA9MHfIlNW+m9B7hz5xmfI8yRQNptH2mjohx3c+fOg8oq7vwFxi+AT0ljjgQy/kFwZs/4BdDeh/i0TNptH7XLlTkSyKekUa57SBNL5dgz8cKlej4zh/EPZiPPMEdD6AO+XFIK7X2INLWmVE7s8ZNCfQOfk88Eh8GZIu22jz1+kvb24xKS+dR0OCLR3n6050Hu3HnmSCBpak3ZOjDBYcKlej63AE6puZiztIcXF5fAnjhFWtqS1naMzxFQrgbFpVxcAuPrz6dl0vu82dAIxtefDY2g3T2JLeak+TbY9vA1G/GVBtQuV6G2DhQUUSonwsiUCQqFNc/4HKHd9hHGFpStAxMUCopK2BOnaG8/JiiU8Qvgc/Jpt318Tj4MbyJtVPAxNZeQzASHkdt34ivWKo9ndjqxoeFs5BnG5whpbYev3oAvWomvWk97eLERkdy586SlLWluQ+89AGMOuORU2vsQn5ULF7OYgGO050FqpxOxxZzYYk5abCe2mEONoA8eFm+3czFnSVt70kZFex+Cy3NcXALt7cdn58GlYdr7EBt+mnb3hMMmXI5UfLd3FuobFN8NTWCzhE/jaHdPwtiCdvcElVWgqISLTaAP+PI5+a/K9GNPnKL3HmCOhvBpmeT2ncqqX3IqaW1HmljCgRcUl4IKNZ+WSTm78+lZtJcPc/gon5lD7XSCt9F8Zg7t7omvWMudif8gUZefPOVT08mtVsRmM8p1D33wMBNwjNrnDQcL2m0fExTKnb8ASiuAuhoUl/IZ2XxOvni9WWxphcEI7KloPjUDRpFw5y9wyalsZAwXm8CdPQcHaFBWKba1K0FJBUVKINvNW+KNFlBSzqeksaei4couKK3g4pP41HQuPomLjoPPQ5jgMD4jW7x1G5RWsBGRfEa20NAIyipBZZXQ0ATDQEBRCSgpF1taf6fM4lIuOg6GXbCnopmgUO7ceajiSsjDmx4Vl3LxSczREC42QYnPKqvks/P4tEyhoVFsbROqL/F5hWxULIy1AZVVSnBffQMXm8AcPspGxcJ4IuXA1HTh8hXx1m2hpo5PzWACQ9jw03xuAVBXg8oqWGlC9SWxtU24fAUUl3HxiWxUrBIIk3/x9+ozApRWiLfb+fQsLjGFS0phIyK5s+fYyDNwpUO4fEW8doM7e46LTQBVNUL1JVBSLjQ0gaoaPicf5F8EBUWKSVW1r32pqQPqai4ugYtPAmWVXHIqc/goFDxQVQMq1KC0gk/N4M5fEGrqYPARn5nDBIexoeF8Vi6oqgHqalBYzKekgQq12NIqNF2DfZI9GcXnFgjVl+BJxY5O/kImExjChobzGdmgsgrKFYyqE2+0wBAt9mQUE3AM3n8INXWguJRPSQP5F8XrzeKt26CknE/PYk9G8akZQm0dUFdzCcl8ShqXlMJGxnAJyeyJU7BPijdvCdWX2FPRXHKq0NAIHREamkBpBZ+ZA6pqxOab4q3bMMCQjYzh4pNAuVpoaBLb2kFJOQx4EapqYQAXG3JCWbHz9mMjY/isXKCuhgFf3NlzTFCosqR6NIRLSFbCoErKYXyT0NAotncAdTWfW8CeiuaSUmC8IZecyp2/wEbFwgvBhobDJXYY0MRfyIQRQKCgSLzeLLa1w+AyNiJS8b2qhktIVtoJfC4CfU9KEVvbhJo6eC6hoUnx/UoTKKvkM7JBcSmMWRNv3f5VmTV1oLKKi47jU9JAcRkXHcccDeHiEkBxGaisghFSsMsIDTDEspRPSWMCjilRq1U1oFzN5xbAosT2DqH6ErhYAteMgLoatjTpfq9wpYlLTGH8AthT0TDiD5RVwug8oapW7OgUauv47Dy4iqS0sQo1KC7lklNBuVpsbYNRrlxyKhsRCS6WwCBcLjmVT0ljI88o9Rlygg0N53PypTvdfE4+d/YcfyGTPXGKO3uOi45jgsPYk1FCVa3Y2sYlprCRMaBCLdQ3gKISoaFRiY3KKwSFxUL1JbGjUzkF9KWqRqit4xKSueg4WKXM4aNsaASfnQcXMuCTEi4xBVRWibfbhYYm5fYxKJS/kAkbFSgp55JSQEm52HxTGbvSs9iwCBiGJly+Ija3SPd6oOQzwWF8ajpQV8NLySWnguJS8doNJUQrOo45fBSeDlYml5zK5xYIDU1S111QXMbnFrDhp7mkFKH6knCpnjt3nktK4VMz2IhILjGFjYhkgsO42ASx+abQeJWNjOHiEoSGRiiNwpUmoK7m0zJBZZUSwFtVo4we0XGgQi3U1kmdd2A98OlZincFRWxYBO3lQ+1ypfd5s6ei+QuZQvUlKP9cQjIbGg6jrOBsChSXjYeF8hnZQvUl6W431FH2ZBQXnwgDabmkFD41nYs5y56K5s5fYEMjmGPHufMXpHs9Sn1WqLnEFD6vUGhoku50g+JSPq8Qxk8IVbVKqFZiCn8hE641KL7HnBVbWoXGq+zpGC42QWi8+tr3qhrYE0Fh8av6fF0mqKoR6i5zMWe5hGRQrubOnmP8g+EwDiqrQGkFjC7ks3KFmjrpXg8oLlVu8iIiYVyqEleYVwjXTbiz5z5I1KWBQT4ljTAyxWbp0u6eIP8iKC5VgpbrG0BBEaisEq5eF2+3yw8eSr19wuUrQk2d1HMfZrxIA4NS5x2xtU3q7ZPu90p3usXb7WJHp9jRJba2wRETpp3IDx7KwyPSnW6h+pLQ0AiT2aS+Ael+r3jrtnjrtjw8Ig89kO52ix2dYken1HlHvN0utrSKLa0wzUAeHpE670hdd2EGhdjRJfXcl+71SHe7xdY2ofGqNDAoj76Q+gek+71iW7tS5oOH0uCQNDikhMhWqIWma2JbO8yeEltaf+VRb59Q3wBj2sXWNphkIjRdA+pqsaNTfvIU5q7AwFElM+HxE5hFBiMwhYYmsaVV6u2XHw6L15thf5afPJWHR8TrzaC4TKi7DEOU5eER8eYtoK4Wm1uUNJ6BQelej3jrttR5R344rJzodrtSG61tYnPLeH1K/QNS5x2xvQNWl9jSCrMPYCpaS1b2Wfc9m3+e9fX/83/+/X/+73GVfcWZWKa1TWxrV3Z7+kweeqCc8ZUvSuJN/wCUNKHuMhxTYCIQFAaxpRVm+IitbaC4TKipE5tbpO578sgjJaK76Zr84KH8/Lk0OCTd6xHb2sXb7TBBBabliG3toLRCqL4EY0fl4RGp665QfUm40iT1D8ijo1LXXVChBuVq8UaL2NEFk5SEmjrhUr10v1c7ppEGBmHakth8U7nE3ffEjq7Xzab5pth8U7rXI4++kJ88lbruih1d0sCgNDAodnRJ3fek+70wr0mp9rvdUucdWA9Sbx9MOBSuNAnVl8T2DnnkkXS3W7zRItTUKZGurW0wqVLqvie2d8BsMbGjU2i8qkQ+N10Tb92WBgalwSHhShNMapBHX0iDQ1Jvv9RzX2xukXr7pN4+6W632N4htne8usQ3YcPTjmmUHgF9r7v82vee+2JHp9JsHg6/7TvsMt333uX7nW6xvUNoaFLKHBySeu6LHV2vyxwYlB88lO52C1evg9IKpTv0DchDD8Sbt6BHYkcXTOYRGq+CknLhSpN48xZMXBRvtIDKKrG1bTxRTbrfK7a0wmYvD4/ANFfxejOUT7GlVbrXI488Em/eUtrYk6fyyCPx1m1QVCLU1onNLdLdbqWNqauVNgYzwXrui23tYnuH/HBYGhyCV0S5KLdui80tSn3CZEXYZdo7xI4upcvcbpcfPda+GFMS4e73ykMPpHs9Uucdqbcf5iOILa1ia5uSntQ3IPX2w9wH5c/+Aam3X7rbDYpLFVO77sojj5SElHK1eO2G0sE778D7daXljzyS7naDqhqhoVHqH4DZpFLPfbG9Q7x5S0n9ff5cO6aRuu6C0gpQVQMFVR4eke73whtlqee+9sWY1HMfVNWAknLxerPY3gFTiIXaOqGmTuq6q8VwWFHwgsoPh+XhEeij0mzaO8SWVrH5ptR1F6abwmapXPGOLulut9TbL3XeUTKEHzyUuu5K3ffEGy1S34DUcx+mqwlN10BVjXjzlvz4CWzkMP4fFJeJLa1S5x3YK8X2DpgtJnZ0itebQWExKC4VGq8qA9HwCEzkEW/dhsIh3e+V+gfEazek+71Sb59yiW+3S113lS5z85YSrg8T6sZ9v9OtxXHlgt7tFhqvjvsudnQpnW7c9847v/K9f0B+8PC17113pa67MEfmdZnd94Sma0qZMNfubrfYfBPeCijKNTwi3ryliEhrm1aDSYND4o0WUFSiiMW9HvnRY7G1DVRW4ctWEWs3geKyDxP13n4+NYM0s9F8P0vz7U+ktR0oKZdHHk2lUMRnyNjYmKenp87vMXfu3MbGxuk2EIFAIBC/Qh55xCUk03v2c9FxYkfnVA6ZWNT7BkBRCeW4G5u9kLJ1AJVV8tADLYZ/PGsRn46xsbG5c+f+rqKPg3QdgUAgPiuk/gE+NR2mIoOCoqkc8q41dZB/ESYWs+Gn4aqV0ND08axFfDommqO/xfDw8HRbikAgEAgFqfse4x/Mp6azYRF8StpUDplY1IdH+LRM0swGX2nA+Bzh8wr59CxQof541iI+EY2NjVNRdB0dHU9Pz+k2FoFAIBAKYkcnDB8mNmwR6humcsi71tSFhkb6gC9MECRtVHxmjtjc8vGsRXwigoKCpijqOjo6Y2Nj020vAoFAIF6+fPlSaGjiU9LIrVa4/no+K3cqh7xrTV240kR7+2Hzl2i+/Ym0tOVz8sW29o9nLeITMelq+pv09PRMt70IBAKBePny5Uup6y4Xn0Tt2IXrrePiE6dyyLsev4OyStrDC1++RvP9LMLYAlSo5afPPp61iE/E1BVdR0dHrUYrLAgEAvFZIPUP8OlZ9J79pNUOPjtvKodMLOqjo6CgiD0ZRe3Yha9YS6mcQGWVdKf741mL+ET8IVFva5vqZwMQCAQC8aciDz0QGhqpXa7wXU9TOeRdos5nZFN2jpS9Mxt5Br5xTLyB1tT/ekwx9B2CAuARCATiM0EefcGnpjNBoYSxBRefNJVDJhb1x0/Gv3VD2tozfgHs8ZNCA0pl/uuRn58/RUU3NDScbmMRCAQCoSD19ivfsLDa8aGviZWfPecvZJLWdqSlLeXgAj9xDQqLP561iE8Ey7JTjJVDC+oIBALx+SDU1tHunrS7J2lpy1/4sK+0Sf0D3PkLxBZzzQ+zsVm6pK09n5ImdnR9PGsRn46ppKqjJHUEAoH4rOAzspnAEObwUcrJ/UMD5V590MUMm7+E9vIBZZVCVa10D+U7/VV5t657enqyLDvdNiIQCATiNUBdzaemYwuXE8YWH/qaWC1BgNIK9lQ0F3NW+Y5y5Bn50eOPZy3iUzM8PPzboDlDQ0P01B2BQCA+Q4Sr19lT0Zof5+Ar1nLnzk/lkIln6oNDYkcn4x8EvzlPex7k4hKk3r6PZy1iehgbG1Or1To6OuHh4SjWHYFAID5bpO57zNEQbO4ifM3GD41+l/oHQEERaWuPL9Yjt1qxkWfEGy3y4ycfz1rEtNHT06Ojo5Ofnz/dhiAQCARiQqT+AfbEKdrdkzSz4TOyp3LIxI/fSRIUFjP+QVx0HOMXQO89AEorpMGhj2ctYtpAoo5AIBCfP0J9A5eUwkaewfXWsVGxUzlkYlHneWlgULx5S7zRAvIvsqdjuLgEoe7yx7MWMW0gUUcgEIjPH1BYLFTVkmY22IKl7KnoqRwysajTjNDQCAqKwMUSNvw05eTOhkVI/QMfz1rEtIFEHYFAID5/xJZWUKHGl63CFixlIyKncsjEL595OMydv0AYW+ArDZijIUBdDcrVUve9j2ctYtpAoo5AIBCfP/LwCJeQTKmccP31H/pGOalvgE9NJ00sNd/9jP2sS+1yBcWl8vDIx7MWMW0gUUcgEIjPH6m3nzt7jnJ2J23tuZizUznkXdHvfG4BZeeIzZxPbDHnM7Kl/gEtSb6fZVN5RykCgUAgEP8LmUg6hdo62vsQ7baPNLPhU9KmpLYTbZCHR0BxGbV7L2FgRB88DEorhKpasaX1fSQdiToCgUAgEBMwkXTyGdnMoQDmSCDttu9DU9rkp8/4lDRiizmx2YyNiARllXxe4XtHv093jSEQCAQC8ZkykXSCknIuKYUwMiVtVHxuwZTUdqINWgwHBUWkqbXm25mab34gLW1BSfl7v1FuUtMRnxK0po5AIBDTzqTKKFxpYiNjNDPm4stWf+jj95eCINRdJs1tNN/+pPmfH4kt5tz5C+/9lTYk6p8VSNQRCARi2plUGaU73czREGyWLrF2ExsZM6UyJ9qg1WBcUgq+fM3Y//ctNn8J7e0nXL7y3nnqSNQ/K5CoIxAIxLQzuaj3DbBhEdQuV8LYgs/MmVKZE20QO7rYkBP4irWa//43Nn8JffCwcKVJ6rzzPoYjUf/MQKKOQCAQ087kj98bGrn4JC7mLK6//kNn6uL1ZsY/mHJwwRYsxXSX0R5eIP8ievz+9wCJOgKBQEw7kwfKXSwRqmpJi+0f4Y1yUm8/KC6lnNyxX1ZQjm58Tr5QWyePPHofw5Gof2YgUUcgEIhpZ/KZ+tXroKwSX6qPLVjKRp6ZUpkTbdCSpJYgpMEhLi6BtLWnvQ8JV5pQ9PvfAyTqCAQCMe1MvqY+MMglppDbVJTj7ikuf08s6iyrxXCxvYMNjcBXrcf11rGhEeKt2+9jOBL1zwwk6ggEAjHtTC7q/QNcUgobGSPebhcamqZU5kQb5KfPxPYO2vsQ43OEPniY9vDiYs5KPfffx3Ak6p8ZSNQRCARi2plc1DvvsMdPcgnJfEb2B7/7/V4Pn53HRkTy2XlCbZ1w+YrY0anF8Pcx/KOKOsuyLMu+e5+Ojo6PXmx5efm7D/+jZ5xGkKgjEAjEtDOpMorXmxm/AC7mLLVjF59XOKUyJ9qgJQg+NZ3cpmICQ8DFEqGmTrzeLD999j6G/3FR7+zsVE+Anp6eiYnJu0V03rx5FhYWhYWFKpVqZORdX5YLDw/38fF5+fLl2NiYjo7OO5R78eLFenp68Pf169fhj7GxsTNnzujr6y9cuLC3t3eK3k07SNQRCARi2pk8UK7uMgxrw5etEi5fmVKZE23QYrhQVctn53GJKZSDC7FuMxMcJra2vY/hf1zUk5OTLSwsPF/x3Xff6enpeb7BgQMH3nG4oaFhQEAAy7IbNmz4+uuv3yHVenp6M2bMqK+vf/ny5TfffNPc3PyOMqOiouBvlUo1Y8YMHR2dGTNmWFtbu7q6enp6ZmZmTtG7aQeJOgKBQEw7k8/UW9u42ATCyBRfoi9UX5pSmRNt0GK4eKOFCQwhNpthP+viy1Yzx46LzS3vY/gfFPXMzMz//M//nPcG//jHP7766qs3/6Ojo6NSqSYqYVyAx8bG9PX1XVxcPDw8fju5z8zM1NHRSUxMhH96enpOWubIyAjLsvDGYiq+fJ4gUUcgEIhpZ/I19Z777OkYbMFSwtiCi46bUpkTbdBynPxwGJSUk1Y7NDPmEgZG7OkY8eat9zH8D4q6iYmJq6vr8PBwT09PT0/P2NiYoaFhaGhozytUKpWenh6cVY+NjZmYmGz6NfPmzZsxYwb8raen949//ENHR8fAwODNs7Asu3jxYn19/fH/jIyMfPHFF5cv/+pLdPX19W8+LfjXv/6lq6sLp+bvVxWfA0jUEQgEYtqZfKbe0Ul7+2n+PZuNjOHOX5hSmRNtkIceCLV1YvNNNuQEsX4zaW3Hp2Z8mjfKqVSqzs7O2NhYqKbNzc2GhoYeHh7jz97ho/Xx/ZubmwsLC3vewNDQUFdXd/zPxsZG+OPNozw9Pb/88su3FsIPHTo0Y8aMzs7O8f+wLJuZmalWq7/++mtnZ2e4rv9bUR8bG4PP8P8SIFFHIBCIaWdyUb/RQnt4ERuNhdo66U73lMqcaIPUeYdLSBYaGkFRCe22j9hsxoaGS11338fw94p+H592l5eXGxgYGBsbj//ntzs7OzvPmzdvfFXb0NBQR0cHhsixLKuvr5+cnPzm/oWFhf/xH/9RWPh2MOHY2NiMGTO+/vrroKCgt+4bdHR0LCws4D/9/PwWL14MjbGwsLCwsPjXv/71j3/847cFfp4gUUcgEIhpZ/JAuYYmytGNsnfmklI+NFBO7OjkU9KYoFBi7SbNjLmkpS2fWyDebn8fw/+IqLMs2/Mbvvvuu7y8vPE/PTw8fvssXU9PT0dHJz09/eUrUffx8Rn/v56e3rhIV1ZW6ujoLF26FC7PL168ePHixfD3V1999eWXX86ZM0dHR+fLL788c0Z5LZ+npye0f/HixZ2dnSqVytXVFRrj6uo6/nt4ePj96ucTg0QdgUAgpp2piDrt7onNXkha2oLKqimVOdEG+clTqbef9j6EzV6o+dcMwsiUO3vuE3yljWXZpUuXjs+DN23a9M0333zzzTdvLplbWFioVKq3Ytp7e3uNjY39/PxevnxpaGi4YcOGL774QldXd86cOW/GtNfX13/33XfNzc3jiekGBgaurq5wq6urK7xdCA8PDw8PHz8Kyry1tfXXX3/t5+f3ZqDcXzFoDok6AoFATDuTi3rjVcrFQ/PjHObYcT5nSiP2uz7jKnZ0Ubv3YvOXEBu20AcPc0kpn+yNckFBQfX19XD6++WXXx49evTNibuxsfHvJoUPDw+PjY0FBQV98803UVFR8+bNG88sH+etl8zA9PTx5/aenp6GhoZvHVJfX//FF18YGBh4enrW1tb29vbCmfr4IUjUEQgEAvFHmVzUa+tIi+3EFnP2xCkmKHRKZU60QeofAPkXye078cV65FYrNjJGbG6RHz95H8P/uKh7enrOmzdv06ZNM2bMgHHs4z82bdqko6MTEBDw1iEsywYFBX3xxRcqlQqmn8GMtYiIiHec6MyZM1999dXY2Bj883fD2vX09BITEw0NDcc36enpBQUFjZuKRB2BQCAQf5RJlRGoq6kdu9ioWPrgYVBQNKUyJ9qgJUlQUMT4B3HRcYxfAL33ACirlAaH3sfw9xJ1qJRRUVFw6jz+A5bW09MzvjOU82+++WbevHnwSft4nrq1tbWOjo6zs/NEb6BbvHixtbX1+J+GhobjU3BIfX09fCA/LuojIyM6Ojrjse5I1BEIBALxHkw+U79Uz6dmCLV1bGiEUFM3pTIn2qDleWlwSGxrF5tbQEERGxnDxSUItVMq9HdO86eJelZW1nfffaejo+Pp6Tmu3OOizrKsiYkJDJQ7c+bM+IwckpiY+FZWG3zG/uY+44/rx0Xdx8dn3rx5vzX1LwQSdQQCgZh2JlVGaWBQuNLERp4hre343IIplTnRBi3NCA2NoKAIXCxhw09Tjm5saIQ0MPjHzX758qOKOlwFHxd1lmUNDAzgw/COjo6oqKisrKx//vOf4690ZVkWzte/+uqrN1PJCwsLv/jiC5iEVlhYqFar09PT31xffwso6r29vTo6OpWVlb819S8EEnUEAoGYdiZVRnnoARsaQaw1JM1suPjEKZU5YVkPh7nzF4gt5viKtczREFBVAyrU0t0pJb//zmk+QNQ3bNgAf6hUKmNjYyjPb825ITCEDZ7orZTxwsLC8S+7sCzr6ur6H//xH+PafPHiRfgu9zcz394CPpmfM2cO/ADMm6a+9cT+8weJOgKBQEw7kyqj2HyT9jyIzV4ICov5rNwplTnRBqlvgE9NJ00sNd/PwmYuoBxcQFGJPPyuL5696zR/UNRVKhVU3LGxMaiy4yru4+Pzjs+uvPxNNtpv8fHxeevdMi9fvhwZGXlLrd9i+/bt4eHh45nr40RFRb3bns8QJOoIBAIx7Uy+pn71Ou22jzSzAYXFUvc9LUFMXuZEG6T+AT63gLJzxGbOJ4wt+KxcaXBIS1F/kumITwkSdQQCgZh2Jhf1usuUgwtpZsNGngFVNdoxzeRlTrRBHnkESsppt33Eus2MzxFQWgGqasSW1j/JdMSnBIk6AoFATDuTi3pDI+3uic1cQGw2AxVqLUVPXuZEG+THT/jUdNLUmthizkbGAHU1n5kzxdfUvYfpiE8JEnUEAoGYdiYX9foGSuWEzVzAp6RxCcnyo8eTlznRBql/QKhvoL0PYQuWYrMXUjuduIRkoe7yRPt/oOmITwkSdQQCgZh2JlVGoK4mzWwolRPt4cWeip7Kq2Imnqk/eAjKKimVE6a7TPPv2aSlrVB3WX7+/E8yHfEpQaKOQCAQ0867lVFLkqCskt7nzWflshGRoLh0KhL8rg+6iM0ttLcf5ehG2TpQdo5czFmpt+/PMB3xach/RVRUlI6Ojqen5/h/fjdFEIFAIBB/HpOIOs+L15tBuRqoq5nAELH5ppb5/YzrX5U5YLtt0QAAIABJREFU0Qbpfi+oqmFDw/m0TFBYzGfmCLV18pOnf4bpiE/D+Adk32Lu3LkTZecjEAgE4k9iEmUURXnkESitYAKOMf7BWhyXn33ITP3Zcy42gbJ3ZkMjhMtXpPu90uCQFsf/FNMRnwT41P23oOfwCAQC8emZRBklSbrXQ3v54Gs2Cg2NQuNV6c7k73+b+DWxFC1UX+JiznKJKbT3IdLSlj1+Uuzo/FNMR3wqfjtZR9N0BAKBmBYmm6lLQn0D5exO2tpTTu5MYIh4o2XyMifaoMVwoekaF59Iu+3Dl+rjy1YxQaFi880/xXTEp+K3k3U0TUcgEIhpYZI1dZYVGq9y8YmUnSO+RJ922yd135u8zIk2aClKutPNno7B9dZp/vkjvnoDe/wkevnM34A3J+tomo5AIBDTxSSizvPSnW4uORVfvgab8wvt4fVBb5TTjmmkrrtS9z3G1x9buJw0tebTs8S29j/DdMSn5M3JOpqmIxAIxHQxiajTjNjewUbF4ov1xv7rey467oOi38WOTi4pRbh8BZSr6YOHSUtbNjT8k32lDfGnAifraJqOQCAQ08gkok6SYnMLF5+E/ayr+X4WdyZefvps8jIn2iB2dHEJydy585S9M6a7jDAy5eITxVu3/wzTEZ8Y9PIZBAKBmHYmEXUMF9s72NBwzfezsNkLmeCwqXwo9V3fZhfb2hmfI9i8xZr/+ZEwtuAvZIodXX+G6X9phoeHU1JSPP9qbNy4cc+ePdNtxZSIiopqa2ub7uuMQCAQH5lJRB3HxZu36IOHsdkLsQVLP/g1sSOPpDvdlONubM4v+LLVlJM7d+68dK/nzzD9r0tKSoqOjo5KpUpJSclH/Dl4enrq6Oh4enqixQIEAvF3YtKZutB4lQ2LoFz3kFY7uLPnpPu9k5c50Qbpfq9QW0d7eBFGZqT5NvqAL5+ZI/X2/xmm/0WBit7Y2Djdhvz9GR4enjt3rkqlmm5DEAgE4qMx6UxdaGjiM7LZ0HB82Sr2+MkPEnUtRYPKKjYqlk9JY09FM0GhoKRc6rn/Z5j+V2RsbExHR0etVk+3If9bGB4eRrdQCATi78Qkok5RQlWtUFNHbDHH5i5iAkPkh8OTlznhFkGQHzwUO7rEW7f5nHwmOIw9HSM0vOeQ+vcTdbVaPXfu3Om24n8XUVFRQUFB020FAoFAfBzerYzy8IjU28enZ+FL9bG5i7iYs1qCmLzMiTbAj77B18SyYRG0uyd7KnoqX2h/D9P/isC13um24n8XqM4RCMTfiUmUEQCpt487d57ee4A5GiK2tGopevIyJ9og9Q9w5y8QhibYLF3a8yBQVwvVl1Ce+jhIYD49qM4RCMTfiUmUUZLEtnYuNoGNPCN2dAlVtR/0lTapb4BPTSfNbDT/nq2ZMZeydwYVajRTHwcJzKcH1TkCgfg7MYkyipJ48xZzKIBPzeDOX2BPRU8lVv1dM3VQWEztcsV+1iUtbUFxqTQ4pMXQp1cVpltgJPrFGKf98H1+9zhRnOgoLf3iBfMeRX4UprvOEQgE4mMyiTLKMiirZE+cYkNOEJu28hnZH5an/vQZKCymXPeQ23eyJ6NASTm4WCJcafpTTP8LMm0CAxUXtJ1euNC98rH2XQosEQ3HLYNqHk+0AxhsyM37TVp4zjkvC9vEdup3DxJvHv8fXfeKns7U45GlrY85+SN5NSWQqCMQiL8Tk0S/c5xwpYmLTyS3WuErDUD5lB6WTyzqDx7yFzJJU2t8+Rra+xCfk8+nZoDy98zgQqL+AYgvblfm/Upx20YuH/n2/529zsrGxmrj8u3JXdQb4gr6rt16ofyWuxNXbYm9w7wq6dn9QeKVWNM9DZWVJa8KTvRatswrcVzZiy+WXh8Rf8eWm8f/2yH/sfhSfFi5f9l/etVOHov58UCijkAg/k5MIuoEIXXfYyNjSFt7LjGFjYyZSlb5xI/fe/uFy1doLx9s7iLND7NJW3s+Jx99enWcTykwWg578vhm4v/P3r2/NXEl/gPPH+AP2x/2eerzdLd9vtTP6m6LVYoV1wvsglWpRqtZC2oKGkVEBLQgXkBF4i3eEBVEo0JFEJiigkIQvCAihVQuQm3kJrdBbrlN5paZzHx/CGAQQyghMSPn9VPxjIfTMTPvnDNnzhF4xxY1wjAMtz+UrDlYCJMs054TFpr4tN1kjN2gKY5xc18pfIe1AvcpvI9CcroolmVZzaOoGX6STOhdoZ4qEXoIwpLlGgPLUkhPJzyoLT/qs7XSqjYYhjsqLgZLrl6MPFUIE/Y5DyOfc/AKOwAA3GKxp05V/KaL2IPuO6hetAw9eMSqUDe0tZN3Zci2HWr3hcp/ztT+by1ZUGjotjz1bgxN5yJ79xr78kNcJHKCYVndH8miGZulJXJ5ORS9OCLt1/I7iYekpTDJsiyrehzr7haQ865F/w31N2KuVHQbA5juK5IEJjyUQ3uFQqHQ/+zTPzKFwrPpcUFCodD/dHpeQV3/8DujVty/9WZsPlMinDzZPSLJZLg+K7O4mbTLOXjnOW9ra4uPjwfrzQEAwDmWF595/AQ7fVYXvlvlMgc9cMi6Z+rd3eTNHPxsIuIfoJrjoRWKyPwC+sUftmg6F9k31A2aot0zIm43wIqKjHOn8jIOTw9JKSvLl/h4S+7Iy1JCvhA/JRiWZVmmT371Sk65/B1Kr+/0EQ/tVesUOeckEonkZK6iIW218EpRzjmJRHIyRzEkpA0NGbsOJt9vQBjj8DtvYNSdhO+nZtSq7TZvzvScYxgmk8n4fP7gRwuMzAMAwC0WklGvp8rK8YtX1B6L1P9ZjB0/bdWKcoaeXuL6DcQ/ANkUhJ9NJG/lkLdyqF8rbNJ0DrJrqDPtOZtd3COSIGmE+/zY4s6nkhlR+W1tVVKRQCqH2/KjZkjk/Q/AGaqzrqxiIMjLUkKmhqSUvUn26taBCXAU0vNmVB1uf3p1d8KDxv6fmiuunUs1SWsG+VXi4eQWW6Kh5BKnqS5uO3K6CKT2qr+X377bCvt009mBc15ZWSkWi3nDxMfH26shAAAA48DSK20U/bxOF7lX6/Oj1m8jdvy0oaXVcp3mCgydr4kbWUjwds1KHyQwBI05jJ08oy8Gs9/72TPUDY2pvlOmC6FWFoaEQgim5JIvhJLMTGmEt3tEEpQpEX4xGOosy7IsfCcqQvoUJllKLnEZWjSAQRT3s/OLKwayf4YoobBsSM9e0WPy96iunO1z+0N9fZI0wksYGCa5o1Dpbf3/bgqCoHnz5g2PcyM+n2+/7WABAHAY8fHxo9zy0dF2erQw/E4QxM9pyNYwXWi49n9r8XMXrOupd3cT19K0QpHWbyOyJRQJCkWjYoisbFs0nYvsF+oMXHAm+e6lwCGh7iKRUxQMhQih1uHJTdclzJ0ukRMM2x//EARlpUlCAoe8qMYQcmlwSIBQKPQTeru4eK8Vbo6ICg8QCoVCwTJhXGnPW98FaKSp8Ezw4hmTAqBX5XGLAlIUlhcsHF/Gc15SUuLq6mou2gEAAMxxtM0jBhv2zlJDeweRfA07EYfGHEaCt+NJl+nGJst1mitg1GoiLQPZEqr7aZfW10/l5o74B5A3c2zRdC6yY0+dpih9f34bQx2GhE7uAuFagftUJ/eVwrXeLlNMQ52CoQDeQqnCwLKUXDIjKr9tYJC9BzEN6oEvA8O+HMCQcHV6q8mMehyWQ+L1PrF3G1VlEqcACCY0pUfnesXkt+jsuRDN4DnHMGz4CLxCobBjWwDgA9HX16eYAGQyGc/xZt5YCPWeXjI3D794RbOYr127Hr90lf7D8l1upK1Xiaxs3fad2PHTSGCIep6n7qddVHWNLZrORfadKEfB0GYn95VCgbuTMKv5qXhqRJFmeBgbMe05m723nzq6+4JciVeYG35nRw51IQSzLMsyZFPh2b0+rh47UuSvKdbkPXVWp0gRTXH6Pjq9RNEzlmXrxuCtc65QKEwnyilAqAMAYIZCoeBeqHd160tK0QOHlM6u6vleRGq6da+0db6mfq3Ar/6s9d+kmr1A4/09dvosVVNri6Zzkd1DPUQItbJIc3Vj3e2gzdI/dMY/XHtNQQwJdQMiPy3Yea+HIeAiib9ozWKn7VB9u8mUuM7B7vooQp1lkeprkoxahGYZpLW6rqk1P+ozY6izLKNrkR1e5jRjZeClMo09lpYbfs4xDEtOTjZ+tPr6+uzQBgAAuIiTof6qha57odu9T/kPZ/W3S/GLV+j6Bst1miswdL6m6xv1pWXIth1qj0XIhkD8Sgr19FdbNJ2L7BvqDNXb0YkbWJbqKYoT57dSLMuyFJwdIYg5GrVs6iSXuCpjzmqKD21NrkVolmVZ1oC3Pr0Rt2ujt8ukgfM/2S+xtKX/wfpgqHfKzp2v6GWp5zdOFlQWHPRwmsQbDPU3TUBanmaKV0+f5Ha49E2EG/DePrsNwZs7521tbeAldQAARsDJUH/dRdU8R/ceUM10U7svxI6fppuaLddproBRqsjcPDzxInb0BHpYgp05T2RAYPh90PtZspTpe1nX9WagnaJolmWQ1239s9Cp3pcvu9690rtxYbgu1ZvV2g1IU3Vdz/DF4AxIU62Zae0jFNkDWCYWAICx4WKoM719+keP0ZjDyKYg7boN+NnE0ex+PopQP3K8P9QzfwGhPggEjP2Bcw4AwNhwMtT7lERaBvFzGp5wUbOYjx0/TT+vs1ynuQJDVzdVU0tCN3VhEdp1G1DxUf2jx/TLels0nYtAwNgfOOcAAIwNF0Pd8LqLvH1Hf/+hVihSzZqHHjhE11nRUzd0vqYbm6hfK3RhEer5XlpfPzxJqi8ts0XTuQgEjP2Bcw4AwNhwMtTb2ukXfxDpmWr3b1Uuc9CoGOsmynV16x8WY2fOaYUi1Tfz1Z7e2PHTo5lPP4amcxEIGPsD5xwAgLHhYqgziI6ub8STpNp1G9Rz/4seOmbdRDkUIzIgXWg4fuGSbkekys0d2RoGeuqDjOuaOdqigx82sVjsaAtCAQDACVwMdZaiqJpa7Mx5JHg74h+AHT1p3YpyvX1Eajoi2oIEbNX6CNVe3yGbgojMX2zSdA7CMMzV1RWCoPfdkInCeE2CFWYAABgDLoY6o0OJlOu6iD3Ith2aFT9gcecMr1os12muwNDTQ1y/gWzcgmwKQoJCkcBt6J795C+3bNF0jiopKeHxeA64ScCHp7Ky0tXVFXTTAQAYGy6GuqEDxi9dRQ9L0OgYJCgUT5Ja1VM3wJ1EeiayOVjt/i0SsBWLO4edPqt/8tQWTecu4yC8q6urzfchGldhYWGzZs3avHnz+27IqBjXgk1OTgZfngAAGBtOhjrcSd7OxS9e0fr8iKzfjCdJ6Rd/WK7TXIGhp4dIz9SFRSDB29GDR/ArKaTsHlXxmy2azmkYhslkslFu/Ocg4uPjjZ/v992Q0QJLwAIAYA1Ohnrna31JKRp7RDl9ltp9IX7hklUbuhhed5E3c7Djp7Vr/FXfzNf6+pH5BaPp+4+h6YCdGT/fEJgQAADAxMDJUG9to5/X6XbvU06fpfb0xo6dpOsbLddprsDwqoXML0A2B6tmL1BOm6H1Eerv3Td0ddui6YCdgVAHAGBC4WSow5107e/ovoPadRu0q9dhJ89YtUws3dikf/RYt3ufavYC5fRZWr+NuDRZX1xii6YDdgZCHQCACYWTod7TQ2RARMp1PPGi+tul2Kl4qua55TrNFRjgTvxysmbFD5rvf8ATLuofPCIyIDJPZoumA3YGQh0AgAmFk6EOd5I3c/QFRdofRarZC9ADh0az+7n5UG9rJ2/fQbbt0Hz3Pbr3AJmbRxYUUuVyWzQdsDMQ6gAATCicDPW2dupZFZGVrfZYpJrhhkbFWPVMnW5oIjJ/QTYEKqfP0qz0IdIy6IYmRqOxRdMBOwOhDgDAhMLFUGc0GkNrGxafoBWsUS9aRtzIYtRqy3WaK6Abm4iUVK1gjXLaDOU/nLVr/MnbuYb2Dls0HbAzEOoAAEwoXAx1Vq+nKquJn9OwuHP6R4+pcjnTa/nlXvPD761t+JUUzbJV6nme2NGT+idPSdk9uvZ3mzQdsC8Q6gAATChcDHWGIKiycnR/LH7hkr7wAXEjy7q131FM//gJeTuXzM3Djp9GRFvQwxK6+ZUtmg7YGQh1AAAmFE6GOo6Tt++g4qN40mV030Es7hxVXWO5TnMFDEHQza+oZ1VUeQX5yy0s7hyeeFH/6LEtmg7YGQh1AAAmFE6GulZL5tzFJKeQgK3q/yzGky5bNVGOQRDyl1tozGE8SYruO6gLiyBz7oKe+ocBhDoAABMKJ0O9T0lVVuMXLmnXrlf/d4m1i88YOl8TN7K0fhvV3y5FRFvw80n6e/epqmpbNB2wMxDqAABMKJwMda2WrntBXL+BbAlVu3+LHTk+mn71SLPfybsyZNsO1TfzkU1B+oIi+mW9Ae60RdMBOwOhDgDAhMLJUEcQ+vcXZG4eEhii2xWFnTlPN1gxUY5uaCJSrmt9flT+y0XlMke3fae+uMTwussWTQfsDIQ6AAATCidDXYcaenrxC5d0O/ciW8OwU/HWPVNXqUnopnb1OuXUr5RTvtSu8Sfv5NOKl7ZoOmBnINQBAJhQOBrq1G+V6IFDuog9SMBW7Mhxq7ZeZfV6fXGJ1udH5dTpyilfalb8gF9OHs3Cs2NoOmBnINQBAJhQuBjqhq5uXJqsC4tAgrdrVqzGjp2k6xss12mugFGq8EtX1e7f9n02VfXNfN2uKH3xE7qp2cqmAwAAAABg6t2h/qoFT7qMHTmui9yr9d+En7tAv6wfe6hTNc/RwxL1fxYrnf6lmr0A3XtA//iJ9T11AAAAAABMvTvU29rJWzm4NFkrFCFbQvGEi3SdFa+0Ub9WoAcOIQFbVbMXqL6ZjwRvJzJ/AaEOAAAAAOPr3aHe3qEvfoIeEKtmuqkXeOHnk0azUrv52e/1DeTtO0jgNpWbO7I1jLyZo7//0NABWxnqY/vrwPgCz9QBAJhQOPlMvaWVqqzWRe5VTpuh9liEHT9t1eIzDIIwWq2hrR2/dFXrv0m3c6/+8ZPRDOiPoemAnYFQBwBgQuFkqMOdVM1zdM9+7f/WalasRg9LrAt1HcooVVRlNSo+qv7vErWnN3b0BPWsyhZNB+wMhDoAABMKJ0P9dReRARHX0rD4BA1fgJ2Io36rtFynuQLD6y6q5rlu9z40Kgbds18XGo6fTQTvqX8YQKgDADChcDLUW9vI23fI/AIkMETl5o7uO0jJn1mu01wB/fsL4voN7PRZIgPSP3ikLymla39nVGpbNB2wMxDqAABMKBwNdaq8goRuqr2+U8100+2KGs1gufnhd62WSLmuXeOPxhwmb+boC4r0pWWGrm5bNB2wMxDqAABMKFwMdUatNrS0YmfOaZasUM2ah+7Zb9WKcoxarS8oIjIg/HIysilIs2QFeujYaAb0x9B0wM5AqAMAMKFwMtQJgiqX4xcu6XZEatf4o7FHrHqljVGpqbJy9IBYwxeoZripPRahh45Rv1bYoumAnYFQBwBgQuFkqCtVRAak2xWFBG/XfP8DelhiXU+dIAztHWSeTCsUKZ1dNUtWYHHnRvOUfgxNHxcPHz7EMGz0B7e3tw/+WF5ePvjfqampw+t5+PDh8Eru3r1rWgmHgFAHAGBC4WKo082vsDPn0QOHdJF7Ef8ALO6cVaFON7/SFxRRv1ZgR09o+ALtjyIi5bp9NnSJj4/Pz883/vfMmTNjYmLihzpx4sQ//vGPwWOM5s2b9/XXXxvzWCQSXblyRTbAy8vLNLZZlhWLxc7OzoN/6Onp6ezsPGvWrFmzZvF4vCVLlrzVpPDwcGdn57d+Y3Bw8Oeff15fP8Z3998jEOoAAEwoXAx1w6sWMvs2fjkZ2bYDCdhq9Ypytb/jSZf1xU/ImznGLWLQwxL6eZ0tmv6WtLS0Tz755Pz58yzLLlmyxNPTMygoyNnZOT4+fs6cOZ6enlFRUTwezzRi29vbeTxeWlqaMdT5fP6sWbPCw8PDw8NFIhGPx5NKpaa/AsOwmTNnrlu3zvgjn88f/Mfm8Xjx8fHDW7V06VJnZ+e+vr7BPwkPD+fz+X/uRDgGEOoAAEwonAz1tnZ9cQl66Jhqppv626VYfIJVoU7VPMev/ozGHtEs5iudXbXrNpDQTaq6xhZNH87T09PLy4sdiFuZTDZr1qzBH43/PMYj7969Gx8f7+fn98knnxw9elQgEOzZs8c0pI0HKxRvj1qkpqYOfi1YsmRJcHDwYFPfGert7e2+vr6mfwJCHQAAgBM4GeqvWqhnVbrIvcovXNRe32Gnz44mgs0vPtP5mq5v1O2KUrnMUf7fl5rl/8MvXBrN14QxNH24mpoaY+Ly+XyRSCSVSmfNmqVQKJYsWSISiWQy2WBO19fXBwcHOzs7G7vyRp6enpMnTzYOpzs7O78z1Af73H19fcZe/mBTg4KCampqLI6rg1AHAADgBE6GOtxJ1TzXhe/WLFmhWbICPXDIql3a6PpGuvZ3XWi4avYCzbJV6J79uDTZnivKPX/+nGXZefPmff7558uXL//rX//K4/F8fX2XL1/u6elpmtP19fU8Hi8sLGzwMbmXl1dCQoKxVKFQLF26tKysLCYmhmXZmpoaY/B7eXmtWrUKwzCRSPTpp58OTo7bs2fPYGtNvwqIxeLs7GzTFpqGenZ29saNG8d2cuwPhDoAABMKJ0O98zWR+Qt+ORmTnNKsWI0dP23VMrF0YxORla0VitTzvbSCNdipeKq8wgB32qLpg/r6+gQCwfLly93c3D7++OOHDx+mpqb29fWJxWJjohu710lJSTU1b0YhwsPD58yZI5PJnJ2dk5KSeDyeseM++Es///zzv//9787Oznfv3sUwLDo62vh4XiAQbNq0icfj3b59WzGgrKzs73//e1lZmbHy7Ozsjz/+eNasWZ9//vmqVauMT+iNYwCTJ0/+5JNPjP89b948T0/PK1eujO382BkIdQAAJhROhvqrFvKXW+TtO7qfdqnne6EHDlHlcst1mitgNBryl1voATEWn4BGx+gi9pB3ZYaWVls03dTDhw9lMllUVJSnp6ex95ydnf3JJ58MRqlxgvqCBQsGj//kk08WLFhgnEwnEAjWrVtnnCJn+tuHD7/z+fyvv/5aJBLFxMQ4OztPmzZt+fLly5cvN34b8PPzG378W8/awfA7AAAAJ3Ax1OnGJv2Tp6Tsnua771Uz3XSRe61a+50hCENLK1VdQ1X8RmbfxuLO4eeT9IUPbNH04eLj4415mZ2dzePxpk2bNjg8vm7dumnTpg0+8MYwzNfXNz4+fnCGfHx8vEgkmjZtmumXgHeG+uA/cHl5uaen52D9c+bMGd4kEOoAAAAcxcVQZ9RqQweMHT+t9vRWz/0vduzkaPrVI229qn9YTGRA5C+3sBNxyJZQ7NhJuvmVLZo+nDHU09LSPv744+zs7H/84x9Lly5lWfbkyZOmk9pMDc6Q7+vr27hxY3Bw8OCI+sihnp2djWHYX/7yl/Ly8vr6+k8//VQsFg+vH4Q6AAAAR3Ey1HGc+rWCuJaGxh7Bz13Q3384mj3VzM9+b2snkq9pVvmq/7MYPXCIlN0j82T0iz9s0fThjKHe0NBg7KDn5+cvWbLEmOh79uwZfnxfX190dPTnn3/++eefu7m5CQSCefPmLR8wQqiHhYW5ubmxLCsWi7/++muBQODs7PzOlemMoW76YhsIdQAAAE7gZKgjiL74CXrgEH7ugr60TF9cQjc1W67TXAHd2ESkpGoFa5T/nKn66htkUxB5O9fQNsZVUcc8/G7U3t6+ZMmSv/71r8P76FeuXDFOhv/000+nTZtmXLd1+DP1pKQkLy8v06Vj+Hz+5MmTB+e9Yxj26aef8ni8t6a4mx6/detW0zaAUAcAAOAEboa6jrx9BxUfJX5Owy9cwk6eoSqrLddproBuaCIyf0E2BCqnz9Ks8iUyIENLK4PobNH0t6Slpf31r3+dPHnynj176uvrg4KCeDyeSCR650LrGIZ5enqmpaUZX1439tE//fRTY0Ibp77zeDxPT8/g4ODBdeX6+vqMxxhfnMMwbN26dZ988omzs/O8efMGV6YzZaxncI0almVFIhEIdQAAAMfHxVA39PQSmb9gR0/oftplfKVtNIPl5off2zvI23eQbTs0y1ahUTFkzl0yT0aV23yXNmO3+8qVK/X19V9//TWPx5s5c+bNmzcVJsrLy2UymVQqNY15Y6jX19e/tWiMuWfqe/bsOXHiBIZhYrH4L3/5i5ubm/GZupeXl/GXLl269O7du8aDjV8C5s2bZxr2oKcOAADACdwM9R7qt0o88aJmla96gReRmm5obbNcp7kCQwdMpFzXrl6nWbEaO3mGzJMRaRlknswWTTdVXl5uXCXGKC0tzcvL6+OPP+YNM2vWLNPhdGOoD6/QXKjX1NSsWrWKx+OtWrXqrU3YjL80ODjYNMLz8/Pf2hVGJBIJBAKL/0cOCIQ6AAATChdDndFoqJrn2NGTaq/v1PO9iJRUfWmZ5TrNFdCNTfqHxbpd0arZC1Rf/xvZFIRfuqp/WGyLpo+GQqEwbrk2uBbsWyPk5eXl75xD19bWFhQUZBr/RhiGtbVZ/tYzAiv/+nsEQh0AgAmFk6HepyQLCpHAEOXU6ZoVP+AJF0cTweZ76i2t5J18ZOMWlZu78p8ztb5++gePDD09tmg6YGcg1AEAmFC4GOqGrm4yT4Zs26Ge50lcSyNv5VDPqizXaa7A0NVN3szBjp/W+vyocp2rXbueLCikG5ts0XTAzkCoAwAwoXAy1DtfkwWFWv9NyMYtxLU0ffETQ0+v5TrNFRh6eogbWbqQn5DAbej+WPxyMpknG80adWNoOmBnINQBAJhQOBnqPT0kdBMJDFF/uxSNjtE/LB7NW+XmQx3uJNIzkc3BmqUrdTsi8XMX8LNSzmWoAAAgAElEQVSJ1NNfbdF0wM5AqAMAMKFwNdTvyrR+G5XTZ2mFIiI1fTSD5SP01HuJ1HRkUxASuA0JCkU2BOoi9xJZ716YxcqmA3YGQh0AgAmFk6EOdxIZkOb7H9TzPLHTZ/GrP9O/W7GfuqGlFb/6s4YvUM1eoAvfTaRl4JeT9fcfmjvemqYDdgZCHQCACYWTod7eQaSma1b56iL3onsPoAfEVFn5O48cUqe5AuMysZpVvsovXNTzPHXhu8k7+XZbJhawKRDqAABMKJwM9ddd5K0cIvkamXMXP5+EJ12mFS8t12mugG5oIlLTtes2KL/8Wr1oGX42ka79nVFb3iJmDE0H7AMaEB8fb/x8D/7J8Pf4AQAAPhhcDHVGq6UVL/UlpWT2bXR/LHk7l+lTWq7TXIGhpZXML9Bt36le+J1uRySZm6cvLqGqa2zRdMA+wsPDee/C0cVuAQAARomToY7j9O8vsKMnkeDt2MkzhpZWBkEs12muwNDVTaSkan8Qatf445eu6h89JrKy9ffu26LpgH0YP9bDlZSUvO+mAZzCIJ2dCDPSERSOU3+iQpqiRqyOZQ0ETlo4BADM42Soq9XkrRytr59myQoiA6Jqauk6KybK0Y1NZEGhbkek6pv56gVeurAIPOkyCHWuG95ZB9104E8i4MKDHlMD0xtRs4cw3cWHwiWP2vuDnel9+aLLJOQZfbO8DCYGf6bkJz2Eu45JzDsWLnATJVb1gVwHxoaLoW7o7iZv5aBRMciGQO26DWjMYfJOvuU6zRXQTc1kQSEi2qKcPkv5+Rfatev19x8a2jts0XTAboZ31kE3HfgzCPjRqdVTF4amlbfA/Voq0o6nVr/Vc2da0n0+Wi1V4CzLspRc4uQmjDo6ENGxId5Tpu4sfBPRMCT8LCq/DYZhGK6Srv7IJ6HCWH17a2sHDMNwW37UZwEQ/Gd6/wBggpOh3tNL/VZJpGVo/Taq/7MY2RJK3s61XKe5AkNXN5l9Gzt2UisUqb6Zr1nlS97JH82+b2NoOmBPpp110E3/MGAYJhKJbP4VjeqtzdrtMdVPkpY1OMUy61KEx6RJTt7iIlg/5GCmNXd/3L2qqmqYYCm5xCkAgilK1aumGJZF5BJvIdT65mAYEjpJ5BTLskRjytpJLsIoY/of3LzM/2otQg/WYMP/O+CDxsVQZ5QqqlyOHT2hmr1AOX2W9keRVbu0GXp6iAxItytK678JCQzBTp/VFxRRFb/ZoumAPZl21kE3/QPQ1tbm6urK5/OTk5N5PF58fLwNfgmNNBWdDwmIvFb8LCty+c5bjTjDsgzVXZboN8cjKqcRoQeOZPSN2ZF+QqFQKBSudHeaNMnrTJWmXOIUAME4DG12WnbqqVJtLtQZ5cN9Ar4gLL0WhuGOCqmPy7K4MiXFgFAHrMTFUDd0vtY/LMaOnVTNXqB0+hcSvN26FeVedxFpGYhoi+a779E9+4nka/iFS2CZ2A+DsbMOuukfgJKSEuOtyrgTcWVlpaurq0gkGs93FJleeYpEIi1SqPQsy7L65wley+Kq+rrlKaHePtHZL8xNmWP6CndO35zegg9EMg5DATwhBJvtqSO1idFnqtr/kO46VNraAoW6+ac36hmWZUGoA1biZKh3wFS5HDsRp3KZo5w2Az14hH5Zb7lOcwWGnl4iLQPZtgMJDEECtyGbgtB9B8ncPFs0HbAz4+cbdNO5zrjewFuLCLW1tYlEIldXV4VCYZtfi7feT5aEC7xDpI9bdeZnrqnlkuXLEqpxlh1dqB8rrctJKmqjWJbRlIo9pk7xEj/qHkhxEOqAdTgZ6l3d1NNfkeDtyilfKp1ddbuiqfIKy3WaKzD09JC3c3U/7UK2hul2RaP7Y7Ejx0GoD1dSUiIWi/l8Pg+wAT6fHx4eLpPJjD1RwKivr8+Y3JWVlcNLMQwTi8U8Hk8mk43f7zTgyuaqouuSzSsFIZEh3h5+0rcnx5lg9Aopf5JLaHYTzgwJ9ckRRZqRnqkbn9zv5QvWrHRbI4bkMG5gWWtDvaSkJDw8HFykNjJ4kY7tX8c+OBnqcCcpu6cL+Uk59SvVV7PRPfupcrnlOs0VMCo1kZWt2xWNSU7pIvbowiLIO/mGVy22aDpHYRhmHMeOj4+HIEgB2IBMJktOTjY+M25rG+M8zQ+MQqEwjrGPfEIgCDJ+OK38PsT0PMtIOCkRx8aelkJF8pc9qo78va6TFkVIC6oGZsC3yItNX1Fj8Vqp/2L3GV8s9l7oEZpepyyTOAVAMNqa7u8kkVMsIpcsXp3e/OYrQX+o61WKe+dD/P0jr5Z2aHC4VBriNclpYUDUKWnqMeHksYT64BRCcJHajkwmi4+PN34mHfbLt4KLod7VTZWVowfEaveF6rn/xY6epH57x5f4t+s0V2Bo7yB+TtOs9FF7eiObgojUdENbO6PR2KLpHCUWi11dXUHS2IHx1szn8x32lmE3MpmMx+OJxeLRnArFQPxb9YjddGUY6nVFomiqe8BB03fIIwRTeJOmBN6GjYdRbYWHYq7UVmcJvSWlZVL+DOENKDEgqQpRPo2dy5s0xy/hQWnW2SvyriGhPvn70P27DybmymGdvrsiJXSx6+rjRR19sByS7EooUtwZ2ytt4eHh4CK1D+PokUgket8NeTcuhjqD6Oi6F2RuHrIpSL3wO/SAmKqptVynuQJDaxtVXoFs3KL+7xIkKBS/kqJ/WGyAO23RdC5qa2vj8XjvHPwEbAHDMFdXVwcf4rMpDMPe+RB9ZCMP1P8ZepXirsRn2dqNGyNzWt6kK9WSE+ruEV0A9ye/purapdxGDcO2QkJviVyNKCqqeyiWZVnDC+nCGS4uXwzpoxvBkPAz8VPC5I+p3irpzuiiroEfxzL8bryPK2w1twB4m/Gu6JiTdTgZ6hoN/fsLIi0D2RKK7tmPX042dMCW6zRXQP/+gswvQDZuUbnM0a5ehydd1heXgMVnBkEQBGaP21l8fLyjXZN2M5jNY4iosX0bMMFQ3ZVQXFTkcUgOowxZGTeXLy7tYViGUv4m9fNYJi6E37HKqzHUB5eqZlD58TnL45IPDzxNpxW3bin634R780wdbylK2BngJwyIiI27mls1sA7dmEIdgiCH7Th+qMRisW1eqrQWF0Pd0NauLylFDx3Djp4kCwqpymqrQp1RqYkbWbrtO9H9sUjwdiR4O5knM7S0mjvemqZzEQRBjvb5+OBN2HM+Li+q/alx+7cwut5OZDBQ1U9jFy5PfvaqODHAY7X5V9qGhDqDyM/wV0sqWioGp8hR8ri4/rlxQybKsSzLUkhLOSRZ7zpkTbo/Herh4eHJycl/6q8AVnLYi5STod7VrS98gB0/TVy/QRYUEhkQVVltuU5zBQyGUTW1+oIifUERcSMLT7hIXEvTP3lqi6ZzkcN+dj9gE/Ocj9d8N3bUM+xGxuBdVVmSkNWLlu28VgajZue/01VxMzyMoc4g1VL/NdGFbZTJvHcGhvz4UoWxiw9DwslCSSY01PXzIb6b49IgCIIyJWOYKGfcXHjM/6fAGDjsRcrJUG9rJ25k6ULDMckp7Y8iZNsOfUmp5TrNFTAEQT+vo55VUfJnWHyC1n8TeuDQaLaIGUPTuchhP7sfsIl2zm3xZppxyuGffsROId1Nzx/npZ6PDvEL2BWXXlQ9Qpz3/xW5xMldIu/trroRHSjOVqgZlmVZXCFd/ZGL91rhWoH7lEke/W+iGxTShX8LSSmTm1WWEvI3EOoc4LAXKRdDnVGpydw8Iitbt32naqabLnz3aPrV5ifKdcBE8jWtj1Czyhc7fZbMLyBv545mOZsxNJ2L3sdnl6F6OzqNr+2yLMuSqh7Nu25yDE3Ro9rMiuprbRusgeht68IZlkFet6n0I/4101+l6+21dHMfPw57v7AFm64hY3zEPrqhaUbfJDubkJKVU/S06iWMjDpWDa3FWU9bFA8yihQq0yfuDK7qNL4H14sM/Lmh9XHm/YaRNnNlel8+78D/5EftfYT6wEXKEIhulOeKoSjaTJHlLWlHcSBD4YTdVu1x2IuUk6Hep9SXlKIHxKoZbqqv/40eODSaldpH2qWNSEnVrPJVfuGi9liE7tlP5twFG7oMsu9nV1klK23FSePaHWr44ZXsFwj+NPYz19B8eNi1jMglq32Ta0lWV5UiSUh/s/cGlHZOYrqblqYo4m9rUxqNrxe3QsJFUcW9lFziNOdMFTl4k2ConpcmPaaKUijhTFHbm+lLU0Nyuux0x3DY+8W4s8lqr0O9tb7sB+l9hHpvcZS7y857PUSd1HfN/qJ2g+W/0gr5efgmVzy/FiPJrx/yzcbwKntHZEqtcZBD87LsWSM8uDXes/tl7YMXHiU/tVjg7ycUCoV+ASHBAUJTvt6uC3cWDr9R2ITDXqScDHWtlqquIVLTtUKRZjEfFR+1akU5urGJuH5DKxQpv/xa7bEIO3aSqqpmVGpbNJ2L7PvZNWiKY+asSX6UEeAkKZLHrQm49kJdmzB3zpkqcvilisglQokcYVlELvGNym8YuA20VUnXL5O+MJmNJJe4SOQU2lR8E4KSIty9I6SZmRLhZPeIS5d28o27Y7EsgzTLy3Il3j6S/AcpId4hKcXy6lYEvrM3KK0OrZC4mM5vsi2HvV+MhkKhiI+PH01I23JfliEGd4Lh9GvcbW1tEAS986uJ3UOdoRqvrZ7sJ61sgeH2P9KDpvRvJ9uukKVm9GfzcK/zQ+YKoVaWrIyb4xKQ025aIVl1Zk7/FMJWSLg8Qto/7yBTIpy8UKoY+MpA1yXMFUIwy7KGF9JF/RFu6GxoQOhhryHYlsNepJwMdYKg/1CQuXnowSOaZat0P+2i5M8s12mugG5+RebJdGERqtkLkICt5J186tcK+sUftmg6F9n7s0tUSSPTH2UEOG2PPnMqq6iqqVbqu1D6wsCyLEvAZSV1CM2yFNLTCcMN+VGCqLyK+9l5WQd9hob62v77g3EItC0/anpkWm7ioZSSRlguFYikVW1t+VGfCaRVQ0dHWbYVEoZAsEouEUrkvb1wHwVDQiEE938tsNM5cNj7xWgoBjbHGyHaB9cotNubvoOP2B3z3eLRMJ5YV1fX4dFu71Cn6tP9pg/MDSju/wYsl8vlxfn5xXJFz8CFgjcVZec/rRgY/SpOCZnrLbkjlz9Oj1i+Njwi8ko1wrBMb1VuFgQlRy1btj7A71Ah/BIShkAw0lSUfb9JQ8klTsYUNzJej6xBU7x/6iQX77VC4Vpvl0kfzYmrJEGosyzLzVA3vGohZffI/AI0Oka98Dv83AWrZr8benqIlFStjxARbSFS0/WPnxBZ2fqCIls0nYvs+NllyNqLvst8hQJ3Jx6PN8nFe2NEbOx2gYuTi7evULjS3WmKd0jMYegFyajrspNTslIlQnehJBXKSo/bvFAoSYWgVInQxS0k7uJOH+9L1RTLshQsz83OlAgnG6ccZ16J3e4vcHXzXitc6+3ykStfsPboI+MtiIGLxJsDIrYLXeYKo2JCvF28N24W8rdK86Qg1P8UhcmOt++M9ra2Nj6f/16WPzOODXD07S/TE/tWtNs31NW10v379/p95uK91jjo3X+FCoUCd6chg2qIXLLIW3JncBJgvuT7odMEX/ZQDMsgbS+bjT3+v/HPVWqaB75YL1omfYG/M9QpxbWtBy+eCj9U2qUuPbZoTYqCZEBP3YiLoU7//oLI/AWNilF++bXafSF29CT1rMpyneYK6MYm8m5/T13t9Z1u5148SUoWFNqi6Vxk788uo5QfDxSunf/RfI9F/EMFDy/6TFkskSPvumL7h9+pntobET4D4/CLlklfUEPm0NF9+Ts+mhx4rWFw8a+BSt5+adj47HxHfp96YGB/8CYCQn203gr1t6K9pKTk/S6d/d4bMGbDT+xgtNsx1ImO/HMni9pwuWRG/5B7Q36UoH+cTPEw+3G7yVXy1n42FAwFfBb7lGBZVvNQshtSICbz5gwvU77nx5b2mYyWeQuh1nf11JMfpR5LfK5mycozvgLBanEhPDhdBoQ6N0O9sYnMk+lCflJ+4aL1+RE/d8Gqtd/pxiayoBAJ2KpymaOc+pX2R5G+8AFYfGaQXT+7VEfp8Z37C5tboAAnSUlLkcRvYURWSaoYan3XohyIXMIXbA7cHJeZHOzm4u0rFPp6u/zNyX2lULjSfYogoVbHsizLvs4Pmc77G1/o67Or8HlJrEd/r8LYsRgS6gxZdWauHwQziFyyJvapmmVZpv1+YlYtYt9QDw4OHp6LH4DQ0FCeA3SUjUMF06ZNe9/nY3y4urr6+vraK9QNBE4yLN2Xv+Oz/vftBwbMIAiCoKyLudXEu3rqJcnRMQUtpcecVqe3MnRf/o6Pvtid3zW4NQ7VlRPy0Re7cttR5k2or4l9qn5XqGc24yTDEt0VV0L9RH6rQ84X1vXgBhDqRlwMdUNXNyV/pgsN1yzmI4Hb0INHrNqlzdDVTd7ORWMOa1b5qma4aQVryLuy0axRN4amc5EdP7t9FSkpD1p1DNOWs9lrc047Q3W9bFIzmqJdu4o0Q3rVBrynrki609vJNTSnlWKa01cHQzA1rGfAsizLdOUELvZe/MWxxxVn3EPjzgnnDN6AIGmEu2moU81QWFiKQjekHrL22q6Y8xf3C6baL9STkpJmzZoVzk3GvcKGCw8Pv3HjBm+clpexhnFpGh8fn7CwsPd9tv6EEU7s5s2b7TtRjoKhgEnDh9+Fvt4uUxYmVJP9h70J9bKUkKmhua+78kL+tiO/rxnyc1me8nJg9htDwfn7VnvMWBwc4SOILnycJgyB4CZI6BGRD79r+D2zEZZnRQcEhO7Yl1ZaXVWYvJPv5OQu8FvjPcMLhDonQ/1Vi76kFE+SolExmhU/oPsOWhfqPT0kdBPdH4sEbkM2BaGHJfrCB6MZ0B9D07nIrs/U664F+YXs3S10m+K1MWp/uGD+ooRqkmlOX7P7emroZxFF/XvnMa8fRfv4SG5mHVwrkSOspijii+3Sx88a4Yb8KC+BVA4rSh/UGafgIlVxIXHyIomLRE7RFNWSE7UvXV4qFXhF5TfA1Zni4wWNKMWyLEu1FR0/eq1/4i4JV91PifJdn1JLsiyDw2XSo2cetYNXYEdj+ChxeHj44Dvo47OdmhWsWUT2/RrhxIbbe/Y7Befs3wo10Kxx7R3vuKrBKKWRl9Uv+8fVB0e8GOKpeIZETjEtkJ97UFTonKn7izX9mc4g8rORV58rMoTCrFdVZ7wCLuTKymHiecLcj3gfhdys/K20STNkm7sZgijp/boenGF0rcVnhVOWJ9SpVYrSYsVz0FNnuRnqdH0jeScfizuHBG7T+gjRPfutek/d0PmauH4D2RCo+f4HNPYIcf0GnnSZevqrLZrORXb/7PYWR/nuLOpkNI+iZ4TmdFEsiyukAh7PJaKo581RNEUx/c/UCbnENSIh6U0XPFMa4T0/+kEvwzJd+Uev1JGUXOIiqeisyu1/lT0pwn1uQFwaBEFZlyK8vA4WwgRLqXvUpMmr6iZzekszov0PF5ruom1jDnu/GA3T7DGN80Hjt53an2P1di/v2Qgn1o6hrqtN8HE1fYBlbNBAt10oXB8SJT4MvSBZlmVbIaFQqsCNPXsniZwyDrPzvlgPvTKwrAGWlzQjvXV1MMUMTGs3rhvBkFVn5i70XvyFcXhM06Do6v8K0H8Ya2i6e1aamVP0KC9Rer/b+H0bDL+zLEdDvakZv3hFFxaBBGxF/APQPfutnv2elqEL+QnZFIRsCkICtqLRMeSdfFs0nYvs/dk1wBVX9/t4LF6zcu5kYfIfCM2yRDsUPHmSX0ojPvRQY6g3F0eJ4qrqTK5nCoaC+3e9NN4i+p+I96/w1V4smTNne+yO9bGFChiGYbhLhQ92GprlZRVvh7pcLpfLq1tHWgdsfDns/WI0Bu8pI6wQZ/98fV/fJMbRCCfW7j11lmVZBnkBRQZGpl8I/2y99G7SzsMFLfjQFWg0RRGukpLfru+Pk8YFeAihVpZRP09cP9XJySO6AKYoGDqUUIf2HzyQ1izLsoZXkGi1+NGdY8aJLIYXyUm/Em8fZsB7FE9zEiO8v5iyJq2RZkGoG3Ex1KnKauzIcQ1foP1RhEbFoIeO0bW/W67TXIGhrR2/kqLhC9Qei3Sh4dipeOz4afJWji2azkV2/+wa8NaHZwLWR6fn3z0f5B5wtTgn1j8yo+xu7Fy3wPOFxpU4DUjTs6fy0vTw1YeTz6yPvNfDtEJC94EMLsuXfD90KyyTaW5Ufbq/T/Sj10zPg33CyORiRQ/+zrWwkDcT4FmWZdR1D+Tv2nbTJhz2fjEafX19o1zw1W4j4XZYt84ORjixdg91orsqPdIvMkX+muqfwUogtVf9vUTH0oqqmroQimFZg6b44OK4SpKlkdrkwMDkWmVXlXRHoLRao6mW+rm5+kXtXbv9zdTXwUkz1OuKC/sPFbZRg5ct8TRW0L8jDtOavtpbkm+6Wn5xaoRXQMLDcrn8jsR7EQh1ToZ6VTUqPqr2WIRs3KLbEUlcv0HXN1qu01xB/zKx3/+g+uob7ep12JnzZH6B4VWLLZrORXb87BI9tTclAcKQ47erugmWNeBw0aHlfsfyjCtKEt0VSX6uHj5xTzUsy+Dt8mvb3ea6z194St6/mJT5UDfeL3BNS0XaTn7AmdIO45vpFFwoXjaVN2llQq2OJasTfb9f+2bJyTUCwfcCwZr+n1YLBGt910ufk+baPq4c9n4x7sZlO7WRjePmbw7LjqFOI00FcZsDotMrYOO34TevpTBUdyUkCfSY4iaQPOqhX14LOFmqMT5cZ6ju0oTQqCvy18arksFbHkt3ejvNjyru7a8YhoROhx81FUoCIvsPo+vT10zn8Xg83mTXzdeMyz5SconTW6H+Bgh1luVmqBtaWvEkqWbpStXsBbrd+6jK6tFEsPlQb2gifk7T+vyo/MJF5eaO7tmvf/LU0N1ti6ZzkR0/uwZcrXmzlQXZUHy3Ch7SjTa+TjOAIXEcUamNOat5Wfa8u78nbUCaFa2mfxFpKKtqrM3Pypc3qd7qbVOaHpV9kvpPcNj7hS2McTu10dU87pu/OSY7hjrR2wojpheRobOqtNHk0dTAripIi8JkGgqD63TDBroYXKMevE6RlrqWV7Vlirev0KEMnS8qze6bZ27nJ5tw2IuUk6H+qoXIgJANgWqv79D9saTsHq14ablOcwX9i8+E/KSa44EEbiPzZPTzOvCe+iCH/ex+wCbgOf8z26mNik03f3M07+WZ+gTnsBcpF0PdmMLYsZNIwFb00DH86s9UTa3lOs0VGHp6iOs3tP6bkMBtxM9p+ofFJHRTf/+hLZrORQ772f2ATcxzPo7bqX0YD9FHD4S6/TnsRcrFUDf09OiLn+Dnk9DDEuzYSTI3j25qtlynuQK6qZm8mYMEblN9/W/Nih/QwxI88SKZc9cWTecih/3sfsAm7Dkfl+3U7Lb5m+MAoW5/DnuRcjLUO1+T+QX4+STNKl907wFK/oxubLJcp7kCurFJX1Kq2xWlmjVPOW2GVigiMqDR7Ps2hqZzkcN+dj9gE/mcW7Odmv03f3MQYrFYLBa/71ZMLMnJyY55kXIy1Ht69UUPdOG71Qu8dDsiicxfrHqljW5o0hc+QAJDVDPclP9w1v4oIgsKR/M1YQxN5yLjoOgHPHPYAYlEognV0RxuDNupvcfN3947mUzm6ur6vlsxsfD5fMccHeFiqNNNzUQGpPX1U/93iW73PjT2iFW7tBk6X5O376B79muW/0/11TeaFT+QuXmGzte2aDoXYRjm6uo6wTPGnozfoibC9K6RGbdTG+Ujdu7uvTYu+vr6XF1d3/tOOROHcYkFx5yxwclQb2wikq+pF36HbArSRexBo2KoXyss12muwNDdTUI30cMSxD9As2K1LnKv/v5DsPa7qcrKSh6PJxaLHfND/MHAMMz4UjW4OxuNsvPN6V3Sx4vxuyC4SG0NwzDj581hH/FwMdQNbe2Y5JR6gZdWKEL8A3Thu0ezUvtIu7QR128g6zdr167Hzpwjb+YQKalUWbktms5dCoWCz+fzeDw+n2/tblPAuxj34DLukP2+/7UdyMiPya15AP/hqays5OJFGhwc/PHHHzs7O7/vhlhmPL0O/nnjYqhTNc/Rg0eQjVuQLaHa1evQA+LRRPBIPXUiA9KFRWiFIkS0Bdm2Az1wiCwotEXTuU6hUMhkMgiwDYVCMTFHjy1654T2cZkq/+Hh4kXq6enJ4/HedytGxfGfi3Ey1Ct+w89dQKNjdDsitWvX63ZFUeXWDL93wETyNc0qX/WiZdrV65CArei+g2T2bVs0HQCAsRl89dz4vWccX2oH3rvw8HBwzxwvXAx1ur6RyICI9Ex0fyyyORi/eMWqrVfphiYiJVWzylf55deqOR66sAgyN8/Q3mGLpgMAMGaDi8Rt3boVPET/kIBQH0ecDPWX9fqiB7rd+1Sz5mlW+qCHjo3mrfIRd2m7+rP2f2s1S1aghyXkXRmZm0f/McYxFhDqAGA7GIZFRETweLytW7e+77YA4waE+jjiZKjXN1JPf0W2hCr/OVPt/i0Wd86q2e+MRqMvKSVSruNJl9E9+xH/AOzoCbBLGwA4Jse8ZwHWAKE+jhzzArEw+727W//oMbJth3q+l9p9oS7kJ31JqeU6zRXQdS+oZ1W6n3ap5/5X+4MQO3KcSLk+ms1cx9B0AACs5Jj3LMAaINTHkWNeIBZ66o1NJHQTv/ozuj9Ws9IHjTls3ez3113Ez2naNf5awRrt/9bqIvdST38Fz9QBwDE55j0LsAYI9XHkmBeIpVfaaknoJnkrBz14RP3tUnTfQX2x5ZcGzQ+/Izp90QP84hXiWhqeeBGLO0fm5tF1L2zRdAAArOSY9yzAGiDUx5FjXiAWeuov/qAqfiMLCjUrVqtc5uhCfi34smYAACAASURBVNIXPbBcp9kSkqSbX9HP66jqGiI1Hd2zHzsRN5rlbMbQdAAArOSY9yzAGiDUx5FjXiAjJyOjQ+nfX6DRMer5XqqZbkjgNqueqTMqNXkzBz0swY6fxk7EoTGH8QuXDG3ttmg6AABWcsx7FmANEOrjyDEvEAuhrlbrS0rJ7Nvonv26sAj80lW6vsFyneYK6OZXREqqZqWPymUOEhRKZP5Cyu7RL+tt0XQAAKzkmPcswBog1MeRY14gFme/k7J7ul3R2Jlz+oIiuu7FaPrVI+2nTqSkan8QKv/lovpqNhIUqi8oMnTAtmg6AABWcsx7FmANEOrjyDEvEAs9dZWauH4DjTlMpKaTt3Lwy8lUVbXlOs0V0A1N5O1c437q2nUbyJy7dH2DobvbFk0HAMBKjnnPAqwBQn0cOeYFYmGiXEMTeTMHO34ajTmsCw3Hjp20KtQN3d1EVjYSuA3xD8DPJpL5BWT2bX3xE1s0HQAAKznmPQuwBgj1ceSYF4iF4fcOWF/4AD0g1qz0UXsswk7EWfVM3dDaRiRf06xYrZq9QPujCDtznsy+TVVa/powhqYDAGAlx7xnAdYAoT6OHPMCsRDqcCeZm6fbEama46H693/whItWbejCEASZc1fr86PynzOV//el1udHIvMXEOoA4Jgc854FWAOE+jhyzAvEQqi3d5C3chDRFuW0Gdp1G/ALl8icu5brNFtCkvr7DzXf/6D8/AvlFy5av41EBgQ2dAEAx+SY9yzAGiDUx5FjXiAWQv1VC/nLLe26DZrFfFyaTN7OtWpFOUPnayw+QT3fq++zf6hc5uh+2qV//IRuaLJF0wEAsJJj3rMAa4BQH0eOeYFYDHUiNV37owjZGkakpNLP6wwtrZbrNFdAlVegBw5plq1S/nOmeoEXGntE/+jxaKbejaHpAABYyTHvWYA1QKiPI8e8QCxOlCMyIES0RfX1v5HAEOJGFt38ynKd5gqoqmrsRJx27XrVV7PV7t/qIvcSGdBopt6NoekAAFjJMe9ZgDVAqI8jx7xALLzS1tRMpGdqVvoo/+WCiLYQ12/Qv1vefsX88HtLK1VWjp9N1P4gRIK3ExkQVVZuaG2zRdMBALCSY96zAGuAUB9HjnmBWAj1hib80lXNkhWapSuxYyfxqz9T8meW6zRXwOA4g+OG111EeqZ27XqtUETezBnN14QxNB0AACs55j0LsAYI9XHkmBeIxZ46fjlZKxRhx05iklO6iD36wgeW6zRXwKjVdFMzkZWNBIWq/7NY89336GEJeKYOAP2oPriXMPmZoTobmxH6XUcSOMX8iZppytLhBgIn3zrEMe9ZgDVAqI8jx7xALDxT73ytLy2jnlXp7z/ETp/FzyZa9Z66oaWVkj9DY4/gCRfxxIvYkePE9Rt0U7Mtmg4A3EO15ESGSB61U/0/I1Vx3pP4UoX+7UBmlI8OBcY9gvu/ATC9DS+6Tb8NoM1lz2CTGKfkJz2Eu45JzDsWLnATJVb1mf4mx7xnAdYAoT6OHPMCGTkZjVuvktBNXJqMRsdgZ85RNbWW6zRXQDc141dS0ANi/HKyvriEqq6h6xsZjcYWTQcADmKolht+k1cm1OpYlmX6CiOXxxbCxLuOJFvS13+0SKqgWZZlKbnEyUUYNZjQR0O8P5qzs6jrTULDkPCzqPw2GIZhuEq6+iOfhIoWGIZhuL21tQOGYbgtP+qzAAimTH+HY96zAGuAUB9HjnmBWAh1pYrML9CF/KRZ6aPhC9DoGKqs3HKd5goYDCNv5SCbg7FjJ/ErKXjCRRK6aXjVYoumAwCnEG1l9ysa22G4Kj1sZ0pVCww3lZ6JEBcqYLhZnntH3v12tDPwnf2H71ZV1cEUQ8klTkIIZklVj4ZijSE/NKFhSOgkkVMsyxKNKWsnDX4DOLh5mf/VWoR+x19x1HsWYA0Q6uPIMS8Qy8Pv9x8iW8OUX7io53thJ+KoXyss12mugOlT6osekDl38bOJmlW+ao9FqPgoVS63RdMBgFMQuWShe0QSBEEQBGVKhJPdI6TGH6CkCHcX//QGff+RaCO0z08oFAqFQoG7E+9vXnG/afpDvRUSui2TlCrNhzqjfLhPwBeEpdfCMNxRIfVxWRZXpqQYEOoTBAj1ceSYF4iFUO+AybsyZNsOzeLlmsV8XchP+ofFlus0V8Co1FTFb+jeA+r5Xsqp09X/XYIdOU6VW/6aMIamAwCnIHKJtxDqX9ppoOdt1AoJvSVyZNhfofuK9k73u9HypqfeCgldhFCr+Z46UpsYfaaq/Q/prkOlrS1QqJt/eqPxgT0I9YkBhPo4cswLZORkpGpqifRMMvs2dipewxeg+2P1T55artNcAaNDDa1tVHmFLuQn1df/1vAF+IVLo3lJbgxNBwBOQeQSLxfh7jfPxN88I98tdPF6R6ij5ZI5vgm1CPvmS8DIoX6stC4nqaiNYllGUyr2mDrFS/yoe+AYEOoTAwj1ceSYF4iFUK+qJu/KyDv5uu071e4Ldbui9PcfWq7TXAH9+wsiK1v/6DF+4RKyIVDrvwm/cImuA++pA8Cf7amjCqnvpL9tz25HmSGh7h5R1DPiM3WWpXprs/byBWtWuq0RQ3IYNwz8ShDqHz4Q6uPIMS8QC8Pvr1rouhfk7VyN9/eqr2YjW8PIgkLLdZoroGt/xxMv6gsf4IkXNat8NYv52JHjYOtVAGBZRC5ZLJDKYXhgKrpAWmX8AZZLBYuHhjqD/3HV32v+jMke3ouWhaY/V1ZInIQQzDSnr14skSMsJZc4+ae36t/8jf5Q16sU986H+PtHXi3t0OBwqTTEa5LTwoCoU9LUY8LJINQ/fCDUx5FjXiAWZr+jGFVZrdu5V/2fxarZC5DNwfoHjyzXaa6A/kNBFhSi0THqBV7Kf87UrvEnoZtUzXNbNB0AOGXEiXIea6QKfOBIhoLvHYq8VqvIEDodK62V8icF3Mg5F5DwG0I8jf2MN8l1Y0LZ46yj1+Q9Q3vqk78P3b/7YGKuHNbpuytSQhe7rj5e1NEHyyHJroQixR3wSttEAEJ9HDnmBWKhp97Tq3/wiLx9BztyHI2OIdIz6Zf1lus0V2DofE1V16B79mvXrtd8/4N23QYs7hxd+7stmg4AnEK0PS2oGHglfejwu4HASQZ5nnHlIUwxLFp17czdRoQe6HyrFSXPexiWZVmDQrpwuovLR0P76EYwJPxM/JQwWVqG6q2S7owu6hr4EQy/Twgg1MeRY14gFl9pI6GbutBw/Gyi/sEj6lmVob3Dcp3mCuj6Rv2jx9iR4/jVn4m0DPziFfJOvqGt3RZNBwBuYHqentkeEnXYdHm3oRPlJBLJsdiIzUKhKBKqfxPXpo/JWZZl1XLJ8uVS6eGBbKYVsluD/fs3B+MtRQk7A/yEARGxcVdzq7r6KwChPjGAUB9HjnmBWAj19g4i+Rp28gzxcxqRAeHnLuhLyyzXaa7A0PkaT7yIBIVip+L1xU/o+gbDqxawohwAvGVoT92MIaFOI1Xn+AtPVfSVDWYzJZfGDT6Jf/sbAIW0lEOS9a4fre4f2AehPjGAUB9HjnmBjJyM9Mt6MjcPjY7R7YhE1m/WRe7VFz+xXKe5AgbRkfkFmOQUniRFY48gW8PwcxfALm0A8JbRhDpdFTejP6dppPaqPz+2ECZMspmCoWC+9EV/SsOQcLJQkgkNdf18iO/muLSBx/gg1D98INTHkWNeIBZ66t3dVMVv+IVLmpU+qn//BztynP5DYblOcwWMUqV//AS/kqLbFa1e+J3a/VuwohwADGPQFO2abCnUKbnEyUkix7uq0g8G7stWGDdzo19IF01x8fYVCle6O33mse9B9+Dj9r+FpJTJzSpLCfkbCPUPHwj1ceSYF4iliXI9+nv30X0H1Z7eqjke+NlEur7Bcp3mChitlqqpxY6eUHssUv7fl2qv77CjJ0CoA8BQBqTqdurTDmrkg1ofZz2tVxTdKlL0mR7J4KpO46twPQhlcnDm/QZkhN1Xmd6XzzvwoQc45j0LsAYI9XHkmBeIhVBvbSMyIO3a9cqp09XfLsWOnyZv51qu01wBo1LTipd07e+6XVGq2Qu0gjXEz2ngPXUAcEyOec8CrAFCfRw55gVi4Zl6UzN5MwcJ2Kqe+1/syHESuknm3LVcp7kC+nkdkXJdX/yEvJmj+2mXdu167EQceKYOAI7JMe9ZgDVAqI8jx7xALIY6kZqu9REigduI6zf0xU+oZ1WW6zRXQNU8xy9cIq6l6XZEqt2/1fAF+LkLo6lxDE0HAMBKjnnPAqwBQn0cOeYFYnn4PT0T2RSk9voOjYrRP3pseN31ziOH1GmugG5qpsor0OgY1RwP5f99qVnlS1xLAyvKAYBjcsx7FmANEOrjyDEvEAs99cYmIjVds8pX6eyq/VGES5NHs/2K+ffUO2C67gUSGKJymaOe74VsDsYvXaUVL23RdAAArOSY9yzAGiDUx5FjXiAWQv1lPZ50WbN4uXq+F7r3AJGWMZqNUs331Ote6B88Moa6VrAGP5tI5hcYWtts0XQAAKzkmPcswBog1MeRY14gFkK9vgFPvKhZ8YNuVxR2Ik63K1pf9MByneYKmN4+Ij0TCQrVbd+JiLboQn7S37sPQh0AHJNj3rMAa4BQH0eOeYFYeKbe1q4vekDmF5B38rFT8ZjklL6gyHKd5goYFKPK5WT2bfJ2LnEtDU+8SGT+QpVX2KLpAABYyTHvWYA1QKiPI8e8QEZORkajoV/8oS9+Qv5yCzsRh8Wdo+sbLddptoQk6T8U9PM64zR4RLQFPXgETJQDAMfkmPcswBog1MeRY14gFkJdqSLzZLqIPUjwdjT2CFVewSDIO48cUqe5AsPrLuL6DWRTELIhEDsVT9zIIjKg0XxNGEPTAQCwkmPeswBrgFAfR455gVgYfm9pxaXJmqUrNUtW4BevGFrbGJXacp3mCujmV0RKqmaVr3L6LA1fgB09Sd7JN7xqsUXTAQCwkmPeswBrgFAfR455gVgI9Vct+oIi9OARZEOgLiwCO3POqolydGMT8XOado2/8gsX1RwPNCqGKis39PTaoukAAIyNTCYzbuIWHx/P4/H4fP7gtm4KheUNnQBHBkJ9HHEy1DtfU2XlRAak9duonueJbNuBJ160XKe5ArqxicyT6ULDVV//G9kQSN6VUZXVdEOTLZoOAMDYQBDEM6Ovr+99tw6wCgj1ccTJUG/v0BcU6XZFq2YvUM1w065eR6SkWq7TXIGhp4dITdeu24CIthAp1/XFJSR0czR9/zE0HQCAscEwzNXVdXiix8fHv++mAdYCoT6OuBjqdGOTvrgEFR9VzV7Q9//+qRWsIQsKLddproBuaiZv5SCBIao5HpqVPmjsETzpMpkns0XTAQAYs3d21kE3/QMAQn0ccTHUDa9aqLJyNOawymWO8v++RLaE0s/rLNdproBubNLfu49sDlbNcFNO/QrxD9AXFIHZ7wDgaIZ31kE3/cMAQn0ccTLUW1rJ3Dztug3KKV8q/+WCbA3TFz+xXKe5AsPrLjLnLnpArPn+B9VXszUrfcjcPAPcaYumAwBgjbc666Cb/mEAoT6OOBnqr1rI/AIkYKvq3/9Rz/NENm4ZzWC5+VDv7iZ/uYXGHkE2BWl9/dCoGP29+1RVtS2aDgCANUw766Cb/sEAoT6OuBjq9Mt6MucuefsOdiJOwxfodu61tqdOXL+BrN+sXb0OO3qCyIDwqz9TZeW2aDoAAFYa7KyDbvoHA4T6OOJiqFPVNWRBIZmbpwuLULt/q4vYY9Xa74bubuJGli4sAhFtQTYFIVtC0QPi0Uy9G0PTAQCwkrGzDrrpHxIQ6uOIi6FuaO+g/1CQ0E3NkhWqr75BAreRuXmW6zRXYGjvwK+kaJb/T/3tUmTbDvSwBDtynPzlli2aDgCOpq+vLzk52XhXBWwhPDw8Pj4erJAzAhDq44iLoc5otdTTX3VhEWqPRapv5iOiLVaFOt3UTKSkar7/QTXTTeu3Eb94hbyTT9c32KLpAOBQSkpKXF1djauzlZSUKIDxVllZCUGQMbSSk5Pf9z+4gwKhPo4UHAx1Q+drfeEDMk+GHTmui9iDX7pKVddYrtNcAV3fSKRc1/oIlf9yUbnO1W3fqX/wyND52hZNBwDH0dfXB8ax7aakpITH48lkY1wA48MGQn0ccTLUO2AiNR3ZEvr/2bvvqKiyfV/0jHHiPXefd0/fc8e9t88Ye7w+r0/v7d67jYipDdg2JmwzKgolIEhUQAREMYsCpUQRBVFBEEFKSZIEySJBAZXGEkQJFklrhblyqvfHwm47YNmWpYXOz9h/bJnF7F9Nas7vmlWr1qJPnubKyvn6xjf5Atrood7ZxV4vAtt2INPmACc3tqBYUD+CoQ599GJjY52dnT90FZ8QlUplYWHxoaswRTDU36GxGOpCZxd9LpmKjmNS09mrOXRSMldtyNnvw8NMRhbY4g7cttHnU7iycvZaLldZbYzSIch0WFhY1NTUfOgqPiEvXrwwMzNTww/XfwWG+js0JkO9o5MtKCZ27yf8dgH37URgMFdarr/P0RrEp93MlatgizsyYx6ucKZi4+nE82/yKf1blA5BpgMGzPsHx/w3wVB/h8ZiqIuDQ3zjHfrMWXydHbp4ORV2Qnjwg/4+R2sQHndxpeXAyxeZPFP7l8nA0ZXNKxDa2o1ROgSZDhgw7x8c898EQ/0dGpOh3j/AZucRAXuAswexI5COO8PX1evvc7QG8ZmGzSsgAvZg1quRSdOxNbbs9SJxcMgYpUOQ6YAB8/7BMf9NMNTfoTEZ6gODTGo64b+bPBoOPHwI3wA2r0B/n6M1iAODrCqbUkbi6+3ROd8BTx+urPxNzqd/i9IhyHS8m4CRgKYX4X/2I+Z57yAt/fqBg/1AePkvFhnG+F8+5Le653lB/6OMQiKe94M3qfF3gKH+m2Cov0NjNNTZklK2oBi4eiGTZgBHVzY3X3+fozWIg0Mjl4nd7EzFnGJz8pj0TL6h0RilQ5DpeDcBw9Qd+cImSU3/9BO+SfmlhU+R5hexzjcpvxx3oAoTdTqdpFE5fLYm/gGhr3deo/I035h8/36an7LoMXiv+c43Kb+cFdPCvnweAs//6kjl94Kh/ptgqL9DYzLUn3az2XnAxQP55lt0/mLgto0tMOSGLoMjl4nFbRXAyY3w20UeU3I3K4xROgSZjncSMKI6aeHCJLWAtpU3aeTQ06gUXyqb+F9szXU6jUqhUGl0Op0OtERbm31paaNwdFnvtL+0d/TtsPCiyO8zhUqjAy3Ry79wzX3Lmye+IWm4JV/1oytKxeeWAUkj/8o8G7DRMakVGJbrMNR/Ewz1d2gshjp/p5mKOgm27QBu2/B1dsTOIMOu/T4wyFzKwO234HZOYLsf4RtA7N7PXLlqjNIhyHQYGjCSpnjfpiXmf/zSco3CwXtveFRacsjCr+ZaW35l9qWljcJuvc0am30lQ5JOAj2tTU1NRUpr633xMYkllUnOTqlqVhIfp25yTGoa+tlb9UJX+aWiW00v3U7x/qO1sqipqf5y4Gw734BdqQ9+uV/H1KogSzMzM7PPLQNSmjSsTqfTiZomlVLxuTwXX/m5DjQpLb9UNo1yGCGAHrW6RyPrLdr7hU1Si/yPx011rd2aYUPfjn/NmH/K96eBof4OjclQv91AxZwi9x4Cnj64rYLw28UW39Df52gNEo6zhcVU1Ek6KZk6EU0eDGEyVcL9NmOUDkGm413sGgeKvFfui06MvtY8NPLeNNkWv9FB1f2zDS0/rB4JdWVRfXrA11Z7i9QaTXteoNORUvWztts1XdiPj+eblF9aK4t+TPUipfUfvVNu//jvZvUw82rfojpp4eeeqj5WJ2rqI1ydVD06HdKktDazDFKpMZ1OpwPtqoCFZpYRTUDUF+o6ndRfqdzmoFAoFAo7a/M/fGlpo1AoFHY2ll/9YeHpB6yh77//5pi/ePEiNjb2U140YKi/Q2My1O/dZ1XZ7NUc8nAo2OpJhR5/kzfLR9+p9w8wF9NxOyd8nR2+yZE8GMI33hH7nhmjdAgyHYaHujSY52aurKsOn7yvCvAsgQxqNE1JNquVVU80Go2m+3bK8dyuHz+I1qgUitSqayeTTvl+rVBeSQqwtAxIUl1JClhiHnhj+OWj+CbllyPv0r/8rS9C6hhJpxu+qQxTqdGf56qIlQV9vjBJLb7yM6ws4HNrZRPy009AvdJyVkDZsP5Q10kCL0i/WYmEPrrT+W7ffv8xzj/xRQOG+js0FkNdaGvnSsuBpw8y0xLfoCBDwrgq/dfFGj3Ue/vY4hv4Jkd08XIiaB9bUio8eSrhuDFKhyDTYXCok23xK/5gvfe8UvGlYt8xh9lfLglMSgqwHOcanfXjB9PZVV3kyMM1KoWlW6D/7uTTgebKJn7kI3Zeo/JWqHp+7PSVnXp50r6I0u5q5ZeOl3s43Ysi789mBxb1/TKPQb3S8kvLgKQyeV8u9/DL3P4xy18T6vxQ0b7lNnaKETZLzL98uVNXKOxWWluttNnksK/4lycA/i4/jvkv4vwTXzRgqL9DYzHUxZ5errIaVzhrx01CLReSh0Pf5Fz10S8+09bON94hfPyRGfNwWwUVGctkqoSuJ8YoHYJMh+E7dVFzv17d11u0d+Leol6Nph8Bz1Tuk5WNjE6nk7AnjwZ5nU6nk/ih1qLUSB/rcWbLE9pokW9Smiub+J7L638M9axOmhnZa/8U6rdTvMf55Q10F3lbeRf1alRun61MeSz+ZhnyB+gjn53/coet071ZqL9KAA8uOK7wDnbdpdLwOh2jKQqe+Y7efq+vr/91nMtUn6oVK1bANfNdGYuhLjx5yuYXAmcP7bhJyDffkseUfL0BoS4ODDJpl3H7Lfg6O3ydHREYzNXcgm+/Qx+9d/GZuk6n0/FNysl7c9uablzOKCxN2uXg4ih/CG32h5EvrUnDVTEhabcbL9jZKVPig7ctN//M3HqTtfkfJlsrHOxsLMd98eUXn72MTL5JOflIHaPT6Zi6I5OVTTyvUbn90XN30CzLvVXPX1cHaFcFLPzcSfW0/tc79eGyAPM3DnU50Y+Uahih7bT13qL2ohDHfaoHWs7godKZmZmNHz/+NxP9EwfvLfSujMlQ/6GdvZoDtnqisxeg86wI3wC20ICvtEmA4G5W0GcvMKnp9JmzVMwpNr/wTS48+xalQ5DpMDMw1Pmhtps5Kaf2Kiw+/8zmWE6deph+uY+W+vLcNimbtD/b2GpUCkVWD0HQkk6nAy3R6zd6b/NKUf88X3mNynNhUruoe+WrcYN5bp+Zfe6k6hN1OrHvVs3T0b6uPvLGe49KYfbzr86/+Wfq/At1XpjCcuJX8mOk57dCViyOb2V///D8JjMzs9bWVpVKZWFh8etgM95t3U0fRVHvaIw/deoxGOp84x3m8hX2ag556Bj2/RrCeyd346b+PkdtYVnhcRd/7wHf0spcTCeC9lLHo/jbDcYoHYJMh8Gh3qnadzipuLWn8pj5SEwSbRkxZ4uaH96I3Jba/ssg/Ol76jqxT+W0MKIJ9OT5+qSoX70EzXBZgK2ypib1QExatOs4hUqjE8D9s4pxX3w2/3CphtFprvnF338l1EGTcqVCWaQGok7sKwta+LmTqk9EmpTWnytO1stfY3u5g+8Tda8NdWaoOS3A1u90mXq4LnzkGfGEVtOU5OZ8JK8dMfzSM6+MOUVRv452w/uHoDEZ6g2NbG4+W1BMHgnFrFcTAXsMukubhKBsTh55NJwKj6AiYshjSjohSezuGe3xhpQOQabD0FB/aeQzcvkfEtFTdVLx1WzX07c0P6Yg/7zrUfezumgrhUqj00mg9fyuyFINo9PpRE1J0ApHZeGDkV0+Vrl3SUwLK0mgNcndL+nB0IuW8+7uyQ+wFw+SXMZZOB0NdnJS/Wxuipr6CwELzczMfvZ9dKAuSwqwHJmLC3cEbPzcbGHAhXqNSKuTbF6JUVeV5mW+S0DzZFj+yjzfpJwckFaVFebooCzqwiRw/7LPwq/mu+w7lZJVpgYGjNUvxvwX0W5AxxA0YiyGutjbJ3R0cqXl2BpbZPJM4OHD5l7X3+doDeLTbiYlDVu7EbGYDdy9mfRMtqhE6HhsjNIhyHQYJdR1Op1O4jUl++bP9C4aePkD0F2XFjh/5sbkxifVp919khqHmFceXBqyfJalbUwdRj5ODTp66/nIsQDfXxe/K/B8w8g34CWip/p8gPXX4/ZWYr+7RhGoy5ICFpr98gS6335CGpXbH75cvU91X/vjcYmEdd08HxKd3zb866va/w6/OeY/RrsBHUPQiLEY6pIW4aprgaMrMvUbZNJ03MGFzc7T3+doDcLjLiYlDd+g0P7NHJkyE2z340rLxWdvMPd/f+kQZDreVaiL/Q/vDzE//5nED3f3/uzSbwLoHwTD7bfVL3791rfE0Iyk0+mwJ+oB/pWfAuJXj5VoFDUoVt8I/6K3nzTGf+VdjTkEjWYshrrY3cMWFrM5ecSOQNRyIe641aCdutDZxeZeBx4+yOSZuP0WNjdfUD8SBwaNUToEmQ4YMO8fHHPI2MZiqPO3G6iok0RgMPDwwdfZEb4BbFGJ/j5HaxAHh5grV4GrF+7gQp88zZaUsjl5XFWtMUqHINMBA+b9g2MOGdtYDHXu1m0qMpbwDQBevridE+Hjb9hd2p52M+mZuJ0TOuc74OVLn0+hz6ew14uMUToEmQ4YMO8fHHPI2MZiqPMtrUxGFptXQIWdwB23kgePGvSVNqGziyuvJHz8EfNZ2vFTgbMHm5PHt94zRukQZDpgwLx/cMwhYxuLoS48+IErLSd8A9B5VvgmRyrsBFdRpb/P0RrEZxq2oJgI2IMtWaGdYIHbbGILi+Fn6tBHb8WKFcnJyR+6ik+IvNp+yrdYhd6DsRjqYm8fV1mN22/Rjp+KUUBBSQAAIABJREFUfmdNHjjC3bqtv8/RGsTBIfZaLhURgyucUctFwG0bV1ImtLUbo3QIMh0qlcrMzKy3t/dDF/JJoCjK2dnZ1JZa6OMzJkP9aTdbUgrctiEWs5EZ8wjfAIPupy4ODTFpl3HHrcDRlYo5xWbnMZmqN7lFzFuUDkEmxdnZ2cLCoqZG/10OIUOo1Wp5qOE2HTK2sRjqfOMdJjWdPnuB2BGILVkJtu0w+Oz3jCzCNwDf5AhcPIiAPVRYxJvczPUtSocgk0JRVHJysvyK9R87Nm/e7Ovr+6GreFPyBeP8/f3hmyLQezAWQ527dZvJusYWlVARMdiqDcTOIIMuEysODDIpabitArfZBDx9iMBg8mAIezXHGKVDkAl68eJFc3PzB7335u+QkJBgZma2cePGD13Im6qpqYFxDr03YzHUhSdPhbZ2tqQUX2+PTJkJvHwNu/jMk6dMciq2aj0ybQ6xI5DJusaqsvmmu8YoHYIgA5nmmgVBJsI0J4iez9SHn/N19YRvADLTUjvBAndwYa/l6u9ztAah4zGTkoavs9P+dYr2b+a4gwubmy/2vOWRNQx1CDIq01yzIMhEmOYE0RPqzzRcRRWTqQLb/bDlawm/XQZ9pi50PGaz84DbNmTSDNx2M5udJ3Q9kVDUGKVDEGQg01yzIMhEmOYE0RPq/QNMpoo8pqSi4+gLF+WLtevvc7QGUdPPXs0BHj64rYIKj2ALi9mCYr6u3hilQxBkINNcsyDIRJjmBNHzmfqjDjruDBEYzKRc4qprubJy/t4D/X2O1iD2PWMupuMbFOjCZeTBEDYnj7mUwRbqv/DsW5QOQZCBTHPNgiATYZoTRE+oP1Szufn0qQQqOo5SRpKHQw36nvrIZWL9dyPT5yKTZwIXDyY9k7/dYIzSIQgykGmuWRBkIkxzguh5+73vGV/fSAYfxNfZYctWE367uNo6/X2O1iB0POZqbhFBe5Fpc7TjJuJ2Tkymir/TbIzSIQgykGmuWRBkIkxzgugJ9d4+Njd/5Lquc62InUGGXSa2t48tLCZ8/NF5Vtpxk7C1G9mCYrF/wBilQxBkINNcsyDIRJjmBHl9Mkpa5Me3zLElK8FWT8NuvTr08trvDi7o7AX4Zme2qER4+JZ3UoKhDkFGZZprFgSZCNOcIHpC/fkL4X4bFXocOLkBTx9y3yGurFx/n6M1iMPDzKUM4OoFXL2oE9FMRhabkwev/Q5Bpsk01ywIMhGmOUH0vP3+tJstLCaPhFJhJ6jQ4+S+Q4bd0EXTP/Kd95XrgIsHefAoFRnLVdUao3QIggxkmmsWBJkI05wgr09GrrKaPBpO+AYATx98owPh48/mF+rvc7QGcXCIuZiOb3bG7ZyA+3aw3Y88cORNrlH3FqVDEGQg01yzIMhEmOYE0RPq1bVUeAThGwDcvfGNDoRvAJtXoL/P0RqEridMcipuswmZNAOxmI0rnOmzF/jmVmOUDkGQgUxzzYIgE2GaE+T1ycjfbWHSM9mcPCr0OG6/hdxzwKAT5YTHXfSFi9gKG2TyTMJ7J5udx5aUCu0PjVE6BEEGMs01C4JMhGlOED2hfu8+d7OC8NuFfPMtvkFBhR7nSsr09zlag4SibG4+FR5BRcZSYSeI3fvpUwli3zNjlA5BkIFMc82CIBNhmhNE7/fUubJy3HazdoIFunAZsXs/V1mtv8/RGsTuHr6llTwcim90wDc7E3676LgzQkenMUqHIMhAprlmQZCJMM0Jovfsd66kDLh6IZOmI1O/IXYEGrRTFzq72Nx84OSGzl6A22yiouO42jrxmcYYpUMQZCDTXLMgyESY5gTRc6JcbR19PoWKOQVcvdBF3wNPH4POfpcQlFVlE7v3U2ERxK5gwn83W1QidvcYo3QIggxkmmsWBJkI05wges9+Z7KucaXl9OlE3HYz4RvAlpTq73O0BolhhI5O7tZtruYWk6miok7Sieff5A39tygdgiADmeaaBUEmwjQniJ6333t6hYdqtqQUt3NCLGaD7X4GfaVNIimuto7NL2QLiqnoOODpQ4VFwM/UIcg0meaaBUEmwjQniJ5QHx7mbt0mAoORWfO1E6fhm52ZrGv6+xytQeztYy6m43ZO2Aob8piSzS9kc/PhV9ogyDSZ5poFQSbCNCeInlDve8aVldNJycDRFZkxD7fdzGSq9Pc5WoPwuItJScPWbtR+bY7MmAe27WBz8sSeXmOUDkGQgUxzzYIgE2GaE0TPZ+qV1VRkLHk0HHj5YsvXgq2eb3JR19ed/c5kqoCjq3biNGz5Wvp8itDRKeG4MUqHIMhAprlmQZCJMM0JoifUK6rIkDDg4QM8fHAHF8I3gM3N19/naA1ibx+bex1s90MXfU/472Zzr3M3K+BlYiHINJnmmgVBJsI0J8jrk5FvvMMkpzIZWeThUHyTIxGwx6AT5cT+ASYlDV9nh62xpaJOskUlrCqbK680RukQBBnINNcsCDIRpjlB9IR66z2utJw8GILbbAJb3KnQ4wbdelXSIkzWNXy9vXb8VO3EacDZg80rEB6qjVE6BEEGMs01C4JMhGlOED0nyvX2cSVluK0CmTQds15N7jvE3azQ3+eoLSzLlVfitpu14yZq/+trbPUGJjmVv/fAGKVDEGQg01yzIMhEmOYE0fs9da6iCrh6aSdYIBazCd8ArrRcf5+jNUgYxqSkod9Zv/hiHGIxm9gZxN2sEDq7jFE6BEEGMs01C4JMhGlOED0nytXW0eeSyaPhuMJ55DKxudf19zlag/BDOxUegVouevH//RWZPpfcc4CrrhUe/GCM0iEIMpBprlkQZCJMc4Lo/Uobc+UqV1FFJ5zDNyiAp49B91Pn6xvJgyFgizsybQ4yfS7hvZO9lgvffocg02SaaxYEmQjTnCCvT0aho5NvbmULi3GFMzL1G8LH36AbugjqR0ymCmz1RGbMAy4ezKUM7sZNsbfPGKVDEGQg01yzIMhEmOYEeX0ySs9f8HeayYNH0dkLtBMscAcX5spV/X2O1iAhqDg0JNxvoyJjgZMbeeAIV1sndDw2RukQBBnINNcsCDIRpjlB9Jwo90zDlZRRx6Pw9fbIrPn4ZmfDQp2iJAwT2topZSS66Ht08XIqMpZvgRefgSBTZJprFgSZCNOcIHrPfmdz85n0TCrqJLnvEBUTx9Xc0t/naA3i0JDQ1k4eOkbuOUD47QLu3lRMHLyhCwSZJtNcsyDIRJjmBNHzmbr6ERUWAbZ60gnn+MY7fH3jm1wqZvTP1B+qmaxr1Ilo5lIGW1DMFt/gG+9Iz18Yo3QIggxkmmsWBJkI05wgr09GvqWVuXKVPp1In73ApFyiE85xVTX6+xytQdIiTEoacHQljynZvAKuoopvaBKHhoxROgRBbyckJMTf39/f39/Z2dnMzMzCwsL/pebm5g9dHQSZirEY6mJPL3ezgtgZBJzcgJMb4RvAFpXo73O0BglF2aISJiWNTkomfPzx9fbU8Sj4mToEmRSVSmX2WywsLCiK+tDVQZCpGJOh3veMu1lBnzyNrd4gX1GOb7yjv8/RGiQE5W7dJo8pcdvNyIx56PzF5NFwvqHJGKVDEPR2KIqysLD4dairVKoPXRoEmZCxGOrC4y4mJQ24eyOz5iMWs4mgvcL9Nv19jtYgUZT4tJu9moNvdNBOsMCWrKAiY9/kMOEtSocg6K39erMOt+kQ9AtjMtR/aGcyVfgGhfYvk7ElK6iIGIPu0ib29nFVNXx9I3noGLZkBb7JkUlO5e/dN0bpEAS9tV9v1uE2HYJ+YSyGOn/vAZ1wDlu9AV28nDwSyly5yqSk6e9ztAahrZ0+n8LV3GKv5YJtO7A1tlRYBLz2OwSZoFc363CbDkG/NhZDXXjUQcXE4QpnsG0Hk57J19VzZeX6+xytgb93nz6XTCkjcZtNiMVsfKMDc/kKPFEOgkzQq5t1uE2HoF8bk6F+v43JyMI3KBCL2YSPP3ezQlA/0t/naA3iM43Q1k7uOYBMm6P903hs1Xo64dybfEr/FqVDEGQgebMOt+kQ9JvGYqjzza1URAy6eLn2r1Owlevok6ffZF89+tvvj7uEtnbCxx+ZPhdbsoLw302fvfAml7N5i9IhyNSo1eqQkBAzyJicnZ1ravRfTAOCDDcmQ/1uCxUegVotw5avJQ8epc9eMOgysUJnF5ubjztuRWbNx9ZupKJOcrV14jONMUqHIJNSU1Mjz/+amho1ZBzNzc2xsbFmZmaxsbEf+g8OffzUYzDUhYdqOj6R2BFInYimTyWQR0LZ3Hz9fY7WICEoq8om9xygwk4Qu4KJgD1sUYnY3WOM0iHIdMiTHybN+6FWqy0sLOB5AJCxjcVQl3Bc7O0THqq5iioqOo4IDGZV2fr7HK1BYhiho5Ovq+dqbjGZKioylk48z1VUGaN0CDId8oVXP3QVnxCVSgVPBYCMbSyGujgwyJaU0mfO0mcvUNFxVNgJvqFRf5+jNUgkxdXWsXkF7PUiKjoOePlS4RFCR6cxSocg02FmZgY/6H2fKIoyMzNTq9/yfB0IehNjMdSFh2r65Gl8szP2/Rp8nR15MMSgy8SKfc+Yi+m4/RZshQ15NJzNvc7m5sNbr0IfPRgw7x8cc8jYxmSot7WzOXm4/RZk0nRsjS0VHcfm5Onvc7QG+aqzuM0m7dfmyIx5YLsfm5MHP1OHPnowYN4/OOaQsY3FUOfv3aeOR2HWq/F1dnTCOa6kjEm5pL/P0RqEzi4mUwUcXbUTp2ErbJjkVKGjU8JxY5QOQaYDBsz7B8ccMraxGOrCQzV99gJwdMXtt1Cx8Vx1rUH3Uxd7+9jc62C7H7p4ORGwh80r4G5WwCvKQR890wkYiaEZ6Xf9hkA8f0GP+isSj6KE3CqxNCMaVt27ZDpjDn2sxmKo8y2t9NkL2Kr1yOSZwNWLLSwWOrv09zlag6jpZy6m47YKbI0tFRPHlZQxmSq2pNQYpUOQ6TCZgOE1KvdZ0c2sTqfTXHNdHN/CSD8L5t8AmpRWs6Irm6+dVzX1/SrdsSal1WdueYOSTqdROYwLKBzkjfsM3pjJjDn00RqToX6nmVJGolbLtF+bY6vWU1En3+Tu56O//d71hCstJwKDkVnz0blWhPdO+uyFN7ma/FuUDkGm4wMHDPuk6kqWSqVSqa4kBVhbBiSoVCpVUoDl5wrlFZUqPVzxlblDUiv47VwHTUprhapHAvXK+RaueX0/a2QalROXR7cAnU6n06gUXyqbTCXTP/SYQ5+AMRnqTXepsBPo4uW4/RYq5hSTnMrdrNDf52gN4tNutqAYbPVEZszT/s0ct3PiSsvhFeWgj96HDhgeDPdrNBqNprclydkmqUmj0Whakmy+2FvUqxkxDHidTqcTaWRQ8zOdRXutbJKaNJrulhRPCwvPpAfoy/TnB/O8P3dQaeR//xTqhLq4pA0IH+jJjvjQYw59/MZiqIvdPWxOHp14nrmYTh2PInwD2Gu5+vscrUHsH+BvNxABe4CTG267GXfcSp85+yZv6L9F6RBkOkwgYIi2jATVg8Hhpvy8h8M0I+qQ1qKbnUBikWHsld01o2kqVP3MK5t7lUqlUmXltzyXU1x8lLJy8voU9civj4S6AO4nrv/aIaZx6Pd9dv+umcCYQx+5sRjqEgBCZxffdJcrK6fPXiAPHWOzDflKW0cnV1pOHlPS55KZSxn0uWS2qATu1D8avb297+H63mORKQSMhFXu+3plfF1D8WWl4ivLNXYKhUKhsLM2/4P1yPvnv/E7JIKSGpXrb72tLmJVB8aZfT5fWQ9+2qmH3+ou2bfi1d38B2MKYw593NRjMNTF7h7m8hXycCh1PIo6EU1Fx/H3Hujvc7QGsX+ATkgC7t7U8Siuokpofyh0dkkoaozSofesubnZDBpddrb+Cywbi/g4Py6rZQhomqoqUsLPVGR5j3uZ0kzdkcmvJjbRpjoe7O2kcPAODvZWWJv/4Sv/a1n7vvIuevGLPtnmGJsj6QnuCtXL60xoVIo/fG1u6W4Kia6DoQ4Z31gMdf7eA0oZia2wQRcuI4L2cTcrxP4B/X2O1iABwBYWU1En5V0/8PCh484Ibe3GKB16z+R7bzs7O/tDv2JmZtba+pZf3XwXRNAUMd88uoVsjvG7puGblOYvg/xXZ7dJNIbSok6jUihU8ntoUs/l9b/cqhMPU4+ff/Bco/J+GeoCaIqc/5nd6fsmkeg6GOqQ8Y3FUBceqtncfLDVE9/sTCeeF35oF4eH9fc5WoOEoFx1LZ2QRPjvRhcuQ79dQh4Nf5MLz75F6dB7Joc6XEZ/04cfGQl9dOdhZ+5u36IB3S9CfWGS+tdfL38l1HV8k/LLFfFt5CvNLIqQko4fCXUJe5x3xGH9CnN49jv0KRmLoS729vG3G5hLGcDVC1u9gQqLeJNvlb9upy7cb6Oi49DFy7XjJqELl1HhETDUPw4w1F/jQ4+MAHo7u7rLlSuPVGHiy1AfqAqxMf9ynOWR6uddVTe66J/9xquhrgMt0cvH7a3EdDqdrq8wvqR/5Oe8RuW9UZl43M0vpqqb/tmmn9dcSy568SFPgP/QYw59/MZiqAudXawqm9i9H7VchEyagW90oCJi9Pc5WoOkRYS2dr65lfDfjUyfi9tsYlIu8XdbjFE69J7BUH+NDz0yEj90J9Vn7ucBZZhO98pOndW03tfwEt+UqKxDf/b4rlQbS//4+H2uLm7exysH+1ROX2yKv4/q+Cal649hz2tU3orLj2he0ul+8U4+rU46ermHe59P8hc+9JhDH7+xGOr8vftcZTV5JBSda6UdNwlbtpoKj9Df52gNQls7k5rO1dxic/KInUH4RgdKGQk/U/84wFB/DRMYGf6nk9j5JuVE75TbTS/dLlKulq8KJw3XJR0JcLG2+MraN/pyWUvPj992YzSlh+ePc4xOPmSt+Hmov3qi3B8D857I325X5wVY2cSPdlb9+2ACYw595MZiqAuPu7jqWmJnEDJl5ov//Au6cBlzMV1/n6M18Pfu0wnnmORUwscftVyErdpAn07km+G13z8GMNRfwwRG5pVQ1zGaxqx45U+ik67cVKOSTqeTBqqTUkrVL37rk3FGc+uMq8XnZrPj24Rf96nTiX2VETscFC+5Hs5o+5AnzZnAmEMfuTEZ6upHTNY13HGr9m/m2j+Nx20VXHml/j5HaxC6nvD1jeT+w8g332r/PAFbY8ukXOLv3TdG6dB7BkP9NUxiZHgCAYaexibRQ4+amruAfGadxD9/1k+b0E1cXmUSYw591MZiqPOt91hVNu64VTt+qvZrc3yjA5ubr7/P0RrEvmdCWzvw8EHMZ6FzvgNu2+izF4T2h8YoHXrPYKi/BhyZ9w+OOWRsYzXUs/PoUwlgqyc6zwrfoGAuZejvc7QGoaOTq6gifPyxZatxm01EwB7mUobQ8dgYpUPvGQz114Aj8/7BMYeMbSyGOldbx+ZeZ4tKqBPRuO1m4OnD5hhwmVgJRdmiEioiho5PpMJOkIdD2dzrwqMOY5QOvWcw1F8Djsz7B8ccMraxGOri0JCgfsSqsvH19sikGcB9u0HXftdxnHwpeb6hkbl8hTwaTsed4WpuGaN06D2Dof4aZmZmzc3NH7qKTwt8NULGNiZD/ZmGKy0n/HYhM+ZpvzbHbRVMqgFnv0uA4ErK6KRkJu0yFRFD+AZQkbFiT68xSofeMxjqr+Hs7BwbG/uhq/iE1NTUmJmZvXjxyyvWQ9A7NBZDXeh4zBaVMOmZhPdO1HIRrnBm0jP19zlag/i0m0m5hK+3R+dZEUF72Zw8tqBYePiWMQBD3aTAUH8NOWPg4LwfFEWtWLECHkVBxjYWQ13s7aPPnCUPHqWi4+jTiXR8Ildarr/P0RqEzi4mJQ1fZ6f92hyZNofw3skWFou9fcYoHXrPYKi/XmxsrJmZmUqlgttH46EoqqamZsWKFc7OzhRFfehyoI/cWAx1vqGRio4j9x5iUtP5hia+oUlQP9Lf52gN8lVnwVZPZNJ03GYTc/mK0NEpaRFjlA69ZzDU9VKpVBYWFmaQkcXGxsJEh96DsRjqQvtDtqCYioihImPp04lUdJxBN3QR+wfY7Dzg5YtvcqTCTrB5Bez1Ir6+0RilQ+8ZDPU3pIaMCcY59N6ox2Coi33PuJpbxO79+Do7bNV64OjKqrL19zlag9jTy6Sm47YK1GoZufcQk3WNSU1nC4uNUTr0nsFQhyDokzIWQ13o7GKSU8nDobidE2a9mtx3iL+j/4s5r7n4zGPuZgWxIxCZPheZNgd4+DCXr8Cd+scBhjoEQZ+UsRjq4tNuKjIWePmSew9RkbH0qQSDrv0u9vSyhcVgux8610r71yn4enu2qETU9I/2eENKh94zGOoQBH1SxmKoC4862OtF7NUcMvggarUMX2/PpKTp73O0BnFwiM3Jo6JO4vZbkBnzcDsntvjGm5x69xalQ+8ZDHUIgj4pYzHUxafd7LVcwjcAnWuFTJqB22xiUi7p73O0BnH4OZOeCdy2ARcPKiyCSc9kc/P5hiZjlA69ZzDUIQj6pIzFUGdz8sj9h4GrF26rwJauwm03G3Q/dbF/gMnIAl6+uM0msN2PCj1OxZziqmuNUTr0nsFQhyDokzIWQ50rLSdDwoiAPcDDB1c4Ez7+TKZKf5+jNYiDQ0xqOu7ggiucgYcP4b2T3H+YvZZrjNKh9wyGOgRBn5SxGOp8fSOTdpnJyKLCTuD2W4DbNubyFf19vqaNSbmEO7gwKWnaidMI/918c+tbFg5D3cTAUIcg6JMyJkO99R5XWk7sCMSWrcYdXMij4ezVHP19vqaNLSgmfAPIg0eR6XOJHYF86z3hUQd367bwUM3dus1kXWOz87hbt/mmu0LXE3FgkKuqZUtK+TvNEoaJfc+E9odC1xOu5pbQ9WTCP/zT53/39//37/5eeNQhPPhB6HoiPPhB+KFd7HsmPOrg790XHndJCCpq+vnmVr7pLt/SKrS1C23twv02of2h8LhL7B8QOh7zdfVid4/Q2SUODErPX/D1jdzNCv5Oszg4JDzq4O+2cLV1bEEx33RXHBwSh4b4uy1cZTXfeEd8phE6u/i7LXxdPXfjJl9XLw4MSggqDgyKmn6h4zHf0ip0dondPeLQkDg0xN+7z1VW83eaxb5nQtcTvqWVv93AlZXzDU1yz8JDNVdVw9fVC+pHYm/fyGMamriKKv5ui/hMI/b0ir198v+EH9qFjsfiM434TCMOPxc6u/jmVqH9ofCoQ3jyVOjsEjoei719Yk+v0NEpPHkqvdBKL7RCZ5dwv0148IPwqEPo6BTUj4SOTrG3T0JRcWBQUD+Sx1D+dUH9SHjcJfY9E/sHhM4u4VGH2Nsn9g9IL7TiwCB/7z5fVy88VIvPNEJHZ0l0rMU//nPXpQxB/Ugcfi49fyG0tfN19UL7Q1HTL3R0Cg9+4Ftauapa4cEP4sCghGHi4JA4OCT29AqPOkRNvzgwKA4/l15ohQc/8A2NwkO1PIxCWzt/74H8IhGHhiQAhIdqvvGO0NYu/6LQ2SX80D7yn+voFPueSS+0oqZfHH4uDg4J7Q/F/gH5nxJFCZ1d/L37Ym+f8OSp2PdMfNotdD0Rh4bE/gHxabf4TCMBIGGY/JIQOh6L3T3y30t82j3S8+CQ8FAtDg+LA4PSC63EMMKjDr65VfihXe5HwjCJouTfEjq7hCdPxYFB4clTsbtHfKYR+wfEvmdCZ5eE4+LgkIRhEiCE+23C/TbhyVNxcEjo6BQedQiPOviGJv7eA7G3T3jcJTx5Kmr6RU2/ODgkPO6Sy+bvtvDNrcLjl3UODAodnUJbu/i0W6JpCcPk8ZSb5L+yhOPiwKD8NxV7+0RNv/T8xUjZWkSiKAlFf3ql9Q+MPFjTLw4Pj7y2n2kkDJMQVCJICcPkUuUHC0+ejrz2fmgX+wckkpIwTOh6Ir/G5BEWup4IXU+Eh2rxabf83CUUlRBUHBp6ORpAoigJx8Wn3T/9YneP+LRbePJU6OgUNf0SRUkAiL19Iw8YGBQHBsXuHuHJU7GnV+h4LPYPSAQ50jmKSlpEHB6WcFwiKYkgJZISNf1ib9/IK3B4WJ6AkhaREFR6oZUwTKJpiaIkBBUHh+SVQXqhFYeHxeHnEiAkhpEIUtIicg/yb4lDQ9LzF/Igj3RCURJF6VhWwrCRIR0cGnk6fc/EZxqxu0fCMB3LSiQ1MrWHhsTBIeHJU/GZRhwcEp92i0NDEiDkwZQAISGohOM6lpUYRsdxEkWJPb1i/8DIq13+xeHnYm+fBICOZXU8L/8FR57C0JD8ype0iPwYiWF0vCABQqIoCcMkHNdx3Mj/RFF+DUgASFpE0iLSC62kRSQAJJKSACHRtI4X5DJGXhUASAwjIahcp0TT8rDrBEHHCzpe0AmCODAoDg1JGCYOD0skNfJzlpUIUkJRCQAdx8nTUAKEBID8E50k6QRBJwgSw4j9AxKOSxgm/92l5y8kAMThYYkgJQDEoaG3zMPfaSyGuqjpZ68XYWtstROnYdariaB9bH6h/j5f08Y3NFInosF2P2TGPCo8grlylausphOSqONRYNsO4OpFBh+kYuLY4htsUQl34yZ9LpnJVHE3bgodj9m8ArawmAqLoBPOsdeLvvvnfxn3D/9o+c//wuYXMimXuOparqqGvZrDVVRx5ZXU8Sg6KVloa+eqaqiwCCo8go47w6SkURExrCqbPnuBuZTB1zey+YV0fCIdd4YtvsGVlAmdXez1IuZSBnMxnauq4UrL2bwCKuYUeTCESbvM3awQ7rdxNyuYTBVzMZ2rrGZLStmCYvp0IhkSRsed4aprhSdPueparrqWLSxmklOp2Hi2sJgrr+Tv3eeqa5mMLCY1naus5krL2cJi+nQieTScTjzPVdXwd5r5xjtMRhZ9PoXNK+BuVnCl5WzxDTopmTympE+e5krL2Wu58nPn6+pU3bDsAAAgAElEQVRZVTZ95iyTdY2rqOIbGvmWVjYnj829zubkscU3uFu3ubJyrqSMq61jMrLosxe4qhr+3gMmPZOKOkmfOcukXKLPJdMXLjJZ15iMLP5OM9/QRJ85S8XG0+eSmUsZ9NkLTNpl5spVNvc6V1XL3bjJXEynL1xkS0q52jq+9R5XVcukZ7JXc7iqWq6iqmrfQfc//Ftv0F4mNZ2rruVb7/H1jUx6JnPlKldRxVXVssU3mORUShlJJ57nam4JHY/5uy1cRRVXc4vJVDEpaWxhMVdzi793n7/dwGRkjfwpq2vZ4htMyiUq6iSTksbduMnfe8DfaWav5jBXrrK5+VxZOVddy5WUMemZVEwcnZTMFt9grxcxmSquooqvb2Sz85iUNDY3nyuvFB78wDe3sgXF8mO4mxXyMRxXVcM3NLE5eUxqOl9XL/zQzubm04nn6QsXmStX5afJZuex13K5W7f5hkb2ag6Tms4WFHOV1YL6EX+nmc3NZ9IzucpqtvgGV1ktPO5iS0rp8yn0hYusKpvJyGIysticPDY3X349MJkqJlPFlZVzt24LnV1cdS1z5Sqbk8fdus3X1XOl5Ux6JhVzijx4lIo6yaSmM1nXuKoatqiEq61jc/OZTBV9KoE8HEqFRdDnktniG1xtHX+nmc29zly5Kr+S+TvNXHUtm5PHXL7ClVdy1bXyQRt36zZbWMzXN/INjdzNCr7xDt90Vz6eFh6qhfaHTNY1JuUSk5HF5hcymSq2+AabX8gWFvP37vMNTUxGFnstVz76FJ9puOpaVpXNZKr4lla+6S5XWc1kXaOiTjKXr/B19cKTp3xDI5t7nbl8hb/bwjfd5apq2Wu59OlEOuEcf7tBHBwS7rfx9x7wjXdGiq+u5RuahCdP+eZWNiePuZTBN7fyLa1czS02O48+nUgnnueb7goP1YL6EZtXMPKqaLrLt97jauvYvAL67AU67szIrxSVcFU1QvtDrrqWyVRxVbV8QyN/74HY3cMWFHPllfLrh29p5evquVu35RWDzc7j6xvF/gHu1m0mI4tVZbMFxWxJKZuTJ/+Jhftt8uLIXLnKZudxN26yhcUjHVbV8Pfu83db2KISNq+Ar2+UD+75llY2O49VZfP37vP3HnDVtWxuPn0umUm5xDe3CupHwqMONjefuXKVb7ortLXLewl5nsoDIj7TyMeyXGU1m1fANzSO/KL6EZt7nb2awzfeEdof8nX1bFEJcymDSbkkHwoLT56yhcXstVyutJy7dVtof8jXN7IlpczlKyOztfEO39DINzQJjzr42w1sXgFXW8c33RU6OsWn3Vx5JVdazjc08nX18mtg5D/U0MjduMnfbRF7+/h799mCYragmCst5yqr5ZnL1dziW1qFjs6Rl9ztBv5ui3xUJ69mXFWt0P6Qb2mVj+y5GzfZohKutJyrquEqq7mqGu7Wbb6hiW9u5apqufJKvrmVv3df7O4Rfmhn8wvZ/EK+uVV41MHXN3IlZUymik48z2RkcRVVXEUVd+s2V1vHN97hbt3mKqu5mxVM2mU68TyTqeJuVvB3W+T7gLO519mSUnkfJa8tXGU1V1vHt7QK7Q/F7h55C8G33pNfpUJbu/BQzdc38nX1nWU3/+Pv/j7SyZkrK+duVnC1dXxdPV9Xzzc08k13hUcdQmcXV1k9Mg5t7eLAoNDWzhYWs7nXhQc/CE+eyltEJlPFZF3j7zSLmn6h/SFXWs7mXudb78mzgKusZrPzmIyske2fpl/s7hEed3G3bnO3bvMtrYL6kbxx4krL2Zy8yf/4T//v3//DxH/8J65qZPrzTXfF3j7xaTdXVSN0dLJFJbjCWfvnCciUmcDLlysrNyjUhY7HTKaK2L0fnWcFnD2omFNkSBi+0QH9zhqZNR9duAy4e1PRcfS5ZHyTI267GTi6cuWVbH4hk3YZ3+zMVdUCFw8q6iSxI9DrX/9tyX/77zGf/W/cfgu2diOxez+59xDhG8BezSEC9qCLvid2BskTA1u6Cl2wFPt+De7ggq3egG92xtZuJPceoqJOEkF7qYgYwnsnm18IPH1YVTabV8Dm5oOtnrjCGTh70OdTqOg44LaNuZhOBO2jE5Lk6U34BuCOW3GFM33yNJ14Hrh6kfsPE7uCmUwVfeEifeYs4beLio0Hrl5sXgG57xAVc0o+biB2BoEt7riDCxUZS59LBu7eVNRJKuYUeTRcfk2Th44BJzfg7IHbOZFHQpn0TODpA9y9yf2HWVU2cPagwk6QB0Oo6DhyzwEq9DhzKYMI2suWlLK5+dTxKNzBRX4wFXaCPHRs5CSGDQr6VALfdJcKO4EuWIpZr8ZtFcDJDVu5Djh7AA8fJlPFN90FTm7owmXYCht8szOucMbX2eEOLsTOICo2ntxzgIo5Bbb7MemZVHgEFRnLlZWz+YXkvkPAfTtw8bjj7Lb1D/+m2exMKSPpM2fJo+HczQo29zoVFgHctoEt7uThUCbtMuHjT/jvpkKP06cS2KISKjyCDAmjYuKIoH1UZCx94SJ5OJS7cZPNzadi4oC7N9jqSR46xqRdJnYEkoeO0RcuEkF75YMt+nwKcN8OXL2AiwcZfFD+AwFPHyJoL5ORRfjvJvcfpk+eJg+GUGEnyD0HmMtXyP2H2Zw89noRczEduHoBVy/yaDgZEkaGhDGp6UTQPtxmExkSxlXVMKnp2Kr12PdrcNvNwMUDt98CtnqCLe5kSBh98jR5OJQ8piT3HWIuZZCHjskXPGZSLhHeO4GXLxG0jy0o5krK8E2O2LLV+Hp74OyBb3bGNzsDVy/Cfzd5OJRSRpIHjpBHQpm0y1RYBFt8Q446sN0PePmSh0OZlDRyzwF8szNquRBbsgJXOBNB++hTCXTcGTIkDHdwwaxXo98uwdbYEjuD6JOnqdh4wnsn2O5HhoSxRSVsfiGdlEyFnWAuphN+u6jwCCrsBJOpYlXZ5L5DwMuX8PGnjkdRocepE9HMxXQiMBi330JFx3HVtfTpRGz1Bmz1BtzBBbh6AUdX4OEDPHyo8Aj65Gkq9Dh56Bh5NJy+cJGKjJVXKDrhHLEjkNgZRB4Np5OSyQNHyD0H5CtLM1nX2OIbTEoaEbSX2BFI7j9MJ54njykJ3wDyYAgdn8jm5jOp6XTcGSosgjwcSh48yqRcoqLj5KN5JuUSGXxw5K+ZcI4KPU4E7KFiTtHxiczFdK6snEm7TB44QgTsIXYGEbv30wlJVNRJ4OlD+O+mz5ylYk4RO4OoiBj65GnqeBS59xAdd4ZOPE8nJXM3bjLpmVToccJvF3kwhIqNl4936dOJwG0b4ePPXs1hS0qJgD3Yqg24nRNw9wbOHsDFg/DxJw8d48rKmStXccet2NqNwMkNePgAZw/gto3wDaDCTlCx8VR0HHnoGHk4lD6fQsedkY/h5It5EUF7yUPHRsYhYA8VG0/HJzLpmdzNCiY1nQo9TuwKlgeKiowlfPzJ/YfpUwls7nUm65p8cy0qPILcf5hOSKITkpi0yyPP5XgUEbSPPHCETjxPRZ0kdgZRMaeomDgmOZUrK2ev5VLRcUTQXmJXMBl8kD6dSMXGE/67Cd8AOj6RPnma2BVMxcTRpxOpiBgy+CAVc4o+c5a+cFE+OqHjzhA7g8hDx+QH0InnmYvpRMAe4LaNSU7lqmqosBO47WbcfgvYtgO4exPeOwnfACJgDx2fONLnngN03Bn6dCKTms6WlLK516mYOPLAEWJXMBUdx9fV0wlJuMIZ3+gAvHyBly9w9yZ8A4jAYPJgCBV1kjoeRQTtpRPO0QlJzJWrbPENJlNFRcaS+w+Th47RSclUzCnCfze2xhZd9D1uqyB8A6iok3RCEp2UTIaEARcPbPlabMlKfLMzufcQnZRMxcSRh0Pl/8/mF3I3btKnE5m0y+QxJXkwhDoRTSclc6XlzOUrVHgEEbSXUkbSScny7kKeVs8cXNb9y7+eslOQ+w/jdk7AyY3w2wXcveVXI7nnAJ2UTCckUZGxxK5gOvE8HXeGzc6TJzt1IpoMCaPCTtDnkulTCcSOQOp4FB13hrl8hS0qYQuKqZhTVNgJMiSMTjhHJ5wjdgUTu4Kp8Ai2oJjNK2AyVfI91oidQfKRLpN2mS0pZQuLff71s6D/53/u+x//Tick0YnnicBg8sAROuEck5zK3bgpjxvht0v7l8nY2o302QsGXVFOp9OJmn6uqmbkTfgjoeQxJW6/BZ1rhUyfS/jtwm0VwNMHuHqRh0OR6XO1f5msnTiNjk8kgw9ia2y1f55AhUVQx6PYqznk/sMp//75hX//v22ff6H9arz2q/HI9LnIjHnI9LnAyxd33IouWErs3s+VV7LZeWCrJzJ5pnaCBbbCBmzboZ1gof3TeGz5WtxmE7nv0Mj4HjyKTJo+EvYRMcjUb7R/nYJYzCYPHCH8dslrBDrnO3TxcsJvF332AjrPSvtfXyPT5wJ3b3LPAeC+nQjaRwTsAVs9gacPvt4ebNvBZGTJKwU6fzE6fzFw9WLSLqNWy7TjJiGTZ4KtnuSRULDVk/Dxx9fbIzMtgft25mI6tmqD9i+TtX+egEyajq1aT8XEAWcPfL09Mms+eUxJ7jmAb1Dg6+zk1x91Ihp4+iCTZuD2W+iTp/HNzto/T9B+bY6Yz0LnWaGWi8C2HbidE/rtEvp0IldVQ59PwdZu1I6biEz9Bmxxx9Zu1P51CrZ6A3Mpg6uqJY+Eoou+1/5pPDJjHrEzCLVcpP3TeHSuFW6zCTh7MKnp9JmzVGQstsIGmTUfbHFnUi5ha2y14yYhk2Z0LFgS/D/+vX/jZrDdD3dwQSxmAyc3+nwKrnDW/nUKMmk6Ouc7KuYUcHID2/2oE9H4JkciaB9uq8DX2dFnzjIX06mIGODujUyZids50SdPAy9f7fip2gkWqOUiKuYUcPEAnj7EjkDt38xx281UWAR5MASZPFM7bqJ23CR09gLqRDRw8QDu2xGL2WC7HxV2At/sjNtsko+0qOg48pgSmTEPW76W8N9NRZ3UTpym/Wo8YjEbmTEPmTEPuHgAJzd00feE3y552hA+/siMedoJFuji5WDbDsRitvZP47ElK7C1G3/q82g4MmMetsKGCNhDxcShc63k8phLGVxFFXnoGLroe+24Scj0ucTOIHT+Yu2fJ6BzvsNtNlFhJ5jLV6iIGCJoLzJtjvwTcu8hZNoc7V+nIDPmUWERhPdO4OGD2zkBt23oXCvUchG+3p48pgRObui3S5AZ84CX70jYuG0jDxxBLRdp/2aunWBBhZ0gDxzBbRXa8VPJ4IPU8SgmU0WGhAG3bWCrJzJrvvbPE3567tPnjjz3xctHnntu/o/PHVu6CrhvR6bP1f55wshzD9rLZGTJCyLyzbfYynXErmDqeJT8X0emfkME7CH8dwMvX8JvF/qdNbpwGdi2g45PxJat1v55AjL1G+DkRgTtBZ4+xK5gIjAYuG0DHj647Wbg7s0kp9LxiVTUSWzZanT+YuDoSiclY6s3aL82RybNwDc7kwdDgIcP2O6H225G53wHHF3pxPO4/RbtBAvtnydoJ07Dlq2mwk4ADx/cVoHOsyKDD5J7D+F2Tvg6OyoylklNp6Lj5GeHr7enTkQDVy/tBAvt38yRKTPROd+hlouAqxe+2RlduIxSRnKl5UxqOq5w1o6fikyeidtvwdfbI5OmY8tW04nnufJK6kQ0tsJGXiuAly+2ZIX2L5ORWfOxVRuAkxudeJ5OOEdFncQ3KNDZC3D7LXRCEr7ZWTvBQjtxGm6ziTx0DHj6AC9f4OSGfPMtvsmRjk8EbtuQSTO0EyyQb74lj4YDDx/g6UOFnQBb3An/3fLRNhUZy6RcomLiCO+dyExLfJ0ddSKa8NuFTJujHT8VnWtFHlOCbTuAhw/hG4BMm4Ot3kAeDiUPh6JzvtOOm6QdNwmZaUkePAq8fIHbNnTOd8DFgzwaDlw88HV2xI5A5mI6HXeGCj2OLliKLVkpHwKic620X41HzGfJUwZXOIMt7tjSVcDLl1Vls9eL5N2adoIF+p21/KLVjpuILliKrd5A7AhkUi6N9PmdNbZ0FeEbQEXEYNartV+bY6s30InnubJy6ngUtnyt9mtzZOo3wNMHW7JS+5fJyExLbPUG8uBRJjWdijlF7jmAWi7EVtiQB4+SB46glgu1fzNHps0h9x4idgbJJ3WDrZ6o1TJ0nhW2xpY8pgTu29GFy5AZ84Czx8ihqts2MvggZr1aO36qdvxUcs8B8nAornBGpswkvHdSykgm7TKljASePsDFA7VcpB03SfvVeGTKTHnKyFu+wQVLz/zP/3Nh7Xo2v3DkuU+chi5cBlw80Hkvn/saW8JvF5NyiT6VQB4JRRcuw5auInYEUmER2LLV2vFT5e0ysSsYbNshf9Qtjx4VE4fbKrR/nYJMnonbORGBwWC7H+G/mwgMBh4+wN0bt3MCrl70mbN0QhIVHYevt0ctF+H2W3z+9bO0//W5+j/+UztxGr5BQQYflDcbuP0W1HIRvsmRio0Hzh7Y0lVEYDBbfEPoeGxQqOt0OkH9iG9pZa5clTcKhG8A4RuA22+hz5wFrl5gqydquUherZCZlsiMediqDdj3a5BJ07V/mYzO+Y7NyeMbGumEczf/9x9bPv+i8z/+U/uXydpxE198MU77X18jM+Yhs+bTCUnyEslcviIfxOE2m3AHFyr0OHstF1u1AZk2B5kxD51rRR2P4m83sNl52NJV2vFT5emKrVyHzl6AzJqP2yqAqxe2ch1w8UDnfKedYKGdYIFaLcNtFejsBcikGfgmR+Doiq2wkbOcPBqOLVuNLliKTJ9L+O9m8wr4hibg5IZMnqmdOE2+3g5quQiZNgdbtQG4bcPX2cmbY8R8ljyHcQcXdK4VMmMeYjEb+34NcHTF7bfgCmds6Spkykz0O2t5EcFW2NBxZ/iGRvp0IrpgqXaCBWI+C9+gQC0Xyqvbi//8i/avU5ApM3GbTfT5FHLfISo8gj5zVt5D4DabgJcvHZ9In0uWDxGoE9FURAwVG08eOoatsSX8dzOZKirsBLZsNTJ9LjJ9LnB0ZVLS+IYmct8hZNZ87cRpyPS5+Hp7dPFyZPpcbPlatfXKK//rP/ptNmLfr0FmzEMmTUemz8VtFeii75Hpc9HFy+WjeHyjA267mTymBO7e2JIV6DwrbNlqKjyCq66lz6fIf2hk6jfY6g3YkpXITEt00fe4whl33IrbOeE2m9B5Vsik6Yj5LOz7Ndiy1ajlQnSuFTp/Mb7RAWz1lJ8LarkImTwTePkSvgHo4uXAw4fNzpPPDUGmz0Umz0S/XYItX4vOXqD92lz7p/HaL/+GTP0GnWtFBAbTScnkkVAqIoZSRlIRMUTQPuDoSh48ymSqyCOh6OLlyDfforMXgK2eTNY1rqyc2BWMzJiHTJmJfrsEW2Ez8oxWbZCP9KnjUSNrsY8/cymDTkjCNzog33yLfmctvzzYwmLg4YNMmYlM/QZbugpbtQG1XIjOX4yvtweuXvgmR3yDAji5EYHBRNBeImAPGXxQfm+DPBhC7AomAvYQQXuBoyu+zg632QTctuE2m1DLReii77Hla+XXlbw4ym/oEX67UKtlyKz5cmZox03U/tfX8oAADx/mUgYVFkGGhFFRJ8nDoeTRcNxxK3noGHP5Cn0qAft+DTrXCp1nhW90YFIucZXV5NFwZNZ8ZMpM1HIRtnIdtmQlumAptmw12OqJb3aWS0IsZsthia1ch62wQedZoQuXAbdtuP0WuWDCN4Dw3ikf9WLLVlPKSK6iisnIQhcsRabMRGZaYktWYms3opaLUKtlYIs72OqJr7PDNzogs+bL6YItW41vUKDzrNBvl6DfLsEVzvJ3cHHbzeg8K2T6XPn2UajVMuDkJn+KQewIRKbMRCxmo1bL8HV2iMVsZNJ07biJ8oEOarWM2L2fzS+UR1ve31MxcdjajfSpBCbrGp2QhH2/BrhtoyJjyQNHqMhYYvd+3H4Lk5rO5heSew7Ig4x+Z00E7GELi7nqWmzVejkP0IXL8A0K9NslqOUi4OQGPH2wtRtHZr3FbGT6XHTR97id08gxnK0CuG3DNyhwOyd8owMVEycPMrpgKb5BwVy+wt9pJnYFI+azkGlz0G+X4Jsc0blW6IKl+Hp7wnsnvt4et9+CLV2FWMxGpn4jd4h+uwRdvBxbsuL/Z+/u45q4933Rz+vef+7d131fes/pOXpf7da+0F197XXpbmk8B49W2FvdKkvjqrJZUpuNbixaZaFtiU8FrYKtjlYBFUWzFJY0qEyx4kOgoIAUEEYJAqURgUJwKA8RYpLJwyTzu3/8khAgPjKBQb7vl38AhpkhML/P/J71f/zI+Pk23MypXxWOD8IePYbLKFPiAe5OlfXH3L7gxb3vB/bN/Vf9n/6sX7Ki9/3A3n/+H4/9/unxO/76pX/q+5cl1qs3LMqLhr98YU77q+GzLZaMzCcR60279liUF20lpYZPN/Ut+mNf0L/1Bf2b6etErvyO9crVvkV/7P3gf/XN/Vf9n8L0IR+5H+DY75KNsTvZ5BOmPQlP/iPSkpFpKyllvz2kl4b2zVug/9Of2SMpXCVtPnOu78OFvbPn9QUtehIe0fevS/VLpPoQ54/z5M+yJ6EfG9Z/ZpTvMu6Ix2Uae+goe/A788nTRvku487duDzRL19lWLfBGPOlfumf9MtW9i1erv/Tn/uCF+N0MCvSbWUVbEqqfuVq/RJp75zg3g/+V+8//8/H//j/PZ75z33/tqxv8fLfko6F/d3fFwQtYJOP4ydXw6YtuAHPdqvYuP0r/bKVfQtC+v5liTF2p63wlvXK1Sf/vqb3f3zY9+FC/Yp/1y/9E75PDZ9uMkRtxn/YOCB65wTrl63US0Odb876zwwbY/SrwvHzijF2p14a2vcvS/qCFxv+c6PlvJK7U2X4yxe9c4J75wTf+u9v3fhvb+b9tzf7Fv4RN5zgshcXxb3/c37fvy17Evrxk9Uy8+mzXNXd5yb680MdIeT4rZWrrjGfzTCfPG2lLnOVVWzyCeOWWMP6zwyfbjJs/Itxq5w9dBRXgvWrwo0xXxrWf/bkzzL9in/HfQ/sgcMZ/2XKif/nv1/4r//vk9X/8WTNur5Ff+xb+EdD5GeGTVvsmgfc/TrT/oPskRTDf260/E2JN4XDnSvsoaOmPQnGbV8Z1n9m2r2PK79j/THXsP6zJ6v/w/DpJuNW+ZOI9cYd8bi2Z9z+leEvX+AHf9wdYPxyh2HdBuOXO4wxX5r2HzTtSTD85QvjVrlxR5wpbq/hPzfi2XrG2J2W7Byukjbt2vNkzTrDf240frnDELXZuFVu/Hyb6ev9pv0HnQ80EeufhEc8WfupcavcEP25MeZLU/xe4454U/xe9sBhY+xO/I1PZJG40Z49koKfJW23f7Z8f8EQ/fmTtZ8aY740frHdEPmZYd0Gw/rP9KvC9X8KeyKLNH1DcvfUXNVd81/T2QOHcQ+CWZFuvXIV902Y0/7KHviOPXrM9HWiad+35r+m425prqLScukH8/FTpv0HTXF7jTvizKmnbWUVloxM/Oxl/HIHbrsz7og37f3m7n9GfTPxvz76dJMx5ssnaz81fLrJ+Pk23OJq3BFn+no/e/A7075v8ZOmafc+0/6DhujPTbv2mOL2mvZ9a8svtOYXGHfuxr8C0649xi+2G7d9Zdp/kCWPsN8eMn65w7j9K+ept8Sadu3BNUL2cBJuW2YPHTVu+8q4Ix4PzjB+ucN86gx79Jhp1x7cK2k+9zfDxhjDX74w7txt+uprXIkxbpU/CY94Eh5h3BJrPnbSoW3n7labT6Sxh5NMcXstF7It6edtJT/bSkotl35gj6Tg8R+mXXvMp85w99SWrEuGTVuMW2JNX31t+nq/8Yvt7JEU095vzMdPmY+dNO6It6Sft2Rdsv7wI1dz3/rDj+7Hava7ZEvG99z9WnOaArdAmL7eb9r7jfGL7WzycfbAd+Y0hXFHvOnr/fjtYr89ZL2cy92tNp/7myX9vK3gFqeusWRkmhK+Ne3aY/rqa9yYbz55mv32kDn1tDHmS1xfN36x3RD9ufXqDXttvfnYSVPcXpY8gt8oU8K3hqjN+LY37T+IR+RZMrPMJ08bd8RbLlKW9PNc+R1b8W3rDz+yScctmVm4f4Q9eoxT11ivqfBvwfT1fpY8YtwRbz5+iiWPmE+edjWkJxpjdzqfRY6kmL76mj16jD2SYk49zR5Jwc8NeAtIPJKGTTrOHvzOmvcTR99jySPGHXGm3fucwXk4iU0+bj6RZj520vQNafqGNO6Ix83I7OEk0/6D7IHvzKfPmk+dMR8/ZU49zR44zB44bNq9z7hzt3HnbktGpuUixZJHzGfOcZW09YcfTQnfOjP7cJJp9z7cIWKM3WmI2myM+dJ8+qy9scn+q8Z6Pc986gx76KhFedGac8X2c7mtqMTy/QXzub9Zsi5ZLlLs0WNsSioeesKV37EV3jKfzbBkfG/JzrH8Tckmn7AoL3KVtOUihX+/+B1gDx3FTabm02fZpOMsecS0/6Apfq9p7zfskRQ2+QRLHjGfSDOfOWc+fZZNSWXJI7ht1px6mj101JKRaT5zznzyNO5pxn9y7OEk8/FT7OEk87GTzhEzJ9JY8gh7OAn3AuBj4uNbLlIW5UXzX9PNp844fwXfkKZ937KHkywXKesPP5qPn7Jk53DVNZYL2abEA3hMkvn4KTy+x3wizbgj3hjzpemrr60//IgH6lqvXDWfPM0mH7f+mGvLL8SDV8xnzpn/mm4rKbVeuWZOPW3JusTdr7P+8CP77SH20FFz6mnckmG5SFkyvrfmXnf2Rv3wIx4YhAsuc9pfbQW3bD/dtFykrJdz7fUNlvNK9sB37HfJ5jPnzGl/ZZOOW3OuWP6mxK0X5hNp7NFj5mMnzWfO2YpK7PUNlgvZlosUV0k7h8ucPHaOg/0AACAASURBVM0mH2dTUs0n0swnT1v+psQrobEHv7NkfG9O+yt7JIUlj9jyC+2aB+ZzfzOfSHMO2UlTWLJzTN+QuPRrJY/8l//tf98THW37uRx31Fov51rzC+yND635BeY0hTn1NFd1l7tTZUk/b0k/b/9VY80vYFNS8egfS2aW+dhJPETGkpllPnMOfwubdJxNSTWfPG25SJmPn7Jc+sGac8Xy/QXz2QzcFG85r8RtWta8n6xXrprPZthu/8zdU5v/mm4+dvKzv5/457/7+8/+fqIl65L1x1w8Agz/LZmPnXT2gFykzGczXmTT1RcNdYSQ4xFjK6uwXr3B3a+zNzXj8TWW7y9YlBedo4ou51pV+bbi25aMTOuVa1bqsuW8Ej+72ZuarddUYX/393/8Pyes+b/+bzzgwnJeiW9v6w8/Orq6+N4+e8Ov1pwrlqxLtvxCrqLS0aa13f4Z/+K5+3X2X1wDFh40cpW0JTvHOR7qep4lOwf/DVmv51l/zLX+8KOVumzJuoRvY6sq35pzxarKt90ssub9ZM29br2ca72ci8eJ4DFEtpJS6zUVV0nbf9XgERyW7ByrKt965Zr1ep5zEBz+9MpVPM7Ikp1jvZ5nvZFnvaaylZTafi633Syy5hdYr96w5l63/phryc7BtUOuusZWVGL76aa94Veu5r716g0rddl69YY1vwBX/mxlFda8n8xpfzUfP2W9ctXR2sb39tkfNNqKb1uv3rCVlnF3q+2NTfbaejz+i6uswvMcrFdv4GFEeJiV5SJlvaay1/3C3a/Dg93wIHbr1RvWK9esqnzbrWJr3k94sNut/d8u/D/+ruVsOu4tc15J8W3bTzfxcDBbSantZpEtvxB/hSu/Y8sv5O5UcVV3bQW37HW/ONq0tqIS6zWV8xtvFdt+uslVVtl+LseDFp1vOB6PU1RiKym15RdylTRH37OVVdhu/2y7VYwH9eB3kquk7Q2/2m4Vc+V3HJ1d9l8arPkF+BdnK6twDhr6pcFWVGJRXjQr0m23ivHIXvvDZufoueoae8Ovjq4unGHW3Ot4UoCttIy7U+UcnIJ/xqISrqISD7jj7lTZ637hqu7aCm+5h9s4Wtvw6BCuusbe2MRV13A19x0dv9s1D2wlP9sKb9lKfubuVOFhYhx9D5cFePQWV1nF3VPb6xvwcHrufq39QaOjtQ0/vHL0Pa6yCg984+h73N1q7p7a+WlFJX4i4e7XOZgO54D5ShqPP7I/aLTX1tt+umm59IM1v8De8htvMDh+7+Sqa7iKSnvdL3gYueO3VtvP5XhIlL25hau5z91TO1rbHB2/22vrnaN1qu5y99Tc3Wqu5j5Xc5+7X8tV1zhHxuEXVNKcuoa7p+bUNXikGHe/llPX2Gvr8YQUTl1jr/sFD19ydHc72rT4neSq7nL3a7ma+5y6Bt+29rpfuPu13P1a9/Au5wHxEfBrfmnAszzwz4tHV+H/cjxi+Me9ds0D55t8vxbfR3giCVdJW6+pbEUl9qZm3mx2ToG5W+1of4R/ZP5xL3enyvZzOXe/1tGmxWd0PGIc2nY8it5WVmErLbM/aHS0abnqGvvDZkd3D//kif1XDf4p7PUN+D6y1zfYHzbbm5rxiCr7Lw3O96TuF3tTs72+wf5Lg73xof1hs/NfYxOecWNvbLLX/WJvfIjHpePRVdz9Ont9g72pGY92xNMu7C2/2Ztb7E3NzhfU/dI/sUXzwN7Y5Pit1dGmdb7yV429vsE5ZUbzwKFt5/V6PG7feczGJufI+d4+vkdn/6XBVlrG3VM7mA7eaOJ7dHhgnXOOgF6Px4Vx99R4doZzos2TJ7zRhGce2R802puanRfw0PVBUzOeaoH/OX5r5dQ19l8anLMbtO280cSzrOP3Tntjk/NHwDNN8FSdri7nZJbubl6v5/v6HB2/v2B0vayxOPr9FY8p4LGedRqYpy4mME8dADCuQKgLDEJdVCDUAQDjCoS6wCDURQVCHQAwrkCoCwxCXVQg1AEA4wqEusAg1EUFQh0AMK5AqAsMQl1UINQBAOMKhLrAINRFBUIdADCuQKgLjAAAAACAN0KmrYDHetZpAAAAAOCNkGkr4LGedRoAAAAAeCNk2gp4rGedBgAAAADeCJm2Ah7rWafxwaWDVwYD5QAA4woMlBMYhLqoQKgDAMYVCHWBQaiLCoQ6AGBcgVAXGIS6qECoAwDGFQh1gUGoiwqEOgBgXIFQFxiEuqhAqAMAxhUIdYFBqIsKhDoAYFyBUBcYhLqoQKgDAMYVCHWBQaiLCoQ6AGBcgVAX2Ctcular9fy0srJSwOspKipqb2/3evDMzEyWZYe+fuhBrl+/7nmQMQRCHQAwrkCoC+wVLj0yMtLf3//+/fsIIZ1ORxBEeHj4c7/r+vXrGo1m1apVKQPNmzdPpVK5X5aYmOjv7+/O8gULFvj7+8+ePXv27NkEQcyfP3/QYWNjY/39/T2PgBCKjo6ePn16Y2Pji/9QIgGhDgAYVyDUBfZSl56WlhYdHf3JJ5+sX78ef+Xs2bMEQeCAH6SiomLFihUrVqwIDw+fP38+QRDLli0jCAJnOUEQcXFx+IPMzEz3d7Es+/7773/yySf4U6lU6v5l4+8deqJly5b5+/vrdDr3V2JjY6VS6Yu9AeICoQ4AGFcg1AX2UpceHR39/vvvr1q1yv0L+OSTT0JDQz1fo1AocnJy8McqlaqysnLp0qVxcXEajSYvL899Ind0Dc2wzMxMd8176dKl0dHR7m/xGurt7e2Dmgog1AEAYEyAUBfYS136smXLIiIiIiMj169fP2/evKKiookTJ06fPp0giHfeeWfixIlTpkyZNWvWBx984Nn5LZVKcRi7f3mxsbEEQURGRuIPBmWYu86N2/aVSqX7Ujdt2nT//v3ntqtDqAMAwJgAoS6wF790lmUnTpw4f/786dOnz5s3Lzo6+s0331ywYIFSqZw6dapOp3v//fcPHz4cHh7urltjONR1Oh3+5eXl5eEqu0KhwB/gDLt//z5umV+4cOGqVatYlo2MjJw6dar7+WDXrl3uq/WMvcTERHfbAOYZ6jk5Oe7OAvGDUAcAjCsQ6gJ78UtXKpX+/v4IIVzVbm9vf+ONNxobG3ELfGVlJUEQlZWV7l5wrVaLQ3rOnDkLFiyYOnXq1q1bn9H8zrJsfHw8fn1oaOinn35KEMSVK1c0LhUVFf/wD/9QUVGBj5CTkzN58uTZs2dPnz591apVkZGRBEHgIXVTpkx588038cfz5s1bsGDB2bNnffP+CQxCHQAwrkCoC+zFL33p0qV4UDoO9cOHDx85cqS9vX3ixIlFRUV41Dp+mfvXc+LEicOHD+OQTklJ2bdv34s0v0ul0g8++CAyMnLv3r3+/v6zZs3CA+78/f0JgoiIiBh0Ye7mfTdofgcAgDEBQl1gL37p169fxx/ExsYuW7Zs1qxZhw8fXrp06bJlyxBCy5Ytw0PWpVLp4cOHPb/RHbr379+fOHHioOb3KVOmDJr47jnivbKycsGCBfjjTz75ZM6cOUMvDEIdAADGKAh1gb3UpRcVFUVGRk6cOHHBggWVlZUqlWrixInt7e247R13bL/99tuDItYduizLugfBuaNrUKIjj1DPycnBHfmVlZWNjY1Tp05NTEwcelUQ6gAAMEZBqAvsxS8d94iHhoYuW7YsNja2sbHxjTfeKC4uRgiFhobOmzcPIcSyLB4K5/mNUqk0NDR01apVhGuSunueemxs7OTJkwcNc8OhvnXr1sDAQIRQYmLiBx98EBoa6u/vP3RFOeQKdc+JbRDqAAAwJkCoC+zFL12n0+F2ddwpvnfvXpzoCoVi4sSJtbW1yPXrwV3vOp3uxIkT69evf+ONN2bNmqVUKnU6HR4K57n4TEpKSnp6uueJpFLplClT3OPeWZadOnWquyVgKKlUunnz5jfeeMM9+Q1CHQAAxgQIdYG9wqXjUMcfFxcXT5w40R23ly9fJggCt7FXVlZOnjwZD4z3el53dHm+QKfTTZ06derUqfgpgWXZTz755M033/T39583b55SqRxaWccT5T3n0UVGRkKoAwCA+EGoC+zVQh03dOM+9ZycnJSUlOjo6MOHD8+fP99zeXb3biu1tbWxA7lHvy9cuNDzsQAhtGvXrsOHD7Msm5iYOHHixMDAQNynjleZff/995ctW+YetYcfAubNm+cZ9lBTBwCAMQFCXWCvcOnR0dFSqVSpVM6aNctdn46PjycIYvr06U+bEa5QKJRKZd5T4ONg9+/fxx3wq1atGrQJm1KpXLhwYXR0tGeE48VoPV8WGRk5aPHasQJCHQAwrkCoC+wVLv3AgQOXL1/23EAFO3z4sGc2vzKWZYcOiX8pw/z2UQShDgAYVyDUBeaLSwevDEIdADCuQKgLDEJdVCDUAQDjCoS6wCDURQVCHQAwrkCoCwxCXVQg1AEA4wqEusAg1EedVqulKIqiqPT0dKlU6p7sFxsb63VZXAAAeG1AqAsMQn3UsSwrkUgIbwattQcAQpYebaeZ9/gC36O529TL8U/9jqG4vu4+28uf2mExW595Gmtvt557+eOC8QxCXWAQ6mKAW92HGjpvEIx7upK4oIVJd03uL9jVSe8FbFF1PDNuea6vz8jzXPfDBsbEM5Rs0urUWr2XF9raynMo75QHZYFRirq+p5+ojZIFLifLdLqKs8lZxRodBDx4Lgh1gUGoiwRuePc0aOs5MO5ZetoYA2egyRAZ1ebx9TZKFkLSBoQsXTV3Hxjs+Kv8Y/o86bY7KmjO2qz6ViqKCDxEP8yW+ZG0l8i1GzpaNeqyctqpIiPmrRBSRXuoqqrvsDzlCtsoWYCMakPIbqg9HTbpvXVUi0PodwG8ZiDUBQahLhKlpaVQTX8tabXayMhIiURSWlo6rAPxjRnSP0gVFWXOUDc1UXs2yPeR5E5ZwMyQmATyYFxMRMSG5LLHzqo0Z+jpab0SPSkqt8t5CKM6acWKjAcOhpL5kTTHc0zR2Yu1BnfVm2/P3RQec6D/WeBATMikAFlc/xf2y0PfnbAwWW3yWl13hzpCyNxKxX6coX5YcY95qa4BMM5AqAsMQl08PCvrUE1/PVRXV0skksjIyPT09OEOkrCUJ/ity2rV0WSIjGoxPKhxVcrdNfWhzBpF2HtJamfl3dGgWLw4at9BMk4WMCnEFd6nVM24Ld9uUB9fHpCk7murwZVyTbeZJv1kmWpNNU3TNF2tab2d/PlZugv36ZuaVafIAXbKAt4KkO10fnYwMSFufdCEt4ITbz+GWAdPAaEuMAh18fCsrEM1/TWAh0qkpKTgrQpKS0txwA/dafBF8G1ZYTNC5QcTYkJmBsg+l0etdVXKPUPdbqj/KU/jDvjuQvmcIHkalX1q29rdl7IPhMcXPeYRctbUB53BbtDczld3WrvV1yiKoqickmYDTfrJFCUlVyiKoqgrxeqmDlfzPkKINxsNRrOlP7DbKJnfFHmht776F6LVavPy8p7SpQ+Gq7S0VIQFC4S6wCDURQVX1qGaPtbhPQYJgsjLy/P8ularlUqlEonk5bcncOgLd4dmPHAg3Kfe8rj8xIaImLiDJEnuk0dFxny1Y8uWuIPkPnlURMT2nCYbjxBCliryvY+TCu7QKjJk0sKw6GNlj+0IDQh13vDw7gPPsW+8qT7nEEmSJHmIqtfTpJ/stIpKJkmSJJOp+kF5zZs132/dSFLqTg4hHOrEpJhc/BkyaM7v21+gfZHhcriTgiAIqVQaC3wDF/Xp6emv9ljpIxDqAoNQF5Xq6moCFp8Z49yd6F6Tm2VZXLy+ZBe7nk5OLtTZEXINlONNHVqP4eUcTc5YGF/c6dnO7dAoFi1SaByIo0m/oLUxUWui5PvIg3ExYUF+EwKWR8cdJA8myDfINpwof2xHCPHm3g5mgEc1Ny+Xafo/b61QbD9SwHgOlOO6CuMlROBW1SMetVGydxeFrl6f1cwjC1OwL3iGVH62svt5be9arRa3YYzdrZjGCtxcJKoEhVAX2HgI9dLSUlwJAD4ikUhSUlJE2LI38l6wjR13sb9Mk4ylh8ERbqDJRUExu+M2fEFeudfqjlutKm7anDhVY2uV8lBmjYFHCBnUSes3y9ev2K2q+n7du2QVjmK+NWv1BIKYMic4+lLrgLjlOea2IlmR5W6uVciDZkSQyuxBrbg55W0DJrnz7bkb5qzOaubxQLlz6QlLdpxJ275x/491j19oNnxsbGxkZOQLvxVgWLRaLfHSz5Q+BKEuMF9cuni4a0UpKSnV1dUa4Bt5eXm4VVk8JcWoeKmodo+he+GHIc7Qps5L3yeT+AWTpZ2thcnxCQPHqfuFxOCvKOnHdl5369B3pY+NZYkro2M/Xigv7EYIIV5XniiVyrd85CdPIncoNKZB53C0lf1Y3ohr6Q+p+PUZ9COPinsrfe1i+aMhzek819fTazO23T4VFTBTRjVoFGsCE8q8jtwbCmeMBlqnRlBKSop4nqI0EOrCer1DPT09/ZX6L8GrSElJkUgk47O+/mqN6u6G+heINK4zN2bShLlRJ6gM+UI8bYxv/XHPoVvOCWMcTfoFeYyB583a3zo4HiGe67y25b09JXoHQry57pRUeqquKVvmd7CUTl6yrUA3sG2co0m/KTLyEkVRafKgELniEkWlyYMCZGQmRV1SyBdN2ZjbOag5nTcxNEVu3EKq8hVrAmRUG/+4KD5wefyL9abjMv0FXggEI6r3HEJdYK9xqOt0OlG1Mo0HUql0HI7yG8bwt6cOqfPC/PA23ckjj8Vn+M7CbcHOCWODQ93N9oja8pGi3oYQr68gV8RkNZmcA+VsrdTa4AhFjcEjpDma9HOOoWujZDEUw3mMrucYKmrAqHkc5xFLpPEX1V0Wz8VnHpcdDJ60eBvVYHhehzpFUWIr0F97EOrPBaEuRnjQ2WhfxfiC2+FH+ypGlHvk0XBGFFMDJ789k+eKcg594Y63VmQ0OZ4a6vzjot3hSVV6O+Jac7dvcy7y6lp8xtaUtXbGe2HkdU2vs/P7xUOd1xUnLpxBzFibXNLqWovec/EZC1OwL3jCFEkEmV2m6TY/dWU5CPWRB6H+XBDqYgSFxcgTVWExAgRYUsblhbvYBy4Ty3Vr7tY3OwfKDQl1vrvs0L6zdX284cFV8sB597Lt/VPaLIxqT1jMsRx1F/6vl6ip8311F7+/yVgQQryhrYau0bRWpC5/12MJWwtTfCRsxrSgmJOFzcan/Tyiv0+fu43NELyxp8f7knsIIYSsfb3O/+UtnrP8R46o7lMIdYFBqAMBiaqw8CmWZYVZ/NWDTqfDx6yurn76qwat/W43tN7JPSkP8ZtAzMQd5y58X13m8cy6Ph6ZWm4XDRiIzlCyaYnlOE94O2fvDxaPUH90dRtZ/NiOUNftk2dL1fmHNkgDpr21SNHgpdLNdapzk6IkU4gJK5LUnnPZea6v59k7yI3CfWrnXFfkMPf+3qapLlFdVJByWfDKHQXtQ366NkoWmqTGzzRbFqeqLQh5BrMXHE36hSTdqcg5nkMzQ15mqSLffXdDbjuPOIbaOHPL9cFjFHxPVPcphLrAINSBgERVWPgOnlctlUoFH4PJsmxKSgpBEBRFPeUl3eWKM6qmQRVfS1tJ7s1m/YAdWXsb7w78Sj9Dw83brWZv/+dou33p5kPvHeH87xWX8jUeK8oN+lZDzfWLVczL7sw28vcpR3/3YdCKMNnK4KCPouMOJCmUFHVZVXIHr4yLl+SxNt++5JzB5x4weEkhXzRFRl6ispVkxIwZ65+6YR1Hk35RFGMx0EeCp8Xkdni+JbyFJt+dk6y28l7GKIwUUd2nEOoCg1D3Ic5keFpX4ktvaM1b2xpqu72Ww8/4pgGVsBEgqsLCR/BqvsPsRH+2vLw8giASExNFtfLXMD3tZxmNUCf9ZBTznBcZup3z+GhFaKRCrWUYrVqxZlqcSuv8eke3AT8ADFmyR6uKm7ZGodYyj+iMdR9KotLr3E9CfHvuhrkRFF4gwCPUrQ/yfqx77qBCoYjqPoVQFxiEumCsrfS9350P3ZyO6bFwNOnnfCQfgqFkM+SqzseurTOcG10WnD+bo/H++M/R5MwVil/x0XhTb5/V4//cBRDDMG11eTn5TXoeIcTkRC3ZmdvytI0yhSeqwuLFvfg0vOdVowWj0Whes0XWJBIJRVFDo100oc5zPb/3ePYUWOsvHMmpe8zQVN6vPSYLb+9VF95s1vODnsg5hr46aAt6d+Xe6arauaqeoyljxaSIjCaz8ztxqPN9tSdlf1hzoqpnhCrtorpPIdQFBqEuGL49d2PYjoJ2B+It5Yl+i06qSw/isoPnuMFNlgwlk1EMsjDq27lkTBxVRtN0JRUXOOnj5ErXkwEyNZdcdpcLl0iZH54/TGUryYiZQQnF3a4RS4aGvAvuZb8ySVnwBqqFQ0/bt8OHRFVYvDiKoqRS6bN7x1+sw1tII39Gn8LlzNBoH51Q9wsKDVsRvGTFGpnLmpCACZPmJFV7PCzb9SV7/zD3WHnNT1lkxIygj9a4X/i0h3WEeGNfH9f6lH3zekri5hLEcpJ+7FFTv91akCBde67uqf0awhPVfQqhLjAIdeHYdaovZiSUW5CpPnXFzKijF0jZlCC5gjpPRoS7BuDYDW21NE3TKjIkhLxRkH4os0bfeW177HXG0kJtDB+wXgevb6lvfOTRpPduf9Mfwzxq7zZ6bds30KTMWaBAqL8YPKOMIIinRfso1ptx24AgA+xHF+HBM9pHrabuaFDIjruymbeqk+f0b0WDHM3Xj1+412Vh6Fv5GV+dKbr2xUzXDjiW8sT3PO8qawO1f2dMhCwiZsdXMbKQgLdmbDmfvU8ao/p94Gl5q/p4aOK5tDV4TgHCoT7hPUnQyCY6Etl9CqEuMAh1IeFOdGt1UuihknZGq4qbFqpQe3a/IZ5j7uYVluFQV9E0TT/o5iztVExgQMBC8o5npxrPUGslIa6axLrNskVTAkL6Kxahi5fvyGecsW6gT8Yfda7RnUnKVkCovxR3qHuN9lHv4Xb34jc2Nvp4wV8fIobA0a5UKkc+1GfGqHSI68zdsSbroQPhru6gcPyxUy9NSgOS7pnUp76gWjmaDHDeSUNHtznMfXozzzFUjGtWgq0ta+3gO89af35PZp3hN9dEQYT4xzS5fFLY6dqRTXQksvtUA6EuLAh1IfBc9wOapu9Qxw/k1PfQ2d//akSeXXd8X/0tmvHsrmMomSy7rbfhWi79qElFhkkka9aGBod/lZpdWF5Fa7o51EuTIa5ywcKUnYgKjc2qN3BMfQ1jQY4H5zcnXtG4N+lqo2SL4lQPGYZhmN/onAxVkwkhhHSqmJmjEOovuLuzeLh3pRwa7XgmOuX7TvRn02q177777tCLfA1Mnz59ZAt0j1TmGrM2xGY1G7oL4wLdA1ZceMPDu5q6K5viVTr7wFDf5G1en2eoI44m/eam1nuGNafvNdrds/95w4Pc+MiwlRIY/Q6hLjBfXLpIUCNYU+cNLXRFhYpcvfxM3pVtYaEy2ZqQgElBUXtiQqYEhKyJiIk7eCiDdo/Gcpjr05ZPmOb37tyVoas3JOdr6r+XTfgoqZguTE+MitifU9/F8X2am/k0YzK0liu3LZkZllzc9IjR5JOrQ8LIoi5Dq8Zz+0tLFRkQq9K5ihBn8YGQR1E0MpRK5cingk+FhoYSItjhHi9Ns2TJktF+/nl1Xt/elJSU9PT0kS3Q9TQZ6mob57n2nI0LlyyRbMxqNg94FW/QPmhuLTm0Iq5Y776TuosSl0v8/EISyrTNP5U0D6hgDwh1ZK1OmhMUV9KDEEId+ak32l0va6Nk68gMckNMaklb38BKf1tOauHIbJwAof5c7j9RIY8p4LGedRofXLpIUCPd/O55V3MMtXFuaq1lcKpautSXk7d8FByy6D3Z6RK6rKS4lKZpuiIjZmZMRkVVWTa5/aznWtyW5gtyWWxCUtLOUL+3JBFHb5TlUdfUzICZcg59yZ4/zAha6WyaXxMWIpmGB/KMeKjj+3P0mnhfEe63HsTdCP/y26kJ7OX3aRWjoXGO38+Rvk8HPAHbHtdlb1s+RxK8KbVk0MR9S5c6c4skEO9u138nOTpq7jEcMtBHT5YPWA3O3JyxLkienBq3aX3U54dKWtupTdNC02oNDo5OiupfLKiNkkVnNRu9tOQ7GhRfXGobkVltGgj154FQF6PRDHW+PXfDSpLWu8sCTq1SdXAI2Q11lxXXHhico99d4+acoY4ntj3o9myo500MfSl+dSR5o6HXbOhmNAUJIZOCYrPqPWa+8YaODveTgKk+daWzeXCUQn3kzicQ6pl96ujltlMT0qtt/iZOQ+McG9n7lOvM3bkuq5FDDjNDU4nrw7Zl0l0mQ9O1hOXvSWT70lVVGsbg0avlHMTO0eS77huUpmn6GhkiwavCdZenJ8gjQwLeC9lyNKtQ3eb+bk5bEB8yU3YoPSFcNiDUBwyUe0ue24KHvrbkyv0+Tq3tG4F3QVT3KYS6wCDUheMOdd6qTl4Urmx2uFOVY6i4AVNccKi7V63oH9reUnXBuZ42QghZ1Gc+Cpjg/iUFyOKSFFk513JPrJsZo3pKtbGNki1OKO9DCEL9RVHPG/2OXmo7NYEMZ/M3ERoa59hI3qcOJv/Agdzqezn714dF7b9U1vTYfXPw5vaK8ztC/KYFRZ0qd04W7Q91xDFVF072715PJisu3MKL6/HdpQpFgXtHnAG4R2WpGyUTJs1NrXU11bd5znZzMLe+27LONfY1Iir+Uv2IDJoT1X0KoS4wCHWBOMxM5fktC4PJ8s7Wa7u3OteQ4tRJgctjDpAH4mRzZsYV9y+KzVAyWXYrU5GD55d7TEKnqOxLJS2uybJ99XnK49FRh+jHPEPJZNm/1V8+TpVpmHam5ylLyugL5VOinFUBCPUXQ73APHX3K4kXRj46sAAAIABJREFU3U5tWATZ/E1UntZ5MYL3qcPQ8pDhLL1Mp8H7cvSDVqrnOUPfU175Eic1dzfSdIvrid7So+18yYUhhSeq+xRCXWAQ6kLgusuOhkrWK+o7mbKjoTPXnSx/yHT0mnmEEGdoq6crVRnJGYV1rd1GO95Wq6kqdbnnmlZPS1/udzpjW5gsemdyWY+zxd72uI6Kly4KS7g8cBVuYz11JiM3Pz913VsRFINLDZjS9mJeqrN8BLrYBdz8TfxGvEUNiOs+hVAXGIS6IHhDwy0ab7bkMLeVZ5Fbw4JmDBgXRHy4JaOs1WBHvKH19rktQTOCyDv9zfFD05fXN+clb4jYm0W3mw2/5ias9iMmTIu60uE63fmouR4ddQghhLie6tQ1U4L3Fbhb7yHUfcN3a735YvM3kYNQH3miuk8h1AUGoe5LDnNvp2v3h16PNje7oaNzwOYNhhZ1/6RzhBBCvLG7Q+85bJ5R32v2rJpzFvPQhsFBXxx6WB8TVWHhUy+wndpL893mb2Imgvt03BHVfQqhLjAIdSAgURUWI0DAxeZGYPM3ccrLy5NIJKN9FeOLqO5TCHWBQagDAYmqsBgZGiGWhR+xzd9ECP/NjLdHmdElqgcpCHWBQagDAY3DUEfD62J/zbZiewUsy+JF4Ef7QsYLlmWlUql41jKCUBfYaxzqonoaHSdwG/JoX8XoeIXatiC1/NcA7sUYP2MDRxEeCyKRSEZrecShINQF9hqHularJQhihJcAG+diY2MTExNH+ypGzUv1i4/65m+igmfxxcbGjsAq9MJKTEwMDw9XKpWjfSHPl56eLsLljCDUBfYahzpCKDY2NjIyEgrNkYEjbdw2I2MvMoLdFyPnXwN4Ef7Yscbf358gCKlUOtoX8kIo1zb24gGhLrDXO9RxCRsZGTnOk8bXdDod5VpqbbSvZfQ9e665uxMd2pBeDxrXdsOjfSFjFYS6wF7vUEcI6XS6WG+7ZQNhSSSSEVsUfUzwuircqG/4BgQHoT5MEOoC88Wli5BOp/PZvp1Ao4FKpzeD1m+nRmrdeDCSNBDqw6OBUBfWOAl1AEYF3mntn/7pn/bs2UOM4A5vYMRAqA8ThLrAINQB8KnGxkaCIN58801oz3gtQagPE4S6wCDUAfApcZZZQCgQ6sMkzhsEQh0A4J04yywgFAj1YRLnDQKhDgDwTpxlFhAKhPowifMGgVAHAHgnzjILCAVCfZjEeYNAqAMAvBNnmQWEAqE+TOK8QSDUAQDeibPMAkKBUB8mcd4gEOoAAO/EWWYBoUCoD5M4bxAIdQCAd+Iss4BQINSHSZw3CIQ6AMA7cZZZQCgQ6sMkzhsEQh0A4J04yywgFAj1YRLnDQKhDgDwTpxlFhAKhPowifMGgVAHAHgnzjILCAVCfZjEeYNAqAMAvBNnmQWEAqE+TOK8QSDUAQDeibPMAkKBUB8mcd4gEOoAAO/EWWYBoUCoD5M4bxAIdQCAd+Iss4BQINSHSZw3CIQ6AMA7cZZZQCgQ6sMkzhsEQh0A4J04yywgFAj1YRLnDQKhDgDwTpxlFhAKhPowifMGgVAHAHgnzjILCAVCfZjEeYNAqAMAvBNnmQWEAqE+TOK8QSDUAQDeibPMAkKBUB8mcd4gEOoAAO/EWWYBoUCoD5M4b5DXIdQBAAAA4EnItBXwWM86DQAAAAC8ETJtBTzWs04DAAAAAG+ETFsBj/Ws0/jg0gEAbuLsMgRCgT71YRLnDQKhDgDwTpxlFhAKhPowifMGgVAHAHgnzjILCAVCfZjEeYNAqAMAvBNnmQWEAqE+TOK8QSDUAQDeibPMAkKBUB8mcd4gEOoAAO/EWWYBoUCoD5M4bxAIdQCAd+Iss4BQINSHSZw3CIQ6AMA7cZZZQCgQ6sMkzhtknIZ6UVFRe3u74JcEwOtEnGUWEAqE+jCJ8wYZp6GemJg4a9asnJyc575Sp9M1NjYqlcrKykrPr2/durWxsfEVTg3AWCHOMgsIBUJ9mMR5g4yjUNdqte6PWZb19/ePjIz0fAHLsviDEydOxLq8884777zzzqpVqyZPnjzbw9SpU6Ojo4X6WQAQIXGWWUAoEOrDJM4bZLyEemNj49SpU1M8LFu2bN68ee5PDx8+PH36dFx3x1Xz0NDQ+fPn5+Xl5eXlffLJJ1KpFHkE/+zZs/Py8nz30wEw6sRZZgGhQKgPkzhvkPES6rGxsf7+/ikpKZ9++umBAwdwkP/jP/6j++P58+cTBDFv3jx3bMfGxuIg9/zY398/OjqaZVkIdfDaE2eZBYQCoT5M4rxBxkWosyy7YMGCTz75BCEUGRk5a9YspVKJj/DOO++wLMuy7BtvvDGoi91rqEul0k2bNiGoqYNxQJxlFhAKhPowifMGGS+hnpmZqdPp8McffPDBggUL8BESExPxF2tra92vr62tzcvLw83v69ev37VrlzvUZ8+enZKSgiDUwTggzjILCAVCfZjEeYOMi1DHFApFYGBgUVFRbW1tWlqaVqslCAJX2QeprKxcsWKFv7+/v78/Hi4XHh6OQ50gCIVCgRCaPXv25cuXBfxxABAbcZZZQCgQ6sMkzhtkHIU6y7LLli0jCKK4uBghVFlZSRDEoIlqnoY2v+Nf4eHDhxFCS5cuxVV2AF5X4iyzgFAg1IdJnDfIOAp1hFBjY+PChQtx37lSqSQIArfJ4//y9/f3nHo+NNTxt8ybN2/+/PkLFiyAUAevN3GWWUAoEOrDJM4bZFyE+pEjRwhvpk6d6vnpggUL3n77bXfM4yBvb2/ftWtXeHh4dHR0bGzs0qVLpVJpSkpKZmame5w8AK8TjUteXh5BEJGRke6vuO8O8BqAUB8mCHWBvdSlDwpgvPhMYGDg01aFa29vX7Zs2eTJk6dPn65UKnU6XXt7+6xZs3bt2oVDHSFUWVkptl8nAMMXGxvr9SGYIAiNRjPaVwcEA6E+TBDqAnvlS8ed65MnT961a9fEiROXLVuWmJjoWQUJDw8nCGL69OnuBnY8KQ7Pf3OHulKpFNuvE4Dhw0XVUPDX/pqBUB8mCHWBvdqlV1ZWzps3b/Lkybhnvb29PTIykhi47IxKpZo/f777U51OFxgY+MYbb+Bq/dKlS/FvMT4+fs6cOUL+SACIg9fKOlTTXzMQ6sMEoS6wl7p0nU539uzZwMDAiRMnRkdHD9qiTalUvvnmm3jO+iBKpXLy5MmRkZHujE9NTSUIYvbs2W+//faCBQsePnw4/J8FAFEZWlkXW8kFhg9CfZgg1AX24peuVCqXLl0aHx+vUqmeNroNjwMa9MWioqLIyMihm7QWFxfjNeFhrBx4XQ2qrEM1/fUDoT5MEOoC88WlAwAwz8q62IotIAgI9WGCUBcYhDoAPuWurEM1/bUEoT5MEOoCg1AHwKfEWWYBoUCoD5M4bxAIdQBGVHV1NTV2rFixIiUlZbSv4uWUlpaO9i95bIBQHyYIdYFBqIOxRavV4vmTkZGRsWMEXkhxbCEIQiqVarXa0f6Fix2E+jBBqAsMQh2MISzLSiSSyMhIWGnV13Q6XWJiokQigVx/Ngj1YYJQFxiEOhhDUlJSpFIpzIEcMbg5ZLSvQtQg1IcJQl1gEOpgDJFIJNDXO5Kqq6sJj20YwVAQ6sMEoS4wCHUwVrAsCxPDRh68588GoT5MEOoCg1AHYwW++Uf7KsYdCPVng1AfJgh1gUGog7ECQn1UQKg/G4T6MEGoCwxCHYwVIxXqlu6WRwZekEPxXM+jDrPD9am1t1vPeXuZnbO/5AntBm0L039kH4JQfzYI9WGCUBcYhDoYK0Yq1M1NGesXxucz3DNy1tLxoNXwuDo39zbtUnkj/VhOg+tp4LE6r6zNbGWoqCnywj6m6GxOg8FcnjBNskXFDDmugSbDwtPrrMioziBTs7L7l4BRHicza7w9YfBcc9ba4C3ZTWbXF17+weDFQKg/G4T6MEGoCwxCHYwVvgx1K3OvlnHXe/WF8pkxuR2uSjXX+aBFzyPEdxUmRqwJC125cuWK0FBZ/MmDa0JIlSvUKzJi/pBQbnF+j0NfsnfOx+nFF6P8yEI66eOo8w19dalz5ySrrUOj10CTMpI2IGSgyfA41UPGSatWrFuuaHBdh55WHPCIfEVcSKCMzKQoiqIunpFLn/cg8oqeFuosy+bl5Ql+ujEHQn2YINQFBqEOxgofhjrfSq0NDlkjc1kZHLTc9dma0KAZEyRxBV04WzmGipFRbQghxFAyGcU4OtRFNYzZwdFkAEn3t65b1IrtWcUXo/w+j08+kl2obq5ThC9SNDgQQsjCVJTWG+wIcYbuDoZ5qIoLjbtRdTPnRva+1QNDfY1f/zENNLkkVEEzDMMwLSVkyEz5FfdLGYZhOnrNPqirDw11lmUpipJIJFBuIAj1YYNQFxiEOhgrfBbqdgN9JNiPpDljXcb+Q7m1jzmOydkRsf96k5VH1vrzO5NvaHTuavvgUOdo0i+EpHs9Qp231p0OXx4uCw3yIwhiQkDIenlCwuehAX4BIeEy2cogvxkhMXu/oRqsfF99TnpGdiYpC5KRmVR2VtKGRTIyk6IySVlAYEzS6W2rQ87UeAt1WhG6UJ7b4MrzxvKc/HqD3QdvzoBQ94xzKDcwCPVhglAXGNycYKzwWahbGfr6VZrhEELW6qQ5M2VUM0NFTcNt6Zy+1+gKS97c26FVKyJDz+TfzCljWrNdoR5FMdzgmjr/mD60Ubbmw0kfBi+W7s8vOr16xhKSNiDURslCSNrgcQHO5neuu+6CfLWrHX7xckUDN6Cr3ECTi5fIDyWnZlwkZVOC5IrszIzM/g74q+puX3Sq41AfGudQbmAQ6sMEoS4wuDnBWOHbgXL6sqTtaTebdV3l2bma32lykaup3APXXp6TpZCHBMnTKOpyScm5p4Y696js0LY9BS2tVJQfWdpaSEYskmeXZiZSbcj1eo/jGmhSGrph44akS+nRgQEh4TJZeEjAW35BK2WylUEzQlPrjK6XObve1UnhG3LbeYaSzZCrurwNqBcOQRApKSlD4xwbjb1mxAVvLwSh/sog1AUGoQ7GCh+Pfrcb6CPB0/D4uO5CeZCzjX2wIc3vDCWbsu5kZbuhyh3quqqMjFttRp7X5m5YuCG3nec6HzT38frCHTsK9Qwl6+8nd5i76wsV20L8JFty2zi+JSssmmI4hAw0GTLkAvrKEz4maQPfmbvhrU1Zv7YzakVoqELNtFSdP55Z1+eTse8IEQSBcws8Q3V1tW/e/tcfhLrAfHHpAPiCz0Ld0q2ppmmarsyOm7MmqeAOTV8jQ+bGZJTQNE3TVWXZ+9budg8sHxTq2S3lidNCZbKZMdR1xc7cJjtCCPHW+vObImK+2ikLnLFwfdye2NAPF6fWWPmWrI93fp+5ZZq8UI/PzP9eHL96NXk5e98akjYgfaH8D58rbt9rYh6q4haGKmhGU3ar3p3WbZRsY1ablWOKFCczKYqiFPKgILmCoiiKyr6q7vFNqhMEodFoNBpNbGzs0DDzySnBeAKhLjC4OcFY4cOBcg8qb1fR/TPOqbjAt2IyKmgPtW3OYWgcQ21e8hWZGBOXpW5p0bZXkSsispQHnZV0/UNNp6vRvqckLnxbYQevL45/b0tuJ4eQWaMIJYgAeWG3x8k5jne2q1toUiJPTZPNcU1Uu6SQh3wYf8uZ1hxN/kGe+5vHcHdnTZ1hGKa1ijp7U+uLhnjCY6Dc0Gj3wQmBN7xB29hh5hHijT09ppddqojzPteRMxosgjwK8hbzcw7E9XX32bz+D4S6wODmBGPFCC0+w/9eHL8yTC6PCN16NKuwhnEXoLy1ufBUQtTCkM/PFGp6OR4hh6E2LWzuN2W6O86Wd45OSnK3rDNV5/asDl7y8cq5U2TpvxrsCFnaqegpEyIy3CvGOOFQbymJi0xS13sMo+MYKjosqwVfAN+WFR6TU1uSfig1wzk6zqOmTlEUdel2s5dJ8MNFDJnS5hntgp8OIIQQsjHl12826/t/nRxN+gXHl3Tx7g+8fBejSkxUeKxdhGWf2SZdfbzq8ZDJEbyunNyaWOjtWZDTaQoUh3IaPXLY3FZ+dfChnc6TssURCq+rJLkvjZL5hZLlHbqKzGRlsaa3/8AQ6gKDUAdjhe9Dned6G3ITIsISCxiO583tFRlfBE14N+ybW3hdGr779qmTN1udi7PaDfUXtm04VMhYkHuMnE61davKtU2pw9xWlBy1Lj5Ldf3EpqCocyW5CWu3X6y4njA3cOOJAtdjQfO9crosKzbsm/Tkddt/6ubbKFmQq+W/QkV+5Op/5xjqq/iSngHXizv1ffmOoKcvPqPRaBITE3188vGL77yx9Q8hu4s7nEHpHl/p+oA31F+7Vj8wR/vKExa5Jj3206ripoVltXlLXIdGsei9JLXdwty+fpux2GvSY48qFOS2KFlElHwfSSpp16MAb+hs01TfLq/qX2vprY9IlWdzVmVF/e9PbStiKBkRRTEc4vtqT66ZNGMz1epcqAlCXWAQ6mCs8Fmo85yB0dD56fIlM8P2U3S7xxIudoOG2ha8eOAMNMSb28tPRkeQ+c24Td7emPXxu/g+miCJK+gydtddJqNkMYeuqLssCDnMTOH+FREHbzQaeISQpasqLUISvDqpXI8Qb26nz38eODfow0VHaIMdoaeEuuPXDPnF5kHD8RlKtkih8fEC8E8LdeBjJo1izYep6p7yExtj4g4eiAmZFCiLO0C6PyBJkjylajZ5fIvX8ZWIo0m/AQ9/vK0pZ3vY4pCo3SRJkuR+eahEIttBnqe7qki/0HMaL3sKcJ25cmlMAuk24DJIkiQPykNnTFiRpNZ7/2ncoY4Q4pqpjdEZDb9WVLRzEOqCg1AHY4WvQp3vpK/ml6sfMAav1Qye6/m9Z0CXJNdTT9d3P2P1Noe5T9//39aHJdfVAzdfcVjMHg3lvNVsNvT2WRFCCOkfVNR2OU/nMLRo2vA3Glo1jAUNYmhR96+K4ysQ6iONt5otDoQQb+hsp/OuN1sQQoijScnOwsd2xNFk8N7ioW3pCL1wqCOEEDLXnFz7RUZdH4+6C+VLZCfpXv4pr0SIN9DJy1ckqTvaanCl/EG3uYr0W69U1ztr6ZrGsuQ9CrrD+Wdva1IlkwPEyQKI/oeAgwn74qKCJ0wISSzr/hVCXVgQ6mCsgK1XRwWE+kgz15/f+nlSYYuZN2vO7k8tqqRpmqbLS0rKcftNeXklTdN0VV7qxi8UA6Yyeq45OLD53UtUc525MdPkhXr9zfjNVCtn6es1DQx1u7HXuakgb9Dcyq/psnaqr+VQFEXl3G42VJJ+keklt3IoiqKonGJ1c4dnV4DDbDAYPZ9cGUo2aIioC9TUBQahDsYKCPVRAaE+4niu9ULEpMVJ1TUXvrlQVVVYWF5F0yUZMXNDyGu0igzxnJqh6fZoqnmUGxUQhBvVPWrGB2JCJnmGOt9Dnz9KkuRB+cfLo3YfiPloYdRucl9U0Mz1J09smeYeeqk8KJsZEl/gMYzOVE8dIkmSJA/l1OsrSb/IdNVF5xeoes9uAIQQQgbN+R0byRx1lwUhHOrEpA25nTjnzfXntx8pYCwIQl1wEOpgrIBQHxUQ6qPhMX3y2I17OXvPNti7GyrqWxn30gVqRei0OJWWYTRFObdaBnYCWXraGAPuu/How+YN7Y2M5yw4nuvt0LpnReKjMQzDdDCF+/xCFWpGq1aswV92bhLEm3s7Blb/H9UUXi7T9H/eUqXYu79g4EB6nincHkTM3Kbq5BBDyYig0LDPs1qtiNMWxIfMCNl2lu7kIdQFB6EOxgqdTgcBM/LgPR8lXGfu7t0lOo4m/QJkcWRCTMjMANlOMk4WECCLw/Xv4GS1Z6o72kou3XLOFvMcmIZ47rGGfuBtzUHn+oZ2Q33+tfo+V/M7x1BRfp4bGXDtJYoTiv5tf9PkQYEy8vzgqW05FW22ASfhO3M3TFmX1WpFDCUjIs9l7V3yVWra1i37r9Q+do1TgVAXGIQ6GEMIgigtLR3tqxhHcIGr0+me/1IgLL49d+P23C67K2i7C+XLtxV28a55jEMHtfFtWWFE4FbVIx7hUHcPTNsdFfQWMWNjVpOzjZx/XH4yPsHZSj8pJAa/KllVX5TgF5XbNTTUEUKOtts/ljfhavnDnG3r09WPPCrurXTuxQrGyxI3tr7uPpu59fbJjQFEFNVao5AuTygf8OcEoS4wCHUwhqSkpEilUpZlR/tCxgu8Z8loX8U4w3Vraho0ZcfCglLr7a7wttemBklla9YmHtw8LWh3rkZnHhzqdp3qi0kLT9bbBje/e2e4ez75mkZzUea3N6eiRN1lQYhjqA3vJantXkOdo0m/P8jITLzQYZA8jaIuKeSLpsjIS3gdpCl42cQBeHM7TZEbNx5RFZ9eQ0RRjOVxyb7A4H0FHlM5INQFBqEOxhCdTieRSBITEyHXfY1l2ZSUFGh7HwVcV33hOXnwWxOicrucNfLs39TJS+JutdPnNixZ/NWVa8nS0ISD0QNCnW/P3TBnSVi0s2P7OaFu16lip4Udr1RnyvwOlrXmbl20RalpLYmTygu70VNDPYikDR7bH3i8bMA2RQi54jwiOCz+wr0ujvdYfKa7LDFkUvBOSuPsDoBQFxiEOhhbtFqtVCrF0f6URSvFJTo6Oi0tbbSv4uXgvVYlEglsPjZKTPWpUj/n0sOk38cHUnd+o+rkeF3h7s0Xmmx2A52lSPrcI9R5m0axYlGyWt9asHvD1owKpunSs0LdVq8I35LVZHKFsbE+NVz6TeLmDw/RJn7YoW7XlRxY6DdphuxYSZvR2SI/YPEZbUH8kgkT5kSQ2WWarvu/QqgLCkIdjDksy5aWlqakpIzgrtmvjiCI2bNnj/ZVvJzExMS8vDxoDhk1fCsVMaM/1GesV9T18XwPnZlV3uVMzgF96nxn4fb1ZJWORwhxv1cpNgfO8JtGLJJn5JfTA9W0GXiuMy/pm+t0fX0zo1aE+pE0h3hDkypxy/6ybh6h4dfUeUPtxbNFDMcjZDe01dJqTSudutzzIYNrLyY/njFhYUxqYeH9XyHUhQShDoBPibDAAmLHt+VulLyXpLZ7XeS1+fr+qEV+xIQ/JJSZEELI/rjkyNaMeo9tgmy9muKspB3rQwImEP0mhSUXNT3mbL9VVLRzvL755umYoGkzNl5heAuTd/xQ/4Q0jqGipiWUD1jCsD/U7V1XE+KLuxCyP7599lgpfevQpuUB0wjvKxbzXJc6N2mDZAIxYWGyesD2cra+7j5YJlZ4EOoA+JQICywgfry5U9tjQQg5tHeLmvSDh5Xz7YVpOfXO7YCN2gePnrpqcf8U847uwQsh8+Y2TYvBzj+uvUV77sXiMNSoctSdg0a/l1wqcm52MBjXVXHlmsbblDmn3prcK1VD1zlGCEGoCw5CHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AnxJhgQWAeECoCwxCHQCfEmGBBYB4QKgLDEIdAJ8SYYEFgHhAqAsMQh0AwUmlUuIpSktLR/vqABARCHWBQagDILjS0lKviS6VSkf70gAQFwh1gUGoA+ALXivrUE0HYBAIdYFBqAPgC0Mr61BNB2AQlmXlcjlBEJs3bx7taxkAQh0AMNigyjpU0wHwpNVqIyMjJRLJ5s2bCYKgKGq0r6gfhDoAYDDPyjpU0wHwVF1dLZFIIiMjdTodQigvL48giMTERJZlR/vSEIJQBwB45a6sQzUdADeKogiCSElJ8YxwjUaDY16r1Y7itWEQ6gAAL3BlHarpAGAsyyYmJj7tMZdlWdwgX11dPfLX5glCHbw+WJbVAOH867/+q1KpHO2reH2M9v0BXp1Wq5VKpRKJ5Nl18ZSUFIIg0tPTR+zChoJQB68DlmXT09MJAERMIpGIakQVeEGlpaW4df1Fes1xE1dsbOxodbG7/96EPKaAx3rWaXxw6WAscjd8lZaWimSsCgCDsCzr7o4d7WsBLwHXFl7qt6bVaiUSiVQqHZUudgh1MOalp6c/t1kMADHA1bhR73YFL4Jl2djYWFxbeIXvddc0fHFtzwChDsY8aNUEY0hKSorY1iADQ+FO9GHWtnEtf4S72CHUwdim1WoJgsATRgEQv+rqaii1RE7AfvGX6o8XBIQ6GNs0Gg38DYAxBP5iRU7wEewvOHJeKBDqYGyDIhKMLfAXK1q+6wjH3fPEiCzlBKEOxjYoIsHYAn+x4jQCQ9ZfYSD9K4BQB2PbWCsieY6zD/5o4AvsnJ331ckNjLaXQwjZOc5H53jGkXljT4/pBU5r6W5u7fXV9Y2+sfYXO+alpKQ8d8zNiK3f7l433ncnglAHY9sYKSJ5a1tDQ68NoTZKtjiupAchU31qeNCm7GbHoFda23PiN2fUGHiEkMPwgKab2hmnFvomzbxK2unUqmJNrw3pC+Vvrclosjge5X6x7htK3cl5fTnX+aDl8WP6Rm5ZFe1UfkNxOkfT139ua0vJpWxqsItn5OFrFfgT5zgVAAATUElEQVTihx6WJmcEbrmhqc0gk6/eZcyDf3L367oL44MjztUZ3M881r5e/DTAc90P6KerKkjduDHd4xvFaIz8xb4+cEw8LdpZlsWd6CM2g8a9w5uPFhmEUAdj21gpIjmanLkht5Nvo2QxFMMhviUr7EN5YTdCiDc8vPvAMy+rk+YsJGkDQhxDbQqSpzkT8xIpmxKq0Jhf+tz6QvlbH5+s6+MZSjY3td6OEOI55sY2SUCM6nf3BXYVkhGy1aErV65cvjI0LO7k0cgQ8porLksyYj5KKO9zvdioKVGpcl2hrpAHBckV7mS/cvlqRbuXxwWOJv2iKIZDXJtqW9AUeaHe9R89atWAB4RLpGyKJCpJiT/LPiMPnrleUdfHI8QbHty+WdYf4xUZMW99RKoqPJK9WtNteem3aASNlb/Y1wbhYVC063S6UVmw3b2MfF5enuAHh1AHY9tYKSI5mgwgaQ65Ql2nipkSELJGJpPJImLiDnyTU2/lEd+tvkpRlCJu+UdRUVHxBS2tVIyMarM33/r+5kODOxRf8syduTFvbcjt5BFHkzNjVK4ijesuSUsta3pw96FHxdp1eYhjqBgZ1eZgaopqGDNvoEkZSRucr9IXx70XQV6ivIV6JikLDt2aTusdCHGG7g7GTauKm7ZGodYyDPOo6nQ0ee709iMFjAUhxBs6WtoY5lHNrVu1raq4d+NUWuahKi40TvXQ9c0d3Qb3D96el3RM2R//i+SKSxRFUcrvtu3/6ZVaMkbUWPmLfW0QQ+Bo14z21mpeN3wbPgh1MLaNlSJyYKibGWrT3KQ7LXnpFz3btJHdoH3YzDDMr1lRb4UlV3fhZOVo0m+5QmOuepVQdzQoFs0MCAmTycJDAqZMcD5IuISFhn4cEZ/HuK5hcKhzNOkX9B1t0HuEul1XSG5MLaKpr2QymWztsfJfL8lkx7KSNslksrVHs27k1zufEvg+zc0fB9a/p/Q3PFAURWVfKmmxun52fdmBOTPluVcSAkiaQwaalB28cmHHWvK6RjfwZ26jZIucee/xoKBVxU0Ly2oTe6ajO3fuDI0ZMCr27NkzugtL+6KL3f3TCXVABKEORtKYDPX2WsUaskzvQNbqpMUbcMOyB0tTxto5CaV6z2SVUcwr1tR5rq/PyCOEugvlIbjB32ngoDbe3NvB0IrQyDPFBTm3nY0EzlOjgTV1hBAyanKPkyRJfndV81AZJjtbmHucJMnvcjVWjxchx8OLO/al33xo4HHzO+FqdbcyNzMvevzgvL40cfFGRV2f641ynpE3NFDbQqXxOZr+nvI2SjZHRmYOqqlfImVTZBTzku/OyKupqSEIIhaMFK9x/vbbbxMEcfr06dH9Y3BPYYdQRwhCHSCExmSobzp9Pvm7sh4eIdw2PmlgFPGduRsmzd12tcXM94f6ewnlllcMdRdLFfluoLujmqKyv0+IWquocQU1zzEVORdOyYNC5IpL1KWbJZnRTw11ztDd36rOtJef25l6q8k1mq/q/PFMz7Q23CGD/QITSvUcTfrNDAj8IrfTYqg7t3ZhxO4rricAriVn935K08f3v1H4jLqO+l+7TA+yIubKqDbXIZ9eUx8LoT5W/mJfG4PiHK8qzbLsqG+n5qPF5iDUwdg2VopIR0tlKWNBqI1aL7+iNfePz+aa8m+29A8E59pUuz8Oek/6hfzjRfHXqpTRMqqZoaLekuf1vFrzuxNvocl3FyYqDn6eVNbCMAzz8Ip8ZlB8Sc/ARoJBze/NDBU1JSKtkums8gh13qC5maMqqXINVXsvMrXAc6gaTWu6Pa6S68z9fK4z1NelKeQLZRu3ktc0vTbXC3TlirMlTLNqy8KglUsCJGvk8g0yWUSUfGdsqGTChMAtNx7xZl2P0bOmHhSTUeI8+8yYjArXmDkIdTDE0Dh3/9cobqfmuznrEOpgbBsrRSTfdiEiJDqB/CY+Ln5fwn7yYGJCQkJC4sGDX8kkc5PVVjxjq1d9bN+p2ppsWQz1W2XSws2Kq/nlzOP6VClB/GHD5Up1WZNrUNvLTmfvKYlbviG3ne+8tm3HT928uTlrU9C2n7oHH2JQqNeUJywOlYXO3HD+evrR3Gb3wHveQiuiY6JkMlmELCQgIGSNbIM8LjZKJpPJQpfLksq6Bz152A3NBcnRS96bEEX9Vpm0OCpD8/+3d78/Td0LHMf7B/DEhz5YchNC4gOTG2POg934QB5o7kIiZqRp2FiDhgWXG8PcUnQ3To2jmtmbbdDrxW2XKMSr9c4TH8xtVKnXHwRQzk0hQFydwKCu3iEVSaEFS8/3Piithf4Q9EA5h/frGeX0e75NTvrp9/dUlnrODF065oh3Y0R/cVXueKfl/uziax611h35quFfV+8pSqujZHOt666iKMpdueGYqy+Uocy1RS9PrGFkjPOk1T9O7XUOf1sKQh36ppuvyIBstcqBxDB5cn1XordZCCHUcV9vvDVvrZED0fnYnvXWbysueWuXQwkJEQs9fBiICSFmA23Hd+062HRnJLKEbI8Ntuye/+kQGXLZrLYPLX8+1TGZvp57VLZaDtfX1Xx0sefRiH+8y7HlA9flz+ZrGPrVF0j0l89XO+XjxC8KyNYFs9VikYAi2/eW1/04ONHlKKyWAzOTHZ9v23G8dWQqc8Wjv7j2HWjq6bt+5N2sS96FOvuz6/g576O2TwpfLI3TB908sUaRLc5Trdpxapoc/pYboQ59081X5BJCPSHZXBZCzD6Sa7bbf7h2Kt77HfE1n++cmZ9cHg38dFCSrC/GxbOI/SrvfcehTMy/a/C8pWBjsf3m2ILVX9NDnqa66l0lNd965mebP+trrNxW1x5M1DCqNNUneuBzhfp8H7g6O9T298PlUvHHLcr/oiJlnbqY8rVUFRW+fcTV7nuS/ptEne0/s7PAtOEd10i2/WmEEGIm0HqsuHD7p7fHc3/6tUY3T+w6swrHqa3OKD6hDn3TzVdkrlDvevqg98GC2d0lDiUkxMxYd9OhE9cD0eQ8tWeddTVNvunElTODLRUFhYt/FCwUGbpUZ2/zR4UQ6uSQp6G6/PiVvr42u3lrSe2Z7zsTsRp9cqf5jGc4kliNNuA6su9EWyCqJvJ6Lth69EBis5olhLoQod7zjn/3h+aEGhrtHRgabf30D4k5AerUiPvkrsItZR/8s2syGd1qdOJhh+uYxfzX87c8Fz58683Kzy96eoafpgd/LBLoajlQVfPZxxbzR/Wu64pvJPB4IqKq0dD444mldF7kjW6e2PVnRY9T0/zwt2wIdeibHr4ipwZabFaLuazMbLFWWMxlZeZya4XFbDabLRUV5rJS8+4yc3m5406iG3lUtpacutXncdQcOHtvLKoKERl0VReZTCaTqUDa35K6BC46PuzP0kUthBCzv7U2fOHxP4/8PnCzybb7/ROyd76Brk4Hus4fLNlkMhXubhpIGbeORQIdZ/buc7TNb0ozN3jx3aICk8lkMm2UDl4bi/8ESIT6Y/fpf3SPi2jfpS+uea99VlxYYEqfraaGRjq/s1v+WPDmyY4XER6LjAenVCFELPL01/47lx3VZZbaxqvKSChZQ+VKQ61la4GpYEuxxdExKWKRp8M9Ny7UVew0Hzzr8QWjQo2O9VxtstdYthfGvw6K9jR0/PaqKwRWgx6e2PVrJY5TW+Vhe0Id+mbEr8jJ4YHh0f7/pswPf2Xx+XRTD263dT8Yy9CAVacDvzxa8KNAHR/ouv8k68bscbHQUO9Aht1YY6Gh/izVzvGvyQedHT2+QCjzZnBqNOQf6B0NqS+7Uo1MPA6s8Wa6MOYTazQaTk1f/Qn2hDr0ja9I6AtPrC5ostfbqh3+lopQh77xFQl94YnVi9c5Tm31D39LItShb3xFQl94YnXk1Y5Ty9fhb3GEOvQtGAyaTKZ8nbMELJfb7ZYkKd+1wDIs6zi1vB/+RqhD90pLS1dit0VgJfC46lFyiD31OPZ0eRlEX4RQh+55vV5tl6AAK8TpdEqSlDsYsDYlO9UzDrEnB9GX1VG/Egh1GEF8CYrNZmtvb/cBa4/b7Y5vbMKvT/3KNv3tdabUaY5Qh0H4fD673S5JkglYeyRJcjqdtNENYFEf+xJ75ldN8pHTskwNy8p1mxWoOgAAufkSs+FOnz5tWvIcutVBqAMAsDzBYPC9994zmUw2my3fdVmAUAcAYNl8Ph+hriVCHQCQL4S6xgh1AEC+EOoaI9QBAPlCqGuMUAcA5AuhrjFCHQCQZmpY6Q1EYst5y9zUeDCiLu82hLrGCHUAQJq5ye4vd+6w3xqLJl9So9G5XG8JKY6dW61fKxM5r1qIUNcYoQ4AEGLG33Wje/BR4AWlybKrzjM4/9dIV9Oed4+0+aNZSwgpju2FDiX7BRkQ6hoj1AEA8Xb29tpv5Be+qS3eZj58+rzr0uXka1e6Rp9n62En1HOWqWFZuW5DqAMAREhxlFjlUaEOXfrL/sbucVWMytbNxY47D29+se/g2TujUxnCXB1/0PdbYhydUM9ZpoZl5boNoQ4ASIS6OuIq33zYE5wTcz31W4odSkiI0M9N1g1b6nsikxNTC8fLo4qjsKi8xfd8voSUUFefDfxwbSD0kvF1Ql1jhDoAYD7UL/f0NJg3WhtvKorSVm8ueNvR2qUoitLxnf3Ql98eLtlUea4/NaejiqOwWg5EEyVsL9haUmFNqtzX0PE053x4Ql1jhDoAINFSf/i0p/WKp0tR7t1s3LOhuO77bmUhr+/JzIs3pYU63e9Zy9SwrFy3IdQBAMkx9XkTnXXFm2sv3o1H+a0L9V+3B6JpjW5CfellalhWrtsQ6gAAMSpbSxxKKP6HGmw7uLlwU4X9gizL8sX6ammD5du+9AFyQn3pZWpYVq7bEOoAAHXYZbE0DkwLIYQI9TdaSxtvtP3N0fp7VEzfc/yprL5nMsO7CPWll6lhWbluQ6gDAGY66zZ94pmMCTEX6jm9u/zsz5HYc9+5vYcu/PhV+ZtHbmae70aoL71MDcvKdRtCHQDWvZivqaTWMynUaODa0T0n2wIzQgihPm79cItpo601mGVlWu5QV0OPH4dybwZPqGuMUAeAdW9qoPGAQ3kWDVw/caipe2xGCDU6cf8nR+WO6lOna98q2nXU1eF7kjzfRQ2N9iqKoihdLTVvJJa9Kbdbara+UdPSNT9Pvqutsaqo6P2m/mc5cp1Q1xihDgDrnBq8ceLkrWDgzrlLylj0eWhEuXrmk8rqumaPbyKqCvWZ73tHpbTRVLC15P2jroFJIWYCisfTuXi5W2a+Jzk65Al1jRHqALC+qdMPeu7Pz2yfHmo91yT/p2d0clESq5FAr+eH28PT2t6bUNcYoQ4AyBdCXWOEOgAgXwh1jRHqAIB8IdQ1RqgDAPKFUNcYoQ4AyBdCXWOEOgAgXwh1jRHqAIB8IdQ1RqgDAPKFUNeYCQAAZKJl2mpYVq7bAACATLRMWw3LynUbAACQiZZpq2FZAACsQWtzTH0lEOoAAIMj1AEAMAhCHQAAgyDUAQAwCEIdAACDINQBADAIQh0AAIMg1AEAMAhCHQAAgyDUAQAwCEIdAACDINQBADAIQh0AAH2z2WzZDkbz+Xz5rt2KINQBAMYUb6CnM3CTnVAHABhWxsa6UZvpglAHABhYemPdwM10QagDAIxtUWPdwM10QagDAIwttbFu7Ga6INQBAIa3f//+eKjfvXs333VZWYQ6AMCAwuGw2+3OOFHOZrO53e5wOJzvOmqPUAcAGEo4HG5ubs62Qj1JkiRZlvNdWY0R6gAA4/D7/aWlpS9N9KSqqiq/35/vWmuGUAcAGER7e/vS4zy1yW6YXCfUAQBG4Pf7XyHRDZbrhDoAQPfC4bAkSRnTurm52Zfg9XqdTmfGK6uqqvL9ITRAqAMAdC/jzLjm5uaMU9zD4bDdbk+/3gDz5gh1AIC+BYPB9IRub29P/tftdsuyLMtye3t7MuadTmd6s17v69wIdQCAvsmynN5Gz/YvSZKSeZ/eXk/+S6cIdQCAvi1aw5ZscKcnepLX6xWZmvh2uz3fn+a1EOoAAB0Lh8MZm+kZ++TTg39RJ7wkSfn+QK+FUAcA6Fj64arxxWk5mulx8Z52r9e76HVdD6sT6gAAHUsP9fjrGXd9TxWf657+dl2fzUqoAwB07DVDPb2XnlAHACA/0kM942A5LXUAANa69N1h44PlL90HPj707na7F72e7w/0WvRdewAAFqWyzWaLv15VVZUt0ZNL1xYth9P7ZrGEOgBA39L3kIl3ofv9/mzbvMe76NNb88lda3SKUAcA6Ft6NpeWlsZjOxwOp57gUlpaKsty/F8ZI1/vZ7UR6gAA3VvUix5vjgeDwWzX+/3+9Lck++31i1AHAOhe+h4yJpNJkiS3271oM5lwOCzLcsZueb030wWhDgAwhhxr2Gw2m9PptNvtOabOGeDcVUGoAwCMIRwO58js3JxOZ76rrw1CHQBgEOFwOH0m/PpJdEGoAwAM5qVHuSSlnq1uDIQ6AMBogsFg6kq2jHGeXNtmJIQ6AMCwvF6vLMt2u91ms9lsNrvdLsuyrnd3z41QBwDAIAh1AAAMglAHAMAgCHUAAAyCUAcAwCD+D2CoQTtTsDv2AAAAAElFTkSuQmCC图(1)数据库生命周期
数据库的生命周期主要分为四个阶段:需求分析、逻辑设计、物理设计、实现维护。
这个系列的博文将主要关注数据库生命周期中的前两个阶段(需求分析、逻辑设计)。如图中红色框出的部分。
数据库的物理设计,包括索引的选择与优化、数据分区等内容。这些内容也非常丰富,而且可以自成体系,园子里也有很多好文章,故在本系列中不作主要关注。本文最后将给出一些链接供大家参考。
数据库生命周期的四个阶段又能细分为多个小步骤,我们配合图(1)来看看每一小步包含的内容。
阶段1 需求分析
数据库设计与软件设计一样首先需要进行需求分析。
我们需要与数据的创造者和使用者进行访谈。对访谈获得的信息进行整理、分析,并撰写正式的需求文档。
需求文档中需包含:需要处理的数据;数据的自然关系;数据库实现的硬件环境、软件平台等;
图(2)阶段1 需求分析
阶段2 逻辑设计
使用ER或UML建模技术,创建概念数据模型图,展示所有数据以及数据间关系。最终概念数据模型必须被转化为范式化的表。
数据库逻辑设计主要步骤包括:
a) 概念数据建模
在需求分析完成后,使用ER图或UML图对数据进行建模。使用ER图或UML图描述需求中的语义,即得到了数据概念模型(Conceptual Data Model),例如:三元关系(ternary relationships)、超类(supertypes)、子类(subtypes)等。
eg: 零售商视角,产品/客户数据库的ER模型简图
注:ER图的含义,以及详细标记方法将在该系列的下一篇博文中进行讨论
图(3)阶段2(a) 概念数据建模
b) 多视图集成
当在大型项目设计或多人参与设计的情况下,会产生数据和关系的多个视图。这些视图必须进行化简与集成,消除模型中的冗余与不一致,最终形成一个全局的模型。多视图集成可以使用ER建模语义中的同义词(synonyms)、聚合(aggregation)、泛化(generalization)等方法。多视图集成在整合多个应用的场景中也非常重要。
eg: 集成零售商ER图与客户ER图
零售商ER图如图(3)所示。客户视角,产品/客户数据库的ER模型简图如下:
图(4)以客户为关注点绘制的ER图
注:现在市面上有许多辅助建模工具可以绘制ER图。使用Sybase的PowerDesigner绘制与图(4)相同语义的ER图如下:
其标记法与图(4)中略有不同,这将在今后的博文中加以说明。
这里需要指出的是辅助软件的使用不是设计的核心,大家不要被这些工具迷惑。所以后文中我们将主要使用手绘。只要掌握了ER图的语义,使用这些软件都不会是件难事。
集成零售商ER图与客户ER图
图(5) 阶段2(b) 多视图集成
c) 转化概念数据模型为SQL表
根据映射规则,把ER图中的实体与关系转化为SQL表结构。在这一过程中我们将识别冗余的表,并去除这些表。
eg: 把图(5)中的customer, product, salesperson实体转化为SQL表
图(6) 阶段2(c)转化概念数据模型为SQL表
d) 范式化
范式化是数据库逻辑设计中的重要一步。范式化的目标是尽可能去除模型中的冗余信息,从而消除关系模型更新、插入、删除异常(anomalies)。
讲到范式化就会引出函数依赖(Functional Dependency)这一概念。函数依赖(FDs)源自于概念数据模型图,反映了需求分析中的数据关系语义。不同实体之间的函数依赖表示各个实体唯一键之间的依赖。实体内部也有函数依赖,反映了实体中键属性与非键属性之间的依赖。在保证数据完整性约束的前提下,基于函数依赖对候选表进行范式化(分解、降低数据冗余)。
eg: 对图(6)中的Salesperson表进行范式化,消除更新异常(update anomalies)
图(7) 阶段2(d)范式化
阶段3 物理设计
数据库物理设计包括选择索引,数据分区与分组等。
逻辑设计方法学通过减少需要分析的数据依赖,简化了大型关系数据库的设计,这也减轻了数据库物理设计阶段的压力。
1. 概念数据建模和多视图集成准确地反映了现实需求场景
2. 范式化在模型转化为SQL表的过程中保留了数据完整性
数据库物理设计的目标是尽可能优化性能。
物理设计阶段,全局表结构可能需要进行重构来满足性能上的需求,这被称为反范式化。
反范式化的步骤包括:
1. 辨别关键性流程,如频繁运行、大容量、高优先级的处理操作
2. 通过增加冗余来提高关键性流程的性能
3. 评估所造成的代价(对查询、修改、存储的影响)和可能损失的数据一致性
阶段4 数据库的实现维护
当设计完成之后,使用数据库管理系统(DBMS)中的数据定义语言(DDL)来创建数据结构。
数据库创建完成后,应用程序或用户可以使用数据操作语言(DML)来使用(查询、修改等)该数据库。
一旦数据库开始运行,就需要对其性能进行监视。当数据库性能无法满足要求或用户提出新的功能需求时,就需要对该数据库进行再设计与修改。这形成了一个循环:监视 –> 再设计 –> 修改 –> 监视…。
在进行数据库设计之前,我们先回顾一下关系数据库的相关基本概念。
这里只做一个提纲挈领的简介,大家可以根据相应的线索进行扩展。
表、行、列
关系数据库可以想象成表的集合,每个表包含行与列。(可以想象成一个Excel workbook,包含多个worksheet)。
表在关系代数中被称为关系,这也是关系数据库名称的起源(不要与表之间的外键关系混淆)。
列在关系代数中被称为属性(attribute)。列中允许存放的值的集合称为列的域(域与数据类型密切相关,但并不完全相同)。
行在关系代数中的学名是元组(tuple)。
关系数据库的理论基础来自于“关系代数”。但在关系代数中,一个集合的各个元组没有次序的概念,在关系数据库中为了方便使用,定义了行的次序。
键、索引
键是一种约束,目的是保证数据完整性
1. 复合键(Compound key):由多个数据列组成的键
2. 超键(Superkey):列的集合,其中任何两行都不会完全相同
3. 候选键(Candidate key):首先是一个超键,同时这个超键中的任何列的缺失都会破坏行的唯一性
4. 主键(Primary key):指定的某个候选键
索引是数据的物理组织形式,目的是提高查询的性能
约束
基本约束
not null constraint, domain constraint
检查约束(Check Constraints)
eg: Salary > 0
主键约束(Primary Key Constraints)
实体完整性(entity integrity),没有两条记录是完全相同的,组成主键的字段不能为null
唯一性约束(Unique Constraints)
外键约束(Foreign Key Constraints)
也被称为引用完整性约束,eg:
关系数据库操作
1.选择(Selection)
2.映射(Projection)
3.联合(Union)
4.交集(Intersection)
5.差集(Difference)
6.笛卡尔积(Cartesian Product)
7.连接(Join)
上述7种是最基本的关系数据库操作,对应于集合论中的关系运算。
有些书籍中还会加入改名(Rename),除(Divide)等关系操作。
主要内容回顾
1. 数据库生命周期的四个阶段:需求分析、逻辑设计、物理设计、实现维护。
2. 关系数据库的理论基础是关系代数。
数据库物理设计参考资料
第一个链接是我针对查询优化作的读书笔记,后三个链接是SQLServerCentral中几篇关于索引的文章(需要简单注册后才能看到全文)
1. 查询优化系列(查询优化(1),查询优化(2),查询优化(3),查询优化(4),查询优化(5)——总结)
2. Part 1 - The basics of indexes
3. Part 2 - The Clustered Index
4. Part 3 - The Non-clustered index
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