3pR6gohSk404CUtPMxC8aQ==;ON/83TxnySj/7wXucbqHoTWgEl1dRApqHCrdXtLUjGuk0yraOxfI3+ayv0jMqMuP/Up+1CpMgHjK0kVwvcRAHwpaWSlbnQ+qAtB8DnSslkyzBtY79dio+f5uRrrbUvwwSFeeTHhMzhyTmY16LKXe63JZwNSGbITrSFPJP1iTNv7INvmttkB4fdIF+8vzR1RCZUhShATRgBhMHs/MHa1wmR8/NSJrY2q+xVI34EJkKZkYi43k753Jw6m/6kfcctFHhApVZjBIWTHE6ZYX5ZJlePsVxu1Sbs3steSSCSQc9uESc0mAPaKf/8hNC2M+NdtbvLrA0DSDTTJvw27G2s0cM1fnSoDAAnyHdXjluAKQYy+vNCU7sPPvGFgTFVSsrAl6fAiBkFdSCbOqp4aOurzsKpQLuLIR989mL7+yHeNoYWbEvJ7nXkEo3xnD+WX8aPiuhQN2U9s9dpdmjZ6fariI9B/ZGKIl8lJ88VSL4TNWJ3fVbxE/PfvmqG+MGZ+w72wjuv0bdMdQ8Lgft/Ej5nBXzft6EV+7TB3IuFZe/Vmw2dVpNjSZtIeG8bYBpIcdFWps3p0a57Ez+2sJvLsk4UzokoE9LiAeTPcNum5GwU4wUaMHs6p8fjimvENXK3oZmfXhpM5Ix/K+uNG75PEWBYEcmKVjXXUXk6cz4vZxJv8jnS/nVpt7857rb3+4rp9wWOAQgPmA+kOn13aedmKAILZYrmatxoT/pTQXzWZH4FfV3DesIUjsCUTGF5KhJxx1q7BECvqvOBRcESzOFaHIzh8ybArK8sR2mJ01gqRBqDx2dlU1qLw4tm1cOlo391tznV+jXqdCBmvyqVF+2/rvaHMxXxF9cknmCxqXyw4IZ7LlRRRhm5NbXV/Ux9xnE3orP0XCOqPBBoFzGmfq3qm7Zv8BoAO6+2YiPNzCX7a2vNgtd7oso9PL2ROT3CCTroRd80pFBsDgKh/M7D0gyRgMg89zbH+jHCKx0x7zpQPWSDBCT0VZP/WsFcmNIVP+pLKCasgXO7bcippuI47CEczBW5Rdn33OMxL++RkkmeQ6HDXRxId3CuVg5S2m9OEmklJUvmd30bRnwt90ETBnai8XqHa7JzMMbj5uur26YUr+lDcdQwm8q8yTS68mgSfvrPKgAO7RaB218tjHE78/EiAO6JBS0T/IdMhav7w47K2Si4YCBmX9U19cH9GmUoGn/wDG3ehPnslv3Me2J04ZN+6jgGQFjwp8LSvnZkzq76hCbEm9h9ueuvzE7IEJuwbMkdyvTq3yL56vcXOApqkBlgOjr9rkkcFcXZJI+DbhjVClEJDhdLMchlj9N/nSyBSff/yoNh3kEsub8a6mMT9l8zoCO2SR4/yzk4+YnTJpfeh1f+wO1tTrk16Q5R0jy6ngwcnR0RpBGVfOyyD9hjhSXZcWKdZ5Pbt2CBpCfa5zMjt3HYbRCseDMpw1NzPLyAOWKnWPK5G1TBO/WcRS//RpzRXoHxb8Epr43Llpr3y0kfkBAvYIIIl3GAFwtEaEjJR7RE9uNW676UpNRQZNzadFiYacXmkaNyiH0Cr3tNQoELt+oRJvZKawmQvlC1vhOk0eLYotNeKvsFT+D3FSidiIlNs86OmE8KNZUT1fwk9D2vb5bUNB0Ty6Nc4uN9NFs+rLrxJMUj4/a5WFgBf9RLzjORHY6m5wYPnoV5GfIPQtHUrN3l3sPT4H++svCbIQ2+j26EE5qwynYeSAvGVi+utwnk19MRx+xKPDrIh0dwGkdFspuLmOuqnZlKR1hozA1EcBR/Tk6yb57T+0lpPHObT9vNGJ0m78qw4MA3jvSJZN1hlfRYBrp5638slYIe2NEo+CYS1aESiR8gxfC/WBbK0hfmZRi78SCN62K397bU6iRRiVsc3BNrhYIEU16CGBK0hW4KGEShiyF3rU8lDn1hlPUs7EHrmdPbPOaFDXQaziXgpLr23o2VrMwx9KH6YiJqTN+S7stu6Sx2Wsio8UhDIltDe6WAb/eIFaLv1XBk3lNSTwrliG8nkUSZ/lrolZYpHbRUWUf5zNQ0DxA8OVLV+EFDc7eAOWPADr29WMI0ukuNtd301MpZpNbcTisfiyta5fFcG26kl3J7bOIx7Qkmg5SIvW5f5VBLgVGduKLzW7AqytAnHYwRa0LfXTwVcLAh5n3/Y9jZihDHe5LyIM7pjPWavyH8GGotQZCbqwMDCW8bfPlyMULZGky3T2sKqDNkLIPBOpjuYxRdxeq/o/YuxSXTnwy3pg9Q+xJUzBoKPb1M5Lr6ij4+ZNiYrJiv9Sdth1FQYHwcbX6k8AfLMWzCemz550CfUu7V64C5jBVWRIyoxCtXg3FebS1HAs4/wcNblRM/eFP36EA7DmOHAzft8NaZv395kb0JLcfb+iOKXQheHT58+vh7XeQQ6Q/ptrXJJuOpLysRt5s1R7abM3MzdrKUsDbNyCuHwL40BMZXQUmXdfO5EYfCWn/ZhJDFpj7ITc76qjCv5qQYT1K/6TVwofV5BsEl5wrnPGIEZ6TDwTK7obpX/WEQyTef2NQ/rhEXxPjtKun8atzPbl/wgY9JbL7JRkaUJ3A5KoWA8hXuq4ZNiFqdcXQ6DwOHFIKgCDx7C0xC+O4XKXKrlGzwIyOh46ZHPdPlSkMfFARgrXWbq0myPgc7kOiAeHpozS0+32ho8+FXAVSI22e88xwh951vuSi3xf4gupmGESQJmDOi8NgLUPZ9KvBS1iMF+H8+AX8Xq5sfLFrKTo1De8MPPwjZqOsNT4J4+Xl95geq6ifkapxNgj0JmaD6e2nbjCGWWCQUAHeEwlAObrAtMcZzBZMorhZ0ZXwIpXErt992bDuxl1A22YyagWmT+Tp5eMsoeErV7XKZxZcihJblxiFSoJuGC2qIEQ+FDVsVpqe7EweZkxPy6xm1oLnEFLTdU44/yYo5w6clK9HUC1hfZ0sxsvTcgMZxMgeFyWshtx7pYFKg50ePydrRESH0/f117eNDzIHPeEzFXI9KluxuLk7aytlU3YRWJ7VBmDEhhGYV5iOn8mtQxyzEshgEX65Zh1nBfe0kfyQdc9GCdzdZOCJNvvofHBCqUl0M3si6N8cAuzOORYr0DYhCzWixZA26JgAeIXXazZxWXO5emesnhMfo/8R8xsdUA7ZSoQAJAwQF56VE1yN+CLKzHRga1OmpZZtqI3d6gcJKA21kQMRs6R9wloZsNm1NMiwB1slzuM7pnBNBTEJBsiUh52miGTE1tUwKIWQAzetXybt+sbJOsO9MCi8siL1D8RO/5t3tCNnrQTQFoYwaD2WX4j5Xizw28nVATbeZxh8nuNIFPiJGhKn+CzO7yYCIveinbvWQBgRo9uZWvkGobsXUD0I8MwOhFCFq6fkQZOpgOeg4ep57qzhhxnIRlQy7vPt6baFtAdOo/LfAqIB85r1VPgkYM1Mv7JuVkT9Cw0ZrhD9i/3VR904IT2UnlljNuH0kaPDdYn83G42pL5RL/loCWvn9JSLHAgQwMUdFnq+05kU3kquFWIX+/TouDjqjxn7ZFV4aDeougq5imUJpOAdupQn8uEEA0Wb35x9PWWbH8cUZxNH3M3VeTNK4Q2OFJPQcRBtYVdQGIrce7E4sLMrmhZ+ypGLq4tAOv06N7NUaWpeg5NhPLO6IphHp9bw0yW5SP9etlnF1Bb8Od5RDXDz5O9IK3KDVIkhTA4jnXfqynoprgv3xS9ypOXG4TdH8Oh17kzns7JCIEra5JEusiICQggl4sjUnqcKBmdCPTsknRKuSpe7JfiFl68GLknstmC9SMBEegDfI34Ix6iJJXobH604pSkn3pZ9/g6BBHBzdYMA8QGEGknCg8/T4/A+Q+dAJoTbHiNO2L9EyLXG6CUJF6W9jMekFXRMx7ACIjQ9XGAPiytgXVchPzW9ZB635EE25JUBHaabqpe+dRe3sp8ihHkmgL0fHB0/excub7r5OJ92xUB0JAP5CWBca/pBALwc6gnxFxCrPg8NTNq5taK86FYFrrZLxNicxpnRwvF8ciqpiQh5u2DSabjJLs9atpPPz4Gkg9yX86ELq36y7tQjz6HCsCVPnqvK69qqUXZ48APLIzXsPdf3zFw6lrN8NwTZCk7ZsWG1LZB6byiTa51XF3Hn2M3gKvQGLXLlV+2p1z8yZAYaFfA710Voqifs08rVhRs1SRPoTaY1KpQraK4RqTAp08cirhcuDSQ/mAwJ2oukq25eRRDepb1T6QHHyIRTvhWEC/ZxHoAv/7Zv/8JXEJPfdmQeoelpZJoiK5RlZUBq6+n7NY4bpnlC8GfO5Wd+L536ibhbxKnFvJt9w8DN8DCPXWu0tShmFoqMsKz39GNxDy+Om+mN8wFjfEBGWOhfBuGIoHeZ7b9640P0Mm3cJraZ+SkuubT37p5XcSMAGE69PPZktUDPpxYSI2pEic9pphs7MgKq2fyOQ1VMUA3/S8lZ6deAKFRSIoHNRBuEYewPzLGsS6bjbM7Pku0MLyHABh4zQbgMfZvxneXHVw59h7XMDOiTOJ/M7TVm4OL7zbqKGhzoUO4sGRR3K4UwvF/q68AM0qfki6yXrZ8oLieLOcDFkjr0QCD7r/3D/a0ePWnPwxoSCqQxdk27tOIV39J5KBP/WJ31TQyx31lW83ijMDUH3ugH8cByJDSyp3OEY3FryOmlnZLk6QAogg0onto4ruWDPI7U9QBkqmngrIRcr6opd5ZzH7dtW5D1pUkIqZhFNC7WONkMhb5f3dbF0nh8tpX1vkX3soTkKcnCOIaSGiljxzJURPhRkAvu79QyfaRnoKS2sygiWi9vpTBU7huMWRISHk1DKqlxr1vsYxjgfuIYGpZseZaoOiK80hCaYC8kzb5I3kqwVa/iNXpfaR/Km4GBKZDHUD53zsoU4ttwzmGpTp/tiPxkyxL67EE3WjImUM+6wiRr7zhu+urMxrGrmWcHnxA9sA6I7LvpuhE3wg/aAD0R5TbYGGaUHc4lQQgWmmCBoe88FpgLkeoGP+7oDYZ2IkIl9Zuj0dUBbK7jVJ/FjyA1he7Vn+BZriv9UGrvs/RSn0YzITh7Q64Kra+sz8SHk/Vua5My/ibvbbEmAfGEcxkwfaD2St+gGeNvhuEqzfyQItmFQFfI4VS0IjI5IvE0CrRAUr/+erbSVQEVlYs/v/2Sf5ZGSrBMG0/Lvzxy/zbq0ofLWfxn5VGpNFz03nh1bqRwWXBBrDHsvyav3hlhwZ/BzYpQCQMLbFDyUMYp3VAP/MSP1ybqB3XPUuCGFT47Cix5JY71Ma3PxAAMHcWYhhZ+qHxb/PEvxcTE3E0soY9rG8jXD5hnWbuXt/nU7JpSji+hI/VSgCb3OxFkRxs6xea6YM5edp5UxCk0aM9jNWEC8p7CzW9bbGE7qvQmCIVCItZ377ipoICP18hnghjrvqpjWwynwCixVDvaFjoDgTt+njNlbtwJ+R2gjr3xD9rzPtrPvLBM97Zxnz3hQm+ZrUofFnOcBedcDJeiZYwGK8BjZZlLvXu0TFOrzrGsaKOxI15Syx5w0Ys6rIDJ+iSHz441GpF3RAjJD9cn5ItXxN3Qqetjg5Hfu41c83PlVyNvvlOwRBBmLWX5AL5XzyCng3Yk2KpqR1HQwxHqw91QeoG7LtVpEpY415Pyky5d1xpBVylCYemMkXGKSGLkkf2qht/19oE6ldUEdGNQ1U/OYAl6TfmA3Q6hjYu8Bmcx1p7nMC38A8pE0ClwSELWLPCzNgJbCBGgob711TV55t51+W4VjiBynCe54CGX5pmm3PtcGV1aBa4bR8HmMa1+2ujuCKk8bhMq1p5ZcPMm9PjGld154kgwrKLHBm6BhUKCzGtjwlWkFU0My0urbM0pQBXWA3tCfqLKd6reI3GFxAu9rHLlXDSUmDaG2O135dYElhTMxnjemP6S3V5Bfr7FJQ5LRCejbJ/n6zwL1pyFdWmhskP+yoThSqaoKLj2Rb1EiSrSCFa7e+DVMX180o0oN7sZbr88fDcBRgvc1IVhkOEQUNixmJS+RAETQCSfKuI4R3oQugY53OM1kJ0Koya/kNV4FPHKSO709YsYh5QjmTs6zC2IMkfHWX4UbjNSo/nQZW/9T/WVqplVWve3+BWvjfDmgsobqKRWUOT1We9vrdkZRh/0t09aFtIPFMbONm/CCA7HKRBiB/pn0gC/WyyryzDZ3VtAhVW16S4GN30rX+NOKAp4r1Y2PeqVz1o28zgpVIdxjzvHgEMYXryd9fJdcnJvMEmgPBRlFyBrEodh1DKuBF0cqXShjbyRHVOEoMDX3UY/UMCUTXcdaaW/Y4b+bEqymR0CIA6kdw1N8ChLuaTAcDJ6zAUpYWPpXlxnD+qOaapfNK1WfLAdOM1ZA3vcNgbNAeu4rpoHzzGqrr6XoSVxVxlcy5adBzQAXVwhcwaFcIkNQdnJ5edM3gXjmTop9jHRbDKhchqIVlyftu5JscXeLdoGA4XRyQv1+778vOlK1vUVqgAsWxCxaxngvRdeKjB3bpEvORkLyCRCWMssqMCuN7eqb2mAU/i/YjWfcX5LhHVc2fKvMxBjY6fKADmnf5ilk80m/tDAzoS+mvUP/gaxB9v8rEjxsTQ8KfFHWoJn6XAXOU6oumzD7b/gEynhZuSo2phQZsqoXHW3HVkYIMoaH0h6klq/y0Jjh1/ECe+8J87DugPm2FuCxvxlZHFIYegWI8t7cNZSTaOA5Iuox1Yi0Q6S+t6pOATnbaaI6zSABmVWe3QnuACsaDT9CFey1yc80AyRqKIHkCvX+wEJivQ7Tvfe8pmMaY1Xsj5CFJpOl78+6oNXNh2abqK16vMFg58seC6RFt003OSD/Wkj0oRbUk1vRpTogf3lezWkNO8FQMVupsOmvwj/4lNzdlRDemU9Gqu3ydS+x7IPeyyeDIYYqBg6zp8MZZQCHjXMA3vfR8fItm6VqPqkp7mhzLzFWQieEaDvSGORzqXbrzg45VOqxcVIRqoSh/u7itZqkjLkM0oazG0IhvL7xWL8jeHhhLclHRk8A0jEpG25ABb45pZPEi+0AOpmGV27Sr6/o0dFRoqk2JyA2wwEjcuqUROeCtqaC2m8bOy4H/cxYynhHdIJ9mveH1LdpnN51D6S+SBqPNXHt+6aYUtl/rnUXmXmBzJIUPxqMcLcjgsUOBnUc4WpirUxtgmY4AB07Nmy3XH2QwdTscWll6OX6WkiMEbKcjw3zaXaKvUHLNN7FVXe9M6lA75IQDOa+fta/TYfdpoBq7oGqLMwZH2nPdoUDz27Y+N7IEj2YyDVH2uQb8HheWdJVbyUXKbv0OgKLFdtZd6tr6JNyPTFwQFMtuCEGGWjK86cZKqOtWtpyVJF7fj+UbwbGrfm8HvjgLljOFDNjps30WG/8mRBOE/BqucMfm3o66JCE38AWWxdD9RkkDwTQzB+XH9VOA0sBjTQaj5AUCGM4dG4BATQiFw+7ttKHCTezaKl8j0LwW3o9z836s0ZT8sTBwq+3dwlRzG6hWlr0frgFKa8tZTxT4A3IND1IP0cylUrkq9cXFQQ5/Newq3UMiJTtjLUMcP63Hl74SEO0H1vB3q67jpUmUKA/SgcYslJV2fgaancoeLfBYovfLro3pMXV14ZHDSWS90LZzfsLTnfDF/bKYNZoRNq3MbE4GdGwRAqYhY/DshbV9m8NHbDK8qNvI5AekjDvdlxK4uZvKPgShNwS+I5NvYuuA/Hw5hg9OQAP2fkQLM/YQ/UIcbq3B8ekup6CMh8wBphIxYEP4V+GWhBDdFqpd5N7MeIZ25S2VNdZ9odV8hw9GkEx688pHblDOEh/oqkqXnW0QM3MN1a5uI2lU8Qm9ohJJW7nyVCG1oLF35LXw0ujH40J/6mZHALCYNUtMvNk1ox/jl0BvlqG7V0ojxLar3LhMFCbVpF2c24u2yD81J0wpB/qqiFHnbF2RVeS0FmHU2PmVH9jGCCiKpgVTpiXjcvX3YvvYWN3nZkxy31myGCUlZ/Ey1BSFjCRDgOuVBAn+Yisbx5wuh1uBIECzuhMoLsMgywPPhAU2rOVZ+7X7TwWB2Xu8u320QHIOJTTQw6Gi9u9elmU6Hu7gjjZip9F5gHuc7EULFMMR85mA4wWIyRw7pMuLRdJOlBycH4wHjP97r79lMEc1ovQaswOmkMcYZpXjKZBVc2bra5vKwRoH/sUcy6z1EvLl/ptlyIFbE/+Z3I6R40BX9onukNUvSTFuJCFJPFsQeyELAUvB78i7OKDc5cjQF9iKe1OGBz0xv1tmjtRQVQe/3rR9SIouqiaO3kFMlAF1/PMOPvMUR9wB2sr4ofavCKCIAOguXLY6tuuh5Aj7O9XaFtt6Woo/SgLglZTfiZOlJx0ZLKKA9mxTj1okzYf1Nkjk7ZftGyFe2ZKhe6GG/SegbADlrgVMkYlypswVymMT1wtOpHYJbaZ6LQu9i7flwjDQY060ypzNX3z187t+zUto9IreAuP/hOsv4viNRwrtwepLgSeuTZjvgKF15oCZx84jrN5mym4+zN+MVIcYeRgCmxmQjtuq+12fUksDf4+QHG8JogWvdfxSPtfTOipSzXpT9O4Hk/XUXQXeQScrePyR73kw7sUsZ65wqiZzk5MLq4YzA60tt6bSAw/5iJX4zSBpPG7FNzmWBeMlFlJQgmRd67NzyT7PulSjZkW7rHYwt8glG7epSmKDx3d4SW9Y8C/kNPH5+dkJ6npg+N9IeSjfoI1bUR4WKbnnPNAwhP5OGsfvvBBAV7YPwQpIpsVfw9u/HV1f54s2tLhWxtnUmK6vdTmocNoLks9Jou3LiGkdJ86fjkiObHj9iH8bI7idkIIvKoBCkffGGZsUB0miDsNCOs1PJng7CIj752trPyfwv2KKqqfvgPvxR2kjoM+xpgGmBYsLd6dclnyZaIHge0VC6V1/g7vvGe973Jqujz+hLtCkmogsZrx0psFCecskQOddvG3cfzkPxslD8/0D2WmHyQQ+PJWROWAgqmMuRksYQQ+gIXJQnQneb1NlYEzyGXrS3TQZzrC4TkvT5c8otK8w3d5T3MqRlFiCmTrhThNjFnu7uPoLixSADaB4PjwWgVr0FWKoG+02GD75NfTPgupVRrQclrnnfgdAdvGhjPt3BHNagGXGCNwYgQRMitDT0u50duJsrRhz26/oBzHPsG38j8kKV6+h/ZlDecT/gDIVoOcSB9lQAnvaqFyz3p+S+TxfMftx7BlFSasv3WxTUvr6PJhtr1dWuTIhst2I0jvBYDO3UWrIz1fJqEeBNaGtPGwKvAODQJdPt4SMCsEfLtTlgtWKD3nO5KYnB07BwKFeiiEYz7BLrlphu3xD9nk3Rnc6fGWD1TiX5/PFWYR9AScXgODrF7TNXXO5PrOUvUwqIlCvXsUog7fPycfWYknUBP9vKqWuX57P6ukfQwy5oj2OdHpytmitC1dVWkZZ8YmTGfQ68DFCELy7xFNE+9iyGFk4g6DOCuE6c7sA37epkM6T+FqP+34PyWB9O2qhnVnU9K6z4M+b/SYF9isDN9b0I2Pa4B8zxjCADd86Ky19SOWluMmp6pPlnBfqBYMrI46thgo9m+7Z/q7EUHpq9EQSI7tgrE7uBIZz0gcfrQ6gH+YlnOm2k1t8ZePvXS48Tt08w+POPbE1N9/jjQjFC4R8N0NqQ2ex4x9QwjyW3NAEEhSqSCRvqcx1O49LnKc3uuc2TKeRbjZTvjqVoJmp1Gsib2GEifudX5EzOlWFMWqeJUp7UHZ8sG+PWrPTSLHMLcsgH3jfksFMR9DheKQWYallHXs4fXgfY95LBj5ogcOOTnGJMEcF5LcU0vEMgqRSdgyTtPP//A881B11GWdr5jKeOmORaipX37mKAE6e2pI4L/+pJ7vGBkwUylO6iCIVQZTsh5Wycg0OtJcCl4S7vUJivAodzyKpXyNskvSh+kgp52rldYWJII7zmJzFpe2+difFnRcwmSTca+rY/2SrR+3bEfwWjk0tchiCOMfVP6S6oZHTtSHy7iPlb354o/JVV4iTHn5GTgFdlUJdgogaFcqvW9L0OfAnFq7Hf14OCmVrtxmdLtFvnE7fXkdiNGMkhquJ2L/HgGJYUjL8BsXo4iNyt6knlxssTfmiGtVh28+o9T2m5B8z9zVoii1d5zJkR4fa2PGwaXjXVd4e9HDFBl0Mwj0FeFg9tlx6bIXL1vhwHV9k8eDkUvMvwLi4kC/UjxIQm/IqUnh5ZFTV5oZ2sSWHtVjFLCZudRAxLDKKJTl4+C9kl75c6BdkWKMLzg6IQbNdO5Zlp/fyG1IWfVx9wOY9YB4L+XzJZziSR4JCx2s9oKltBsTP0pYupUNFPEZtiBXb2JFakeUamvo1ie1uBjU5btvgrc+oxmilfOOv1ipnymlwvICchGDAznnHi0l0LdXB4l86pv28VTx78eyvSTm+RvI3TzlaOhYVgf6xO4yRyjKTKk7RXW5iCN3jbl7mN7PmDlHNTzbC6F01LY1jDZslNNluws7DOFH0g9Jv0aBeyl6UOSPi+PBEXCV8dGJYK+2GlR04cmjuBQNdtsdi9aYHmx+JcD+WXPlH9yHQNPQodrfeErTHNUZxOzkGqElYgEKjFNFCTvmF+JvYZM3ebNLTQqgAUpnAQsfoyZ8W5l6DP8+zwbFMfuRFw23jmprJfYc5AIov5Dg2OfALpbYdmtcPUx0qrzB4jkfDgsXEnQsDpBg/KoYKTEdmxO1yYRlab92z16Q8Mc8OmkBicSPCg3OQllYQNNkTc8DodtTU3cU5QVaFOr5dcvBWgCLAA0QQHfaziBxKsKObs+askRww2/JvkD4FBgvI3b8lnet8ZF6qlMfkjIZtufdmCNtN0IV7atBOPcfd6VPZqUTYCMxjwlz6YRExJV01bwI98bo9GN6Wh3s5R9XiyHcKjzi+Wtkc43lkYGM+NShM54gn9kZEDaaC8jeQ/MZqF3pJhpWydJW86qRUirAb2Uv1LJkKuQEC8+1upz4wqoJ85OfvdCuai69WFHpU21tYJG80vycB4pY5xHa/MANjXPxEekeY+3odBBT9OSJXCzZaQc2J0eVoc2ZHtIzG8JPX/ynm6sSQWxaxwehA6q99C1SUYyn4EuPkCaJH8c1yo06iK7h5OxHMlB66HnO2jySNhtmKWWFls8LhybxWjE14soM36lC1XpCKxi7WvFbbQGeyOlfKmaOSOvTc9fORO93C2l9EAD8yQLYQctuUxXFHmYXBQ3QzL4eYkkEzL0OfA5npx2D1FCWTiF6pS0fpIngR+Lkz4lQcRkU/XZDx6Ng5NeSwd1KHsY2tZLjPjqo0yj3EkfVg/J7nYBtxwy60b+E1gY5E7jAUkN2FQ0yNINWNx0Px9DhJLLMNKYY3R8OdewRNi/Z0ayHFvduerd/KkDj01FzDyGGRUNi6fLFVDT3LW/bV0ZMo8fKAtA4smHixRhjD8TRPIcSZjOQ/hcrOxJ8jmHoI4PFKNzRS/DstST1Vunpbj1kqSB0WIAsRaC0lAKN5qe+B3Bx1pSPitkOVczFZ3l8/ios48oWnRe+V7Fi1Ypja2nNhKNqzxqIoE5nlDq/aKrvMKI3LChjyqbxDUAMppf5SgBs9l/zwxh6CpXnF/QgSGESBZDkjF93A/kU0AC0mNOgVSU4mMfZo5K6e7yyZhjWrvi34cZAGb8dLd7pVTG5Y0jOs2CQSuu1Y5zrm9IWHbnLe2ebHOHee55+jUJx8wqaWP5XpFbEebjkCvxjGfmyvbHL28U8AjrO0Pqwt4KgJZ/QKjDoSf4mLlV/PvouyuIm5sK+yiV3HC7WOL3UzZyIyL1VZT6/x5/XQgRxGszXMYhKochxy3OxYhg3fLlWG0dO4J0iTfypk67uDjd8rkthb8HL89Bil5gVOdSl2MoNP0hEWwcTXxbtDVMMP2FIbKb3oQfpM8sjHC9xdR6GRqEdlfnHK6vN4Ax/Sr2GVFWtDyvbMroc42Drt181uWmYw2cWO68/vpKJ9EPM7wmkiLCCOaAH3FRRrzuP6csZtcsE/BlzfsnWlCXxghts+9Ed3CLKBufx+TlE5UF/EFWu7uXBg1FTx61SLhv0+4gt/eyJpQ5/huegmD4/Kcl/P2sUglhxrjGQmOniwKc67Z3PpmCt42kJx0KoBNrecVHm8LAUtCAIHYNO+UR98t60ZBlxTriBKfNapyH++yFx0FCl/KaGvbp4ZlTxqoOCWVgSi8IVMYI630Gc27M3BuHoBODUg6W4CqhqiKzecih/FUXKrDIPKPFVvwVbQd7C+yejNVhXl4P8I/5Ft5Lg/YBBp0ro4fxvfVVtwCWoIU74yziZFMrYbzlJBDC5PTWvZdq4zo3jTXCxSLUtJJWZpspfLtSLDOWHY9YlCyWmXiFx1SLvJiJ6s3/IOBeAFzuYJ3I7WLJ3vs3bMJhoR5qkJiAnY61csHTP6adMk/U+40Gq6QBgEnJjBIQo4npPs7pz1YlMnghSMcLqW6s42SBM6vbcHvhn3jkri/isOZNp0LaZlcU3Bfqhr+Pu8G2dewnpZPBMHQZLOsl1hEqmzwN7C4CGiAzbVZsk7uWXJjpZ7dLvsrGu+4WwwWFGg10BTVVcSOamlmKR4/2YDZ8kEEjRBvJ2LW4EOwSX+5fvAg/A+n0rgVU9dTE0cbh1SzZMVOSCl5ae2s9B2Z6wD3lt8J4nJ4ihO9vKTzJ3J8im65Agn59dJYlVgB/LkuM469yAYC9+tU6r42tLdbhQuXevBKiDSWuclujHzR+0z9LYxDmRHe+vHwYic8Hein6rPrKLruBcqBz7lBs1CvfooQD36NFlc5CkjeMYIz6IcqoK/DbBKzFq/fVICc535S3VwPu4qnjUuCx0UtpRXCK1iC9OdqBNfMlxo9C6a+nzwGG35uhUO/rlZX8jzvxYAlDz50kbRVaE4sAESzXIIRR2/bVciEHmbJTWCfqRGGh/07yriIVPiLDNm1wlhMQJPZJQTzyH+yHWzd4hhlK+n5V1PT0YewDlFP9B/dqMqD/6oAxjDeghJx2DCFMhuDmczkCa71JwAqmdP7gD0TiDEiv5QvUUga7Jny5eQG0HR9+nxY+nL+3MPfe/OtyoMb+e45+EmtG865knBd0Y7Rn0lYF4Titod00dMwOTQYLB0vky2HYq/ObdAx0yvfGJBHWke6Ms4V9ZCmd6HKAOpJsAVyughdVB6JKSiT7v7XqZTPxG/PhNkpaH25xTyIJjGvH/KTuZEXpBlxoEJH5QnYl+Yt4iBJ3aIZJYx87jZ6XZiIc7agIj/qpiCQM/59E3kFRB8nZZ0PCSPWQMVFHzg6WPqCFd/4bQIxxX+RvJRpT5g0jyXilNGlQq2BrVqvAMTme/2txV9X+gxMa6TQpwoi6HWQoNq0iixnaGrg8RqKs+U/RHFMb6obVg1XuPBXG89wE/BfO34+pOmqkgyh2LCuvZ2orW5h1nCPtCqz+NrDB9YEee+vz+vcQBRMS7SRJ53qdDQZYx1faBEVxxQedixXA2uW513bXzxUWLv3zRTwHxeu+X12aoZ66ZQkjogm8pHpSkSJOyvBMKt83yAqhbx9DyG3bDPkh25oTaO+OtaUB+dS1ezZUc1CytPEyoA48lVlPvqL6k58VYhv6VM820L2X6Lffh2CO40bNXhXYj/mSc5XcFTk6BTWJGJvVN17Nvg1F/UPaRXHX37YqEjgcGOHEONcVfNDlUYz0//x8JTOjj9QvIDokdNzORUYdpX9ev+qaErd2OKnHwZ8PPEzo6yBkciugBOrWuP2h3P7yAHvcRCHmhb8kT1DV3PKsWfvlo67buWcfv65fzvzttqQWXUCV9w/bz7ORMBtAJg9XgRXhTWs47LVImfcomHWEJRxbtnep2LTtSSdYQ+LBWsLi4E5NR1blyNj5JTOkOrU7w25TcbSNWIa8L/4QMh0SA9Yb3Apss9u9jmtdvzj99wOPRUzc3zmyoB9ZBMNah73K+RfRqlGRNjf9/ymtAwkTP0tP/pEbvfh8VrtGsTwL1tA4GMJRh8zK89QWi52wHl8pRIpMUa848s/1otLbcTRylHlR6uZh6ynJ/vtqxZ0wUvbhuOgDuKoQcaq9rxjeYID1j1qTqapOro5ULbB5GTXOR/C4t29jHBuZKDrv971T9VkPSlqv1kGz0ccDrmQBChgzwXh/Ppaq4O1MaahbD+aDscxe6GyHs2i5oMKAZB764B02WeYeP926z/+R8gSbHSADXYLp6twbYGdJwzibPQ/bvD3BCh5kd+VaN3NcafZKKvHetjFeDCWl/tdR0k9DYo7Sgcy5mPGNwqtZRNc06NjPOnahxhVKBRTTbIlQwK9DWL6lYYCwop1GyHoDriTrBi68BiQ5OdyUV7I7aB+j86JZtuNEw8Nt+RNeX6ig3LjYrshX++VcMIP+6on1SSo7fp5h+qVCuMTw7GCdCN5tqjMrlHpwPGiAPsabGeMNO0sTLo8Wtf7bryw2hawb1VOeFCurpz22xYAeKND35jQ5kc4gGeAubfhDYSgG+U2E1XL082QOst6vDJt9mS5fO5mYvEqif5AbnWlnfaBQEVOp/Rwpwk55pCuied76y9p0wPcJbVlY4DNihj046QJ+UTWvEv0S0LqUKt+5+1H2bvW0Qe8pQilK71pCqhbZhkWcvXElj+IcVZ0hkSU2nl7E1n9l0FoRZ6AOZ1fjL/TxkjuJHlu60KQJYNI6Ezi8XHBAck1/1oWDwy6jwWtQoSVerdKixIyTJo5DcF1q5TdvRe96+b9BYedrQeDmRgb4WPLb0y1yz9WqvqbwtMgzdkzLtqIiBmCG8hLDtC57+H6c1vSwk75j39PNI0qqcJ8n0YYqVfHOcGyRk1nR1G+iADXk+tV3Ojf40ycScU7PMDbU5sLHalwTYL7bivJ/SYCAYkr8Fn7uZTu/tttpCxFQC2dOz0aeUp/N8QNb+YErXy48DbJSAM+/iQjB3cFB6ffHaDZn26RzrkskO/IS1wPAhcXwSGc5ITkEx3nXiy/N3G+UHAtAm9/cZ9Vn7HMunSpWHT8FTgNmODqtcbopqQfZUSCkE+zMBx+1ntYtVyj2hCqHmzfaAOGea1/QD8QFeIIdqoV5KPm2H2/vG5acIHuORx8VEsf3up6d9C85zT+/FaxjbE/xb7cdfO+tF7Mv4uoqHegskpviT5+6k6GJUsLUTJBTFTwT9kaxC9rGAg40s7yM+FZpHpZHujL/TP8/YGbFdNoCqPhgdEzTGEpg0zZHruOZTuXSWrxzqarMAgkkWYPckW3NCMZ3onD+KB6Y2vYpufsv16MRW57zJR7KzQRdDSBP9t4+4DeLwZESp9m6Lcc7TU5/gviv3f03rWIEa+CM15mKCliNuAqEUihCFo1jtyw5976yfNsdE3CBMdISGBjs5UzwmH/8IXYVDcpqOyhXoqJp1yTRl/VM4jEj2/U4JZJ4X3dbXr1Qt2Urj8mr6uo822SAD4BXgRV3pK/gZMLvEu3SkY+6gZB7ZHRYdEHcCVdy62w/31BIMgMH9fN+m/fihxWCHVuLrdKfx5jLfapVQvqXwQjq94rmVSHx5HosUfCaHG+opLR9J9DHfQvy7wf5/slnPWH3Bmoa3+lrRAKrbIb3Go3gK8xCHOkEpk31bp1h6n2n/JWgHB24mDfZTJPdsLajsmi6Ws7EHV0uLZqpxoGXo1D/cZu2IYfGz1/CcjFfDzK1+Z9gCFqfjZ0dcvIPoiC3n/xHIjO3MBI5gWVwvX+/7185u2g1O5eVa0EixLtyWdbIU2gU5stHizuDuzTu37Eof4AkmGQILIZrToi8y7SgbeB8KtRDGuvVUVYJMfQQsMgW5pcN9fatJ2mDIP/AAnCSvF0zBHqPaXN8qRHRsDi24sjBjZoReQ26oaw+U5imW6i3it1T2D0AHVUdbZx9cI6nVNia7+4ox3XevcxGVaucaVLvj9JHizo/YeVBi8gThxRIAKKabyjS41wsUEbJJGJYLD86yAAgo//C5JjlWIjtReh3Dq/A+P6YMkMyJaxF8934Chng7YhYrv2O+nJVM/KL3tD2KtgkS+LjHMp7kkAOvWFQozdW61hojhdU/eWV79aWXuXbgoNO5SIsnBbGRaaAzVxrF3MetuLd5X0ErpzwecA8CveL9L0aENsW2YkXF9tlhZfk3z5vnqDG2S0UNo20eNtT1jDpzO0n09CoHpumiVhU8C56mp2npetsTWK5C7Twkjw5AgtIj1s8XktH53MUnPzbaRrGfgj/N+box9cEKcD5wheb5tGh0eHCv2bgnOtVo4JlsdueNc+XzK5aXoqeOS4u6yz6WCMWoFiXKXPeyzO0CYnwiHAzEVxyINFlQ14QG7BkJV7i1KrC0hs0bPtRB5t6Jqzq4Y3cG3GFFlm50MiTzmX56rXQaf6jCH4Uu0jZKBN1WKk+WQvU+vgk/SvgY0KOQj4aBtPBpYeTEio/fjub8EDhXTpPHH3T9AD1pawvlplx+yWOyjhRX2fVa1HvUjpvvxyK+dQb5Suska6NGKS27nrX6WBVg4cJf1dA0I0ZNyObgo9HerzweR6cKP0yVHsVlvLvdHC2Jka0rpZFR9pv9bsFGdNmboYchRl0gBdkp4BS6U2IsgHtaRsuVfd7hzFbyWLv7b7nMhk0YM4/xDZMtmq96mo5Oc26sEJukn3fcsQJjXNWpzJ4K/Km/LMosdIjrRlbzTbAzJKQFgj5rO7D3OOWRTmBrHQxjG1VCHQm0Fk6tRKk31/jjj/vZbY/pjYUP4HlSTpYfz6X7qfcllovx5n/Jd6smgnFiV/1F1cpqCsGblP6of0eTxOgX2rF0XdM0l0POHkK9fE+qkC54mpqdnvHwKzyddxQy/oayEf7uECBDk3vN5LJEnQPgNje4vjtsct4uWcYLA5Cu1XoFJehJ2hmhUIcEVqlWoXlXKgURrajnjZVey8x14f7m0nPBk4fZmO/NrGaAx8epnUOCe/5//JWh/h5Yq/6NFRYSTL2g//ImDp+HbYxcQxaz8OtrlUTYl7D4WzyRPg98Zz/JvV5jjqJ1c9vBPvORUOnE1B82Zs20YqZ+Mn6CdhPmrT/3KO6vhzPHCioLKwDRaSD5tNgWRR+MCBCQfhRxTSaqYYV+4s8uJJanaBagdqRB7OOZHfopIngwTgfOiOJSIM/WD9SomhN62HglELnwv2hp70shzAyXruQjqX22HsbKKYC439CGH7M1dmiVX7w83/uY+orPIxv9XsMoZpgrpmfbpiJRfDDzImApvkhsNcef8vnMRSM3rmFLpMooohTmhhT8N8pYBDIpPKgLg5VuEDC4Zcow1Tb5cVKgF9n2J6ZydoHv10Jjg42NXYGfGgnKvEFOCD+Q4viyDK3jLsv4Z3o+Q03Lg3L01NCwbVQiDbUX6bbhMaZXg9geQgAL4F0kN/wlhmyzzL50SuA6upOA13NfXFDoyqY6tuo+DG0j2IzcPrPEogtHEIGmXNxDjB73jsy+RKheUJIfkONEK4E6J9/h69oNkKKR2w1l7E24Yhd2tytpfEWqAr2sBP9q2t1fFDn8uHuMlUuJ1ukntTNgSrq9LgNatHbtdhMLr95sMy9+4D3/p7N3N0HixTcKucT4Mbo9lcLHSVvxzmR0WUJBi+wr9THeDBhh5CS4YdxU6NGy/qAqrP6rwT3VD3qpQoDTvmsiCeS3O9QUrk/IP+xZ/52bXsZjq2bFkQ5Ehe2rhEW8OW5vhCTqKDW8tu9KdzHsWVjEr6IXhQ5huf5tbuEA+0dn+6Zo2H3XXvNURWHQBWPK35VoAi6LXOMXwcJasy5sr+wyXbqhVf3YmuWEZGBEPQhe/xkjSA7R88639nJUXf8PCwrlWV6+YNII2GhIHyJ90sauqe54Iw4igj/Ma9xGlTKPZ0+9hZg0GYGQTzAs/8l0M0Zb62QI5Zk/ZcN8nwvI7jdUQAPJntAqfzrj81lp2DtkzK/16H0rfiV3ZD0JyUY0KwIWX58iX9MA9qL82kjYH3+trzpYkOsNGn8JMy5qS4P0aQmMqX/js0PeLSIGQRxMELBV3YhypqKArUG3t51GvJC8tQeMeEJDE3po+O//yJCBkSHafi4N5ZaJdHUxJSouefNnkjEF3du2OQzxOEN8jnu2plcCOYB1SmkrEUDaPXjySVUHiB72XOmMOtoC2XkID6sGln8HoZhn6UIPsxyTQltVyoqGYmREF8aa3VqbFKcwrKhjAvCEB9/zmiNN6puKvbGLnR23TmadOJgRwf+QL3KWMlmrVTEuylC3vbyq+7awap5/lTickvqrGccfqjzvnyJEmnXWag2UYVUmE8U2mxtFyZod/lNGTfJgKTPrT9aglYpqPEvnqKAOygLY2nLqkmMOZ7dXhYNxdls2oNCTB0Poep+aPF9kryg7KLpH7MZ955JOl+ESSAiY8YNxoaf7H/GvxSx6HEbuiNow16QEDJyE/xlBKJg1w0mFBwY317+SPKQD7jaM/aC9TJ701HFfs8ZiW8y4QSo1cdC7/OwnFyTsrrHDPGPXs4I2vk6DNviJLGp1SjjMvL5a+ptI129Mxp90yBIVqM5KRFUkW5Za/lwVZ2qcbIfxOz+02WgBk0uFYkgt8AskEh9xHF9+xOnG7SBuLp95NGijnzuSrxmosXGq17TjgoY1bA3CRmAOVZ1bi+tRFP55Vi1uVkLYmAYuGYjjtM2rfHu75LfkKnXoYmlTLXESpC3YGfHBh0rmCW5e80i+CGW66tt8y4DlJYSg1UNscZHFTBYe/xBiLAfA0F0A0D7JYZ0uez+DMxB17DcMUnnVnsq/s+8963LwUzlmTZD3ojG6zjpsVoASP/PHtP4b5XOS4UzT5DKa0v+iPU+JzxnM+VXsGM89Z7cdnzjsKXD4/rDFd1suCWRmHXrkjTWuhGRePBQzEz4ecsTSnZCGrBRrQNdBe4to8Yw3NzWuh+mWhcFvZET7crJZyh9LSEuclpLm13vOTXgcIvvfL2Q5u3abQlcbbmvsHBVODJ+n7Ym6SuGqAMUntSU0KUQJIoW21f8m0P0crT/cDBfr/XbaTU5XzzmViCLaGDvJGuPK+9McdFy2mlVdJTGsFiG/z9S89YL1zDB/auQFpIj+Zr+DKsS0SRSWz5RKAN0Bzb4wL6MKsY6vcj6j0O7/tOYmhR5QB3m0NzKMhwh36ko5Iz+gtUFmmVKvHch1MhmsLQpBvNzgIW0tl/GjobY0THkbsYoxRt/gNxqqk8yhTBjBwTeMJQobnjTAhMQtCyH7kRL1FL2LcKRNvwufooFHvkQq2ftn7n6Rs98FG6Sfp4FkvcJC+dksCY0YJ6D8uahkhbjhOpQfHWNYW1L0B2qhtWVBoBAY2AHN5QGxkWA1/IdDVnqVx6FiJMvOtp7gIewycNdCPgC3eQJnrj04Oa2Z2tWRwnGpRvT4MTAn3R5eIySvov6GDN9kYSO/IbGkQ4Ddnr7tmHBBAMbHGuJ1vPSwS91mbHoJpMDPqAtxZUtSqltxxY0CsUkuVOfr1RlQfal3J4yeQAQgKXJaSppokyIKo0ZaguyEGLoSuMdyLjius6u1KwJTIED7p6yBmoBnGCbFit4gmSWh2xBdGSpu2uLySrWvjp8ApMbhyeUkyuZ16sq5/SUBWs3BNEB59U7VQRfi4MhBIrVQe9DtFyP5pYPTEF9ZlXLZLUHU61GcBD4gglivf50HtkRQvUK+SQ6vsPW/oCmDwg3Q94v9KvKh1lHjulFra7zQMeVV6UtwAPzTgsZS7jF00mmxXmJZi/DE9vk/j2M3nFfC1VOuZipG3aABWv/98A+8Xs2smq2pm5NLNHATUcuP4Dq4ZlAjXS+jVNtx+rsQR/Ks+1j1u5J76UKg+LJK2CGQ7g/E4eB/SeKk3SxydJE6qSRzr00oXXXkIdow/gT+M2cqtkFJgFXH7Ade+LRgXmGbf328cp0+cdnCy3339EvHgXmBMBuyJgDIJb7l5cgK7Oox3rv3mUQ87mAH9OM2gR3aZaxvQzzd2ce/tOHDcGbjKJIf/Ob3i9jB7DHHpW2Q1PGn+ghKME7xkJ7BtHfcD2VTlVNI2UlNLObQkzErjddwbaO2yQC5SJdvIMiRHvHuN4KaEKxEsuXtkyyoVlqRqV9+I6hi6Px93r8l5IZ2TywqtdCHh0TyR/d0iJjhcp83fsRfr4mfssKW3bxBv++Q9OHKFKxn5uoa7ZCVblHIhpshEvrk01zhlxCKpkDfBI2Q92HkuMc3goLae4BIRelMGXTHs9cmgpoSEzpMYAhEsQgfz2jlk/sXQd30Rj/MdfFBWS3GVyrWBri0viYHXJU2cnbWeVd0bzT/5Vv9J4jQH9GK/wnBz8sLhrka5DQgU+sJFOJ99exs7iT5G6wW7fjNUCws05PXwl7pKjAnRkRxsKH53lUsS5udDN/lDgPJtNXjomvhrdIparUe2gJdQD2t4mdx2jgihA70l0626gtTnQumIoMT0dZJSKjWbNSmbmVLQOuDKGXjKhFg0oXmnrGwWMAvZX3g2ICVaSneT8bv7jyJzVjC1PxTRX8APMN49aR6jhn2xZ1R1VnQ/U+BgAJd+CszgLbtSYKzJdtUEbBupHR2ncFHKD+wRa/++CM/utXhU9km3TKxcrW8Y6tjbvHEwMYNGkANcMMaWBw7X2v1Vxg88LBFTF2HgE/lTE1tBjsTchfwZGfQfjmPrHvBlUd1DKeZhQbKeyGkYuS9tpsd4Zinp72Ky3wmCUJ9kj70rU3LBV1D9tkPPcd3mrMUDxl3GinXGSuZuQDif5+qEtuxkMHUp2v1RtCTfFwdf/A0XmH/VFf2uwq090lIQAlEowNX2dh6imLgn11iEHQlQsdFbLJ0EWa/0kjLle+vSUXX4oablT3iC2zo+nN/DrXOMU+0Sfyc2j5TnVVbKeQ6Z8eZFizFaZth4vKVSZV7wyZ4ypGh8qUAbkGAJhr1i4mxQMYwoySTIkD2ofq9hOsB+Z7vTf0KxGHbxIldid3p+PQGlEKq+9NLLLhoKC8BnZ/cqDyEwHwhyQi/2VA34JwV7nXhTDwisuZ1xUHMB43DJno8yLAL5NiErVkokgXlC++VbeOfHeXdHquc0qdtYab+/PDsTnEWGd8QA4A4ifnu3HWsgirRdL33qxJ30PgtOJ7CFvEXhd0w2Mu6+WoleF310EiNvK4WS+nX7Bt5WMEXPlIRSKZNO/k3v4NJ2/tVLPKBQ+a/AYCF8ZhHvfAUcYd9BOvPIjYAGqrnJn8JJ146XBZrPAhbm0nSsCfifu3VSb6VPbhWJ8TtEpA6v8mtmZXgkpd9PAyB6fS3wZhgdM6c0jD6HIDe6WWDEp7LtsPtHCFfiYwXXZaKC+kl15TSkxmfN4zffyTZMfA96qoBeFbAms57nlkiN62a5dGgY7j7obiy1oBhaS0FeYI14CyXzs0b4NOBTN+r929S5+3tEz9bl+wu3Gj1Z2/vr8c2G9u7OKEFgPNd2JIOCbAoZG2KC6p7O8xu8tJlXUAw4eCyE8XxXhGfGn+h6qOhpFXnG9w8ZhIxknMs1/qF39lQ5/e4xkaGxOSTfGUi8J0nh4/Pjp3rRDfbQVxkPfa6in39Md8Tl84o0u6yvkClwSXi2JrEFmV5bn+ARpDkzBEoV46VbIZQ+eoRdFVfOTmkg1QYhm9y1xjLr6PvWMItlZ1qyLwFfjQK2umCTxT19BDkD9pCz923ZjbsuoR8j2JYIoaXCJNjpOw4VMVSZCUQVqC5/55t5lxWyVAWxYEcKyXlBQ0i/R4wbDQw0nrkK52VaVzvwXT7/GamZglMh46eYjiv9vsY1hnysdlenVYODQH+5CbBvAYMqaxMIGcUzAcilVUosWC5oSAfVo14mIXr7nxu4oPcph7APzj3tYj1TYcXyPY14gxORFxsQyDplA1eAyfXrJuz+PZuuQIebtnvUf6JXM6RkSfShHgXPDdencQdVrG9bNHswbarYlhn4VF9UdZ956jVNMXpBalyyfkhA9edUj/vjTtE35ffmdrvNDKUVW5PRovfZp5XnGv8mUG9CwxgtLkaP8yO8Dinf67uaxkj4Bv5b0qNYvRoudp5rEFaWEKrZoHhePTW8Hohhe+DT5KmI26zrRq5YlFbABmXkloRSp4l9+dzqq8hCXbsZP+nqFUY9nWOgVUY+qKrnJQGWZoVDUwHMY9v8NikmVVSkRtPtys/Jzqh9XWPG2fdymxiO53IQxSiBKOr4di0p39/CcwjJHoIc6Fol96KTS+E4j1EYIpOjskzA2KWktOdnDuh3zz5QWsASLb3Jx5XqClhZ0yuAs2B1OkDa3A0DBr9S8Z8rBZV/wM4lQ1CoGAUugw0bjj7wD+qG7av7sfmEcaSYMUnTBsI8mKQAU+EEcw2mkL3LsLwfSgZU5230fG8HJCyJZtJ3ZPzxhNIQSfQxKFBS7wJsErKws4ShQekdVuIZ5wUhDe5G+OIoz5MYc8Zi2/K4Vb7H/5/JM1Ln2Tv7HEeNMkkRTJLrkjtsmw/kobLSKHXVdSzjWViyFSo9m4jeFMl23x4/V1uG2TnwNHnBnS8TRscu9dlmX71naHJW5Bu+jneAkmnuf0m2+jBlcnkfnfHipyOv20Ob0cLYkDxc37iQSrL7sk4iVsFrpZYn1/vReT1vbbCBUWVzdrWtZFBPL8pf/Vqr3w5MsN+mJhUXHYb6H2MEhdIqoe7DZBg16wYxJC3n1dvvhuKoNS1c73mxrXIVWwgyIzLHvl4m/BvLiYDI2/9qAa03uLq88i0ZI0VelBbZMhUt1n1VswbI94m8mBWxhyHgf8afG6FXkTVrxj40p7CmBaS11CE7xxyTvbcUPwb5eSN0L2HpWevABQkwKJFRNLcf8wou7FendU9kUGBQMqBECGwdwVoo4iqK8+yDNOZU9dd4VsoXcuKQmFtYyUlmuw8S2li8Kzshxoksks627+yN0XbdKRGEerits4WwRzopOQMyysd9WKnRbRixDBMaU/NcVIC9iL37opESbPT6T6OpcormTdhGDQjyjx8BFgU9OgRgc0Hg1kyvOSS4fB16aAwLtyXg17ev02wVoKbc3exfZyniJ4k8fF0rKnfoghkkeqbnsUnmvKSFPCsvIE5aZLJtMEiAxVgGCWj8a0olhc8wkcJT3Rwx42NrBXAms3SI9d6BeKwoibFD1V4LGhlxRYg9TTOmOd0SJVrz0Z1qmheNQdk5JyTIvDteqlZdsGISI28NyyEGBcy4EriAQ0gscWDtqZ2pEXZrL33YZ11GjJ+9g2MMz0FeI5JFAHlDXhc2FZcYByOXfdmQNzC7Z26IUYTXAVZmfVAxRtYvs6y1tRlBcL13MGfo5YWo+UXaVF/BFxJ7JVIHueC+ju5Lv4QQKLgcnlzRtK4bZ7Tuyd52muh+F6WZNp/hAKhGIRFEacqgFMb21LIn81A9hgsAw7SBga2BgHysZVpNoZeAj7YYytVAS8jIhfJQC2RqzvBDk45zQo2B0ZW/wpfH5BtQ0sbANsTIcMm+PqxYoVdKm4e4vQ85pUrpQfU5YKdMsmW6KCtgXcaiWm/C01uS7dnCCOkjG74PjdDNB/Hmhegjy1EVS9ZbUE8XXKdpFmvYa1T9pde6vTfw3o0FfnxgCuSxMfbf60nIU/M29fNs+VVi661EDun7axFEO/4ZmAykw9P7sYJ15/kzO2lynqe6TDbgjmWlL2Ub5HUtfVjnm2EseNn4Qc5OzT9K4eGKxgYZarz6nMUbdzDZ8spfmLhSkq7y3hBFZVpe86Wbwil5Ce7S0hWijqyYFMCxNQ1PY8A6WszRc7fEmwsWY3nwQriPt0xQRYVA+OaVEIlTNyt+p9Ua90HfMuRuB7a4Rp2rtWHLxz7eRXEOTZDJQ4Adt5CG5mE5XmVvaGS9B14jPLJC2GHCWq1JPYyoxeMu/LNqev0JTsevr/gt5CtO0VYLfpxHjvx1BU6kFjsoWZG3jTHGEutoLKMzKtfecsNIITw5DjF+9GtqZp82eG2eYpVixThh2hmx2ej5fjoA8VRsDIF/GMMkvLLuJixME/JKDnF93mOv0/P6oeZgaAakq/AKMU8dH4WsrV4TrgDdTrBZrmOtcGyqAMvlet6TlICjFnzp7nMqwUsnc5HOIcPG2dv7Sw5p822phdrffWyfeASXkLiWjMaq4A79IfoiOs2DWbd46Zl5fl+AgllaSG0ff3g0GiYwEZNa+q/XnDQ4sdURAUvUfgq5/dC5tx1BHN51EOkTpIUoZichwgB545SIZPY7zs3NiJBugj1lJweq459sUv/cY3JnzHrs/gjsiadUpILGOyrFG4sF7ImqM9nKhfaDrqJhll7xyf10YaQJlyAf5ZFv2+iAsbMDTF8ruJ7f4wYtmIVrjAOkQI8WjqEo/yrlGfnGQwMohV9K3PtAScZYLHI8nE20jAXnQuBt/jBL8sRN9UTtIaPXWGpTP5tQa5TniwbFUFHkXly1pnn+7hFTzgJz/alQd0/eXtPbUtH3UpUzfYIXJlOLlbUPD/2yGo6CrE0fSm0dycfIonlOWhlHHnVt76vN5JNMycEKTshcQjNxOt8cwn2yRv9Mi23qHL5mF3y5rfW0VzgLfTmX3oEC3Xqb+iBweQLhTCX7bFKTLhCS6MdP6KFePvtpmfDOs/0OcqdqGYU2Y6UbWHfTUY9TQ4QTptrC3OdaYk1MGwrACw3e6AkYFF6+4AKYbIIdUyS7Cc3PuNd8FMUzntOV0inxgMndIRkSVmU3OTtAdenmBzPTzHeoj7s+CKU2bpNe59D9nzP0HD1/isNsy/Xv+Sf0Z4aiotA1nr8rgdgufYS5cH9CYuLfoEIcyYg8mu2AopFTpDcP3r1U738YHABjBIc7X5dDSjLUZNVHo3cmHVgqpQv+YSuAnSJ5CrSJbv/BCeiFA52IHAXKyv0Hw+cwblPBtqTOXMYzm8zLFGCvkr0ubeZhATxkbuhUvn984AgVjfrFMCk3YzdL1Cl/Jy33mfw7O4VRXZpw7anBMhtkiehkSkIjyq1ZMt7DBFl3HYf/gKkAZXsbHSAXe/7zph7mDtoqDHp3tJbsbY/+UHdppcrdi4BxTuiU332UfcziNx1ylsnm6rQINoGEFn4p+BQBh2JfYmn5bNawg+OUlfXZ4lXo2IMHupZvISFl0YK2jb/V/59KjOBTrWB7yhsULLuyFYBVomkhpcNfXTW6oPYjJzltukM+VQ/RSzsxFrAon6xEQOoHcYbB8n5zlZRWuzP8zublJLOdXoImtwE4BRHZowMcCgkQj+UIH57zOGsFTy9cBwhaR8B9FrTJCgX7gz2jJFP1lDs2sRtKrNF8zP2XrOIIWhZ9YwRzW54QFQyjfAUf58LNzgKzABJ0cq+/ndUK7ApCvhSRVduucn/YaeyRHtbLhsDClZUBKD4w8HMWpickgAeW8NIhBzU4yXDKx7jc5rpWh9+khtGnBd3MnIdQCYL28YP9/F2V+8+ha9cEK2lg9G6NXmv3/cCUPbeXbw3pkLfGU73De4v3XGT+cC2fvNPDmX9xA0Kbp5VTgRZPkHpRyPtLYw/mawcqAGdk0Ydt95dKKkPPl94BvCsoXVMbd36yN+uld6D3pHmK3g3iJReZxJ5AVD7Mzb9VYnJTZVbd7JwAkiEh+mtU+/FY1BP7B+SjwSz2OxYNo8CczxRzBamG/u1wr2ovWSpRiV1qWC4yMlDHhsz0lvJFmZMWKWC3XMCE7wyi4eB8/ojIl+o3QZVCKoU/NITdasJS6c80sgrFR5ONG2wreku7M2RrhWsolZIBE27axMhb3/fvDpNrcYYgEw4TGivNpkRRzevNHp6kTCzJlJQxVbesobZ7Gd3/xa2JijvJIDhPhxsmqePx81hxIlojT1n0mpvfqipdODYKZs1iZDHz5gib/PcVmh2uwskYZ+J1FASD5W5kAZEX2ALXJMg+dhx02cYnRViGAKDfMeGN5SzjKPB9K1/lpcFpIuWe2Y+sBq1u5LOzvfpe05mR8y4sJ2OJ9zk21VXSrEjNZ9kjMDoeoPPy2yQqqAqnVsmiIYnd5vXWHjBZHsqw62RAsh57FXH2THgZwu75RGSRwIEQzcV0bDS90pcNYWB5avwwdQsG/DdMQiUIZN3OUQszX1TmaiZ00FgsaJK96Nib/znKx1AlCEpiznu9T4HBQn2cPWrEXOp8aEukKKrFm1ixjhE6ZuZb9Qucxei1PSOcOb25+jfPV/TpWCFqWqmAZ3acyKJ9Y4MqOpLjZxAI2eqIvGb+ww5gCszgrq9K0GVor+uLe6vx8kGQtRCuqy7SZLaH3VvCGuGsK1VW27Z+SpZ4hlYJ4KvwjCopDXBRocPCDu18S1gMbwkQGLaEUogzHpodJ351i/mYWgip4WmlDKBbue+ZVT3Oc8gf6S/Ub2jjIrCiL59l5ViL2FiTTAySL+wurskaQXGAB+F5Yfl8TvpGqb8OZNtqr+SpR1YMNzpAWMXU5OtA3TzO/ZbirYvRRg47yKa6ax2QDFImGn1Dy3CkpH7V3bqykpTkTVVUfWvnpD8/sd7nJPjWOvuYIX4HmPKyJ3jXg1MjQFPg18rnyLAj/OP8ohIwe107jKOx8Y2YDNW3qCdHUxoNHWNDTW3BPyu6Jyd18lal6j1h05hLfuzb64uNjm5laR7e3NvRefAxk+N37t0wKZZVu3fBaJceiiAu4NLmGMxsETbjld8CE44C0FL3UGzqM9M6PHa0MS7uyk3kjids5LvqfjGJ7chm5miQtE8EXRpaX01I4JzEXLkhkmf4Na4dutHK5nWjJiYHm6hqH96gVjD2ZTk+TRKzXOyG3kWD0Hqpc1WVjwQTAIv74rvyE+mzKYwU7BxuV3fWetsyqVe63k8hpcJSbfuyYwSlggjuFC2PzbZ5vsn14av2OxL18IgeKzucV+wY5ZZcWcMoTD35e6c67eEXt8xpjT/jBpMQd6UN19CPo4Y9XKf4/87ZkyrsQAvBJ5cYd6mH6XS8d9QhjV+cIapSFCcbTBCplV0s/V5hTJl1o6z3sec6v7Wc677J5HKh1HZqXk0s3af4MVuX3XVvwCRDNXoq5AzaeLFI6YGV+uHtj8Tg6ywzxgBPZsvB4ygSYLFgyTre+YSdttf4uG5Nsm9Dpc4jtRotXI7VSOQeyoLjSlERo2LyqnY2nQfh2RrCsVqpk+EdnDI74yVZUA1+XTU9WLGXLuAlYoiF0QmrzvjpKOiQD0XA/8S5UE8xMsP2KN6GzZ3cou/fugojfAaCt5X8kTHvJaIeDOEVlGjBTxDemwEE10QApS7cav7mjiWEsZ8kZS3jX7u/6AW0y6iiZzcc9v0kP0XsUQZ+Azl7IkwolFUcKmhrNYSf5DmNusITpjwSfAMyGpKpWQxCWVotVL5v4ZQC4y6R21NaDa4srFTGXtrSOAxJEijSWUZ/twB+hYwCVXGFhK+Gjoe2qafcSqze7Io2AzIf+vB3WT/ZYu1auzuPHjhIXj9RU6JnX0vX/k7Tq1v6jqTSUG73LHEF/PH3zDGiQesa97Xi6sRUB/ztohR5MpICrtzgOTkjK4gS59FF0PIsabDo+YR8ipkp2Bkp6Em3FD+72ngce9+EHDyC2AvsOqtPIMj0e0+J35x+/aTT6VLbXHAue6vDezwauLRHF2SadukcLbhIzOsDatbLGB94deLvXmb7DpVwR3OhR7o7IjUBZOf3XYRoYouAQK8LI3BZieOwnLJHuFXbNa+VMXmUPDi+cw1eMJ4SxS/vIHGzmGlUOo0Bt6S85fzFQdWLFEjlsmmwbLWKidOXFop198b0iu2O4T77vVn+Tm2U4WGtRSO909eVmwJ3Xe7JE4FPzg1yESLGAa+JsoJeKpbuJrdZvHSFsSV0pWW2pw5FrPFOpfZzG/IZb98K55a0CFWQxcHC1tDtlxWvU029gN3/Jz3ROTmWl6z4R20irgEBtDcDkIrAUhmwAPnmUueUX0DujU/8MFw4ZMNYvSUUmdv3YNFApq9Rpu5VE7Mf3SpwwrCSX6ckaEGc3ERSZGqs9+OT0OJmz0jK13HHjFwAhnVnvDN1ehrtqiuKFlywlG6fbUI47Tz1DwIp8zPkiFv5eTdo6Gyn1TYn8oE0LQDNgJMkIa19Gf16LuihsH9nyPvCx/MUlmMlzTiLO0Kkf6evIt8A1Y+/Kfwqk1a9+LPsaop+A0y9WH0gc8VqiSAI4sTutBgNsEHOoPNGb3jOcux8mtXpOgoxWitnAKUHXuEUV8lVM82LhZJjZaXbOR3Q6zl9jZq+LD8NxV9Pj1TSnfoLPsASi0+XvAbBgEAmiENS+02Owxkq7t3cNoV6P8pDdb7PZhNhlaazuGogul7/j4nMTXn1qg2+NtUPyd4MOQL5R7jbDkD5CDqFsoUhj5mU29WgoWtkn/MUXZJUiwIRKT3YGWJoX0cmCMXI173hXC3mq7oprEEdC1AiFf3rcS+NY1CZWA4s+oYSdX63sMJzOMD8s9sl2N0CrxKSvFTwfUY7DhXQjs0IlHP9Qbs229agtbzXltnxYdUz6KUIA7Vdy/2QHDE9PhfWobWbJruB67PTvV8v+ytj7azzpQ9A9QU4onNY5ZLoBKiHzVhAhF/sS2cRt8s9Iw1e77FVRKeFpn0yB1S5XMO6IMylfTWpQwsqEKSVp7TaBPPx86uPxNoUp9CZMBn/iHSfTRo66woxY6fXZ2W6anqh45d/KizwxgztDvAGh5jx2rHyGYgDImSmKDI6BO2BRzC0wRjj3lJScFi2FUhKoPV7uHml9qgpvc5N4HrI2KIYy8GIpzPqNrtCbktV2OrZfUZKBVtdRVcmAFWxhUFMwIjJJlRZcGBzTW3x+pbfRI4oQ2ZnaAF+Hk/ul5aZcFwbcHbv4+cOonlqKjK2HZQNDYhlFwwh1xb2OzZk5Niwb68QUXkDdbMaCEQbF5x+w3vkxnlBexyOONhItEOjOrKEVYgLOFKISbkv3QkLC6FmTzk9+y7eyN9f00e+KmMCYnWSRlM6mLujO79FBAR98Ls2B+RXoMlOay+HS9lkie6zNe7Kk9tHIcdal5KFnX2Yt4GQJY98wmV+lHY2B3FaFBxVLydMn187GWQagiMegjU08AYQUifY8xoAvJbVk2MkPEE2uhs0yKRLcObcYWNGOeRBjGlWw6uahgSTDxjhi3OjaC29HwlEJPW9XnvpcxUjVclUs+LqWzCfWfKgMZXg8FsROQd9OSfVExrP9sQ7G4al6JbitEMK/ddBsw8bitC69Wx4XezcXBr1bYnnwMRzFRwKJWZJOSgHJS50pN169AK3Ljv3BF7a2XY+O8rk7eQgioRpS8oXMCHPJ3TXpcQAkty3xNHjMNO0AMr+hrh29QGuqtng6iY83xOnnYq5WUpuAPa5LqBg4fJRhGpY6nYoCNggEjeRnYZk+ct8vx8Vjh9NPpps3S9tWyihvEUaQb+dvuB4qRAXXf/6qoK+nHsgl5Hl69CaNFUbv1gm5sRU7VqDNylCSjRWcE32eGLLwzznsllMhWKXf0cCpNEOKoa6L5d6Iqy0gkR6CRxNs1Hx4yMOATPUFFFbBDVaCq/9q6iOezVvZm0f9VXOm4dafxnS4sESk2Z+VL9fEgsmIxNTr2bQLbEEAWINbnA9+2kJOkxZ+ESsSS2An/RPviAPuHqR0Mey/ExcIth3hUKOoOp0YzV3SJUfP0emmeebiYelR5cDwHk7LvEIpUg33uvemGjjQF/H89yKqf/Oym9EhNQWhBqt8tQgLIF2SgY0xU6KfNyD7JoMPLRSX5+CyPjvy9w4IUyDCPGlwQOhqD9A9l3bS/AaMoC0K34yZJB3T3/lWVDPfpuGlrnjO9EB8m63kQi+hAAb3Ez2KA+XCw1ZyhVjeIwLcqQJ5fsyxUznWIxTADQO5OpzhT7APDq+YA9uOKYFMakzjGU+HB/iBFmU9Ofmw/7DoDGBhOp2DEWFzlgB/aeEVxZr1vHQUejrLgPB68YpUftogrqs6c41ClHb3bSa7iNBvtDODNj8PNQl/ozhmEQTWD5MoPsQ9TemCU9fI7aFBNbG6sM5kwWhd1iiEgduOpaC1EfyQY37IMB0w1TE/7RYZWOhFafYhDMA9YPvec9IAPruFy8fW5QFgwsnYvvjlkYds5k87q27qIC464ZQctUnkqvbGf2dYtr7WgUwFEWgvJALuozguZgal7xmASjzQQ7xe8ZIHGXBaqewCpX96UWJ/VnQkLcISF0MxntT911tgToG68azdvliU7838jn1zWhffk6ghp8MJ5XFzrRTU5rJc6p5e6iyMSYR3seNditnu/RBPRCpZcOAlTMvzBRhRKLxmOuRzLSQKb72l5VA0HSelhOz2SN18OSXbDHIhGBh8VHzMMHVXFvJdcpIyXAAUdtNTMsILWGi0O5UahGwIe6KpZpUiHzh1aKYnkEKjLf1UQqoeIKGe3Vo5S0rVevVfYIlXKK2XhCeG2cRCco8UO7X8rvTeibqa6VdRO0Z4o7RJKWcNn4zHWF0jbNEBLxlo8jxjp3YXGlSH5qqMcjVKmOWD5C7Uujct7yfYk/7mNpK7bw7auBsvHZTaHp1Czn9CJ27k5KqGFFqbkYJlwDGCI1QiAknSkvjgIafOf2gV3+rA0sqmaUWZdkbsaCV+LpB8yh2i3zqFBXGvVobRceq/cSZChvsr1tJHK6RRV1D+SLl5A8tGW4lwxq5jPz3JugNe+glgRKaTfO4cAWsQJw909lh8XKXsOMuMml5DAtW2lezVjWUdwMT6CtkHEzXmrOVyuzNc8iJimOZ+R4bV1TEZD8TZ2Mm/PpWBKLfNooQbVN+DnC3DKmAQKm3q5L4IE3zBiP9uEThm/7gc0K+tDTeBwi+rg3RYxO+lzx4e/inYMc79OSY9FYGEHEyWb2Oj8QJWb+SyX1Pmgk+6detb1wOd7Bq0BYFeSV6U0/BYuLkfZ4nc39rc4IeGZq6kK0+FDjuZ5rAT3Zh06qW/gojMZM8dYXVOFdWznvqsWQ+pmWtybMcC3Kin391wsoLMuv4Ps0nn+OzyRabZu9xifjXMRS4PEmIEhvecpYYhoyjAL9KbnoS4H/PZC9AoiNOlGjf0jwGXegzfefmMg/eiQErMPqQCqq9xqkKCPVY5lA4U0VABq0SYalRI+xekeGlAMJ0Qf1zI4CZ3nWgRQupWCBYOPKr4r8V/87XnRlFRXw/U2x02dy4Wzd7sn4CT2ufYxUP5pfjedAJqVpGEiM1UaIhpIY7WCWU+4ZafiPAzkfBivn3GUVA7oK7sNN1UAqolWvgi06QwsRK60mCs8At2W2xLwVZKVWmgr6l/pFsovI0VrMEtNNvwtj21E4Vnhzqj2GLr/VKHbnJNVTR45NUQvZ2cyHjpZJ/Ghf+IjUqbEnli6Qm6egm4zLoE1r+G83sxddb2/PH9UdN1p3GqqOXtEAyVbu+lAt/GSTR/dd6q8dnWeYYo6TvPC1Y4kyVXpf0nt6MfNPHxYTBbtdJzF8dp5Io50essZPTBm8/Z6978ANvgOw1/VtLjMmAO2+xA119hxsoW4UP3yAWU1DftsHoJCGK0Synbnyb+Bf2Mgb/TZCuSbPhG9tpAlf+MNKLD0DN4YXH8bbUIIzyENfwx64Z+wMvMCtgo6jlCc5fAWRbphkyAgckvhPPBtLFlLc6XC1zwIg5m/0C9JujJduECl6VI/4ezr/qcvASqnrzEwhic3qPezThAwQiW23GRM2EOHwASfZJDUWL06eaztLOTzRErxFOaMUj9AH+HaFCpSOzpFbLSqSQrL5V5PlK8GxJJ0/v/bvJgp6K6zZhWABZL2ONhpNm1w/UxEoe8GgsZkueFwjJMKIQO+XJJSo6vLCeoNqjWiDwKNiRcqYjABlLuclreLzPbL6Q6c1Tm7+MlUNTAa+ET3Um1Oxd5s9vHpwWq9nwvhwDGI7lF5kjvWcNAGSYFf8sSNhuquSayftr0A4pdIOasOsksFt6puMF5O+hTfJ9X84nFYS2YnaGTaHPJ0GMa7u1OQ83+X2FoZMDyVFcvX43zC9b6hXkgsQiqNmvBirTYQFI/lX1L9Gi8RSftCD/R+8YPUzNVLfvO5JctD+jDOz4c/QmRnC911+5VKtBBhpDAJtoJjDNKiewyAmiBuVNSrmv8ECQNeDTXqZXpggSY4VUqRQQ9edMPlEXIa05fBdg6ph6DPHGXPjeaf38z3GS1HxOA6HMMy2KuKaVhZv5R495bbOBryP9Ga3kV1T99DoZODdVa8TCdbzJ4T2nOFQI3kEPhULrtHXxphKyyIx6GEtZuSo6aLi6/wm78e45vQsoBzwZ8UJ3wfsK6J4BTTfI/4FdQE7UvWV5eLVKozTVrKMDk9j9ErLK33jM5tqWsEX4N4zRV5bF2ccYeVTm9oYxxV30dfhJMo9yqCrW/kFGRZum5W7i1pD1U5RwBmX/WN4v8eqjpm09Yop1sLbtwsvewhUSD6R2FGfxIcCRQmC4XGvkj6MOgfMVRqqubbeyX+3LnOKiLPsvEr4c3/MuuXkFrvxShSgP6Vq40jURdV/kMIsqOGoR8h1+YBtUB4TO4W/kWkKA1TiSvm5iJ1BIVvvAJ/rxTC1Zq/cUrg5y1eKurc8sEpcKf8kLe+Xx10aeSm/JuKKb2YNtxq/E/n43iBZlwwol62T5SHG1R0xpURQhPws80Hh6EJ+0qTvJxPkH7nSrVDXEi0K5RjCnbtzU0WglbHxMJ6VxgrUi7ABwiHAi1v/x8y1uQtpA3k5ZMKTpHNdXkXMbF5prNffPWIKd6mKT4ZeoNAB2GiPwz2RsGNNzdLZeD7RKvonQPcC7s/4CvbzQVC5SEMkzJ7m6xNYFTvkgLeDttSCQnyqMHkePH051NQhVsj00fvSlWs9xrYK3OpqKWzTf8J76r7zIsA7lxGGIds3/cQxuaVoiHsZykoSTPiuw/7PxdPTLvM6YfzsJbaiygqwGkNYCGljPnVbTRcAgBQbvGSRQiMXdR/o/zNEt5xWrXOi7d+rSfYklRSAv73ponmyop9VtRJwD4rZ/JcOITl2kzKO0yDu+BqW1UNRqeyN+4fdwxWEjFHGJNjpMzIbDWuBeAUbQPfbg0aNNLYVgpTfv746VtFlhlaWJ0+mdLCq7oPIGAVQTlq3c63PPTyPU8LgNTkq9TcKK7amiDh8m2dG7jvQLVLfpIXyc/frAa896kPZmC9BgoFX0TWU5/u4CM1k/rW6oActW5WJL2zrmd7T5ZeeK5V+icszzuG81SBYPQSfYNIS7KGoZjHiIsqPEsUD6x6AsYN1HHpb0iMjssvsCJXZoErB2q87TMHqIVOrheQStEa5wKOw3fvEFKhqVixQz8oFELcmDgZhhpwtnfLsTAa+NGDpcKv7S422YYWvwRGfY1ratyb11363w79OUcg/S3gz4ixQSNmJoF7zHaolidFYYNKIm0J2nP4ijRLL9Xd+aXOc8aOKKVnKgUE/F3gvxwd0a+2LTSFBKMCsHNR5c4SmemGr3CS0pSRG25Ocl9aLFGVD/iQuovEEYeFzkOSBxForAKSUY0gTaMeP/XK+kplvy7m0ixfreIM2Olp5uBARN44kI4/F/GQ8Udy6nEVJuRKfoNeeH/N0g1idV2TjhKGJUWvo1PAQc3p0KwG4ZaeUiphzdt5fucRlDzNIv7gGMPLzvqg/TkHfoWNbf2H7YPHfb4WfRGwvCDdwmnMWuPh4Zl0yKQC0/75M6FwCkuR/JuM7Kb6mtN1E+p5rMqxb6vE+YT3f0r5dSqnfu2X8TizetPC2L11fC5MDrfAQsNm/AHi3EmpSkXWMW6lc6APFl9jR9Tc7YuhosJtVAJx7pnjGZx4a2/AiAQ28iyrA3lLErRWSZesR19eSYkCFIqiTUpiMc61f9Q29XpiU9fT4nZc4jG2JsFXdUppSdxNWMhF1wxx06omnHCvqdDc7iK+z8Ddx/i7uX1Vois2fy7aX3/53e6D3YtskW2YEt+npMfAB3jbREq+d7XQAs7054IyporjOJIvBj40EVFPt9Yrq1thtBUKWxxLc7CiPF//zBDwcz5SFxMhoW50lsROG7UsCwCBUW6ANm1cfHYYefBgHXT992KIabBmR5m7WqdZko2yrRSevTKh8dSLLhttXH5qImL8D5N+axykRXYx8uZoiL4pxdR2Q838SdftW0ASpeEudgFUt5Ds0M/lxUKqtKHtJFYkVgz8toBEKOUYUZnpoxFgsEh/ytTqOy2Y4eIjVY0n46a8NrVOJ01hT0+qoDHdkGOB4BAw0hHKApTk9cPgldBQXBmJJZMh5+Qpq83vKkss/s1c82CFy/k7KL8bbNS6nMb2CtmI7nMH1crqpBIfqY9K93BadRveFkIIhGbj0zP+Qgp5/L0cQvKb7q0v/3dmmd/wUoprw9tPlteFaDx4Y3cz42ZiR5dqiYcd+qZLMRGHmG6X5wZiiuLqP/WERiWTAZRqAb8ecokPIbXJUUdeh22ZTUH6H0eDQYGrKZy+VpNovNUOrUvcX+9773IoZgsL8kZwb2f18I9I1nydzOfzCx3Ro0zKKJipR3y8C0SyxCqr78TWFUcZG8TMiVrZ5CpQWgaZ5veg38G+Nv/fZZs09fjUtg5RCnOyX0dKwPtHGbQfmpOu+SZOiQXN/c6Goy+wFeQuuJLDKq41eCa/gxndMY0vgyelb1EogSYHkWthNgmrKQmxYYrTvztggjzObT0JaQk+5tnsaSoYkW1Gk4Zm2TeMJSXfA5/EEnoWwDu2zhn6nvv3LiNfDLRryDnZ9Tnor5/aaJ4enYwL2XTBvRCogOCFteWrftLcMJFBakKZktl+4hcRaUk5UdYa3DLtCqs9CT3bnZSJbPyUbOLqQJ9rLT7t9UIzapHMn1dmVDCedLTTxJaG9R+L8Df+xNwuJ7p8/gtIxZmGChLN4GUyOmWZvrBMO4Wiib+XtsLVkQ1RerxNrM1H/K8IqnzuxKdZGEpDAASO6WtnoQyrV4xCAysZxej+aAosrwBItjPq/VMSi/bGT4iZ3MfOJW9eijbwB9+M/wGf21y881cL5jzlYe8lTlGpb398LWjLArRCsvj7DdnVT3hlnDsU6I8x9oeeNFJ70bhapPgnuwHrwuP40ZcvUGn64F4REQhPMfCRwFuyQj05WIHhip6HVPo1RmkCjpBYUa6WaQ+FK2rT+LgWNwLgS9ongOsHvxZYuXrQgXx8Hc6iZS1Csyipzyh3qSEUVonc7lan0Gwr3zHak1M8Fuj8ylmpoJYXhPfCths9v7ubOKfpibOhZq3xB5pmkDzNDXpk4IsZIfbMJlcfn2CBBK3BoBh4d9fTiMA1APrwzWdQVyRYJm9oLRBBM9YhDRgDlhH2ZciaeQ002BncgV/phAMOeq+h1PL+bnf9EpgoV5YRaUaxSd46iszT866u02M/DN69MJijL1MrvpC1PQsKYudEO+rm4uUdCEkjVSmEdfm855hZghKlUN5/LHpn/zTanblP0IbcRZw6uTkeHE8l4dyAk2wGZE+FWxgYqOLU92IIZ0YB6HQJDTbgW5eJQR+aVK9JfSdpYeWnK1cegY/OubRKJ+YYU5KktvWs6DhG86KCfgFy7GpNo9EGlH2VUqZtDRtLCCB/ESL05XwL3xn4iJtqM6hsarXkkIOBUKSYKQVQJLRJIjfpVhFwwqMpSbd5sPVhhsdMsfTPF2NBRcjWVhEqeiu4iJEehrbVi1k4pK5nKFWnwkdT1gXacA7Nt4jZLCzbrl1Z6jJgLfGXHS2kM1mqkhuA+Va1ow6Y6VI6CFKrVyOIY9Q5B9XzM7odJAeJjcPugw4cpbtVzWpscR2srwreW5ftwfr8wKv4tczAmIrJyhNWbj13qePFGNk//qB1iocK1A6lx9zbrff5ngx8sAOEVzTUtBk8QboeLgHZx6uepofH6miBJsMH9hi9XJulrgKM7RHe62MzWihdS+nE5ZuQKFRAjhbPrFO956GKB7dG1ra4G20K/OYS4hffSzbKILpiVDAF5mFB4YPC1LjminNzS9syINXCtV2Kt2VMmBfP5WTE8iIjGIXrwimSeE/9zzWI7OctHK11Yuy8bPhGk4uq5a2mfBPszGoDu19xEIWd5uCkvGsrRbW5jJlSyJ9fo16IMBhVYwapVgvg1yGOMuNAQnSxYRz3H77PZMsWoVQnYDBvomVEzSV2oq8tMVc3krU2RO5mBqO7+fM+OirDeJ5ZP8lvjf8K06Zik4bGQzG4pa7OZIG6TB3PaWiOt+GP8tTvBoqbeYN4Q8zFp7+wvuX9tHSlGXs7VfDXcX6RPdMy2GOhZTpw6pZiXjw4uhSL3ovuxwiCJ5aau1CAQ0o0qgTfURTSSszcygF3AJG+KRQTbphgYvNnwXFva926H8e025egAC2eEcfUCWdh1aGso9of+EJwU5Hd0AaBKglSVZw0Gs1V0elRNcjJHP23wAOFqgZU3qZ+J2UUi9bAVzW15BcHUACL9Giem8ydCWJobetLrp1SzIajINElUAil5PNrQVheWp7c6Lp/cwj94cDkFVrK27KnYjdgGUy9Xa5ZKtPifgnjDOKmrasiCKZ468UHWzzK4Y8MS+mBP+TKc2EbyCPTBsS24qK1tXHFPOx7zPjCGtBiMW/KF4Ric/MpALS5g5tZujLOlT9zZdxb9o1kiuE2TGp8rWsVbiw3UJNVGpTuBZmmuZ78VfJooDTvfXwcDCHK8e1PaDbPXzhHc9Gvr0PoA6Z4M8bXdqaewX+HnMdkDUEpUEGd5Usg2bX3CvpT3LGzEALbyn/RWW5nB+5Zq/79BQXggjgFkb9K7wgUTomiJ4VhQi/4za72eXifbOPpvgObO+tfMJl9aYkj20n9RQ+GZ/xNMd4q/JdiCaYjgpe8T05e6sPucnYYXmR0S94M4kpstwe4Z1JzAjveveUHVTrJx0G3cCwn60UDhxN5r3oY+R6zs/jMhK3OsKHReks8xPI6+/2tEuMlhVCm6NiAXhSWOpbWz09yceQZIIv5FV8rfJTF2W4nbdd0odMK6xbyVVqqcKahBAjYQYhGy37kyAZUywPwv5thK66fxIjIDREl3tGDuBdJH5Z68+hrNNmahTH+IQsvB0akV/4tHL6bDeSeQupXsMxQzilKwR7+C3e6LW96Ttpfnfw1wg1tXA9s5yYFzdQuQLDAYh/xHYmimgw4dbEgqyNBBm3i0GCVI66c9my57xFRHz2VixnmhGn+zSrns0qUOz/RL4ifhdzVQQxKJdzPvu7BI69q1C8wmIN4KJdCYWoPOprnwq207xcMftW02YSbyg41Od1oz5QvyY5eog73EYHcEnFdnm4VqBc4YfDDsv7KN+MoeSMlt6CKaB6NnttC5dDvwnGSRvx56ZGHmH6He5RP/RxV47yUBG0hdeRnOb4wxLkStB3UFy3WEelLMn6QfqbHKS1ftyd6UDuODscHCRY31RDjxaDsydB1WBrppAZruP7RYbm6w58ke8Y9rrKmjPJ3wyB06TjvtojvaeK6kSFsgucSJWHrOwgE4xG2EccBHBDoW86YrjiNYt1+NUHfRXIz6TreYFSqG3RplJzIKKBWiOCB6/s0DZlieiL9xPSajspaE/2O02lk2be75y0okjchBXpOTwPXa88qK2c6hCEcVVmJ8KrvETg3vCWc6anZw7tn6lgTBOXeIXF1/0FjAJA8B8QJoxuGL9wCctNVo0m+M7jZgZgtzGLx1ancXVwwXuOaE38kRWCqjlIJiqZKCblysVaJ1NeOqRgPzg3T6BtYmv/AfQYTwL0xhoXiEYzLC8voQXkJ3ZyhKtAm4Ek7OaxaLmsTUKQEoStysfnUNraoe+x5zsHw6pMpgvFuNLwd6bSi5qOFKCTy/IvFPrWWfDhdXEIyt0TYjZxeU5nkIXJ0kGIGnhHlalr8re2PF7875IN5lqttFThjRRFiZ5L6K/r4mkaaQjEehYbKO7B3yFpymZvUuluXMjOSdYasZrwlolIDkRsYTLoJUTeafC5vaDTfHO1cgi5qQfjIosNJwxTLUYhfR9hNF4hRNh3Z4WXJTEWQZGkfkJgIzt57VnueB6j47lBFn1ytcK8187pWUzSjdIZvorJHKr7NAjDb9AJfsBBgQ3CYj5BQC08J6ZTZffnHE/mtC+v3O9ZgQE6Qp3B5Rltkw7MlBJ3IUGs6Vn7MCws2rxKrbZvly+JiqPIyHLRhupOngPPCgVE8oDI9ITC4mTwfnfKqrzK8klAqdSkjA3dAZsRnsG+d6WVyQrp3BUmGZVK4Tv8ITqO8YXa2Rc/PCFXkNB38cGv9Q3Q2eSWCljQmRvdVhnUqI8nwq61OWpdk2o0fEPFj6PMFKfbnrYaUUAbNClV/dj7PUm0uNkGoD7gfZt2RQJWB3KFuH3Z49OCVkwkncf9E2Gav+gibA6BGlWQjlTkb/jg2jW2dO6Bkfdc/aD//1YLpYyobskKQ37GrkTqSusEZGK9Ayn6EJrEtgO+byxyy94xNhma9BqrxlLKpn6glQC7jbG1fy8DZdjq4CpfTP/yuNnkYBuwSdG91beMohl4nB2Ovygd5P2kxLEY354txJTQwn2dDbXWnbWSpbVGsvEEYNnydgosfUOfT2GtYvx6kz5B+jfqej8u8cUJb3UpLKn0JsvG8w/J/EhSxcUOPNN/4zJ71u8QRc8YSG5b5MQrUufYWZx/oe9+ZWIlRXDxsXb+8AjesYA6mjj153bjMXJHG5mBwNp3yAECCVEs/FS6PRzoRsGQxnv5+MQZxQ4AOqadsy2sYusxCXyuI9OIKvBZ1mEk45BTJhNY9Q4SPHVzDtjJEHYej1YUapvFTsi14rojMZcIeXRmEb1XzUg+huXQjv9oaFneQAQzS+fK9drNKA8Sg8I7VnZdB6IiclzZKItd37KBN1hj7NfFbvzJ/YpzG9+gN4fH0XSNLrGPe5uyimaQ0wOIEBj0roeHQQjUJC4qvzbMPwMPvhuGprzttBX8ZfWVdfCWKuKWc2QbPqsHDZQrTx8+sco0uuW0196ZhVX7r7LXsy0aoGMpNkQEG+8mOgtetgYO0XuOMVi0xf42juEDf3ndDsolme09gCu6sYRHJ2OnFzCpFoRcJETJbBEf7NwSZrnQLKvEu6HYXLcd1mjnD/VOfOTJ1alsucmvJ3pvrxPZYg+TvE2zKSaZLFYbkseeb6lL4Qp53eGD13Xl4TrzaN0elGTBGBupvs3k2TROyyzD4YiuYuhzKPcS6lLj1ZJB62Uae6J229RtuZByNpWZtjrzrojHzwkfkzPWCUuBWBKa4pgi5DTLU8dRAyT7+Qrh995e8IlHPGnysCW46T7ISvr2B7bIt6z4jmvCH+XfFqSQMjL7oguMmHY8SU5GxnUNkYgtgs/hnOfV8yZOmWD6rr0kqYLEUHnrdLUmcolC5pMPQUDlzB8Aq72NauW4bLM8cd/ZBEhu0jbgZCgkLTiFrnbi0Mc9vn9cAli5DA5/Z6pNE2EG+JHc5ylRlcuJZ8SU3hd/DFeU2ECiD1gFSsCALXtWxbNZQfExwjKY2Jqzy03witFGx7QFQwfEh9+I3bysnhdTYax314t9dAv0sMnaQ2RmmsTQvqt6DPVJS7cwvFz8NdiK3c9eh/MTffWRJBrPHiRL4y6l0UeJZQzsI099ufpApPrtVxaHNzdxZISOirPvpTd+IaZuTlXyjv6NrU+3j3A0cSg2lj5Bgz40Hit2DsOQNGHR+OP3gyx4qWuJ4BRNrVq4bxGuNmWAWUil/gJk+NnCbkWeyQlk7x0XS7b2LXijE1+rlWWSyxzMCiTRQtZkqUvN4kKRAs2ipK9oGeWv3zm3BBlLG1W8CBHPknew22w+IdepJNp749L83zJHV+oewpmeREsL/rL8rA5v9N0fCiTRAtD5/BvxaPgErDYG2tH4M74yt9UXFq2mJjVy/CSBWjB5uC9Ka7ZVW0P9QGJyk7xQlKbhN6kZD5Bwkp8IfZaS/xAJ5KDC6WtHGzH6+i1ZEwwVZL6F/ssKMf22v1y/RbyxV97fVQ9DOFd06iwmIzQOVOSn1jMAuebNQIt/kV0NndU0SYfnyHRJFLnApV9kTBgNnREZGqCMgpNj5AFuY0wuUCpoi+P+pVkOKnsM/7auFm2Z47GwoRrRT7GCsQtHVRKBtBtZdr/VKZkzmVAauA3kgrIy2sHRUmGxZrJR7HQFkARP2m9ml+RDBkD9jgd8MLMMvXffHfdYuDixUP/ih3gsyKXQoGo377+GJqp35gzycWexhEtEOLulr6vCOYcRDnSykKE91sZwPOwHCRRMsxPo0V5npWtXHihl3rbtSK++8dciZu8QfNIlnQwJbDJaj14q0lM62ybr2hUrmJnH0M1KRq+11szijsKGZ5d9jIDEyxqTBNXWDLub7wzAAY0WTsoO0snXdYksy8aBWI5XrfsqRHMkkukmSiye5GQqP183eDlCgxqz8bfdFgHYK64wfY7BVbRUqN6SSyr5uW2SrAQtm3YcEVqgjWKSWVcTPB/OrIx1sAVXo4QCSikTdyNpQ+6+Dl+dTGvq3aE4hEOdvXNSekQ9HmKJv35B5ZmwY3IEBVWpr7GgAh+RPpTj3sZi8X7NEyYDko8vHkgASKdmM4N/6ZRDyyucg+AyxQ//Q7s5MY2nEV8O8Bvb3EAfG62ItOpw/R/10WgKyihFX16mVU0bLlHNcmg8FXD/ov2KnELqmFW7naoLrje1nLPVyNPw4m16Wo2fMLQdrmBzkWh/9XOTd6mggq61gQHhux+I57v2LLm3hbW7XPLMESLK9fEHT/7Dwz+f9B8WDjFjAUtNN0gS7m7xrXTywNLPxTRvlFxLDUlqCUGqRM608Y4F8+jLe2HwguXwMj+L2KWoadGo+coVuIF5kk63lIUUkty5iy36cwJtbhGRD9JYNgWbUMAQWsjMpYjSYmndP0HEQctcnrCBXXZ1A8QxcMOCh57ZkQtqDBAUEcF1hExvsMnaTVeE3nx8k5Rhs0SEd132kXVAy618q/jjww4Q8RW+JHWX6JaEJVkgLEa9t/15rQIgtXv6O1YxcI2DbVE/rXxw/Dp50k2u0zaRwqvHmuGMVwyq4SNojULjlG0RUbyFFXuVi2FYoDBu4NC8rV4p8E93SmzjzDO42mIigNKJ/fMstFr2t8TdFqJNYmf1GC3AmUp0f0/M3IlCrfJnZB2NLonJIaLcuS/PwpEoPpnzmPUec98XESCpNSwS4Ix6TdEsVe9fV/7wGzoKQqkUHnuGmu1w6pRc09H38xfh7VPfmrKfLmo/jRkIe/fdOXuKr4fuZVBWAjmPJ9OKApVJd54mY928pVEAmUbXycQULbx8RA677v0ewepP5zmJvAbT1yzxa0IbqsBX9Qb9XBH2jjx8CSMxbNZPUymEGY2WvgeHncx3DCTSdm40u2etn6wA8gl4h9NTkMkXF0+clcVtrzJUEBouLKutwWjwOdWrjIYddkCHGeyA9fjrRlpAj3Cc2gdL+44/WEPy/JieWajR8Rq2nMUM0EWZsXrZjlTCHOeCPXKHQJ9OSIHnO9Jj38X5CEerS+KB18ZqpF33n6O3gjVJ/U1pqHpRw6qRCoHhd9DT9gGBk1KeDYI/k1iUtgvlzXC/R9793N0wXq/gNDTH0Sy53hnMFRfw79iJGmmsMUjExvXsYncBFiIDBIXzONo3WDLEFvBX4+cvRkcreitz1zryyBdAOA0fe4SSm77xnVKG+d1wqZ+61fx0nh7L8WUW2awQL+RqDE8122/pGKx1apLb7egZkwqSbJg6T2BfrfPcJTHIylvwAhww3FPcnbaxeEVISNvF5GCQ0pomDhPlHtwBXiE979ACq5LsNR3Yese1QqBHzum3q2Z8SE3EATdTF4J1lRIeFPz+Ty/AV6wDiRuljhAGjvm3uuM/n2x6MDgWR/O1tYGkYfE80kaQ0OETPXwRZ51IslUSvBTOZkB8Aidn2QG/C3K6jBqMdt2q94PXV8sf/DoJxZxV4Y4ssAzg6AkrtZf+iv9yyAK3/2NqcaQFDzr5nE8rfadei+oZmsnCksRZUoIKIovMULpH/LxR9odjJGQdJ0tS30L/JB+7y0Xtwquk/LG13V5sM25vMAZZiLQkblKKtffnBfwBTwfsDa+Hv2IygbJ66UIisMtYyj4igp+7us4BQCe+oyOJb46lJ7B7dkvleg3A8MpRjZUbbLm0EgYF1RhGlHQFj9TPEzL0Rj/ZgTKVKjmvVi3WXcpjdNAhvSzwsmAll120KMeoYY5Nr35ya2Ay4uMsHYTBdUGDlkhrsymZ8wtk8UoI5COdFISGQ46dJepOTJenfQKMaEjPZGBLRLhVTB9B7SCmHB9Seoo8RxENWlrbTobLlW5QWBJ+4wfGK2FOlOIXkprPI4H9jqh32LMvWXT2vbusAyfB6K5kNw3wrlcZYFXas11OlVNJiVc2SB5MYzyA+CYYxJkWc49p43JBEG3Ot2jIri9NAxU4BcikTGcKQiarjqNajz5n/sAcdl29T2oOQe82kRfdPeGQpWUrmGI8rOa9+IimYr5YPpo+eI1RWC+8kVaNrdOfnf2zpKYfvdm43UlTEQy0RNYerBEZGTmbzJM88uD7BU7D6/Ovnav9lTr0LF5yf0CYg2fPkXjM4rrB/yRUxdE8gLw5n/X1EA1Q4SYxpZnn1bTwZuyg+7TcM9XUD8DL6QJdEl9ejS5oXTxaMMataUsb1MZX3TNX/uwy2/otWejiDGyXFFvebxO3trYpPrkTHIRRF0EP0Srcv9+pBKZeIho1DndCllZ+Hf4A1r21IufESGcj3GZ/rANpgCNb3j7cEj8TgOGjI+WlBN6ioO+Y+US3fK+FysiZXOBWBKzENMnKI4/kbJnfaA4WpJYlJB1YIdY8kqa40Uf8ljBJc0C744lXAIZGIV6Fs9gtQ/rZLpLII3fZNf5ExzW9UlpXA9mv+sIkXytl7RWl7VNB1cWCqE5+D+Qs4D7JF/PvrqYRi3m2CQDY7RBdFXtMjo2KgG2YBDH+vlJwrljyPbvH7pANeu7S4yPPZSmnapwGYlpDGDIxgyFKfTa0uTyHw7Dsuy6Wsr+vQRLaetPJnlCEEBOIgJnJ8mxzeBoDhG2LIaGIalbCW4Qa8r7khzr7FxC8NB7OQQwOni4u8T1qD8kqMt6wLNFlqHBVcIl5g8Xj66++X38GPsi9Bh1YDMMgiWv6ntn3ZZTHwiB4WzdplIjy25wyup8el8/ZNdlAlzwPSt/mzF8WZDBWndM8SuztVw3z6vtHT3OGNx1NKu30AldDgvnhpekbZt+UURM/lWR6scyFgkNfvtK2hGAGW5CChKh1OvKoRODtDUc1geSkf+zUbwzq7hA934BhJoyOFPcbpRAtTsQtT7SGlgvlU+qqsWEioDEuZr9Tjwracrjdq+A4nXVgBO2JlWX4yMIiSf6n2++pxKbrF5jzFNDox9nQXWvV//tnnQ1cnVYMWdpQfKelUdsYgQmtFXsBZNR+e2NbYiMoEX+DLNpYxMdNKGyC6Jz2y7Xe+yxTFVahkQEiAGY1BDt4erIZe6FeIMXwrHBY3BQTz/db5BTAam5rdj2d04/MYYQcwtDJwOZL2Rhej2ya75rEMfXY67+wFuntBbOdQwKQSYzU0GmaA1OFGq9DWdshiZ+Jr/0enUYSdVg9WYTOofrg5v8yiIYJHIed6TGPZuttNiC8aDvphs/OFZ/UPy6AMXf7zdptVS5oO8DNskYc/RRaQmt4qWNpZ3Rux27CS/YuvcW/bHy1yXHsnO9ZE7lzX77i/K6Dg65zebVdwJOMg3YArB0/6BLkY1QvJDyqQNMNoyZsiEprW0MhYkoTlcPvYzS8sDOWh3R+b5IFVjorriq7JHvVaSS1V3ZYA9POxUG96Pi+NtWt7ESxcg5hnQJlYQ/yMOOQUTM3PAcbFIJiHv7ghd4m7m5LpU0osdFKh8wzL5ttp+1YulJlOdTzKPU9vXDbIEoVxUfKAXLH3c6NRReca1bjxJ+Wrlm64un4RsyoZXn2rwBiEvHAKBtdO8drsaNrlBws5wGfFyR9Imt94+uMEyK+rWPDO2zGkkBw0fAkPzXixIVHjWBtLfsAzaD4P653MIhO7kvxmTC2RtNvWcz1dxw3TjuBHTWTnc7tR4cw2d6q4W27rpab3+yQpVmhGL5S7uApWMnWJbG9I2vmMnGRSunRwxm1y18PFzt5w2czdQObNAwjPlbt1dAUk7rcNLLyDaxPX4ZsbJiBq2Q47AZrM5oMv3u/6JTeLzL4wyM6QmBw6ycWufMu+V916RRr5lReUGR3plK1IpB61m3M8wq+NZ7Sz7hdgTEe3hK9CYGdtsk2X0PTpRlbXq7yBBR/HiUUpjh3DczQUWJZqfDiJDf/DkEVk6DTNz6GfVcM4jp1OmlDsIan4hG410UanpL0rHeFL3WuOxPlwWySKhYLSKwvKtRR5Z8Kuqui/aTribsXWWcs6706e/71HR9NBl1KFzzB6BUwqH/xZ7OTHDWkv5pcfowYbTcGW8oZGKo7V/m8U2KBehp4+Mj+qiZ7pr5jSwPIr8B8r5X4Qn1c848GTGktAmGSl3UChLiB0FSailFq6T3JxE8XUm6QOLLNlc56Ut2i2t1e7wD3SeK2OZ8N2bKroBJ2S0gxpuFYpL/0u+0oEM+nTa9jFlwYckvT3JLgJdBy9Izr88iQhjFdn/dyAITwkKh/EB4fWE1DKAOiWQTNbxMQrHWPjDGz27mYVuyO29/sVLS2cbDc3Si9fFYTB8ddbGpSAiIcuQfUsoWqomNNvyQsxK1JX5WsQdyxEVVIX4GCMeCLbE5HS0LOMIFfr5eLKY97UQ6VYcpXu03TIELQ5WQn4G2Msq08ZAuQvq/z64/h3d0ZB/VKuqC13C337U+8y/dD3d2K39GX3+8vnep4ykUYqv3O3oC4NCcdzjSdmB76k1fv5/BG/p0pHKRy/gkfo0AGq+BwClJ4aA5cKs59xvnHp1lqCYTFraFp03PJWMBlvqucl1QY8lsDSTaTjP/mcmw+uvyJZVR9kTT/9pG6RXOnUvL+kxRptjNmNr7K7Jw0Ls1ireDO6F2+PBkIjRetLG1JQD/obXKRqA4ndRYRK9eGx34cdypM4Xsv/7tm0wFFaq7rVFz3ul483p7TFARIsH+BnZT5SxAI6RFK1wGWzLO4Ng5hCyIIJZBfkZOLGRgLZz9OHwbouoPiq0s90YwFfjdiU8PAy+xeKE/pli8XW6YbkFEROsFTyEMGPP/S9IyG7d04tJhg+a7RwBzsjtkgEO9ZmdKewMKQg7qn6jpzIdJ6i7uPXdga2GBuDjVJKU7DTYse/gU4HzIhBWQHVetIIIk9zwpqUY8QQEK5lmLwinsP0UnXliBw+dNlIZPpR/xMt9AoXVv1EfV9KvSqES3EG2JM4JALdgS/hKqXQJgylRPcp4jxF4KfZ/EWnEkJwMCxLQ9rSRpdoaeXIcAVd4Z4aflftCTpg2ZTZ3Owfs9p/cYEJAahwcf4/wx7NRGO3o81S7cnXf6p4bw/h8fibRzTDimut15Zk2kPsti2/2ZAgxtcRSSchqz+mXX86u/E8TOoOgKvFkDMMoBdLZjL/L2gIM9ZKiwnFBqhD0YRZhEAosETAm3FahGuw99rfHYCsOrHO/7lJphQ2c4+MAPj+5uHmsPVGi3IbaRanLd7+jwiKrqLTMvN/ERH4mBryWlJ0OFycZ0BkAzg1tZaPpgDXrgRqrvbynQHath70mjASEjaxr5kikjbGIrSWgr/H/Xdsmxh1ZvUn9BokIjfFLYvbNy9uULiwj33FqxoTR0GfOo2xTZasg022dmuwPpJl/Dm+XrufzSmLoe4f0oJLyOx8Uqh31uT9Z+93SKWw9XFIkuiLDWrz1/uLQybVZiYoT113qbv/CewOBQYiu6Gtp3lWeAGO/7YUai8nTyjcACqDxoXmQNUGDUOiD9dG2PArqnwn2r6yW5FntD+DN4Dt/BH70CNXSlWXcGHFmYZo1PUhxFLSJOVWvZHHltrCR+DKEhTetZrc7POcEWfhgCMjh3X5gE7tX9gb7PCl7vnMDymAa8cxiF7UUXGIjIY1JVDu5UfZDsmN/03+ZzAY+pHeGKYRXNJ/gbtGNlbxwFZGPN9ZV4JEQX8TWrm32xRNUF4Nd3nvpJJuCEQfpoBp2wX0VLfP0AtsUUJrWATW7ag2+aLs6sK04rQw65OxkpuWxPosxr+rKUXlCu3tbemFnd1WaCDLSNY2oJ/1reCEeMfb0f87dAEEfPnq/qNg5+0Qeob/+xYO0Gh2xU4MdVS5ZEWqT9PoUO70xgIJXAWeyU7Mjy95Dd4lIWtpqP47uelYw9NCu2sRwHkO/rZODZx/77zedMj/ZcO6xGUemxqeNn933ky4LlHmGmYOgoi3Ur5veLK0xIxR66g+arWx4AMqz01PxOej0iN4dHloMdEFO2Jd58vdGMlVvWw4TaTnu5IrVvcoVl80atlGh7FEDtIheVNedfzs8Uypzm8yXYU6JtFRAW+I6co5wtGDWR6GGH0pdtV0bsmcgyelrxjulkfkgy2O2IjFizTLufLxJYb7Ze6QJaMVvICcWLMJTw59ngo2T3GGw1L1Xt5QUI3/Gbuq+gX6m1kTtDSrYENr+ga5okjp7IE/Z+3Ac91tdk16OPaQ1R/x1j7sMFNpfYB4uWIUrcBC0C2Eh3h9JrjK6rAaNBpEX18FpxmqYcivKxtRRIExVFwLOrmTWrz2T3EuJQZIPhjZiq0HrKAHrdUygeHIVUvacdyqT33pJZK6IoqQL+Y+UzHS2fgEaeD9DdKOjsyH6TKYR1L8dJ8VakVJOxZTQQYCIUcyu01OgMtEHLiHT8yfTCHHWi1crvmL2v9inl5kVocvrBP9Q3Y+fqHnEb/PO0oOa7iLlBZvmklfGMMtgPbk71Gxl/4aASawfw0u9kEbIT95ufxesEEY+TKgq7mC3pYlBcVP2kYQdVt8/DrGeJG3GxCeSoiSP77/+M2FISQqKikSLkn3e6zpsN++RQabEifZVQ8+JObOhcsKzNd++TQEN2hjMDrvu1obwaJBSAWyi8e1KLxAb0ZOSvBQ+jqczxVxJ5kJhS6FskmgAvlJ9MG7zeGhkt2/HQf6KcuRoR10R9ix2V6gWaLYd3UjS9hV1CjjyJA6afloQmkVPOz8m0Y02Hf8Iv3s6uchkpIc+5MmFtySrWDOoFKBt1xT727e3RZZpQnFWCyS4PkipRznoaV+kUppvnAKNUgiMCMAojzr22kRbPvnfd4txXZGZMRU4XYpJJttPurEQ/BnVu84khGLO6vufF/UODccacEsFD8NwXIpuoKq8OV6azruzp8xZDqN8IC7ZToZsFQ1YfEk80zm4Jmxlk10/BH7rTYUN5Qm94NfjWVDOfoGdaM87jTsZ2dvh4MwsSQMghZoUKoxf0VGB+YwIpmh3H/MztaVMET4uSDSYwc1vQlrViuwTWCOpsV136PO7fKAoPEoPuqGuzc4MNKf9xkJQ56THWXsR4hTSqa3jAWeMzBdrv2K1eCSESyHV4IdBbo4eAJNIchWqUToV2eAKRI7ndhMN8Lk+pavBVnWhl1D43+AF+J9PnFkLC275mPTaftFC1XrrL5Ee4yRE1nz8kFfRh4En48cpPzTTj1nlBv//hf5RiESXyqxfu2xIzSKhQhmPQ4ziymSBYbWwfOKCSZ5dXM7gNOy0B6ORCQMi/8jsG6vPY0ey0OVvkb1LPyHgm9mOhf+EuSW/CHBFgcsZq+oYiqgBLJ0uf6EpFEM0l0A+g/+62ITLS3Hf9TSMeN81z/nytbQK1DndxpCeM+KIpj6R0OFrlNf0/R+NylOAUxj4M+gNix9chpYYTJlByIfHBMhSOleiw3oZdomS6VLhzTRDztFoWMNnN/Gwbrr9F/MrTOf3RN2WzC8wAazaEjKD9IRyGGIDtLEiCv99ACCo9UJ82RWedlql4kQA4RG2dfvyHZsmFS+B6B/NfAPV6jRNjcB4JOvtMwsa5BNdphtfagFWea1crk0oWtR5eo9Op96nsNOu5/uMYVRYXPd7pcRzyBPRd+8aV9E6SOPh0ai8z8vKah3/jgoLzFm9PlT9djux4HeMvRWEKVf9CojISl3iAK4QmsfzwgrGR+nxjXL90k6gHNRmLu2fcIUunX+9UyEVmmV8YbamkPAp8kZB8eIkEVX7Aj+LadYsnMc3bLKgJM+WbOAOM9JmdZ3vXeBmgxKRfFun/yL+JKSIGlIDnk1qiieboc0OPQ7HxwTB1YNKfDQFrN873YvFHLFBX1dnMDDOgS80s+4sruNwCOjOG9N1j65Se4HadXL1uLmADlzKhWUleBWzviz4nn54ff9YV6TCfGz5Wb6FN8M62VzNR0LLS7yIdyMNf8ty0QNA5L0JyU/3Wa6xtBIvik/RHlv6Y5p0KDC9+EC70KbbWB7FxYrK+hC9fctPXrJVhSTl1xzEz7djg0vq05mc1RxOSyHw+I39K9M9pvCjMGmxbvn/C0U6SedfUjlEd2Tk+baNpfxA+ucsMepTHsG34ocQLVJcejAYpsZmi9cl32Yva4MrgRYpY7IyZgePXCkNE1LY0o9OGSaNiRYzJjSiWdEKQBTwFbwFvSrINcJLediXNWcVpSRkz+k90hTVzWnB4m1+uqGuGsw2B9tNUd2Q8BAcfq2aGPNj2Jigw0DaEe7zs2JcWmN2y2UYNpGC0z5r/R4tX3vJATeVVa6e9+z6IjAOj+YuARFChgRN08focdSe3uEros+EYiTdHS125jmvSuIG0E4i2WsymgLL53KlQqqsijx4dP2MJsV/iiBk9MK0IWX5GZx16tD8Ilzce3z/smdowULS2A28w6aXC2GkthMaRXE14Z4ZIwTHimHyvDzhHPFyd4mlCX8tUuFSfJw2nLLeKF1KoOq1e8rdkTfFB7+m1zlkjlaxpZxxzDucfc8QnNrGSW1RwHpqdZaO445y7svgXGh9AwInkh43zpdv7iqcng/rfSetSw2nUpVipI9QYY1IJFeISQD0+l0aRMHnrOYMjVcal6mVRUUTU6up2Tor3r+XD5p/r/SdNPR13SbQ1+ZPYv9w19n0rbyMOreEQsJHyRWCXhpHLvmuL55vnI1zf5P54yAod3mXiIMLhzz9CMr1/r/dcyk6k40f5fgQAUBHXbDLuIb+olh/0WtMauRG6S9dZxFn5+TWCnDDrlN0Jj83sRbk28K6krlo5Nxng3xCIha0mCrIVJjSYoMa/33NcWDu4IacsmVVShADmmUnDLEGLmJqPohKXJYyN9Ba+SlFF5S+eXvK1P+lM8xG0oGSLH5TcT+N/A8XzOawEQ1eVODQnihBfxcx6KKV92YfCJg6CCqJgRoxBNXCMmbW/bls4vXFXN9bCgdrYH5QTNX/+sONroPesmICBKFsaF6mX+S6PCIBij/biVXdOHICLQXiSJezK6zwC5AQ/TiZb7/6pWOb/huIRgFR2nGdj8jFGrUMTl1GLkIDdsr8XHClMjCpAkLhje+u/mPFQBE4SjdLSd+gN2EBG11APXNvtvdSTGwXbKW95FeqUcyXiqyvasMYoQtt9mvD9OZuOTG0wCVzkKIHktKC+dDqN/F7KHx1hy4EK5KpgcxyGzBN6bhym4Tf1npM82jfnrdgfw7J7VO/yhFLiO6ZRCG72IXew8PFpeTJkuvIJ0TQV5iYKY4AL9SmsuK+HlYATMpYRLZMfmp+ocSsliX7LCJ56cFNrxsLkebRwgYcKQpH1V5bo18MHE6SZxdA9poEx4AAEBSMDQNtyIDZPysy7HZb/v1ngvuLnvGcoL7zwOTj8pusXN8tXVKQwsmeA49+05UsjAeVNl5YnshL0JXtdjuKabPNp5Pn5cIVeE3eM4N5K61eU/MTQuPDjlVPtfHGhTg1OASH+aFzDQvSU2oTk43xVTUSPZH/Bg94DrYYdEYNpfsMm7uk2QhXWSaY4AZKdDHa+gBtzsPRtDQPTEbquf2hMrHmgsF4lXAti49c7ss3069jSvv/t1pSQ4WgK1d5VJPu2nya+lHAG2T/glFicie9E+9lJpIEZuz+qqNCKzT1Ph2CRj910ApmW+3RfEI5gbdDNbTMrXnKrUHtV6JS5Aa/pWUMb2Foyk41TZ/EgbWwNReONCi2keQ9VzMzN1gvjAXec4gYsa99z1GFhsLlX/Acym6doBYjk/X9i//xn5nIlFODCY2dGUlyxO/C0VBhRT6BcMifgiVcnhmCNOyKq/fpMTLiUMce8rJ8p9TRfpp51l9okfhR7IpGZNMNpxZnRzdsVM9HCZTPHTWH88+Qd9NuWt90LM4s9HnlecD8OYG+VJASJJ9eFQfiOMPrC90FY0sPJG8pWkVh05M3VCC3TxTTJ7PCoiKQVTIv8hXtbn/lX4E+K07cgCrdPe79owbXJJIuxgJIbN0l9AZ6tQ/N4GWFmscaLnpELAaHafmntAADMMzZXR/1Gk//wheTr/dDivYS+MkPA+lKL/fAlqUPnBk7LHhWeu3xGbZUyJznwjvAiL8iQd1SFi7VqQUy8eM0/+YDFvhH4xtryfqfNEflYN5P36e8prm1suVBe3POorYsCqSR8g4nyM/o1T4Y14meoQfO+DnQkTkWVjacLj9tPCvq5oYC36hoS+ffwqzAr6umSs5i7dnqSgs/Drr4z1p3re/aN9Mr1Ls7JITsJpWO7o+VWoHZXpNkVOPq4g4SQckc4YwNMLw3c9hkQsU7+/dMuaiNT8W9VMRoM4Q24eov9/RodrMY54tzrba6gKM0o3aLq+OT9oFbFEs80wd5l/EqDhTe8Dy81oYkEIFDVmpQffQSB9JxbSz2PAT/4Kwx5a6/mlhpsq+mSNDa1LfOFMxZS6Lj8R0HczJ+Jlsz3a5wNmUyrpT4DdRz9bnNRE7uZ8+V8O3PlgHjmXZLnCIIHRGyT20Kse8VmTHkDHTZFz2+aQ4SXCH/xs2QZ6HT2bG/AAZMHQMJMOjnU6taoy3gV0WMvr1KOQx2M5tE1egOwR/Ywn/gh1EjtxnB376pkvAYG/Q4PB7T5tVWtMzi08a57C1re2R/tAYnMFlG1pN9aNUlfPjSur/9vt2gZBWTt+tQlDjmTYrK3F1cVTrGDffgslO9D1yXfUZ+7A+ErEdhZFdFo/GdKiVHMpHLqWciPHppHCWwipLteA9SKuWpG6EL2Su/o52atxNmj7FacM6FHSE40hXB8MCfWvCI5jy6Zdq8vjmZh7tR9/aO3pOuhHwfnLpVc/4LW4i6k5mOLVO0gW5rmkkdBzuk4pDYrG7xv4UsDb9dZyDoxySlF3CXa8+o7VSlEmEjzBv5s392awLuFEvRcWsZKhfO6UbDHpGRGO4vVy8aaaHExX/66slyHykFqApthlFcS/IBYKNz8tbj5BnrkyhT5IdyNc25DhhuIB30Kj5ZDGh6VShPXBSnT9I8/DsnelCwKuJtlR5gDQAj6PHra7fuPFBqyhzm20x51MfCL4PTQzBYJkJ8uTdjKzOHhhS7YNNcvRFi2k+ccKGEYgEmghtTW7IhjA4Kf3mXeasKk3/A6ZTJ6QEA/NSBX5zNGhPpJNbnZkBaHAcookT0JBIepwzE6BfxyEIDzcP3VO3tkxWD/3k5OeYoAkn559VI/zU5AT94R5GLX3EjiF+U2I6e0AFaiLCAOwj+q1Dn+s7N1eYbXxy0ZCp1XXXFdt3BHFXRdLz1mLpLty2p63muCaklSATjhVQO2aV/xenO9vMU986KkzkK2fhc1dmxtMH8cKLcqQWIffTtlLrfPLzhlfKNi4juewezdR8kWYYeQi3k0JFDNBUHpVCHBpEz9vdxlYcOSmtEIHHS9cEU/ZOC7NrLeriBoffrVaxCHjCv2Kn4TbEdug1s1GXjfYcdYXN3kj+pURnjclSFdgSzeOQ949NAeMQdNMWj7ErEEGci94I0IYFc81XArnRTEltmxfddbmcFdOMGkrMkeWiQlxnErew+7zup61dB6V5tvNHn0u/aFdBND+HnzFSLhdS+Az4mV/8rYUpNQyVmV80GjDaUpBqlZWVrYpM3GDRstHuNM2ReeYIV4lEvxQ/UtUH5mVP6WH350AuI+mI0TL3SeLC9S/pb1Me50Dt30gxuByMHFwMzGVNA3JkcrmDW0An2hFpL+aLQ5B8u2xoTD4Ba5VQj2GJLsVCN4QIbKd99baJZqTPP8bw14TbGYvilZGj8OQxpDVlN4mvOeDmjv57y1Kgxp4su5RkvxyY7Yds1fQz9HqC4hbijNY/vD26Bl1Z/Se2FvU9iC+KFcaauSUalgrpMBbVYfF1kPFqRDNiS7Kfry3KJgX3ZwwLEc4YjiCEMD3BYOyTT+JAqOBU6V/Za1aS9zk/mFHDjKeeCX++AYvXMJkNogvoG6zYhRKXhf0HL52hV2yS5wZhDNSLccHLdyrwQJyT6lA/UFoAtX4zEctYIYrz+QUNFBLYebNTu6lst/IryOc7T+0QGPybhLS0oZqLYXJwfYCad5DHP59nC3s1XFe+meUsPWhO9Lss+mABI2q+INiLWIGY1htSVbW2UOAg5pXOolY349KezdxFgEXGeA+RUrAuIxQiuL1rAVpZWDjlzhJyfIWTQvxcIxlA+XBB6JB2LJPd6DUrmoNPFO8a7aQD4lbUSioVzLquECFdOumJUDeVlkAStdMtDd51F7NmHFqEz63zn1G8sdQCgcKkqsnk7OLnB4XrG6jP88vpweweCeR/7AdIuM/8/tg3rgFz9PyiCtxCT0+L8ZOue2xBh9xUEU3jI8Qrz2v4zDJ8mI6HYfyFlxh2Zjqnjz4TmQMLXxpU3ruiNMjT2o0QqUC6tO7+8gc0s5SnSIMX8RLvye6S7BLe8/HNwcU7gJbcTotiDR62y6iydkk3In6ICdkYZdu8tLwMMvqvcgtCPKvZYfhco0kBFozYPZmLa++AopG6SnmnvT3UQh0dR0JRdpitNLSOiRlUyMo3p1t3znZq9eXksSmTjMIC0d8b9STclBD37AaVPOoHeF0pfSmipQXDU64XZe8rxH54V2frctK02RhuKj1Br6nwsqpG1bwQ7sKWiAgtL8kkDAOw+lnB8t7dKeycAYbewo+hw5Z1hMc7lphQFfaR0zhSWH3cE4zH1PIvWEQ9VVzrQcw9T+jvhw/E7jvdIGdfj4IqH5gr0CIuMGz2jf6NVsqnorQFzdZPImS1dxYEaceSRolrwoa869OX3uJReMVIq2HXGzCOxlB/LZfQ3Cn5gA8iTu+M93ywHoIX/i38Mu3O6pPpj91uN+pmIJch7EMwYYtb6rklma1VFEPdS8WmyXs4OfnaaP5gPbBE654asp7+rDb4xBM5TNKFg3oJoY4PXVZ4oexjtAHBdvzeS0QlQ/tzgl+SsICbHn4L5GEDp5N6IxWKvvMEqfd6i4b+hDuUXZ5C0bM4c5CCeGP18kiaY/AQid18L+MIPtNRKmYZnbxc+gpzIcmHkrkvm9fojMDQIZvqGL1/XfIFR9B7BfeTeqQVwN0owXPWdjHbyx1RBd3+4dnmxyquuRfBu9jmKfeukXGDIykb8dSh77RnYbG78IeK7cIudDwaOcZ6WgGf5OHbrDAefiFMl3NptsxUvlBBJ7QgDlhWWmsecFfbccXKpcYkS8YqWbnU02qI7VwIuDWLBlyLCvLZBcgyC5KsJ/br8DEdDNy2rRUri1V4Izg7H3jl0jNak9t6iDM2zBaObfu46a2WPTrP4Xf88LrXtC6J6RprHjUFk0a2brtS9pW8pRtuSfH9G2upP14oUBiXOmNJjGoTXU2kDlPmtU8fkKcDGx5KHW/vQnHQjTdvMZIoEF88udskM8jNbtJnDqjqmsDWkDlYzTaNP9MvycPOu5lBtJngeA1xPL75LT/suBnGua+X7APsqwCDspNOi+f3ZMZneLNb2b7nmeT1BFF4HUQz8GE8vEC+78v9O660KEuOU5gZVh5c+1LKmi3A5QYWta1SNzRq/HCMzpnJR+mLAgW/yt+3kUibEVnJcHtXAO/0Rcoerb2sEGBP+ZdXHiA2Qwy4Y2eoWaQlxPH9ojjD7TmKflD2D3irN7ZhFiblRlNV4yLOZk1U0GFcJKwvogkTgWr5aRH0anjBU4iWfu0iGegVrSTJFOGBaGFj5Ew9f9377iR9pFQnI9/9wss6LPBzVNaYPx1KBTtc0mgjk0RxDSXEsWtlkP2JpLeEwKaFh9kSHoHNA3ysy3MLuuQqC6kCLjPAO/qKyueUmKqVU9OOhruyOmSKsKqGWW6Sc7bevjQ1LLma8RsokdVJif1lc66pxtw8XFbHdGEIv9cqN3ysNd/8+B8dkVWf+1qNVUCrCvhMl2qNvGegbLNA07oD/f0ocdOpujHS9NAe6g7gunseGjv5kLQ2lYl9ptc/WDXseHcY1bJg7igni61JwDjRcl5gpEN/jpRfax/ijK3oyLASHm5LkVT09Bl6gRchKS+wRPhSIE85kfQjE0ut3qRGffjzcfAfoLjjs4Qzlhu0/mqsIVjnmwdjHRFE8G1DALQQiS1e1zHUdI8yaZx2Fj43YEsXjmW9BxxW50/jgODq0HMVefiMC0++fDyyhYLH/TojNp4ShGOwOZ/evqvOxmnFP5flK3//w6gP78hpPKlb9Bmer9uI4czVQ6jl6K+Dip5XlTHmzZN75SpW0J3hTuvwWeXCTqlqvdxgEejY+bP0quMyIu7sFyG0hDjm9ox4+gcPTFhANHmex1Yrp2y20H0dW+L/6DZzd4yhjE2EjhqVcVnERtqb2j4hnFxYJmuWvrapKqUN6F/2dH6QCUFBoq2tdUybT5DFZ27JMFgQ9VmYH7/hPTQK/boAfR0ey5yewmmObL0rFVl0KUcVlev9MM0+Y3phVYnb2PABfwmX5ASetvC0V3lZ3LfsFcKnBtrXIQsjc7B3XltBYEehY1FpvIsqdHdRIjI7GWvOoxTAh48Z2W8iDejT20c3JJi81t/IUl7rrche64Oc+gXDx47AOPaKL5WkGCbUG+65eQpjbRRO+IscYQnxR5xY8WBzBKQrpKEnecOlMiQXD14SJTR8y6fkaBRk2jmx2eIXNIk4gLklcGlyR7/BAw3u0bzCjU2mO6xE5/51CZjxo+9+vaomSMAqkqJSQMGV81o+eeKDc3Wvx8edCfCqTJPkhUrb3qdKJKadtCFvzg0/cNucCX992nNDMTeVKej5ZvcfQdLSwQWawFVWoxWtA0FKrBl5Hm21CmcykdNl+5EKSqcYgoSGqKk7v/1slinyHxnJHkFjFvgyKnbgiAZkGvadx16CtqCmxW8uyTUNXxvK6mpk2EvRR5WWncXaJo9Xw3U+bgwqs1zH+z5mdf/ajIeNtYybkN7Y+M3Zk2zgUHIBP7blxkdT8rGLAJK1cOJp88OVq+KkSm3Iu2QmD3uqPCirJ30OpPnSOhSTbV2+7Bf345Q6oyMGNR27Thqa2U159At3nTRjDe2WY7/m1Rd1hR8CqPxSWNZviu+vx1MnOMWvETZm9BsgKI89n6WLVHjQbg2teevS4ZfwmBcYiFtnjQ4dfBRKY4zDzCZ5Ss903pf0WC0yYMfwKwqTZOmp3KdccW6So94b2lDlHv7dZSz335O/6UZYtAd5xIXltKmbYfkvh9O5hJ75Ts5p1qP/cO4ro1Q86+hMp9fET7vZa/LUP3kd94JZf5bYbMIHzKOFtWlMzEfcskziEiwXU4kz5+GDolwc7RzH5V5GjgPVzsiLoqQUamPWt2U2ciEAdJnPLvOPGZSZ49FfSQPLpdOVk8rwaGHX2QnS11BsM/e4xTsKdU+1JP3XknkDu80VyeECAnYRJaV7G1Jf5+P7FTZ0uHweZ7vg1Yfk7jE6IQ6ZERG7iKgnr94fZHG0Jg45ULtAvCdeezYGQ3RfwvhPV2Nc2WaPB9nZbQYJIsP7shT5gkxNaaf+btQ/c8q3uvYB1+kEtvjEkvLmZZUbtkWrkCr8gThzUdmOB3FJm2FRduvHwz0nMQ9p4ML/UUzVcR8H1lGsLwSDKe9cg0P011xAJS6KlM1Ocar2NcqG7H9z6a4z6wlX7QWd6g5UgRq5dAPxRUFyPMMZrDQz4jh7oEb4Ia9Cz8m8DzABi7DPlHk4npZ7AnrODVxf4fxUPEuUQUP8MwSmKEaV+tYQde1tW98Txc05+irhVaGDLWA/l+04zxPG+sYG2cwht/tuzclreirVLxY0NmvW/gADCl+Pxxg3COWyzdNZ6WuLSzaewf27NVWmNT3OkE+j57T5aovkYSjmffHFxV/xzYkrscNuINI/ZlKjGN+AJTVslVxuXIJDRset4fhFpanqHi5FjWPW04JMo7UkYcNHns0id2FycB0fBBvnPyrzxNGiRXWyVWrC9X5uS1KdknFm+85hc7TTJUWhTemSCO6B62wRWKKrzuyJGwanxKD7zLdL6HqUuTkkLrkHbSTXyzhKIwAflPtucppBnjZGSM40Ur2hN092ZoAE8vlTg4xY8tD1fgWxYJmu8D3IddzRKZvvXYK4qq4ieXNEYv8hKdGdyHhOeCmJpnAa6DmPaHvAO3ztpnBY8OvGFtJG94y5n7n+o+mtDrAU/nodQjZ3qPL13JPPoe77gXBb7F8g1kvSeoYPOG7xrgMaQLvO994xmNOy/nmMLArMhf2SmltKpY6S7T+CUDY8ubrO+nHPS51kO1a4ab3CjKfiNkbISUwifjEuqZNlYiPHCtEQjXRT/k2eIvyktueCDmKIgvIvQoqxt4RVBxdyS+pGmqA7wT1Bb/mLI1C6KOMUTyXz1DKRyzfBEClWyJdp1pbXk0rW2Ii/IRcBvD24iyD+V7vjBSNBKjqcqjxVLluhbRNOQEdmyoM5b8Ouu5djiswzg50+pNcwBsKDSQgCmtIBpXCfr+US/kDPcg33lNmhL7BwpaT2QcU1GzkCCLJb0v+JxVZ6XJ1pBsjra7A16el3cD7Vrd1GDCUfhxSqBVK+1g+3wQXrvt+S29EuaXQeissuJmZXgS8urqgYEzheLVdxEpN+I66VI5TUHHHr0+bm6WJDrNLGiJPQMe75QpFXk7PeNQMT1hHM/aG3ErhdgjNnQb9haV9tNDCuZCCp0bwOix17IRct7yAtYtYGe4QSLhaRisAUjo/DtVzKOMN8wPn+a1YEojrXNzvznDycwCwn1rJMh5T+rabDz3avwz0YWmzk8d/0km5nQMWWgUDdbNqfMrWtukbGXrKsdY9ZbFTKIIjl8XTYMi6bhtz796r7/7zBAS3Cf8QnmMU4XwysrYvF/ucAlwctjjPU9uDB5/ptuUnkaipNAltuarohNCMRzSelVgQbUe075Nul9TdaG8qgs8hBbYm9jHPhbReOMBooGdkuvAx1GlU8pwCVw79QoNmKNarwiavmhGwAm+C8HC9JQHCkGHrWC20guaMs4XBxdxgO3yqpAw1DOsLVXuIA520rjSGm14WixsvMVqbzgJLP6jEG4J/EFLAVdTcqMZZd36E0APQTQdS78yfIsUjxk5vp2eK8JJ8R6mKS5gOM3TKVyA9U1e7b3BTmkLxIRUAxBgOgQ4zm1Hl+dCKfMpMirGGd0+uqMTMef3S34mjSlbyz/f1h31HAmMoPfod8+TN2pkJUC7iYy+GvJtnZ37KtrguFDxheP0OYtXN95Y4JJZHh3++Pg3wH9ckP7j0+/w5E8QcTrzrz0Twm3lIWkZalG6gufrs2RmqmTm7sLJYnLF+QNkOzcp5tTZ5U4nULs2eFBoW4BBWR4BOHRGKys7X3AGlzg3n6YyzAO2Hf3851rX4G1Y+H1QmLxC6L6G2YPfaTrNVgE8Nf2kDKti9sSvYhP3bFlX5E1Ms6qWes4l2+hg0x9YB+QvhTRJJBSVk1427kWOEV5a1VyDOO0z7PvTI/Tum+5CGO5l0P5HuTmLBZJBgswtfVaEyzM5+wYUqzTNMUsCGH+JUZQzv2n+xvWUVUX7iJtFHlKQ1RUW0rVVU+0Crm2q/6YJd7kIzVqtMakWFXiwiguxVQQOtAR4zvR+7lhzVA4Mp5Q0qrkzShDF68NpRFZj1Ztk2UyypiXR/gM4iIEDxhECkT4I5k3AoOWihfII/4ElmbfA4Gefoxi7qoIZ8UoXc4Vi5O8fAsbKmrmoPq6orWhm4JyeCmeoTWLMVwYMgZ9ggVBFtxvOeCQCmUSUo+AQtPTRIWZFJwA4GWH92nhKmcSrdqgg34/MjlRDNJ+J01sbKaR/VqQDNqS/11Si6F99wvXzjRSGW6FUJfynV//+DKQ6vfoyPXg4WjqGH8+gMGkGXsL+rn1k6RiAMy39FycXpn3AjAIwZ2XEAv3/P/twRZSE2u4qdyVszf1kpwoSlcDEfD8GGBU6//4Mx5krjHf8k5tYXIYi3pSdlj+DAbJnYhodrQqauiFz4ogVeEEfzoj1ltTi9flChlEsezIgFlOJjDY4X9cGZ/4No3xxHFGT7Vj+m9XDvRz6VP+GkMV9FyXqemHsEaNxrRPaj3Lx2CCRhdUO+wHvB1GaJt8mc300UH/VLOWVHRCcoW68x1H32iujS5qLRO1R/GcSTzPuXSnEI6IrSpuOemvVn2jJfUj2VN4/sIU1cIhrLolOykyHCanR0BbLbZMGMJ1NWtS5NMUzME1norkKTxeRf+6Kpaq9xDF1dV0vPdQ1NABrc7dDNj3EkxbCM3UNzOhI/lhC6gRcCHlkqxfpk3U4sIu5p0SmdtKXRGNXC6IwLS+e3eZ/Tv1YJ+AMdxK6kb70RBsE3umplJBA/IrWKZbIzdvDYIglQewBSEMMWJ1vTvDaVQrwo59m5AF1VBmdZRzF8Dj086fHsIvMDrFauB2JKy6bpn44P4kAEX3SJH1VjaYfNMSg+Ci6BgiB/dPk5QClmMayyyneaRdo8XHKKowZuSApz9RcPHe3ADrWwH+sR4ps1ifafOh3hJYhPCMB8U7xgMWFgYDCXpCknuaRqQLCnBefpX9tkbRTvXxXSScd5niAYkZoPaRzgQBFRsnVQsDtFpL9XnE27YIU7ksZRX18wwawnv4qTeythQ3sqepAw9YsTkhy+Z7yq7hrnEmhp4AL6T3oURc1LQtePipelhRV+dBu0meQo0n23/h99JFGmjhxF2/98ZVq+hXsvuJ1mKg54qFt7qIUC+96fOS6j2BHYwcLnuDBbZtbRRYm0mcyA+4HClT42+q0rxd3LUwRwCO6dhd3SAroyEMj7QwhguwD2JtLs4BEBviSFKjfb9e0AgMDruchF6i9IqIC8Gi/hSCnWc6+E++t1osbs/SZc95B0/QyfotPhEy+N0ijNfCz+lmbbceL/NEtL3CvsjmLyRcALIJi4U7p7NDpXjaea4pCK8VdyT9OElB9PGN9ObLU1WIyL5c43Joj1bPHOJQSvrimGHoJO0S9p4sZVz0JElVDkVciSC32EXBAxi0AIZlJNJ28R4imdtP6WqLg0DmUU5WfgqQP+3AZJ97RmFKao1/HrUmyc7WU0PIz4ru1RnDmfKJBOSoSThZaI2KmfiKPG5nCXx2IjnQ6S6B/dZSRGxcLHZTI9Yg+imweLgunFr2DHqK2suVP77EGkrl1uZ6GuG5AZgWEv9ifzEfCsaN25fvv/UX548tcSauB0FX9hFaLYuUvnmzzN7GpuR2CXIie+509BrGg3nJhKK+JQ9gV7PT3Bv2Owz3sLynPg63kfRdclq/HVVI5iG0yYn09W37VrM98m46aEO7EmGmC3XAogUy9f22rx47RCAPdNO3pXA6DK2Dkmni/vZdlfAu8rmQOQ6r1AAuzopf069tsT42l6h4k6MpTg3m7bJqXubbjsgI4I5XyvmDfGZWvw4nuaGsQfJAU+jRWUYkw+UQ+n4OJ7dJt1CgH9Q0S8AV1wxag/pU3KUKRI12fo36xG5RUQEqTcyyzXJRMDmMyOKipeet0Re+5p0Oedgz6B+WAhT6zMHiYjkDhNYSh0ybLLPmp2lnTY2Jjy6e954O7JtUi4ZZpXuf1ONsY0j+yd+EYJo77kb2z7+wIE1S+Z+t/qRigp5k2XLlILwKU6b0nr4+H8yxrHQ7TcBlbyqVRsYREafu0NHpSmKLmkgBuCXBMxgy3vLitFW9TOjTai0NvYQlFYp/Z42tl5lnUpRRjKYIRXIC0Wzuu5LZoNOmrru8HHJ2nB8gDWV8+X1cq0seRjyO7nW4nIrZRfJiFeC2QLkBKlnWf6N+XesNzXtt+cmlYqyO0hqMEGG+dx88VjqLHvVh4eA9tB0mcts+RKVo4/2KsplUTovqGVdNuNyCezTIIBvbkBdArMBtQVYTCIdq3dZgMuF0gbXqM/n5J/OW2dxnUJ0SFESZ8aeOJ3iTeH3KMiMnNKrA9cEiRS9CVZtHV9q1NWz0YBdH6455NRu7BIoAgQydkkCW6xhTzKNDTT/Ri7FkseHIQIDZHolDGjWZrmrclPNeOLBLgJU3YoKfjKI1nnUAcNy0nKLZtIis55LurwYZfrugTGAiiP9+tOaxNTDXURzUMlIComzQtFexOj1teqKm4BU8GKsjWE535zRCEESEsMPDs4yObOHvmURqGjLHt15LsYD3xTcnVepH/1QXgOmyArYGMtYwecSUd4bHFKZzVvCAeYAaABYI73Dbrnk3HpWeFFJMnV6cM7LGr8vJXKRahsV1OdN5px/sAiD5q9nu1bjYjxoNVWlrUWGXoR//zYjeBAd2Lf7YXb+q9vXJco3LT/dDVJLcrHs9ZtOrX9NG07nqF3Jo6PmVT1wvn+Pb0aSRIiYFRpdhvEJM11/Krkii45PHYa/pVkOHp+unuolME6I5gswdB6zpwONghVDm4r2rCtYRv0rudaqOjgavNLYVyCe+7w7KLbxgAwpDggZs1yHVL4BbDkVVl+CHICgxcDuS8Mrcv41VeOlbO096nJTMe8c8qzeC07mmfUC8Xmt74oUNb6Jt0qC6XBK45/3Njg5Y6LAjb7udrugq9jWJK6+o6oT+z8OxOTp41IYiEMDRZAqp7gnZpG2dnsO7Xx1sNBzC869i1vPEuhBU65CbCyLOursiGdyralEl/0fTVwMhKfvpoFgg4ioJgROyc5Hs7mohOHheacEepTpByuwmSeVJaAlSw96X0y33ieCU/TPgq5tcnvhLqoLtgczmRJVxMkhbZbHNhqfVPb0TiU9Wb9lxI33zrXaR2Muqc4z7NRcfM1/S9b1ZXB7wskmeWS0dUYhdgJrj77FhSoa0VXO3nD1hVW5mV6n+eqjaAVmMwxuT1oTNdBdvE/nMlH7Z+po6/6xbFRm5PAk569ovLo6DDEGNZ80RIqSP6y6bTpVmyBdKBP/5LNjMGzFCGT/buPBvHkWOFZXkjmgpnR+6vHrzcLI3I+3xdc/VBCIgk+3GWnO0Z3PdFtuRIRifkQ7jlp8aZ6ZPEPZcExBeOvHVLgKU3bz0jyOjXN1i5NTyEhJT7hdNXZtg9MUr2+JUbNBu9Ke/t2Y1+GjDou0QpChmK5fwN/Rw6B1I0C2+40219ZNxY0jXq8XmxCymjGHoC/2JK2QCsrMri2OF/RIAXnK6DH8jNqlv0WGWZfDZAjLeVv472g4ShM0uEjQ7qBpk6eMEAYbfrtGEehvt+A9NbA0jUF3WfZ8xJRGUsxJWFcLXcRGOJp8alCK4cijkYeXV2AKwCj7FJvnyAFxR+WY3VLqn2K61RAMGCNiBL2DmSOVOTx5eAmb28TflaOPkq9Be/3n/VAzG/iW3eHrICgFIl+lWBiPRlbqFfSiy4pWiRR/C21v5Xnho6neYMQBk0oNvMZHVYJypa2/bZrymzrB43okmk8KpMgcqmP6mulGdSMq79+EzZWMNmA+1Mm6cdm4G9aWILSM/vf76ER5VITZyFkEhr+N3Fedwq2nv25caefzUn2OqH/HyXe6VCC1gGUJ5uKusRXBpgz848QiITnbMbL0uAS7XATbMPi8CxmZIACVNU4j8kd9W1qFJrdMboNKl7bmXznhktE95u6a7kCMlqRkah8wNntQ1ZLEF/sczC5d3biJMeaTgkNyg4HgxqvOZXLgzZCThjDtFtRq7MldMQl0YCNv+ifq6uP86NCkdYMCIDVu5VHhlhPh/IURULh8QDYliMfUwbZpllIisUzYci4hNnob6IhgxesfhNmdrjWWdVdZy82k13wGzUrG/aKrpypIwnSoHmDY3R5GAk9tKlV1sq8TKkX2bBUZy8t+F4WHHupLEQO40PUxwEF7Mo7cZM8uHnySm8yXQ5zyo93cxi6GLkDrVdJU8WP5t3gNrjoAZJdxDEZq3OIeF89mRYYYhrxs94WUN2n9LLvh89LnWW52u0icFky9bru58/TGw3uFVFSva3GtsD0U3aUCeWwAAq0k+kb0WF2OFOYCYvv913HgHc4hKFJW1jOIZ7ARMuyTmkV2DDWU/svyeD8sIEBBui8tTkdSLpKtxwGQ5UNz+ybRZgC+uQfxv2qB2QHHYN4WIk8US6UJArGgZpZiphaXXOEELEjuDe9fLizHkMH5lpz+89Ko0wbNWJLGnF8uzbAhqMnwsb1rUZVx4BQoJqT5P8UJjSA3El8069Eu8DtMNB47cuwJBskS+J2zIj/UGqkhSKjCHifVdMfecQFA6QiqDU/6cuFZPJd1RQcsVCJ+5IicDsCeQr/qz/U/wPSl9l2o0Xiu3VdPVakzOHVEC0M3BgqpsrVna0+VRaX8jNljrHeoua3IcHFpKmq5fCzfTf5QgHnozIuUAidJMeEnFMgomM9WuKH7YKntbot4+6B35Pq0QK05L8v8WIbFDl0pUptdOIozGBFnChiemwp9mVqwmIwx/eJYivLbg8mWq20+E0QRmg6HLosAECzdoU7q9+EsFHUR0gOGCpSnBVvo5eE/qy/CdFunnlaFHJx41mnY1dD1kM2ZEb6BX3h6T/gyNS6/4PmQbuCqi57H6+0uSILSTQQh2jyeYwVSuMEhtsF+6h6VoD5s9ywZdvbP5oNBiGtrpw/HYaCzJaTF2AP6qykqTpM3v3k5aNk18X3kQVevDBX3CgC401OCBfcOjSTX1XsjaP1LvmAekz9Bvfa4cLw/2Vb+rShkIFM8HE8ySWfg5jEr9qJm6vDojppwsPI2BeQ6HqrjGe8f8zoEj2o/NE9p5T3YcYLF7NZJuGMCekGWd140pOUQhDyTvOaku/FP5XErguwyauhoMgQuzEuYYWlVytAfzClL2eAKErdjVEhUp8DX4yQqqTJObCwndoIlMQ4utjqJ3Kd2c/zZMo6mJ9HDskmBHzlLTipBzjserSscGRxr5+4ONWGRzJoMwQPtQFjyCYjlsVUjdj6qNoLVrPJoHBSXSHrM6K2TWsSjUgVnUeLxIDFu0x92LUtYymsUkx6A9FoU886Jv10TPeC3PPKUoR/YZQHNcZyaz827jKooccp/ICwO5YnVvHOo+2iKd8AzadWTHL7MPXOukhmt0huSrTcg11aKzf3pDQkTKW66gP9Ot2+qd8GWazAAtbjQkRp2DFoNtxJBlkvFEolTzsgDY3es474cloAvkM47RXU0UGeybzWjHpd8EKzMW7iaBgVIfgQ/cPoupiQLtwzPISwFhjWcwphZonQruqnMVqIRIaRlHrhdbjUmBmg6jTfMclHlIrEMumy9KQrBkpLa4VC4mD8MlvBGtIch15s7eV5z3p9OwRFP56QM9TMEf7Os1n9g1Bwiy2dxGHd9ye2lF2/RYPnoiioibp9Z2N1zg7ow8CetHYfUtbVpaB2/SC5I6Smk0fs6MemP7tHFIeXBWFYYxIZqbGfqLLDMI0q3GMTwHDbPVwHe7++iw4N0UkbiQyZGhIAT39rOxPQ0mRZlMucmDpT284Mswy8kKQzkE6Ey9rh7eaRgShw1BY5hOgxq7xzGlSP3yb0NaRg0a35k0nAqmPRD9KmEtCjeZVtxAF303esG+d5tLaVnX9ikXRWKNcSucU/bP7N9OH+oGNFEERhOOgLcmGd0QSisrNPZR/E8U5w81mQdGfdj0dbKYuRTY4rxlXPRhmjJL26YLgWVut/bSTeAYQXKLgUs3irbg56RZmGGrNGe3MpEFfkjddyiXMs6BoXRNpUCSpSl+g0raixVNNquKCMO63d+dgwgH+fAZEv2OivIXfKldDuWJHZdi4ASTvXrEiE+0mDn9wkTLawn01ZdShVCHx58GA6JrA0vP8J2VO31zVCAIh2SrBDnxhFFef3WG1vzlHu96nh/hPOkpr1NPdRVsjnb4rMV8QxmsSfagHWt0JlMORY9TlhkHn5Sj2bQQ02/K1KFJPQeHsTioJX6IsNwee45bsk/L6LbabdTH5HnAviQvuYWn68XCXWEvcsbziyOV2zymkqvB7uYuLgWdNOlWSsYELBTiz9cXZ0AH0wi4RVIWvHg7Pqe+LzwoKOqK4HIKfr0UPWu3+vhxKN4zW49cSxfezHCj5C1jufcTIPQWCPWXvghDMGLD8wPqTHgGXtigEXhIO0pw69xYHjcNdCvSUJPLHe/nRMNBafR5u9n9R6Ab8n3dPHz5BQUMgtS/9aIsYKqyl5aHesGpxLdnGwyiJ98qqblU+SbxZL6PMpZ3KcgrIBmh0pMVV8DjmA1BCazw9jDs6/meYYPVP3dKtao7EIOYmLLO8Eul06Y7cLFqEY6qX2nG2cjIN49ISv5GsEXyXw5Njatk2WquvzcAfMvL1oHKV7C8TxONfvxQNRlLe3BbBryYvEPE2uI2+bKY8zg1Q+9Smbw+vyFYFOlOiH8iIGsC/ZPe4gSlWN4yBOlggwrRE/D4zbNL6ElUTgG5weagimB9ijJWmMNkYyIyo8CZmRKWVg2bVPGYnczpppa74FYxz7e5vEt3acpzeFfva1lohimefpc1K1SLQxX18SHEhXKIXjnGUaR155+ts6qDoef6oIvXEKjGT9/jscollrMGZ5lxlWt5AuCSV+hHFEYLMQ77I11l6dPWKDdfHMyEG6WklETdxL+A0CrMX6iBrr6Cpau6dUXDhcgPSxzUhMUI9pLploQI+hw27RpPyZtbL63dPBgs1raDE83a1ePiVDl9bIl0+uVW/31zTUY+CjA0vfOtbZeWq1Jl6ZM9kAorwfuu+UaSM8Ko6yjfdBuOXupm5HvJXNCx4IRlqy7vIAJxsQKRYuGB2fgx8iCGHKxd1q9yOcIijO5LE0iE7k9L13Ko1P6yTfTrvYOdE0bHz73v5Tj0yMXUPTKfaCsKVTWg6iX5YmGl0aJK9UpTz5tt8Db6YK4Bo2J7ehGaT6pQ+fbv6htt8/nQxE+FTPMQ/v2RWr0Yxn7O7vNN3OvrleK68ZGHcxEY0mT32O7Nh7CbBTJ/H5ZrZ2KloKyBr5EBD8cQsMZ62xDR2jhI0l1ozrSJxK/bX1TojO/YYKPehx1c98GYAaBsyUQ0oPZEEwRJly2ulGDIyKNmGZR0NzupinyNypI10592qBmp1QRmqX2tcFOA6l2cqR51E9rGE8lJYgTDzic51MH12/TCYmfL3INYppFxDS5E7maw0Q+Ky55vQuQNVtX42yg1y8S+gFVMv7vWXsJAGFElNNrOVNWxv7BRrm0RH3kEyTTEyQ9P2Abqiu3TTyVQ8fbD7a9OjtMszioJ+P83/Lq8QGLBxaGnAjt8YvxdRtm+WFZ9iW7353ID5/5ScO/4fzBkNmpULwrOC7P0DOcpo/eRskRNx2f083jY9bMrjt7MnNy5bm8GLReunvl9AQan5Ye3JOroBjL7cGf7SES175Xt2s7R0QKTG8lciUz05H29xVWns5wcrD0bUrHgXOS1ZbMI39dG7gStxvnYbDDIgTi7LuKsafvObu30pUZ8yzBj3ZXwbR4N20hgcJjLXFY2iHYh9nMiSqpYhvP7IEOOXuRYj0WotjUzcUixKfidOiHO4HRjtvx/HKGjt3lQF0qGauicK+E3ULmZVsmwDZkNyOkx5a0B5ue3FO80FEkFi+rVBOQk5kOHtcuMB1SR7oFc6zaimayX+ONv2gNvNavyeehgTT2qhxQfmZk1X/Gd4bvc17F9WS2NmCPBG7UVwbBkL6eOsPPLn1aubxKmulSgPH3ydiYxGmevwxUgghbOe+PPJGDXFZwMCDUF7FdjtbiCQY4gR8ISQDClX16slU3kUAgsD6AGPOxF8i8Vi+wQb6gpT3S4dpLy5qsamu7pKZ2uaUk4FNfJjpbOv43qkWddWqU368i4VacYngRRtaKtaCDtn+fySyTOBBOh+l0S3mSxutSQJam9JhbmkWSQl1OcwTFIlRLZOt8EXAZ7JCpvIukpxMXhZRKd1m4tcAdeGTrTcEzZKYFoo7C/2fJAVrEy00Lk1BqKjkhEkCs07EYJSxRMvktjUznQQx5U0ZmskXzFDY43ZwbJWBrpn4k7hP5QtXy6eENbQqVaBmL6rnbc2W83I44bX0O3VgjBQCMk/JDDh0oachZkk0KnhYrb6D7DhfaOcjxzpkoR/U/da2Uu9iT8zp1kUC2M5OuMRvp0DaVXLw0ZSISKHi1m1s2tGepw2A2s89yE5tx0uqM78m1aHVXhd4k7Htb0Mv7IoCkiaRdwn3cQT9w+sACFJo83RZ7grkuy407zX1TKs38lgGlUGMDwjN/ozZKpu3o/obAiT2PH6RNw5AHR5cB8T7UQRX9o+7fi+WpoJ+ye34cMyZ6Wm5vs9sv8or643lacmG2FjpWg0vx4tnxqpFfGy7eHFoJ85SbbxaMxf3sY0eWaRtfUhJ6f+/2JxMALH4AC2caMo/AARw9VSOmj7FAkPLi1yPI77+wS07BqTHEaGDmGNeTz6dbiKnVy59Z1aNYKvomBdHimpJwqLR0EKMRq+esLS/UjUKxqQuFTw17oBG0GW+01l9FYUlu1m3uBLRaJDhVrhgqlu003J5v7wDkjf/hMMJlcKAbT+1ncivv3z77k5NGkWZhxymc6aL7TohJoTVMPAmuBWiYKC1zLDMqkOUJj27AJcOu210gvXcN79l+IrGZ7n9MzXKCQqXh3xZjvWfdzKlqjUG40YFXG+LLgjE5Rrx8RRMT2dPiJ4LgQ5lXovrMvp/uP0iJJ8VZOvKU7m75R6n/SqSjX/wpYqulye5nyxD9x2A3YNU67pfcFkGNiaPRybJGAIJ3m0ueTArmGvzOA+kRtTpUiJgP1q5EAqOrv0U+VagNb1855V99+aWy/n2I94DMFxtA346dpyB7oaeo5nYU8uaoojFPybbU+HR8+lMHC+l9xInSxHy2fKaVK7tqDvjg1D4ahQ5Spr+h0o86g+fEbpuk/2s3zCehGinvSGd3torj7CPFwkqsdTfnfXGk7e8a6m4r4cqdEfq1sdoZ9gJ8tVOgGXTIJSTdBzqZ/2d61fOf5CeOHjSO8YI9D8oI5IqC3mQLSkjJPzM3u0jWrR4/dhSPwHDxU/pBpYf4pcRsx7SCxV3KBge6xJH5E4Ci2zfOBMe9HcyZJw8V95rBSh2AGNy9jwfQfVmoEvnuSUVCZ2aO6vEgEXLjZmr7xlYYolaKOYd/Y8NY2cwW2vLHOUtB50thgLaZlFKc7gmCrCNwfbMa7cdd7XxeAfWgSqknJl2HqPYBIlmbcLqrPm0YQVj9EfOBaqrCIJX1AkX9ZUm1z2HF0hrX/0xX5biN8meO9e40kSoP+32726WnI6BvbaxKra4iSHOKv1XWlexPImxbggPBrYyR9T79TWQjXMm6Uid9MCKVc9Mud3Evs7Uzzyth7YN3KB6XfUtVLAQdh2QVx0P+cwlp2cPmpUwRNblxUG0D4UlgHu+d4f4GVL/Ykv0KhMU5UoLPM8xqcEwC+8AUGtZaRuLOCF0bge4lQ65MPpvRlp4TdJ2N6r3YNy2pFA2lVkoKAY6kxZv6NAL7aEbGH0OJbQmghqWJVvmyewsb04nj5dmV3fSDX9kdZXpQ/0SWkbIjLl7l8+AiL0mh6eU9IKg55cFYnQq+V0uWqrJYPZFIHvkC46fVxDA+qB4dU7LkvBTLPiADK8G6k5OSH06clLngwISfrYqo7F1Al09rnk2F1tGvcon2xhpMeWK7ub30Y1uANpA9kxQTWOvCD9p5wDYPNFZ+8yaaAvCG2O+jLnIS6duBvkFBJ6wv6VumJm1nG8WX8V0JDhBxpJ3dVuughedcOm9mpGtN42Jy4FuqQRwRfqocX4D6AuEPHHzBc6qdXmcM2GRZXUyXC6tMRnk+kJX6+KrRwZkqAxkMx6fMrjWtjT2HJmhiMnNJ+chZ9WOAsQiSDTxqXg+Dq1hoKSwl9EQCDNgWYL4WwWYNl+IspMDgoRj5aEXlzNbhaNU6OPq6aXeBK5AxEikm5s0JM4uF4x2TiIwr/qY8Aa9jE/Bo2VaQQPd9hw45xQig6isTJmsF8LkTyG3i7MwtxVTnOQWxsVV8CqjuI7V5W5LIx+8mq4yZUyH58ILqlkR1qLisVrCL3bdU84r/NbBbVdOtcCQUID/yuDe8S36g4nchPAJyA/kNpEquuzrR4OzI8wvNtx1ojjW2wiSPyXP7bhGaims6iuo9YrF3nXB4rLHF8sKwaJcV/I6jSfVb1hLTk3XQh793FCvkvlAVgRmzAOTyKzWrJ+Kk/+D0NrvWzJyqR3qfPihec5bdNI9OyHTudxVMpj6satdOZFlSC63WNHp5q3nEft7u+VYKPplKQk444knjiiaChnl3CWDvpe/ytkd66sfDCSm/tTRm5vX5gmQsBGA7yOVf8y6d16S4NFyo4Pt8DF+r4RCibap4VdvOcDoyr8YfAii6jg2pfqj8xoUb8DKxvi1MKmPkzzNgbYJxsJ6UcpiyelEABf/oGx/eTAbux2SiA3YX+FSAxdOBqIKJr9WFE5TNeKROhv7Ez1ws+DXB6V/SyzMJBVb5+3L/RZFmxBg+HSrZLbOaH3G0JBkyXc5GexIvVdtvcSa7IgT/FjcBeCpaBee+qwB2ER0NGgPd/OohTsaURUqgDnNBRRjyK3GMEApycuiz/13LV5GGqQ6b+L6OsWpqUMOvCRuR0kgyLRkC3C9xLcOnVkGP25uI3u/lk5WBT48VrVeUSiiR4OJE5nffCW2wwk06SlEhjUb9IIyWkuZ8SefV0ai1Pi8m0NHoAE0prtI0tFipGPSZBtmzDjTlf1wZxwnGRtJAQKYMB5tTeImq7FrDjgnIV8DqMsLbGg8BHR86djGGkCf1hOxW8/65ajLa+UJiuPqgik1PjfdUud1oD8v8gtfK+79N7k012hYZnWNH+1LBMttGoQY+AVjdUf9zMgJoJ/ktNdKYcAGZf08y70lkzE2ZQVzXUPeOtto/4BWmpKdDvalyLvyFKSeyiHeEjWYMC02DNVeov1Wu/jmcVnhzBQ4h0mOR0bqx6OkE9jhmJMxq4/DvYTJR5oPJ2fASTNYoi6333IATC8CG1TWDn2I8nwXqaiuxeopoHxRyqSGdbPPDd1/LvGZWFZlS9Rzp7pfutlR5bVUYiPJU2Hn02XIZ1rrmgIUUgOhGXe8yATEqVY7L7IeYEpxjHtCY2VclE1bUM5G1NXtmD5ouJAP9C4/+UT/mZU9BRmHBZHYyjvYnm3rnPqbjKxfERZJxxps3GMnVA5OMKc2SckvwHjYQrABzY/Rl4G/wGSe4oFbOnSxmbZ3Hh1m0KSaJaiHS9qvZO6JxqhqGj43PwfjJ0I0k5m2yDoYpntIIui0oEMWzy2t4BSm/vBIlcyMJmIhTUMQV7OFUOrLOhe8Hmj/hj2t1lrjBezXnhlqJMYfH5hskCGe044EYjlnOO9yfXfsOXZf/LQUtVbZfeBLu6LuXAzTJe8eEzYHvAxOLul7PJ5af51UXnJPvz0n8AixjNWyGE91oMSJ57A3jf5g0q3fjKaffn7r8JQvOnkMnjemQpuEEGPbxR36USuHpL0UZl/meIGNMDBaHsdB7khS/xHkSs4HKnuG8owROigTULuNmmNJ+nr79Mz5UE3m5mr0LZMs78FyLt6iOtO8kJduhjqobe6W2xOOjL+0PH2uvZwW9pqsVZaTKxbxDhLE8yUdJJUF8E5hjXKkXPJriKjLPN38JjYoQH1sZS1I7a8SZGJ5mm8RuhP2ea5VNZg6R2pu8t485G3baB3KeBo1n3d2DL3X15xbj11mjPfUKmjh5sQDGq7fzNGxAbkifzo2Du7DiVf7lbl67McXZ+isVJ8L0t8FPkpWELra2ce4H6qokCDiGGoPv3Qk497Mw3Yapzd1AEpKojKn0StVqTL29GAGAsNJrwdpwbyCPJGJW9LPLbVgFTE7fZJe6SWeWFN0dNHbIfOiIlKh9f3FzwEc63buzeZFfDUvpIec6kFoQDQ2tCGG8brhy3L1theYe6kaF4KgBwMmrXIRhq4K3jhZ4DGSvV2AoHRCaFLgTADdIV4eALq13jxS7q0owIG0DGn7gLrJMMB3q8bw4FcqeVCsb7Tqf6GP7Y3X1jGcfW1QZSW5bipEeBjSowx7LqwlqI9hUPmba+HSw6zITCLm5ZYqf5mxES5Qjp1yNv+NjmWVXkgn+zU9HS79rXQ80dKvTvPrsl3u5CmKXS6ItsQTThv1OISs/Py1uyE/IiuSWTXx1bDYRadkz1xPZ8RfrvUfK5vVd9q2Y+UoP7Dfv0CqkpYLPMy+hIYl07P7JTh+RzzLST4h0ufbDEluIQaq+KmA1UlhT+FSKOp0nCRpib/Vtp+yk6wUiNe63jNb4zL80/KjL2aXW9NaiCPUbTeBlMnedJ8h3z4OsRpXzkIZ30LA4xIWuQ6D7638gB1dIHWNmyGGLNDwdC8XAsMdLGhJg9bhqFiHaj825oFpHOFNvXUmV57JvSPkIK8poJPOh194cVER6TW3Y9KzPhz0EQ8ha6N8PaXrTLEoQszHhrsb/fZl9mPka01JwzQq7odsOH677WJYzF+IC5B4H/8LLu9RRmcySiicI6RJMwtoCLI1nGrgzkT+NfgnW6ja915SUh9QPWb2P/UEut+V+MvUZcwp1I30v47ftX0iYHh+iMn1C//d0p4hXHrFZ8pU4XvlZaFesj/Walv9luQNDJRpsuWr5XJFJ7WQ19XeGU5BTshzhVeP5u6IGMusuf91cOblBIUs7rTnbQU9TP3EF7rPHN16+pR+PuC40GNp+XKjQeluARE7ugjW5x/fC0+I6AMZNm3Jo1YqzoSJN9LkByt6Zo0OTbqR1m/dyXKNKcRcI3e/xvS0qVISEFtbpuw1uo87I9oJ6Xld1ncTufL1KRv0Iq10B5ETtBluwNCRk8A6G7Dg8lFK65LdD310Hfvi1baGjvu1/VD8OKggPbcQF3n3EyA1BlWnufmAdCkBTiibs0EbICehbwYVkSvuEgRofCJl/Xsa3pi8500yDjMJUdZCmr+1G7FGbYxbG58R+EvL6tUcbk3J+F7Ml7cmscqIyuBYXwxPzZpa5Ho1Qtr6r0kAjNPhBfoj65FnrVWB8H7cS8JRcoEbZwPnWORreezZ1xnyXpyQMIuLrleW5dj08MkTCI3/Xl80EMwPlEAHhTE0Ip44gpop4lHx3EC64x8YmOFWGNAKXQvQaqVIX5XrgkBaSprj+JBuI2YjPQXDmjmE8BEF+SwRrtXJlSEHG47o51r70NsBGL+vBD3NAw6o9RU4FoeqILqFM9XOq3hdbDsaxLP3GDFpoWhzueg52vVvrMMSylloaOKgtlAcNut06I8hqTcB1051jUJs2a7JOj57ZnnHzUAJhHgnwPZ9izTzfQnEcGjG1qcrFxisoA8xF5eyoQAUtrgcs+1AwIndU/34vUluERLr/B8VCYMrrlgdysVt8GA6RQKz8VoPqk8r5gus17Oq4Y4ZLgwjXSMze9tcTQx+w4u9WCQjuaxstWDayk3DDVTo2KX8MPftpF6EEx94o50OcOQRw0/7+PWOCo90a1d20TuRtF5wasLktCGFmZ34DymjVNLDlvhSl8nt1Z5XMUvhE+WPTk+wQlmNqyBilUHGoU0aFaXcGAP4aRe+g4O+pustac5tFFSbyKPTovgi+xyBs0PL2xSssswuyJsrFZ8s5YFmpzMG+MiYEseeRG6ZSbjCyXfTd8dZLkDYQ/U646/rtNKEOL42Ypsu7RX0FtlOFV4ksojePowaAde+bah4ROpY3xzEXdCsAuFHq9hYqr0l/IL6Cj5MnhmDJpzAnA8LWkTDuB8RNjzMc5e1dkgcDdHgynntBL5YOuTl5kIfi55GkDZaTsOofjRj6BwhvWnGfVEmOzIp2zDjaMavpEN8P8G6KJoDewqXZ3470dnsSC5AB220YnOcEj1h5PF87t2AJaFGFCAAo4s2j80/01LwuGRNFF9tPA8mg7BGPQnbXcgRf8hALWcOkzT/1tL2XDzmOJesCI2z3EDiA9Pc0345cBct3AHWKgvG9Gf8uOxXnkff8tbEacIusraSZpqHT7vlKcpdEwZ6x20vKsAt2kVnlAPWzvpqKNhUpMePh53M2y7FbLIJeRRGnK/RQLiNUNR9vQsDbpUp9Ikl1SZ85SHErJAG37HgGNnsVykLsC5yo9iNc/RFo0QMv7I1GLaUuBC2LCgY8PrEFva+AS6FgKRgIEh50bPL0abPZQnBhDN6s0Lj3F0MfmT8XSERZbkqk4oFFtjccqEl2OHcOUa4FeruAzNWFpjUCz8hYU7PsVrcayIkucylF0SjZWoIlmDNrweNQglksZM6ZTY3AeKrzjwJ9i7LZuQNjPAfx23ghiUztgtYxhJ4uBK1NeDVffxoLVXNdntmgYnW+8Jt2GHDUN6zL3KT6tWp6t7PyD0qMRH30UUM4gao1sGchEjxDrsZSHQVMkHeD9Vr/ezc4MhUlnXn15nNuaTFSZDk69qqVBEqd5Wtuy2BM6YR5whdsVgUJadxYhaChx/s+4f9xMyMPLqGUUcYxtXJdS48/FO0vZ4ftC793LSAYbTZAtfza6uaLabldEh1w8A33/IBZU8pSc8beL/e+fmr63fz41HOSDS2HT8EiZ17AnuAWYnUsDecB3dkU9gJ+VPTZ/WIOz0y2f/obaYWRY0ST33e5pYWKHZpOx9w4AlEzYpl8NRP2TlpVnONSXW6ST++JWjFBR1RwLIbRXETKyG8n+QDm9vXzE3dcT4wVuyXwIS75175ShwL7EsfILiS7RVQFP3jfYpXXYyqOYMNxqNjqraFlJJu34Fnu6DRmBmzyuNIMvOZVkdCIwn5tRKxbb/0SW6wfYjEvT/qhdGSIQgg7EiCdrNTIUUs9a9m570sRHL9L33dayR3SUqZIk1cFq5WDnJdpfsnFAJw8sXH7F1qB2IY+TZ1LFhODEoJB4JVXyOmsMBdsqs4S0uP7wLoiTHC8g/Zf9PCsZTs++CuhuRRcAwdsmdWF3OH2+mKuT4cpMSvxM1Qfbv//oUzJM96Ghtk9NxOmMgyn1fq5Ssi7oKEuLPdI32i9U8SQTkyFOEliH0CrWrZgsBrsa2Yn8w1KsflaOmCONULerSp44C7QnThN1h6caZkGhkBN+nJQAHCKLw1tl484KUSjM/nGiO9qT0Loj8VvflLwJXiwpfqI3gAan3lxBV6pB5YYK/2Cz6GFsoyeM3d00pdyaAmytfbaPB9+4sJ+oyIzh3V4NbmUnv5cwLy6O0GifL0raN4ah6oAEwlkv+pNQEknua+jMkXVibuMG2S5019po+ZdyxXMVcAZfF5IUgxm7TS2o1vCze/JDUaCsmki/65l+XPxbAocJZE2FAalMVZVGQKYWTulsDTcXz48luBzscrvPnVrjlG4d1UJpxZyBqF/49viYu/SmHOqPc4LlDcWYdlkYKsP+qF5zKpZUr9+gwxlwVsltc26V0kE8/XPNvFuJoyo1X2RDQ82g6KKJjRctwPTKbgFhglv2NJmjthtCUvKHEmOOq4ww5qV7gRMNLkruEJ7Ck3gTuy/Nx3ejAguWKNC5reuofP/iGN6rSAEE4/3AOzxIDnfP/4MgR43TBX65//7o1P/fjMGezpJhOJmw5/6gCH2SgOzobFBWF92iZURR5mjdi86UIKZG96EMHIYH0f7GAxv8oWW64KHe1H08b5FZSUTYWisVxPNjfEv8dn02jXGm4DeMplqEz8PZxEW0Tpc3Lxh0Xi1v1RADFEPHh4UW9qbXVoseKyq7ZH4pAk0SS+8hmiZOSY0vKb69o43Bun3sax1ulRLpmV9YLjYmso7trl+G+3u+MvvJ97YFf4viXqulwjMnWkg7Du1LoIGAFCGpa2Gw2lXPut/N4dZmjinQGZelSBN6zy0lghQyQGJpE4GMh9l7/PBS0fUji669yWYw3xtSfXtd37aYNYXZBUG6scLiCujgxpah7ggX32tOSfT3ELyus+6hNhSm9h7BfxdIZzYWgAMmuEPeNMMrb3BpbzpKBT757eHpbw5Nni2Lvaq8AyUoZv89MKAIYWKpGJm1WRsqI0E5zPcFuJNfAyGIfdvTDr6XvFF6ZykjrU2izvaH0gwZC6iV3YME56Z/qDVQ8aEvGU21A7Ic8PC5VRrwd2OqCEdzpI8bGmbzrBM0mlr/eU6wl0br+Isg6i5VIDN3DDVw8EYHfqckbED3wpSuocj97gjAG8rqYRXMVnL0MrHCDYNUgo6xhu/aWe0Z2Bh6tXfaYQRDCT7weWJbUFFhgLl7qfmMADAYicyOC8zWMd6W37qw7ppyA+npV2pK/9FxGDR+dxT6aIT/EaZUZDaGJphJHNw7RhTRFanV+wjUP1iWOlLwaFIcgqQnaO3kgzGfJy8RWnvfp1ohvtqACE0PdwmJeVmRu4Eh58mfHOjXcf00OgWhJFK7MjNw+niwyRtgggEtzd398w6agsfy+Vfejk+v1jP/4KWvKdXV4u5Tmkrgl14Z6AL6feGe8odHcHGBilOT4O6f3N+eybeKWmoD/z/mFZWHiXJpWA9AhRf84cAXEdFfoo1VG25+1Nhe7BsniGkWFFvO2Bn14t+qVUSFyiaocyMp/YSGc6+YiysME7O3Zy5pGxdy/STdZhNMKeKkQa/RsPOvrNMnTwH+AxjcKUtIhKRD/YSpRrLl003yzC8RKOHJRwbpQQl8fg+9EAHegYxY/Kr/yPmaibmxW27bfDxfy0OxpGAisP63KCKUMpIYV1XsOeavs2k1vNUTOLc74zcJ6N+EYr5VsYKAvtqSkhh3e+qFfs3pBe/fYCjT+2yCDWhCjppf0QH0B4cqf+vBxqwQxERqeJFr5U0HmAgXAO47m+liv9lBBl0ePlAgiguzL3uh6Le9aercOyapfxfznUgE5bDUaEXuoVBCRK8wgESJxHKfI3nHrAV0FqVEVJclIqVlNbAdM/wVG4n56yfEV3e8QK3+KLPfDjBe+5s5ISKSBFUFITvT725p/XlmYtobzcMldYEzHkDXnhTBEStcYqQU2Nt0IcZeIJVJ4200TpA1WTewsBK8ZtRArJvJM5Y2/dNl1vZL4hgt9RYkQzNmPL+poqQak26B2xeRygCXv9yvyV12ovKweluL8LpET8TxEi+3spD9hBktHH6l7l1KWCRCn3umW/vVTTMo7E141Y5QVgQ7Nr2gUyyE5ZUceLKLITyIcrpcI9Ri+q64cU/UzKpWr3GjsfSpoofxX5tKgUs4cVB10ewEyYPuW6sItfZmf5ncj21itJ5YCwZMPxVc+S79pgqzMSMBaFg4pQwi04BZMpAN5AWyqe2XoiteD+n6vkc67boMScEet3egY6MgmVx1bjK19kDf3Ar/5IVK/X71KC9X9sSj/HfTEBa9st1e4v8ipDbaR4JaFkg7HbZLahQleL5XfU7SETgkRl2zpvU16THP4/C5GSJ30wCc9GFSp6Bb6diiEJiMcU7049yMxW5aKqtY+tQxm/KV35tcC/gcNamONV5EF4v1jLRr+aLfJr0xWzovo4C80XBKUOgvJxWyalQPO3JHZ+JNAUAqnhqk1+bk2xe39Qi5P2x5Ex635YYoVfwsbV/xzKtS01JL0dVHMeb9Ui/4wkev/ub/7l/A0IihB5dWGGQSXRv6rjHqKq48lodSUrbTGA2blEb6fCMcMzNwkn4lsrAES6nNPerw+Y77gahIcs6OcP/65EQE/QlTzXcmptTL/7SQFmOWEsdCnj+HuyXx2q/J1CAdXhAdRCY4FsPCG45jo1uiPqS9FWCrwrw9jP8XS8CHN5TCxbesHmPdv8YczCQHFzKRT1tMw4+c28BEIGJYBYwCMwAALdiB3uGnOELQsNzUQYo6zpstRwRk3HTcR5cMtgrjsVcBr2PXscZ5TgehCda32x6Q/4/mZesjoHzPEb06tjy6UP8Dlk9jIo/xLzfjAQcFcPxBivbWzBK58qGdz6mwJ43IMQrV2/xBzySgSoHGaO2l9iaDU3CTfajhVviTjaefjCrKAep0ZVLrmbcN4eBixRIwg5AI7asK2MnjncxDQPpcvuulePMo5S7uxf7LxNo+CH4wWm7rCPpKeagGh2BPxo3r5ZADyRRgZOQM3PxXZPNQNKMwZ0Isu8WuQqujVthUx3/IEN24exnb4QsBmRamIEbYPHi6wd728TFfUEaQoXGQh2Q/mZMbrNHsJvCcZp55ay158NyNPxM4EgKD2NlO17ufL9d2d211pwQso8y/H+z7Nwz0XMBAq/njYqQaLGWdl536Z9j1KgFOoE04XtbfkhH3z2jgtKhIAGNx4x6j2bSjFie+JaZFtTliwGpQZGnTrOSGW6YS71BbbcEgK0yDIOy6XOCJ6CD0IwjpWLWvjTgwK24T9p/5atoA4PkOIpeS6Jg4E8J353zI0tlDzZppcgd1TLMr0z/vGcoUBjO8FyKp8x4Dkn3KBK7E2bYTM0ZgsmZ7Ee1kljfv8FIg9ZY94JXnQqaHMMvFeq7wRc1E+3HKgjxXrZrRvrs948lPjSh97YnwIQgCdwJWHzm98MTm5ytfVFG6Ulg7+mzPh7cGthGvdWNDKyxKxKoEq+VeQ7MwZnVXSOW5VpfZ26y8+lkErLG7P0ftK7nZRWMJ6qPvnlA4aqQ+Sqc0Vgkn1z6lw9Wkjpk5PA53uMTrgZfbYK0SAGzoBqLhPQss+7RaxiuDRHITSck1HS2TyOs/wVeqjbnIYlearG4pGiFbmnC4izS7i8AAUtZIjnTmxYWG392t7GJEsPTXB+qCAc8+WBsVVWqz2M8X0efmVS19IX2n1QXhCNOzLjD8LCUc2haWd+gAyT1ITLwxepVzW/4yb2FTtDHx4j8jyf0WZ8eB8cVtOcFRUMJFRcbRTf7kaL7CEvODG1DPrIaInwyfp/auwxwj4LSNH2w4bXqxEOXgAyDuZxdX7WToC9L+L4y7J3jwqWpXo4VPduUE3uqG2vWiqksLyZg2QG1AHt22MdU4mcavpFB0Wrll/NNlkr1fVfmmfieSxyX55hwPhyMb/GQrbuOqk4HJd4qUMsa+90dMU33w253SI4QjmfVNKbU93O7NA7bZNFYf2kn75dFEauzbIQKOMB8C0S6x6tIds+BKVYyhwedLHliYfJx3lFb4O6BoUROy1LkoSdMY79xAl68V9AmsGPB0GML6WYOjqsoO7KMO0gn9a/0FlLjV7l78NHatWBvzd3rExxCBOzIEsHBCvQ78juMdlJ3qhh6dZnCVb4l8gqmBTp2eyTb+Kp2KKV5VeUrwipim7PSg1vXxuas9KgjJ5jVYaRZ+1Io5+kCwxp+nTx7MQ1ciAfrQK855eQ9sP20maHJ+sMcmxtN4qEQOQ9R9D31WShv07BGFzqmP+5pZWgXIiCuqPFfxU8RKcJohPttKM6MyKpUwy7EP2QUgcsXGvfKgta5QgVLtdK/nvfrLpCR7r0sXWAPy7x1eo3YmERbRgjdDvmVcu2AtbN6lLo/NQ3+kG3U5qvUD24G2QGygZn76URlSddgYdSq8zSqjwWs5DPcOmQHOjNQM070zpNW5z2Ng31rE3Gt7K0+pSKCGVKaLIRrigd4ofggmcOxeojQBYqFgIio92iKPzxHJy04BW2dBI82296zZXyHY7szQ+zVFZnPGKk1TnrcWCoN1JWX63pU6A0IG6niDrdqnuBWtT+yjS+J22h3D/Lo/aBjo14Xjx9fbQgVdj0jvKrwsGBeRKdLHUGFxcex44iUjaibatwg4Td/NElcb8GpJuoSZVUxa+dxir9o0tLBSAzKo6rS6b45nRhnkGmq1J70QHZPsjgkxHC5wpSslNGpyAis8D0c/O/0kSsLIHDmJTcHUZbs7Y22fZIysvW7b4LPVOnqjkXQtNcFSOPPi1ME2Eopit2bNSEQV0rRkJBcrium2Mnp/S3HKWEWbOs3KkjRSceCC9LZpYjRlcuHCu7bbRl1x5zdb1W3BpXYJkVj0dG2X50hTnNZqRPhHA+3BBPYdwokHHwTc6U5RbTAwFaT0LlLc4StDgxdVS24dzxt0Ib6ZYC6lvyyFldIdcl9Yug+ppTHFfqsl+zJ8KHbaUczrSIFbKQDKNV/2mSStwFqPWKMXtK3E75a8n2qgjc5cTbZtOjPPWcNYFCt8Aq2gK5Qy4v/QDtmpE9TlI1kxYstMWnG+vC5xS7Gq6rtZwZYdEhY9IswmDq5V5MngvL/86VCJcr/fpI/2h75GZhoVCpRhTmh4j0yrFm2S2+7RsHyWsXY85aj3tjzVouQOs3/Yz/dZWlSgzmuBaffNEu/ydxTAtSB0N2KTW1SV7T3xr+WbUpLmcOjXictg0XLW0074C297NtbwBnflGHFdyYldTybhT4FT9iQP6xP2XWo09PucKq94zFg3O8WUU/q4lNGIl1Dv3pNhNzcXGtw/lqPd9nzanDxSI//nGJ5Q5pewvXytEtW6+1rqe7db/yLjv6fd0f27so+JGMXxUqpxlVFWzvHOuXo4WMpvnHjaI9V/3ea17/9ZNMrw0fknd8bCj7Suhefm72Ymt/VKWZwJwjJ3zWtLC5qwCOT1RNxUFrUFMEGdiUcnXPdXWisoCgP9plWXM81rgE2KWRWP3tmPD4P4g5B334iJDixBbdHgb0RdvKzG26R83GD2s/jsKlnppdvl84PEtyliwa8kTW8su8VB17OmxVzxyhdAyeyznXzt4k9+nV4tlx+rmr2jppgT5GIu9RbSC71Y0dbdmEiPuojAsghfiHBKlbkE6+EARScXTQtA8GjJi3VWSb8yQBMeidorP5p7OYlXLaGFoIHKxSCyZU7y9UkCdA7fd8KEdfcQk5jsQEz7y/So1a5Pp96un+W+cWXHdR8jqZiNvJaX29izfYm3dDgFm1rKu1u+XkgwHzYXrtjXEnDttKFr9IyEjcOegFJtvu
- Why this page exists
- The distributional hypothesis
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One-hot and bag-of-words --- what came before
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Word2Vec --- the breakthrough
- GloVe
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Subword tokenization
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Contextual embeddings
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Sentence and document embeddings
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Cross-modal embeddings
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Embedding space quality and failure modes
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Netflix context
- Interview-ready summary
- Probes to expect
- Connections
- Further reading