{ "cells": [ { "cell_type": "code", "execution_count": 34, "id": "9e2a7af1-a3e0-4d32-94b4-76b91031edf0", "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "markdown", "id": "3e527143-2978-4388-926e-4c42b3d3a286", "metadata": {}, "source": [ "# Contrail or Not?" ] }, { "cell_type": "code", "execution_count": 35, "id": "eec81d88-e7ce-4781-ae60-18fa4e4919b8", "metadata": {}, "outputs": [], "source": [ "#|export\n", "import gradio as gr\n", "from fastai.vision.all import *" ] }, { "cell_type": "code", "execution_count": 3, "id": "769a6c03-c851-4de8-98b2-82f8a1ef9f07", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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goSOBgDZaH39S4JPTCYZr7oc/s3QkqeKBUCK2JvpqcoA5b3h9eSxUPaGawHoCnugXiEACjQiLDBjCz0HdnWil6wRFMQ1Z7y+Zhq55jMcsAzwUxJPmRLikAbe4buzVkAFtzmywqDwwZCsefI+VtGgUGDgz4DSzlU7w9LL4BUsgHcpxG6W5cOIQfTUlj6sCyqWity3SkFtojEZ5I2BqwECZIUObuGU+sxEieFKwgQ1PiV1//MisCr0lIUArjmJEzi1lEQQZyhaaEoYeUGGGdDTiMy9aefzJ7GFhRYkt+uAwTyWicmiqAsLvDTz7KNokD5pNIPpE1URHoE5i6x4fvLReJyEBnEqpD3U/kp+qMst2qW8rB9JuEwlows0lAnQ3ePS1p6LmpENWknTkATFRjHOi8HLXHIkalE3/LAVqQ0dD/Vb+2SyA1zCtAZJHDR5j5+qCr9EsmxOYjZrCcDM2bJZHaBK/6LaR050j2DOxq9cuwUJxgKMeDWiyEu0I3SU4eHUanVOgXPzk9Py+uIpGI000eGovsok7KgQjjTz0juCM7hkYtFCERtKy4aA7nChdtQH/wnULj2skFbAQImeJ1FAB0NVzSCQzhyO7oyNghi8twDNxgi6zQ5MXYEhGCVx21P1CHxdWdWivSGRJNosynJjrzKMZDETpQWQJoxgwRR1k+nB354pgDwowSr1clKEpTTCHp0lnF2jUISu6JUzxNoXjHGXMRFDge08Quru6Rz4gMQeNnIzEngsw0hIzpucX8npaYKAurnSjZpoPRDkvmE4hCwnQkVCz6m+qSkNJSOfBJtFL7qOacVKl3AhE1kdrvyU1wiMIwiAbsYZaet4gdmkNmbkIlBFtnnFBcaEWIkogf4gDbLvF2i6GFHVx1VZqSU2b1L5Vor+IiPVXVg4DHpWvDYBZGJ7mCmzo+NJc7NhSb6xSOeEJgGfzaU4GTkcAMnOUt1Y+O9K/Df6CShT+wxlebYXRnxZ2xriDAfkEVqIBLqEdUhVNzg4Uax4nZDQAzBKy5MwG4LuNRjxsMAYBWJSB5ZpKVk5cvCYk5izDe5kl8bwxEDe+SOstKR/jtokBf106c0Qz2DEt9wq7O+nU5ebmFkFUzYeqxDhKAxySTJTAJWc+M9j4tlH5UNEbGCFvHL6fePMKQXRtzFpDDhUCfrT1diNPKnhpaLsO6NqKfnNRZmExiTsDlKtH0lcEGLG4gqqEpVfqGsZOJ7kzwug2TrxOA4AaGwc9VXiXtVxxc7rEX6kEwJ6WUBAkyTsKoUXmOl4pWQ7q4Q251QcaBYnSQbsrlB/bM7wsISNvo9IY0L60CqM88RGIFoCQChFNo5bM4qkBvTELAeMDJDGFqLrATUIUaBlECgy6Ye9J1QyP4xMtxEEQ6VeUmCx4eRRkVNT3t/IXWgDTaUn/Lex1on6cT6H0tY1XMA2SOMKb6nSK0WiLjdAf79DcmgYRRErxhDvZBhiDFihPt0sGQ4cDiIwoy8OCTXVYbfZn+1Ace1Ag5gDnItDYi49pkL4ElnSlipMqXpVwz6UMiY1nCph2yUvox5cHq4qycaPgCPGBgSXUEBwB2Y4Z6INEWQ/94NgTUKRPh44ZVJVaEbv57rv7l+dbL1tbyLODJSlv+fFFcYm43tMaUgsvCKwCQ51eshRsuJHp6x5YRRLVCySo++90QxM7IBnYIybNmQblUkNpGtMgpOwIPsrgMelxjetTIeYbyckHJKdlKjIsrFBMhjXmSXjkFeJEWWQZm4HkwLYpNGF+DQYo1/Seq7DWLdkZm4Hooh+9TnNIT85M+fqB5Jgwvbw++RgJfWY652Bk2uGdTGnDZpiXm6Diw1/kbSQ2Z61zm6KtshTZhz+7h7oMfiu/zAKOrV8AOSY1Kpr2TIXgN2zc4HB3UXILPLvJFu/dURAK6RmNicBMpITv355VGE6vvLBhRSeRwHTA+YuXZqwWs4zEbaH4xJp+pymVg+mSONr0NSw3/fZbbA4SQY2sTbvbSFKxA82UojUhMJTJSGcwssTOQr0jlWUcpxHlHQBc2XFtGxi2slmGEnvqAGNDjQYPzvgOdtUjy9HY6X8yB094Pd/c3V1LkCU8eLX6DiXTARPFZ4akNpBFlzWOV8aw49iHGDy6uuIJeuaHd37xDjHtYi1L9sxApqXMBHeUMYVpAod8xJTZXEKT6pTLSkrMPaCgjiZ/bqqZqLg+42uDCqEqMFdtirlCEhKCjg+cTIYCUGqeqrAABIXin/MYAiBsKU9scIcEfc6QgPB2hCuTTlQHJ9RCcTO8fHn0VSJ3N9d3fmVI/dQUJIwJZ28CiJ4gEEkjNeYEAQ+jwHzlgzjLf7Fyg+TIxPZo+bGKxvixvt/azyyg+/Uv3nN6jHkJlOnX/RMFtmjOOUsVLkZtAHSBwZFbRqbbTWHoOFKbFUifpoIZMBqLKlGmS/86PTdmnKtISqlCCngHTS2A+1yxcy+qRIV/fItYfQAgjUgosc1rSehz7hPzEE8cAN4VAKCmVNDqHwyyywIjSBPZoW2sOkLJQQAY4dJUBSpeq1GjsVE5NlTOUEwG3PSqJLPMBh8Azu28fgkz8ACHlri45GuEF09kGtRSOyYETP8+PzyQZpwVkAS8LmU9iwsTpxcUFUgSahekUABrIXXdOsLIaExDmIfxIhaSyx2yX8LV1KC6iObF3FhJOTUwn5PrySD0+loXp6aByM8SZyB1jhsZ1+csjY/QBNSkG2Bw5aBpzSQ3TszplmU76WIkvVGwmXlNyBNJ4QshNz+yHrLxtz8h9cCCcz+FtUrOPM6uUfMZvBImmc40CVMmaaUthRFHEsX+TMg1MY/Cd1Yov47YqTmgv2wLL4oW+638pAWWA/RxLv9Ji9FZTOnIXc3tZoXpWWGgG4sSjsF6TzW/AyC0c3QjL/bKeoh0LviEMC1MYYwJjiXiCBBFdhChmbt7VBrbNjiyYALMHoE0fIOHkoxU7cpOko66FCQlI/WkwhyBJx4eLx8RhLFGi4Vze3unKtRodoSuhG+/BQI+uw7BMRkVYYe7KrGgfvN8zYNKGJUn5n3hE9dzIkCAxRbS2fOzz0oAGh1mCFz/QFpR+Kr0nEHIdFy1Mj9J9owBwtXVLdexzMGaZyE5bEh2yHbNO+5UQJGlrbweUAVNc/udHR7cYsvxTC3iOkoDFlIGlkDHkNEDKb/b6OxDI0WsbrcqgIfKO4VDMA0P/WjJgmoKSWAwik05AACkoRHFm9sRV857E0pYc9EoN3QjiPqdeOQC+jPJlIvpV55z8+od5mDJT5HN72w5GIXsL/AxBnNQBBAyfnadFdpHDtqCYS/B38pfbIEx30TFjxLB6jO0HHV8nB87Oiz0TZWtlTnLQsopTQ4estbFXH63KlnXoSYqV2zWDoqDxXkT767kGqhvyRzyNRQMQsAsDDhOjMgUxLRTTWy65fRLijoZlQilXqc4hIABKo3nZx5YYIrF2RnuCmus9lq9WCSONcQHYwPYTAuFLqzkyNJ4fIaRwsaCcXvFRcsDyQlhGjHK1QCTk+xeeYjJ2Sl5BDzkfXx8ILVoMMpYDs7UYkpbUnZRLVsvc3g54pXv/GHaRR4VMm9YARhSTslkRtW7DC88fq8GzpPKd96pQJ+Wv3QETmBDA+IxwOUvX1JhkynEdJ7o3RfNsMvcOwjSJ2Cd8PDRc96/yFweIhWzslRn5mMFd6e/i4iiS5Y0wulEIflzpwxKczKOTSCKoR2eL3keF5E80ZDvlMqFMM4HTgebrrPQR16HWtxVSj5KuM5IiaG+lEltwKyyZPBoqplJyuBTUJmyT3zWKQSs7BQerCBq/59gM0qdK/J1y+pt8KC8jiEOp3XcPI20GCF44+gT0k5K40Rcq7Y1GiXThQ0ByuOLeNvEZkQYto42/P7c7TSQWI8iCKHk4JQbIKxvsy02c43LWuMmI8QlI+6y8XaaLcUau8uPCiw0UtBiEA0txGrMuFOdUlF6Qfy8vIkHoIogAnFuAEK6lRzwTQ3gklOeuBtPxlCwnac4QTuwHZiJwwZoWR3bGDk/4EOWYtHmC8+aoxeGc2bACZ92EiU9Lw+P3Gd0AsTKOix57kHESDvDggmjlmMnbAzsJ8a5t/wu7u+dN7Hux1PaT1iEAVi79xDmoceugxLUL1r2kJgphX9nCqYcXIfQgHS943uReVUwyt3whaGGZutNjqgM71WYiVbpdJzRQy4n16m8wsraa16NYlbMzWzPS6yZ2gyGWBSwISZaRakgso+HjDJQAjC0NKJLiD6/UJBJRVnRQFSMTwfs7OW86xxTGpHBqtoZZ3cagV6ECSt8i0ZNNwMXXgrFC+oDSLwhiEIucSQssQ5l/a6r/t82/3QL5CTJYGHdZxjri0lkxgPxWWDorxxCoOi1oEeA6kx5xuPmC4o0+UwgGFEWXenHuUCB4ldQKJ6uCyXb9ykJzlzTMLqPqJBRktLSmkQUQ52zHdUkXpG+2J4FFYgjW0oqivIkbQIA6jhDB/SZzqGJIDw0TqE57Vs4Tx35V8xNLMa3Kh9Vp0p8KYb50wNpqSkWG5Vy2nX18PDl4cvjFxaazAvSQrzGAoGvScwaUK+VcUSdl48z73OwYaUrrq940TKTM9Oi399+5unSNMIO4mYmJHY20CFEIS11tDPrB029ucvc8pOjUZBAyQSqUpilmdqV7cD3Ot8ZGrqXA5YVoGibWXF4svWGoUlE1hLTsuYJASE9BSmPymR7BSexGxDngKChLpIhtSCKQpMnzlSKYiKRSfc0Ttp6ztNES1ecBPAxN3/BxHzOMIGJVHLkA9WuaFDFlhlQmWXJnXAnNY7W3yr/NAusfAKR/DHEJlp0w0TLuIT6NI3ndNRCo5nBhn/NXyQlAT0wgOwLLQ6MgEEbRhAwea1znGyJW10vYdzPfoLUnjnDcWysEK4CmUKHukFYJDaMJCvmxNXZVorihTaVs62ATFPWUvpZB8w4uUKO6R+DBZbTyU1un+JZIjBWNFISIa1zoFfeZsMr4f2ajkgDwQXc88unLw+YDJLo4+AitfCdAN598/T8xRmWUypooSo7rrpQqJzSxac68FCFz4KVRi4v7+5uvjywavXKxAzOpD9xuy/Aw5leV2tAL/0OtThcuULAZXhl0g3OHVgzc378eotk5Qe2ZCfTp3o6hQKQI1fUmAE7W3FsKzZ2QTzPOhzMR5d4ZTYuENNZiXxl7qGTbc1EQXwwKR0j9BIsZBK8jGRvsiuIkRvSoYCEoTUM7FcpVet7oHlrq/FhjzN702TGlSW5ywfYCKwr59j860hVKLrVNhEWWQVVQmVJd6OTPozYPrA0GsnoM1UXxAeJ3yo/bQEtnA111oRHccGVwCDW72a17JwjMEMHMDt5nAV46t6294WiXl54WiIkAnTyQBg5b2BrVBFQXijOB17xM4kZDAkDjokO2iYIx3OR6iW9U25RJrStF8MSpgKFot6IasgZkAq8t3QYSVvfU4VGo8tOK+CImXKrye4yhppBxwU16BTBtDd8ClREjiUb1sihiebclBPy1QcJVKdw/cyDBTwKr8gSR3qnXY/rxafoIyBo7LRMo1rRHEBrhsWEoMIAgMLl3e3V77774DvmP33+zOo7JnRoONeZL8HwjWd4NW7FK1sp9BQ0XSeWw0DZCrfOelGaKYFL+eUtkpiwHGbqcaYGAhEluYrl7Z8+ZUmOxCkIo5wUc4w7tcvMUunTk6MSqN00gg3UGwj/TZJOHcUCG3saUyRORZC+JOk2EPu4GoDJZBQDTEkMAmg4IaQacOgilo1CWVaU6jYCl5DVxkpSL7InkYB+aJ2Oes83ivyjneeAP1WHFxx/CuKvqW+iQ8OfFa2DmXSmxlqdeKa2vGTf8teCbUJlfZ9lTVeLhns6CiJpG3Dhbz+ciSHK8Kez9AV2yy8sExu2us9wt5E1GlZaYDkFwgXdkFiNaxeWjgffDPqtMjDEN0IcMULjwCKXdVWBuQbo4UhzAGOSpaKeyfLNoTBxzYtMqj0wBK8SZWGb0cKc6IZrv4euarEPujktkZBXhaDBy5nQTV/y8wTecGPA7NnC6ZIwUbQmSrPMdP3dx8+PZCe/xwiJMYLCYy1GnBbHJQlhzlAZi/S9JFZOuoWGoBAQgbIKYDToOYNBjbqYifoQiTYhObitgD6jV6f1tP/Vx4+3XJJCbgSF26ikUWU9iKWMEkkWTgwAUxFDpwwkJc6BUymF5KzmU1dklJURRxJBlo9VkMJVsff+uKnaobYwaeE2AMxzEziCqovTXZ+7gC02kY18/SQJNYpbmhXV/Soj6hycWnfv7I0cBA9rCfgW4PzoIPizkOdY/7PWjbXK3ucRT2Jak52BXNF5b2rT4HZRoLLiKsCFd+Y0KdBlxA51+hz4m8LQ0S8GgfMOuPNIdq41jgGghV5GC3vEsdUT+Do5chAPu6zsMr6OsvMxoE0zBOLOXJ5uR1mw7CEFmdSWxjKmqi0UoNaJ1hF++hw+CPzEI50grITlhZVfuCEneUXJSGCOYH6iSMcsPlKUZJwccOF2C2wQzmcRtdGVSrxlz9kT8iC+k4sMyBsQMBur4/6+GJy/3DzxS2SSdyT6PHu6gKcRptS7D0ZVJOIpB59bWEzRqLE/6QZH9PqE5m7avEApySGvT1Xq17m7B/Xn1wcyxdPDDbcYE8PZDe4qObC2ZO4z9yCk6R2L1wsJdVYEJzh8sJFTJTXUZeA7daK1+wIIkiEgJBURMY5kzWb8cVNAawIVF2mNPTUsxADRjP0jNuwLBt5qgTI0QEmLaWvztm4UWMNaDBwaIakYRAe8ODR+2CLzWEUSmScWHXFovqaOXtNybM+glOFopyLxf5XlnZzflPHnYQxo9W3/RvHMS7teMT0MmDthccRAT7ujThDKzmGOXP2iw2eLB+w0ciNm8Djf9sAmCdrpwNB5NsvIxdiOiAX8zk0eo4OrGVgIopNoiWFDk7VkqBIXoOFu+aiBRJDPNBY5mw0kO6q7I2zppqNiy3RJzhvnQ8foq0WNBz+ZnGl4YYR4Dq8pjiH0IxWpPDeoDGDrjlozXEKr46QhzIVUiKVGA2xDcoAFGgNTfbFmgwHMmV646J5qjkAM56Oe2ojRkWOci3748OHKB+EdOZCUKkDLCIpfu+mOYs8uZJC6Ti0ON+BLBRJEYuXxm9WT1UOXyJ6NKYxKmZq9j3DDsxM8XHb5ZM7SIIrNdxRMGXousawupuzgmHGGTuRMMtD0hfc+a5FBOeR52HSwQUWHiKGBCEqrXTowZWqNSVXyElY0/kcI9ouAMWP86TiagGyr82jfdw6mbbbqS42d28OqR1Pt55uBoSVJznt+q/+UBZYnzkxtADjqVvEgR++Gtc+5y0E26apcZkg7bplCFGVFxkI67WCgV4urca99RIOx4nmQlYfIFAnlOIKlRKZsAjpGACOEqNXiUDACIi29bxZYcPkEpGdI/kSSGgnCBQ+4H8oYtEx5KAbhUb5J1mCWsyIogCStH7gTmRJx3FiAQN3uRJkoRpgsICEI+JEkg5qP1EDhBX7RltXhpyAd6Y6+mCJNV6GkYD0IT1mxnTq0OCAjwgI6Gl1pBobqUaBGGa3iEvXp3klHQbAp3c2kTIWQ4nG1B9blmlKy7Gf2pRXXOp3gezvmGjptKmkoiArzN7uUwbUwVwr/VYXLUubIniMhUHuIAzBwEOAQscpXpkmh5fPCl7t4hI5E2QlComK/4Vsj9EnT2rjzG1UgnXBqJalpMHrZjnkQxoPA9IRMpyTNqr/dBYETFfe38ossYIzg+PewtuiBAqTE8x6CYzHbvumT1vrHnxKaeb+N5qnVLY7R4r5G6+QSYsSwSCr52zu7aksqMURdkT1VA8rWzroiOTZPuskflEEkXJkxeip28mNasJdI9BYSIxkpilbjktBrlIfr+Iodu5HrTDqZUryzoK5DUgTojRr0jgCLWDvlMvZl3HjQElz3MP6lMUpARGDEayCTICioUbibLMkCDUTf7tJaM41e3jHApbIMcVKFxnRHDzw0mU7ukpyCJomtMABPUTGznmD8KQE7rzqrKUTTR39H/vJ7f9+NRzl91ZhXaBbTjSnL7wQ5XaGAouPQf2SKPUxpkzbvwmBJL2m0Eu3CszHjQbWLRGmSlzSOElLn8lXfXTHRA96EiocfwbZb6n5VU4m0XgXSc96wnzZSLyHE3SRk66pNTObgSpk92QhGQ0EHEUHrGhNBfUizpa6GpUL3+RFini2gcwZ5oJxXtgdPbT+LcgL9/3MNxQ/dp1LDiuSp247vaeMxyT0lwNy1BGJvvhDQAzp156ngCseaOMAE5CS9bEAz0WJw4MT8y9pJh8Qwe/k4AqjqYcPgmyUQSAQMhKs7lBHDMeg/QMi4MohdMzppWTXoIwmRwy2wgndiR7G5X+kBg2pyFpURWXqTQSCIdjtUWWBS1SiAmAjGJCaSdNRGQiUBj4HRkCNrOGcsV9slpDamdRKLYwJ79OAoEjkZUpZRjUTHgcds710wvr3hjQ4IzWNF0OE5Ur+Uo6dGKE2K6dWKxJfnbIExRXcGKNS5W9Vg+oOTBMdoWwaROXLrPW8bkCw/fvjyxZ+KZYalsP0jOsQRZr5tlV1AO3EHMBm99CMcJpt5I/qRr3bv9TX1jB+CgDvoSos07BBzdJktzVhCSyOfCYyHQiQwSirxaIVghCzKqL5nLKjgeRTEcE5QvdegQZRwmeBsJxVFmNK+TJQx9ejuWmCQoAWOps7fyl9qgTGr43kVKnze+UgL414djDPxrSBWRGtf3eNOpPQ7SRBWP4m+A86BT8N8fPIH2MEjXJzpeN2gAGd/cin3AYoIZgjykFFGhWPGiNKcBcJgtG1CQMjyJChsDcQE8MKpmrf9uExCMblK1hj3qdbRUCIAe/o13orflBd9JGkISRXlXXVBJalRZqsq0uZoJTLAADeB26yNQkN9HQK8luO7btkCCJONKaCxCLR6+BoJxvE1F1wf7n3T8xd+1EyTXzzfPN88+RUn5gskC+4k+qhko57u20t+93UIS5kaW4pPqCvysiMcYYLCTj9UQOCcRRww7XIqgvomQFOlDiZvwn8B2qKxJQ0Vmiv1S4YjHb2LUw+fLTPCzGJ8QTKLm2GdPSo9+iv4ZC9g+EhaQlNGziGpJFwSIqy284QDbXB8Xwx8emmE863xtmT8MrX8aezkB2Ck2Y2gW4dhAH0FmMbsk64gS0tjfVXoGUpf9fzW8AstsOzXbpxuLPFX2UQMaYfCGoYzoIDSXTnGqsd5arDWsR46nFS2IBB3CDt8jYnOrJLiGz/O9qFEhyPH8WtJHCOYhDUhQVcDwl7PhWKbykA1HJMGSIOfayt+RLlXfdoNGrjefyNgt5jNWprYOJpb5Cog14Bw4gXNfUGgqZBG0nNyHuUTWw5JpqgFPcLTKIElm5PJYBj62oIPGxOSkktVS/McFhZHA7nYlLWZ0WQerrXIFQwxMjw5C6s9v9xwxxE089T1E/nLb+Q8OvDJL2i1XjFxwcIOT5cq5lBmq0JmJwtCwEkjNZdLnlgqvkoYB4UDm+uLuyZTkwi6WYPMXDTiEj3phRzzL8hDYpyB/7kylJhKx1n+pKtoqwGtzXcPCakIGHRbrKkofg2ILWaQXcWsA3FAMcqEKouTnBtvEYppG2yYebGob2bCe5wlVBcraUQ95BeQPB0OPbdaprk6/vHcwiQMIl6AxzTpVA9cpBy8LDVVA2Go0af1FsjqVdAfKYqWd84p/wjsv2DziPHTDH4JzKLgUFev9svMq4VdXfZawfJs8e6GP43Y1euliG5rQ0QNURzhd1GMYhzlDXn9Y9hCTReBQCCaUkIVzYCUr2dkK8wRpDerPvbbaBiGX53jZHRijqymNsbAlsJRnK+LiRndNlGccjTIgOa1B0khXT9Lmc7fnTodj0S0EtkbMCEteS9MmSSRsbzixBLAMmwVNU51cdhp2C+xeVUoCRVDTioUuTCWnDDGSi5ahD9gHBcNN6NbWOTQGL7AZKRxfGn5G56buL3lVw+lizqSMy8nU2ODtnI8JGn0PgJg2OL28pqnWCF6B/rN5dPjZ+YZXDXqHCg8P99e3PBVo6S1RfnhALZ8LMNxjgeMRvp1uZ1JWmJWPCmYuDAGTgOS5/2BQSbtwjO1cOT2B/biLV9+FUCm+sxIkllDXxGoM6EqQJfWsaUD+s0qsd3IKf21MDAS/sgWpfETU0sLkzW4ePpylvjqI708ecLNUJenEAnWMiShKjv+VjVkUktjNgtuRnXR3DGuSC3VXwCrf8X6NKryAbAJ/bb/cQsYEecrQEUbqWWlBcconjL8aTF5LU8tt0gYx2ByujcX4YkeDq3k4/GzxzQzroaMW+YmkxXp1LNDDScaLYDjeNmOnNIUKPRp6kiaxBZw0DcJ1gceaXElyhLYBKBCNJRkWZGg14kwN60aQoKaqkDn8SjHmfrDRmwAEDvI9DFndQi+Glp/V+o2NLFnADLxAhQmDGpP2WBQbeQybpxY+JEgOM6YeK7J0SkgeI5qT+PqUrqFrmtYAAQkEmMfDNqYdlKY/wB0fXX/5QtfA/KlMVrY544Ub4r64QV0ldIuMCJMzDZS9C3toMWoWIGOx/yZlZzRCDBzXda0+ORCwIwTWJMNlDxeYFKZQ7XR0BJBHv6Zj/EWermoDA18lDBptxQ1krvsgNxShwpYbAd49DPArHHKQinDxveZIawrCa1zwdFZGn0vfhuTm4u8gsbQQESvGUNno6TIyo6ydtXnWN1S8GhbFTpGoMGUxhsJ38P/dpwFtrXOzFEE4WL3446dbQSe1txwhjPRsPtwUCPXQHEE6rMT8Bwt2u74dxomsAz9I3gHwSrB19gzyBoRDBaQxPPsDp6I2/tTm6kVz0QZdmARd54uSQr0FGzlAvvOJ/pw4rsontwnMhUigg0nBIELAsVZpnJOEMF2CYbOU8v0LPAE3RE+MND1Qmis6EyLQYIFWcLp+gh0mCrwPMFE6jH7zKjUJGLOP8bwiQG0opl5y90ty1UIBwya8YZNxh3TQyYSGJEntpjmaHfHpkCIk3iSnkJzxpX8aMoW9+hgME23DGcL8FPRdkxU+C1FJ1YawuyGWOYA/lDOXCS8eRokCU8xR0EZkk7NZnqZbrJSB6DbyDCU1PHhNxO/MBTVKAKNPuh5DDHvFupuhPfKTeHgwlcvvTssF19yb94Eyjk0aMBS8xpbLdCchm4LcW4zgaYyXOiXy68oplVwZCe+usCi+ekvoSKWxv0ZpsD8EmrvYL4m+5fReUf2n3xYqGImTYWL8CDemVHtZMnRzYd2vAbQKsLX5bzDoM3x+tYOgPEc+ulBtsQGuESPkTnW1UcsY8AOhxs4BlAw9o9pQKeXdDKBbSQine49QKwA4hfsZbHbhy9HtBByBDnRrB6MeOdHCq1grr3QKHjIcbadokzQlSyzgKFM3bIPlUhFgGYYQHPIAAxP+MidxqOo7MBIT2ZuqhKntUyHjaQBsqrcGnYyQmZJz3cJ/fEc14AiglUciGzIeQyqVIaG45rf0YKGt+Ts5L4c15J44vXLM9+9VnnekRMRTUWPjooZKcaSxE6HxnBYD6MpfBLTilXwwIiSPdVqTgg+NwoTUtfLx493zLNgpIAkrk44S3naSGFe02pqtPIq1TblQWytIcca1rxGySGrNBQlP5WkASfzQUH1+KDXwC22NhlzcI0IppCZj7QiH11YnF5wNcolDzHzbIWvbM3I2Qg5sVDmk7Sws2M73G1T1nihApUpkO+AJlEHUygHxQlsgH/bnllgzKVdt9EMTRzV6aVmemY8Ogp1Ydvl/oPUsv84BTcYUX70wMJavuGISJgxPS7WT0WIQlAdl43fmgLRxt0ppGiaAR3n6nzmksxxsJHkRV1WfBq1nqYTi61PXyGZIWqbzUYIMUmD9QEsj/rzpJRMoWACpBVNMbd36BSfocrUgnniP0dnWwYIlA5GJlx7z8DpLltBghFBH0lE/tBHs177oIa2OH5931iDNDw5d51oT3xYsaLmG8UwBN86ZAEL25vltBRfUR5P0kd68ZEp6bqoxLhVUkpZib2GS1wJ+a+xWSYgB02SYg7lLDBJmdBAhNeoAuLEpelANurqWmra1xbODYjnzDKHcZaDL5mX3BAXOQmpUW2y0WoVDhRyDP4GIazTBnaa80RRfZ+eTZ8qopl5ba3koSa7ecAmNsnhN6qwkhCKOIW5afhbvhV/gtDkl4TSk0MNeFZ0qVrYpPRTsrKKOQj8+1dS3gn/LyrVweuofMXuZJfxew50g5X15WFq7NphdpXMVNruANJROP1kbJFqHK84XmhxIFpc9TVCGo5W7TSjFRLi8T/48LPu9MNzt4cEtgcBDajZVYIOZ6cbc9sxWM/xKiOmxWCSgRsZH33FigSaUSSvHPwApdzAD4poB8Eh+81tQE4sEUmNloEQiIOk0iTWLe7lhnI6AZ2cXyo3t/YnX+sbnyMQGZUVlTlHE6lsz4HXa1yL3XND9MvlZ14Xr16qe+mPP9+aoS4fvTUGZb/j+Oz72mFJEuW6R8qwcJAqn9dpXLJoWe9FMLXQ6rB1WPL/Qn5zDitctxuB47V/vKxLZTwl4GgqXUnVwk1MqJHAdSW+4o+qFEnBSMXXB8kFiAO0JkOGfKBbwCB5tj7Hju822wKM1hqhsp+unQ7lVB/NRyvJSBK8I/EWIfyJ2uSbZTOFkCEKz1mLuidOA6F7qyi2BCogyuO2wWDCFmEpyGmK9CqTDVYeLJqmAghNyiW0G7tSA0xtXofAqv++/GzcgQjMwes9/o8fHyg/y+Kcxq8CXoiNIurt1fZrIg243BUUG91vK/7Am5wZPRwDZjDhAuO8ogUIdDKB4H7h1RClV2fKbTBqo7NXLEhPizt9Bhr36m3xwfI+jH7ylrV32BaFyHiNUCH2I9zZTTbzpINk8HADRxaAcczvBdJi+CCA/tpEQFzwDlE0QRADeoUDnfZzZOuqeWQTh8S15FLFbgQPTCw6KEpgD4OsQ4HQ3ctrPl2MSok+5KRDdtoG7WUpLhToVoIsXYvTGtu7bnKG5SVwr7lBDQqL2agLNcYMUxWYobxTGtfYfYkEFSxzdelbIuKD0nGWjTbjFyv4IUXeepMQygFZSHVRDCsVJ7tBf4QGS6GbWxEF5RSHqoPWhwo8iwBjyuryCr0gRlLjPiEJiwKBOeUwbemFx2XPMQGksVdZVKZzp4CmcUS20Stmaw0wOQNmnkk0bFmbwyzrZikkxRLjjojU5HqZOOA28hIJQ/qgA8wQv11+HvfoNGSa28XSNbc1e4y7jMBPKmqWJYWm0zCjhHBTkGgXq0qoSrDM54lO+6i+If8/2CfUG77o9ub4n+/g4HVUfoq2/qdft2lhP98u073Mq42n1AynaRg34za8qDekvT6uEdlIZBYcjAVG99AT1IMfKcQRnQ5Suc0YLOtlQ6OW/2AK6U0lNo3mLo48pKs5vWmXRO1ZNo0V2HCDSvO0ZBF8PmMVNao4UxkdohhRjulbrINa0Pb6XUn/DtocqNECZ8dRDVGAVlhKxM8JetDgy3iaLGwucMwy/OAgMyQ/K2eZP6/8UXiyxk1WvbrmvYIM1JcHvjejKFz+Ob8py7CRhQ5wkbqi93wDKmY1LTrt4Z2ofFXQhNQk17mQeeqS1zSvJDXapIACm4Es1LlKdQ0eOTUc3LSe9qCTT4iDJ4IBkr/pMGESRZlDL9eUBaBOKy3kfm9HSCbSmjvy2mySSZijmV/S9jdvDRozt9+9hIykmBp5evIQWIWsJFEnBcxfatb9KBifxRlBsDStWlC2FMgoPp/mjIv/2x2M+SS8HXEPQqVp/msrWn7s/2OaL6NgV2r67tcU/ey5AV/hysEkc+iDcsF4ja2XAVKftDhepBk8sAxOMX6SudIJzAOJnA6JxXGz6LR5KWisGKJnCgjfob5XWGeMIaotCE65qKQ8TXRCy1kibTaWvmj23vfO6BGsWxq7THTFTRn4V2HkAaBMlpYc0CAeFuvyc+NvMHlnQGFEXldbEg1Zqg57iDKzZOg9Xt3fc+gY0uhMuBjAphJyXbfAhOebM5BlNuZvfvmkwhM2+/CRX/5KM6ivkuTRRw4nSc4zZcwLnln/4ouXpJ0eV2ttDpPz4NeHe1avIAscj3c50jIrFetTdptumG4Vel8G3py1BzmUcDeOAIuZY/M0Li25LoDipA0u5eyPmWm7tOHU3RYRx2YkHWmYpbAw1Y7I0obsEMCmBIAZlXRkrve0iJ31v2TWAuTgkh/pNG8VKs55KYIxInyNqTGtDLOV+0poU+1kucyyWv6Ju4Pdr6WDkL8W5RfBNxDOIWvQRpRlLHZZbY/eLKgjNoyjyGIsiiZixWPOsl2m+RyTSHwE1+ZBevar3Vt1YNvJLqdQiUmRIDcOXcfk49hyGNI/iWtAoUCLtkqAcBhNHjTcowcSIw6oCTCZzVBfBBdWVKZeZFpNtkgrJ//FIFXkppvALIsBiJQiMNnwChmW5TDP2CY4CsgCTPFYija5KywRDLoDQAcy074QVMSPAy1FaIfX7mWP+AOjHudlfTUHPkjDhj4oAz3oXW2ZaPGcJ36Wgai0GKTYEc2Fr62Ic4nIEMIbLzyFtJ4+74t+JJrwD/bjZh/A9WFf8lwXqOxfH2FjWscuDn1Gts5CV9XFxuQVj7xQ4/KOq1QTgJA6LAuJpbXYFVaii+p2lamDI1msil+k4TVn6gsGWyUBQEqII0fN6hFgwljXW945Bb08yPnTPNLbrjVQUMoSNWUCy5AHSGxNQcnqaov+8PZkNxAhxlSwo4hrF/QOYtMZAxVWPYqSwhEtp18UXCqWPZlu9/zPvc8cyyff1tRowCyYpuHs0YRfg7rm2QzIDHnqDkcsrEuALCth9uE3JiZQWZDIXUbSnHJ0nmikMtGWS74l2iIlCxglAz4Vlxj1sNo0WM3tE7lzyBYYwdztMi0HhAEDTT+SJjYcWa3xe2gDSxZET4xFCzpJIGksRdyeKQVeiVyWuzVbidsoGyOs3gjSMbE7MtPm6ozsnWEtMkawZxRayS8MGLLB7e0dcGlHnmJRukzUQhKDN7lJtnZ9fvj0/adPn798AZ3rwo8fen8CQqgv9+9dQOSv9GKm4e0L2OLz5x+46nS+AXG/sELG4KcU5wYaF2M86OV3Fb1SJHJ0N371ZieJA0aMbsRTG787ZCrJdObcBj4C0oi6HHX96fWTkyt7TU/qrvpI4ExPC558QfOY20wkmN3tQGU2hsAQ0ZjeTHDqp81RUmavfO+RQ6iihZQGNF+T9J12xV2BC0BkSBkvk/lHUjrGxkLkLbZxoxcgXQcfnA91OtIsEKWsCGVJ6l1XSjNWPWQxRBk9p+Gff6u0/6PKwWsqx+Hmr6Gyx0Q1BjovxIVTCnMNPTtVAcHpxJZdPKvYyL/k5hSPkqs/DnWfGoYx2z7GM59xofE37nOeJ0GZ/Wgh6hSFKMPlQhHkK3ZEG5YrZoyuN2lwelcofMUC2VQTatBUOsePJ8SJwKjZ0KGc/dcUDMfDPudUZbeO3Xc02KIeJVypZWObkeGEOkYLr0stU3RAQY1+zl6awIwJGD3e+UKPVoXNkCrBbyvwoz3+hPSnT5/+/I/fM2518/PFHa85ZS0LbXANQ8KnIhFCJEah84fr67u7Dxz+8OkHZUdnLlBNYxcshcWUwNEzTNsY9uKNi/mGS5OscQQRBvaXi+db3kVYCjPoCCgJOuAh7TOyeLdcrBAlMaQQDJQxR04xrSoNhRxFOkddvYccQXolJhvd5J0HXTvQWbAo8gqSOxp80QxlXFEHZ777KG3Y+2/mnCSmp7VKpiFza7G5AmfqiciFpABwkC8fBerSmI0CMXq42VT67huUfaM8PdQNeRURtyQpDR7rlgrPp3jm0fzvS75703geQ9Mx1M6BfgLm664D8Se6DpgfqxTlGXZ5YWlaOln1cPWjBUtOYhDT8dboaITkURpoH5FSsDHJtZlzp9DNRgQW9Iw/aWB+iWNGw4JTGEzwfQDBQG7oeo3VkJOtfhnbU4cA7AhLCeUmUCRBx5IZCazanTKCCgxTJyGeqDkWXqoGD11MANIxNRVOnFhICPoOAgtnyYTEPo7BgQQG6sgwSxaAc+hplT/ZSo4PizgCRRaloFhWdwsT/nOHXJJLSDtSPmWAiZDEFD/CNi5VqZAi6FzjlvzAChWshHzlve4gNmIcQc5GurvH0jv5xi9CCuT0h9/m+fLlwUeferKUlSyEZbOWnYASGzwNT40CY3hR+GbQx9ePVm5uGNt+neXi5f7+nhlYL4Dh9y80Gm5AWN/tgNBMrJVH2ZZ+QKQVzRKlQ3W1EoijMfM4UADQFEkhBpYze7LvK1Qk2qFDCySLCO2jSbR3C1jGpoHAXtUm1xt1QqK5acg0h37s8TGykxLmfKGP5Y8UvIjHNDrzKttgh1HnNqjcbcNKWMz1yIQHmhSMgvTKhuKYmVXXgQBTHmmqgz1+W5K0jiNpvQX4Zz9aHP/pdL9W5iua8DrYVcEUBxD4jLBMmx90CoVA8pGYCh4pnDA++/ns3WFMDRy0FqbAgtFR8NG8wE7kFLuIWrCGh5mij11hjMsKhANYhB8rA1/gEVAnJc/hgSmOSCVL1/Peoz5QHCazAUZUeWjsWpFOYi5ZGzjG4S5ordBjFIdMcg3BYMLf0LavunJv2adt2T95AaSfMIcw0ycOeMUEi75eAK5xvkQ7RNcWDepOt85VIo98mEJgaOFkvwbN3Toe0+KnK758euDXdlCAx0rHlKYax9doPs4mTDxn8UgpInEO4Nd5vHiKAwlOVCzm1Ra3IJfNeMsZY5dlea8Rh/SSp2s90ORkCtYKGVAZTSVOEOlE8wAyDoLQmFCwZfDThZgmJKvKF7Kph8KBKhvw0oAU9XCUxTZzMtMezUzCYkv+gZYkzXnrvE6VMxRWg1wPqMnLoURSdhqo802T08iW4YFsMoOnUcK8TTmgx0tCvIUgSSWpV8QM1v7bG0X/ds+/mtZR40yc8d1Zwy+q7rEBNkby1KIVcVTDSp/lSkPNULbQ5kazE95cNIjlxMhGy9TBNR7C0n84BNcvsdu5Adx5/oxhXNvEWhc3nVnZ80yTwcc5UwGSiiJNwXEdHxjJ+iO+TFZ1OqC/WSEWtmZiUOIxtcVZ1eBS2BFvPtPt5ZRBjmqNum4npvDXDDENRcoBbDEK9XfSLeRT6znWDZMjI15RMD5mJPaRh3Uomh/vbq/veP9wLzegkVUt8xpL416+OYgRFq96j5Dv93zw9SpfHviRaK6meBSLl0W5Pm+q6/H1PIpqCICebBt2xhDPf6KN6QTlQ9FksDNGuP/IMlbZzoxPG7nWCZ8C8C+5C9+MysMWVCjOPEKknjVVGWHfFALWlrras4HaNKGBCcUMQgN8vDyGJnkdnvlQSP5DoLp8vqX1ATFyLdQ1K87lKRDyqdwm5BYnntMfBowaWNHaB44Spsw5zmPTW5vSkzLw/WkdkJE4tN1hM4iwwg4j3hBDX6CmW7MULQAnED3vC29zVYxF733vHKvQP70UDedkdP9bwu+Pz6H3GECYKdOZaErvkMdQRZ2E35TJUUcTUNqT48Fw38AUAmcIziajYHDdg4mc8MsUC9NNZDtOOClBihOlnl1skQWCZbwMj1xAeAxFxAxbSpXwliH0lqdXQFYLPBNIQo65QY6ICicwIApW/BiHshufAtJpHb4KW7FSdXokxSiRmIpHxyEClUKt2QPwWmri1hV5kFrglRIoxeiKaphI66sy3Kf5DcxYDf04OXfx4pUXhHlklwRUbkGSbEqj9+58TOGDK1CGPnLlrSXdaI78NNJ9d3fPhS+3/DjmJ6y7ULFPiVXKRAg1ZHDM40UWelCd32X0SsiUjVGAACz3mbBcxkkPGOvSDOeVm3Zolog/mlUxTySv7QcgdJEospNjH1rE1Hk0Uuzp5OAhjJzuIJZyJIZJR7Dw2aINWaInqqIjtUqZJD4ADFPMomdBaWJFKMzvrtGE8gYR8OaK4mkyEX0Gj/I1GZRvr5wfkowKRFBO41NQeWCJEdKFiGaJrJhJXJ1hoRCz8SCu7mpdx9UH2JZdJKEOB+ju+B+yl/vbcpJQifb/W5h3R5IoDGrXIh2bSKLPFnvyh1mPYpyYYwp3AwND0yIqfwSHnRYOgBoeYusRey0cHv+6C7BZFhpS0lt8xI/Y7BryAK0SVw83GIE9uiuljRhC3l8XRbIUJadu4U9H4jciNMkuxiVFDkF64jL2aw2jk6OncIa3CkcCMC3zLWGSIiqQUfCoSY/x0c7WmJ3QFzuB6mHPItJdb22XEVmDFMFNO0toLEXx0hgOPn74YEIxtzUvcfXq0etB1qpcPr8DnIzHE6RKz0MMPSJPFYq3dz48kZAaBCncsVTvo/Aemsi0KrOmVslTABHUhOcMlFakxHL+hV2yoIMbdRn/tWnxMR2QAIBAC3WA6NBt+YFGLWf2yZceJJ9TNzPUNNAJtUmypjFyMpyYO4LmrMj6yNQcUhLwsdVQX45jR6RyUlA4FVSPMYXCKJ7p14U00eQsBWmRkYkFoJAnkVwb1+RQDDo2XmE4hjID2UyVTObF1qiv4jRT2lihSEZzyKsxR2V6jm2ShrV7voY5gP+HVlRk/8d4afq1EHSUOfSD/glLs6K0PW75NynNjh7nTdomCPpkJTANzrbE5rg2WlZnc52+oe96e7SkLlXiRAQRV4FFCtgHn/yzwuEs1Df0272YIexmnSPlaO3G8/0wTurzZuuJlGjVHBRG5ehX95bZOKnuGMUm6mXwQKSbaBisYYl9hkn7FTB0kuHWOn4Gl0djy6G/eYQ40k6VrQzMg5mMCzsGAE99wvTmyuRFza8XWpSDHRbnTeqOyQ93HjTA+FohDmbS4G1B51Z3yKlvXl54ycz9/XdM3PjmM/mL5xfk55NZrJn5MAAZBy60YBiX8J03mKbTjRlC9yC0PlDKu16sPLnASSht9JErB8AThIAVKshMlS1sGM0YQ8vaLjJ5i+comM5Bx+xRuDD+Wcbj0LX30pKkRYVO69oCQkvJfY/V2FrKTndckdLRVE0ntpHSuCDuIVhM5NTthW+VP/vVRy6wRZzchScUHuFQyysIq05FNQvX1hCX7rJGQHk4dkAbRD4X57sjMYM25LMnsx5JvL8xgsxslDHdsZtKPfXWPocIA3a2scGjioL9wgL+xloYI+cvRP8WWATH/W+6bTeF7C5Nsg5VAxcpvnFApGI9LE1lUleAhg2zBUGpBW8AGKGaMXSjZvqltQuX/ANUehOQQ5Nb82sgsZcveqGdTt2Hy5qQdW7tkR2xuLs8JEcxopE5gjo07adLUsUhFCfOp3HDL7/YOH7UBmJBPcpyOQ6BtrG2UAwMVnisi7GA53DwCNQJWseDyzoFZ0Th5ABnNhMCNYrOCMS9FG1175cDVWGdfQeSvrPw4yjLqauVeVsDg4i5VY8U+HMyEBgfApsvTS68DRmgaDKcjFZEYig6GpUgIRSL59J5MP32h09fvvz5M/mMgfn0+Nhl1gvrw/7Wc2tPSDV0EEJ/pAESJb3klbSRlFK6xsZajpyCzoSB+S4BsoeSgcuQR2CoIUPaKrA5NXOAgtUJHeh5xqBSykl9uUAB0rPkJBVaNJdEEDUytKJ5kCxxgZB45Cio8eFhMnYmcQosAuWpMh+odc2Sl/tJzYcgKM6wORUgUdkBYUydhUQTJvKXQtLgLWikUUc5hg6XlBjBY79cEtQKv+ptRHOAGUvSVEBXJ9megAYyYz53/5QGrDoAJcx3sB1qj7cFZoi+BLZrjHYORO85wHnXN+sJpSdNLo2IyMKIw68lmPCiN+e1oynPFOHOgzRGTfU0IgcCJIWrmAz9GDhwBOskXuQC0JWIEawwDguAE9qOevOdtfGZPEbwkGm2xc4JO803UtjIwVDJYYcYAp+XzZE2qc1nsVlw087WylA1HsRYEF/tYOLJdSsY4BY9wcxA8hIz+YdU0jkiuh/lfMVAUL8xmPG//NcgXQIE0nM+kPX6BtKEKRx1vwPmjPwyEjtmTNz4u+OtDCxNNcgBdqhnLcXzXEIH45UmpsZPjEEG5/PzA+/9O36eB7BBHDt4nkl3vAoJUCCT3ZJij0uA4SD9QXuz1TTQVHPODSIzqjRawK7RN5mhZaU1sZtYeb4bippiEdUAjmQhHA6+mtT1tZCEIbRddWu2lEjiFm6LlgLRUoR6BpIWf95qRE3eSU3m5/KZW6p3zdRonyGA9SisxPWVAjIpk9LSFWzGK5KGN7K5RzwxfTgMs9Gi7G7hbmWrRBNHb8sRJdO8Mb8GXGi6RToLwECph/T8rrzzEijzOYF9hSLAoncG9VMtZor6z2hZ5f+kNRYacvrHwpYPtvOvj2bogEOhFMMPQMYiwerWemiqjf/lzEeKZi+3zqLz0jjH1dkBkJ+wUtry7OQ0IJAC2BCwxFDYsMCkPW2XU8HxnSQTVBEwOgIecsN4xJuWyEZ3jn9ie472q8AIxSkmMtMQUa1tT4INabeaVXPMoMK6FFTMFaOXOixRUJtujrw0K4/oAY+fe11MBIc1W1WVutNUnxi4o40sxHBzfkSja/Vj2y5n+Mk/rvqYQvDM0s3t7/iGII+/I4lL6p29pdecF6l9PL2nPdMBxpzkdR2L9rmbFtWwjosefd6dXx80z1YUzIm9BhLKcOhXAaiTEjjOiIir/TiugUbg+Yz/F62h2NbcpxTyZbYDEizRqi8X+aupJj4vZYHS1gAWz0A7IQMDBCRnIoWE9nJgDnEmbboXzfkXCQuGZh7+zapzkd8YgW2ng2fedCOSg4HXLfv1ab0cNVmjv75OP1M2pJBOcnjVCdHoAPUzDdMNGdRwlzlkuxvcD8A57gDQYqKsyOasyOlE1ZQ6I/0AwRzG3jlQfe9YH/DfqsBarqCgZtdHtuheC43rUsCzOVoIDfz6hFXINoSRXxrUqWFJNl19FfNKD110lUGZg1655jeIE4KuWAUiEYvAhqYOtzBWmDswS+V78WMtbK80MJ5oEAESXK5wLnQw0gl0CnmlOaXLjwRRaOhX8mM8QVO2KLOTxVEWBZkiOuhULGmFoPu4rgPrmxWF1f1gF3oML4eMzM0JLhGZK6CJtugwl42oo4Un5JJMGx7sCAhjghHR/E0bOKx0ADInxzXgx8THjKd3CVGnI45Jb9T6Jb+JAu7AvbKyjhNYQHccCMdjVkwHpF0zFZbEeBjCgXLJUvv1Pf/Xl18eHnVMGnrnsbQECQYiik0BQTJqOCKynbSlw7YftAofTUWBTWZXUI7yp6JxxcWw9cITIuNWsTzkT0eqKQ1ll4wxVgFquDfsOSjgX7mkNUtATwuTiUlFYN+eYVrFmhSzhzZXEBgoqnq1wT0sEaKwnrCQup3F8SeIiMkpGyT1ZvrTIy/dIVVx05VwmNUFUhhpKwqYQhOQo6JtsMeSjZSG+bJpHNcG5EGI39EzVLRUvSOQnsgsIiEqPOI9WNNyUBiU43DBbF56Txto/vOiCX5d0a0KBmWVtDq0FdWRMVK31e9Ugp6kUoYSmXYvzBu2QmFx7D49DjDxgxoYAq1MJAN7LrydAjhILvkqRDFCxeGjKPzpTmWKt5D8OTG1mRgBTAgnbu4pmVmBCSc68sYOGdpQmLQG3DIaNjd+QAs3vCE+1R/djsXOux0xMDhvkp9tbY8dLQ2nIKGDBOYoXw7ushKBSLQa1+QvpTNcVbyy0otLJpLFgFEguksl+RNQExb99BUvWJ7A319+Hkriy04WmwELUve3116n6AxbKwI49DIVWYlpl5jOHZiPMb+w8BjX/f2HH3744fvvP4kFeMJyKiHfseXxc1/0UJEyn+SLi/Nsm8wWvHx5lqTiWLf2QINmJGU1cmUeZ+fpyblGesgZOsUErZhB47riLzeJQ8OpirYVZeSxAVJo49MdT2jIk7Gg2lhYCqC++iZUKOlxfCBfjW+RBR6Mg06oTVzDUU0QOqbco5Qz4Czzjtfgzvr9kycwnlW4eWScXr/e8FpTFx0xMFNZGRU8Q9khJ0mTuXcwoKfJ35X4Ivx5M+Tm8GifygF0VOT4I8UIMMZUXV0qoyzVIWjrWwqDNcA/sR30TcZ9lDYtI7pxbSBOD3tpN7zBNjxo8NcB2K9gwTUGLecHG5EdA1qJGkOQLrxmJHCCcccxzhxYvD8JS5y4D/bwX0IAam9lmMBJ8UORkCNzAQyUASUOXYMdiA1+3gFzaIAMcFslXF6QHg4g4gExOMptcRn3nDOOTH1nG2XYHE91yCvMmzLRSzJwkso8CyO5aiTLlSpmZZZBTGA6NevMqqmdb3XDSxyjXwPLgD1lNkjhfGl4oqOBZQ/+wws2x8ab/eSLCf2IaIK5yGPUkMvAaoAw7eDXCPl9Zp6EwJWX93f+pKC/Gv3yyuUhg52R/jjXnorly9d5vpRnTjOo8cZg06aWbU/0STvNgYLsANkFkTEHHTRMONHfM6vOQxjYgU+YmV/wpyPTiRCXcDz8CmK2UZ6UhpfSeBOHdAQKvjcKMMrzK+/auWsK9/j8zOUscDDwYlCbipkFtWWpCX59U0+X0YvzxLETQOBnvuJBLrRTKlEyCp1d9TwxL99BDNXxupelRx5j5UWvKHDLbG4FfBRzoPJ6j0RlafWbDNtg7Q0QLaPRcvlUjpapDIoE9K5HCzhG0zIwx3YBxM06kKId7CeVbToH2kH5rGUi9awBauN43UE7lFdciw6TAOykx/Fq3EwYCU/V0xQhF023/Gs64JRV17Fflypa1SKYpSRo/LJwwb0k05anLcIGwi0YC1sbewdp0Qz4cJG58IgVN5GgzDDpvIzFHVOD1TCgK0zUEJKdk7FBmzE7B4q3+CrBFCoKiAz+02ZgGoJsk1hQrYkCYC8sL+FDYQf60Wx3h2xsZOPHZtupILF0VqNxrFW91eQXx7oURs2URCK5CD87FEXFOe/TZrWkxKDwfEvRN013XrpAoaXThgRkzrov79Pz5b28qI93eqokZ3SR5MVSC3jzvBKLSrwe+dYLRswJW3n4kDeisUR1d8uPVvAcAN9MvuXihizAe/qcXjlcX6+508+E0KtbEsE9g1/eSqBmbC2jY3nFlKITzDhahr+AN6Cw0KLV/I61DHCXutMJ4cUHGGWlgGFm1kOrxhWdQJg97JWmPzZ8oAP8w5cHLoUd61dMOQHyq9iKpKSAGfSyGDFMoR4LSA+RytMORIys4eiPrdrFCOCaGmBC9pUpJ5QUBQD+mFnqHXU16WMlLg+dQb36fEaWIDHbDZs1oqmo05yBdIlBCqddlC6CylaHpsssc7gB9z6l9kH7r1t2t4Km9TFlO2gik1CKt6HdeyCKEvY/vW9ghDuh0XWmTn2aFAB5yUYO/PNnMGB0DVKdAGbvZElneWq2XyiBKoGHDJbfepW4wM4cLD5ODTgopkUp45CwJGOfMSAQY1d3CohohmKC6/eqAVHDr9MBF+U+OycL+SvKqAANBBzLz3ZIwEeNAEI+7aTWB/VUWpJM41nnghJ+xD/QFmhqowsFSzXGJG8YUshcV341Yy4SR1sRlVd5MhNxH22lB0deRWja4DB/hOIwjQZDHyYmPIvFCZwq+eiejMSv40iVOyEqw78zFiYyXKL4SLuPRJDh/MIvf30L2kkZoBHnW4Kck5jt5BH5gw09VrBHbNbBLi+5mciSmwMRTecMopoWl6pHHdV3dC9PKDz1sdcKYcOq6YOTGf91igUwjEhFVaibP7Ks40eDuJbunTmzrWBGV+ZqfuEB4Hxtsu8JkSO4cyqksnh6kD4nB+F0AHxJkIbEilcGpJkD5WVeX0qB5dMriEAakgmjh+ItT+XwKYhEglKvmWawqJJh4z1HnpPga+YKrH8VKOEZYyRrjlyN9G6GrrPHIi51dm8LQigHnSQ48Py8KfVOi2DV3sMcCBsYsMVYuSluBveArbLaUwwTbayA6VPqQcBUCQ/Z7TxdaiQnvqsjQJSScqMTZZ0CgaGLpTymoWs93eSh/1DyIyG2Rqq9AphKoFQnXtLCkXQnnZCoY+eBT94CEK7JjneKBw1CBVioFDv21zIV239xGbPM9kBaNj+OdyXWyatMClrU1K3W6MGgOSsb8af2Bm9aC6RbjLX1oU4x4G1GWbLEAstfKm4Fy3nxwSCAvcFs+3Qms8bml58fnSmQIqAlPShKnHzIZRrvdGKFmWzFiUh36JkepvKpHVOBOUq5JKyK9Oc2KCMv25FMyiZcrmCZSpDdfHdCEdPzSWOcmWqRm3jiUrVML4xkH2kdzeGnEbCLZB0nqZBpDEvX/FRQrXta1TFP9kEbWhRTFGXxnzrCIj5cVLtm7eDKkJDN9kFuhYOMS4qGuC8L44FY9mRyHtrgBM3w9n4fiRycIZ0pPKJCa/IrWxftXriXRhRppNJY5RsvpclbXCRzwjBxGN9eJ3IAT255oiQLvbzThxa+BH7JL61xrsgIUEByqkqqkcRiiJk7yZO6WLt+qyAnzab6rrcxGMTUtxL5VW+H/Q86G2j3H8BSQ4wkshPTxN0EUPvGWCkvdgWMHQZFXFzInDJC5vaTbDUSCBaQpOzM3VB0aoRbqGOQAUAvAEw7hJ88ADEnqfoiIJbtkALVKZi5yTYMDSY/rYJpxRNdJJUJ3vjDt9qOLr2v4KU2E5ywtdBoTFQCxmmYGzsglq5Uop8ry875S8QkRGbFARv+bJJwKkoAnwjrGAwxsscrZdJJrFHrRyWAwVInFuq6OR44Kg8Z85gZmSNV5CC+gpeT5URgKGIm0ugqYAR3b8H5kWiaiK3vgEngOc7JhBV9fKuma2ptn+KLLIOc2ZTjGo/QiYG4PISeYFDXpakBDQYIjUwBSHxcZzKwuLHI797wigaohoQQjE8HUhGjl0HnQtGLUG4kNvcwowCnsuk2SguX9GmSeEtSrjZTXBQsEqZ2Ki+LhIaitqWXUJmA6V5BzBRedWYNqlmdIisAmvtDZ976dPWKZUCXC6Gl6DATxo3dbYnj6gWCctJLk0AGKdvJONicy2ZwHCgIZ4JjHkin6UrNnaHJSTdD7eUCo/pDQuTA+mIOWwJIPkoDvrQSwBni2FIhRrwEbSPJtFaEhBxZxlpZUZqVUUCBWHS2FT1WibJwOnhxWWjJtBuXiQZLQQVXbgctxzEE0Zbo0DtcOMyiSUM+D5EWFRB4BpNbnW/yMmFJ0XCUbuJXX5bcKcleR76uggu9fLiIGTBXMDwkHKLj4cgf1tpkRChgHHul5F9UbamKoTl3ygTz6Wq70cFGkWz/xUXsr3DG5m8IbUGMYc982lrbIOiU4bjry2u/SAyIAK7pBKfuGR5+FI6VbiQxehnu5lcMYBsNMmKXU0EwxGfCCoXuM0bcUeoaltJyfnFB1/jzaF4Ls1bac500yExcM6nr2BdXMPHwK8dwoysKVLGBAxDBkIPifOGa590JbVBtYUqCPpjLhMSg95IH4LkpGIAuNK7gxjEyLXXTbewwLULTqelnBCgbUdUsSbW3+CYfyaSIGxV6V+JSjKonQGqKEwh035iHvhBHLyyDXJBuOY6XVwBqSTq948SRUnBPs/rtgkvII5oHkZBDVR0ctqkGYjvRUkQfYaBPcvkLYoowoiMui404zVV4AsC37vgHPSiZlKMsfTWbyAQMbNhM45IpzakjjpBpaXzI2wmJqinD8mmGGEm2LIdyjO28KZf4QtACgXh6CLsZzfXAjp7CtVpd8vZICdjyMVCrSFYxK3plQl1Jpey/IG2xKt3mGzMHtweBQYtBp7WZlZsFY5Mhk4bmLj8kfdotHgSbmbq1uORIohHVESBsR2NBJQRZpdglYwpIEV42ytbP9C+qp51Iv6os+0twF+rHYfEKX4KJazSSsKynd4sg4rRsAj+x12kb3X3/ubwwnGAiWPhMiPZQoVHRJaDW0jY07KI5bFzh7nUGgc4FkA4pHMg4rKHT3pXgdZea+m6+AzVTKpAaPowPZYJmi//U+XRltPnxMABkSUy8jJTvV8OMdwIiBNlkcgcYKcD4d9mI3AQ15U1mnAtNQBrXxjquLyfTPSfVzYkhX4y3nIeAzPokQaODBCpWKOYMtWYsO2j5GEYk17FT2rCO7ZSp2JKzGZPLL9aTSE7I6zOcsEdSmXjLyAFw7b3OshcA2VLZZc7W+Oc3C00YykFCgZAXa3TZTZ5GH0hzeQqQorLnGZ8CmZSFi3Cqv9AhcfjCG6Lr7P7woI7eHnm54GchWYLEoEhtBjB3wQcUOBk4beUhr11QRij6ZJ6USUGjx5IPkQNEqgRJTfrTsrf0wCiwlZW1QI0yh4bk+h+UZo8Qcjbu6I6bVSkLzr+aKIynNEpyWdFRclEBzOeBxCWC2EV7NjDr2McVPDBOkaU6/KQmjnqCgeimp8W5bNKVkmIR+fTORI3EVS4LVvVmWpx4JjVJ8BHGtrjoB4NTKWhPvlhzwLAYBDCp8lkF2ovebnmzB9Q/1AFQLTeqMhyQkCQhpnGDAaiRERCVPkFGYbn8HB0CHCbcsDs6rWg5ldJNSGJOL9waz7RqBwDQXRP01V2GqS8RL78oGvHoCJGWjZEcoqHagoY3H+7uEaV75yhtquIKbiZCHJqblNEVeIvcLJiG5NY7GbhRhZ0MZagwVNhTEI6nXXANWc+nHF4vfb0fKeni8ofPnxCLpXonESYESZOzGI7OkrvJy1UnjXRbaREcjozcvLJkQAwJprNvtIG0pUjjnSzOsUyOaDutvbUdubSrH5XR0RrFczRVUizfUDZzMugTrVFdtuLOArpEXrPqIdIKBmo8SVUBzW+NLraanuUmoCdG5MZkM5lxoDMgShyUyG5IBJs5aSHLcSLCVl5IA0+2dKfwHE+ogdX5gPnvDTpgcS7RsSc6IC3nkIlU0aCovskMn0UJO1EKb3s1JYYlemRBi+puG5oxLZr728V2Z4aVDTaN9oDpP1QHYprY2mC7KNO3WCzJHI2dWSWf0wQVYRJCyKWTjccoMTHPeAwYS6gddAxh80mjQyK6cop5iJbOjbYvzBrDbTZiuxUjTOMovaZmA3IEh9UcCQEM1hNqq+7eY3hv7h5HhP2bIvou532owaHs7UfY4W6lw6lQHwlt7B8443/qyyYGdeg2n5Wo1gZV7COpytpnMTUobRU02ZaN4lmngvIOZZMANJy0oLfLSaAzjqWrL0ekMFItVgiDuSHGtRozg2RBCjTQ+h1S4TGEZgVjilQGm+Rm/uJbOIqiyInNnuvKqtNuCCpNV3xMELyelCgbbymS8LgtaF6VJ/8OYLXwjPvk9OLllhei8owFy8UI5c1L+l2tXgVz7yKBsrcb+BIA3RYAEhApxhtJ5bQ1Ta8USFKs5RcjvKDUvnQAmYUd0qQArrg0p45e3ob45HROgtFFOHKKeg/rdvIbasHLxFyuKRAr0MIOxuLLPTn1o3kFavgoicxCeF3BklEDQHrcPXNfDj0BPfdtdgwWeGGjDCMQWjGa1zSzMecgipZbaWLxTMlax6kYXKeCUu9LupsMUpnekS6+DhEX22xE+iPRDI0mjEIP0lSWwDQl5OpaUCPpDBJ7EK2RAxIKSIeWTQ6ddkoSj7jKiqrqZx4KjSKenOwhASDjDZkSn4h+dh6kAjbG1Gf5BN1s2/Aw8GCZ6ohdmlYZCQSTF9GURCqS6LUvUFlU9gj1YGIBcw6kWPMZ0L2Vqj2SXZAcrmMry1SbTipsZDHmZBGGZsZk/ImlQUbo2pHIuMEk9k4xHmjkrxqR5XUKWrByTUSrOOOXc7XXZEaJ4Gpm7G8yMmJBvLMNFW9KlUywmWf1UMAOS7YgU5SJwcAweuIpoiEJCZiMkFQB5Y3wDBd+cef5lZ9Hvc/OSuDTWxd8XcfvVRkMZKFR7al5jY8voASK8QDX0wNPmD5zVwCBA7KdS7CZZBg10JJbharLcCRMZDQJMMLdpVcZTCpkeHNeqVRTo3HmII4yBztU8aoNDVUTg6l02pcuZdpRjZIoylR5FxLW6UAzqlQqCCVZZDQ16QxO0jHwiTRZ8a0zZqkgkKrgM9iaF1AYFBlwzfD2A2169ivTvBKDn9zeX12ApTcw6SMSBmGp6MI+gshd1tDIlhwusat4RoEdow8TjPz0a7k35d1hUaJJFHYsp4k44AYbsHoMrhJezKJmj9ydl20pjgrSKYPIW0T2U3VLdEerNoBFnNFUi4mwIB+Go6uneAhCFAcMikEchwGmCgR9ZMpJVZiLCtRQhYrpj2tMd54sTVPLnDHClUpc0Cq5fyA56OKt3aEPehTonYUyjgf0UNDKfIpE0XKIlVWkxX/RqpOA12tKpgTKS0FozWu8wBhlarWHibg+SSE3IQ5tpkIeRiT04N1Q5EsnWgwwEtjCR2su5QlwD5KKLeR9fhr2csFMhidUKIJNnBhCNkyPPLAVuN4lhJR4suqxcFobDsLY7m/LWreKJIAxASLoKT0BNFQ1TGAkBFff/SGJKx46fWUadeu7NiU6a5SvH+5JpA9curSw7EkHGimkl8liyMIl2b0PDaC5j0IwejSFvOUyaaaG04Yu3NATrVS5toOFuYkMxW7M7qtQ+Q6gxoMqfwkWYewOC4cVkYesztCY8CMRMyJFcGmI61ZQspbWGETNgmmZMkANEfLAiKvZAIpwO/hCHiLpLrwpFMtwEcXSXqeYyDuslRPuOop0RYrDizxTj4iObGVqC3vooLzFmaBLgqiCsezH944dmVYKa9QxQGiEm2poWQGs1QPbzKY3pp8tQdNBTVMNRT7TocExtl6lDEGYWxl4JKWiEDvKFU+7huFG97A7GkQAGBZKFlWDmZquwkfB0uKpHjSD3SmvPP1gFgdpxYYhHbz06EI8zxiiWBBRsCiZUjSvQFTwG0Epz0WaHfQQgbURLsOp8NnmgHrDeshFRjpiuD9KokHCYUx7aNJcMLNrwA7kqCDA1sYantreDIz+eA3YWBXyOqNir7Igrk7O0fgiE6cSPXFa4B6iQ6YcAnSvSuiJLD1DJzAPcC4RDvsJdKVW0ibwxPSruUQXMeiNAkkCMug7SBITpB4c9SqLB5a6evCyTTT7LOyBpdEyckMZb3lQk5R1YvMRbi8yrL0YIWlBxceyb28ubnAzdvCRUsT+eM1r5B+evwxtJSQmYJPBHIxVyVEUaePHSiJp2NGINmTI1AojtShx0JiI13qJKPL33mB2juxcq4FiSeMuEIFZ0zPzPmJ31cYG+1z3NLqyZptMABA4XhzL1T5ZYTBTylEyt3IpfE/HmxyxSJMt8wbWsqulfHMj41kIKEGTB3+cGnrBz3fPSYn6hAIIFp7kBW/RnVNjn5LNfqkfxOBsa5YrYWUsJquKqnGjd9iBdkB9kBaaw43RCEyGjTmbQfJowkP0aLFTv+Ua0Xb8qZFy0sXgHKYeSouPOZa/NS0pwLh01rKBamTzyhQJIc+QsT5L2UlhjgIKPSj0eCDfjGTE6qpgzHEVGoMSy87hGLMethMIGE6inkW1T8eQUnqIS2cZAk4jfOjyTdSalR/aiaAUHggBTCI4Nx0QKxTsMp7bNMX1T6qngicX4TBceZmJ7gaRTsyGo95xggAlxaexBojQxunRFuCxyiLQySAKUrJxCFmjhXJ+bEjpzinyMNCgMbFGnvHcSw4LxnDhootAMvI71fi0s3GCWuivIByQsPgynzMij0gPDBxnLxINABtRmgFIGMdzD9/g55spkC0Q3OhAaTN8WCCGEhqzJQfS5q9VMJvqVZ2em5wvOUBTU9xY0IDwpgZo2em1Gyo6NWLPgU7Phr5zZRWQg7ZLmb3gYp+lJZUqakNAMNzdd5OGsYpLPRBdXLEKRGr+1gYZ2Hf/3d0xXfFpDgtXpKYkYz0MNmqNk9nJlEK4qy+t9NBieqlHGztjw5ooNz4QAbAkjqpfGuK6cPBAXnPJV77EU1Vx+fd6V2+zQ6BZq8xQWgm1aCLT08PY81iqHimlO4WW6QoYzhHKrh7sCFkvG0wActETNKeyFf2j0/KTDSqUBjlLd8JAyxpLC2wA2E5BOm1zHIG+Y5d2QtbsMW5JMBtVpFksDDZ35IMRh/irolw0cUiN6wA2Yi4/aw7DFw2seFQ6lAcBGikv+oaI9iWioAbnRI22rabb5KO98bAGkGRHMUlyboEAxxgIz1unEaMq3DBTTywbFk3a3y59q6ktHIXKxg5bBmwONsIcbRgcrGjcLlKtiklIUspnBNDtlmOgaEumdJWIoT6IxtVUq3Q6ESHbD+nMA4xkIj7khrNBQMTAystLRpOB5SUU3UaKwnCiZdTMhRhBr3E1PCzqdMRpKQ68sSg2QYnhR3nH07IWnbFTMxTgbTOTEbQqZ5oKl3ZkKVam8AWTq0lG9Cg6ZteVmoWPC1Ak77zRCrwcvdYxvsEwkMSi0DTFhilEmB5n7I0haNVG+XFsAgVSdKynB1qlMER3yD7x9i6fToC8nBqNgqgaQhrlDnIqhtp888agd93Zaeji7qlgiopV2BF2hbIaq6Y6NGAdicENDlajogiaVsNoH2puTexL77IAdrGZ4inBB0y8QBajoNUg6g8YkhuanqrQxSpyAwYS2IinAQY4fmz4IIS2Z1OjfCyICHx447kxu6AglAMAMWlqNz0iIoL4D3dPaUVVrlZYDpViV1Zo16pZ/Z8UJozHJ+AO6EdLihyGHoeCNdxtssc+JNGhlO7h1aaKQ1NqFHv9IHVkrYO12kfDA0dq+Zz9LpEYKeWY85+8JXKoge4DrEhUIefxMKeSoReFMXq9OnoNhCTVNyJRQl7VfUjXEJ328y2uWYi1YoDTYf4epwu2O+RkSGRbDYJJaDj+Ntw5m7d1TShSvKBc3KIRaYDWLizkZ4bheEYiFZIHTD2X6P0mHdDQIRjegNqFNSwHJ6seYMAlu0pQ/1I4pi138apMJh0e2QYAMWbOQisuA2fOxATt/p6rQrjziBcbSLC1gQQXRTdcft6S2coRDiTk5Gy8CCd8oLJYRf/ycVrUuYMOP0vMZYcDGiT1xhDiGTlq4Wq3o4voYNJEL1ZDYBrzj19xGm2xHHb2AShTkMGEKnkAwoia7hDPPG2TXYqKICtzAem5Fmxlewj1YrImjnYALZaiWlXLUqqJk7/SHsh4W88BplXrokqDqUldIVnS0IxER+ygLF16xrqx22cjKdOdIzUL1MFKEEmhN+e5Ts+MQcfeWFuatQI7Enmxr2gWAxQ8qSgNZNbk1OMRpX18anIDb8To1A1bbXN07UruhIH2WZwE2tW81MGSQTD+NGlDAFilBIT/KFgvTzjPojjDmoog1bMIbV1S6gQgXcMCzTRXZnRwUsUo+sURl8hg2UzfHII59emIEVRq9IB6gHoh5utIcArbqVDXaZhDf9SzEYX7qZJ7lzw/BqeSwpkxEwMfjt0GW7y6tmLfIgTiNGsRY0ylVos1T3D6phI7jyHrpAC1/EfbBuY1P9+n+g6Hyg3zpJg/eTHICZzBzC18Y5ShYSRJG3s2KkhLPFotilKYJi0MgRkQTsH41Qke7eJ9BgxYVqulk8wkre7hXV36yoHLi48f7ngxHmSYG/puiB5fYFIDuPFOAhNRqce5o50hludKGnHXccnJfrSCpfG0QoCBoIP5EqRP2HYtGUXU8KbBJAXkJwYdt5BCY79Vjhngxu1C7OLEjWAc+tnr8IHCKhMWxgeiZxvnjV4XYhxGYNJDl04lB0PLgKJ5RFAwcihiet2dxdhSerABIE7dhuq6GCagoJmhkNMQogU8Tk5gIK2MV6ylm6OLtKsgUBw9vOGakT2dTJzITwU0GH2+syzo5AIr2ysyJFQZKIMJxdlbG0URpxaNoWEPY63+eGSr4MHMJGzTsRhflNZOKpIK1DYP2pWV6jHjGPlc5hEldLfRvIOFyFnJQ0TXSvyWitA2VOoSfiqqDS1fn0UNizJz9hohZQNDU86iKGhWQ7s1DCOmWVYZzfQXpU6YOtY6xLC4wIvTZK1NwCVN1bVZNDX4efPUI3wugc3AFcxF39c4tQyARnEssSJBfjAIjROJslH0Ge/WtMb7sqJKuNVldcWJTVFjkjLVBQR1QJyZ4mHCFhPEVDkA5O0K3LKP49jnhocHeMETPJDSRR7OiQxwhi64IzdNsqClka/J5JEwrYx7Hciys17lazqPTw939yQCR+Zp7fnSBx1478NkEdQnfV3+7sPjlwcE5kd3Hvhq3gOPSZp4CREfVWJ9eSXcbIYMFQ4YiaRXvgu027CF3BCSbTkNCZdFald67ldOYhUgHXx/4F2IEAIXkghAGDViTKEo8VLa6kqtCdfcyMuBukDb5M8qHUIdAyKn54h8O8ZaECt/QafMkg4qNe1NeJFZsS3YA2mUqLYo2WpvYlLDs2aYFUVeCMWVKS5kedpDdxEThgBacntWXCxGo2TBdg2UPW3ynDaImK04osW1nlXlIDtLC8KDIcMdxUtPFJISQvpX2UpFc4NLvZI6qbGJDtZsJSEPpdBaJREbPMM6GjsFOBqANIpmC5zTQw028tPO5Tqpwk+23Vzol4n0JWmFFmrzoQ5ZuanPElZTZQRn7yINBdE8elNAkqRAUqioj44lpOkUbcik5FCxfQXDwpGOfXPIkX+n45oFOaTZLcDI2qmvhQNjNT2nhS3KN/alrmSLk2ZM6IPtgSHgcRBKhwYdyb1flT8TFwDooyepPz/oQSSKk2SkgEJLsK6puNPEukz5/eb7Hz6/fOT3zg1ZyEKKH5q4v72LHCNKgyaPQkCbQt6RJE838AsTD1+Yt7iI5X00xo5pMbsYWRQhbemBIc/Zlx+ZXJE2/abi7dNHXn3Aus3rl8eH29vnH374xHNbmBOloG/SBfuNiaQGTegkwxtrDy9nckixxp6D0D9txB0DUpQSckBaQmgeBuVwinbUAnEnNL1FaEzzChfqPkeeTnrSf60BggIC5uAfqjSYH+nFGkopQcWmGchCRgEpYNEDIidbaWv+ViMnvygNYlpcvsKtKIJcJJ0YD1WzUKRko+k94MyBVW96Bz5U860cJZXwAFGHllr7hkjTNfMHpY/MUs+MFkICOg2nqJGqSM3L/2UEeRdnmgT9Pczae1InnlLYP/8daAegkUGjIVmDd7rebesXTJRhZ7aimKYhi1zTwanado+mP2kd2DyWTBNYbBaGWgPqpmQnWrKys9C/Gc4eX9cOUd1Kv8lfqnYMVwEWvtWoCJmTFG0KLbCCTi2rVR12lf7pYrsqcDgrUrAMykJElgVe38Ak2AFGVKNl0geDHMSXVhC6WQ/diJYho68IqRpxpYDajAuqHKrJcvJSjHZtq+S2RIB9B7MRyZaBSkuJBpQ8BLBLTqLefH74DDyI2vriwnemfLzzGyHdOUpyhyLIRIAXCFyVuC7BOPdNcjyb8PjwgDjEO3nB0/hyOxzNKhwehSbRMUW/c4+EDIDLe77j47eg+YoQVyCMtJlmEX8uMYkh9ymRQx74sISvaspO+oqN9NO9BEUAxTufUAXNJAWQYJpvRawhatFq/juE6QZMjyqASa5InDxD18KYbjggzmJeFweQMk8ocdl1MNoCwiTH+SwmJxxMqApHUsorTngNfmSQsyomGLQQzY+oclBDxDQfNdjhpVGYvUHSBReEikJiqItrc1CHM3mPPcHIgRYA0d9EolGiHPpvs1sL7o2pSRPl4E+PVzKZKxGrxV3RkWxIxErPYNqktkf20mijYFKVpuqNCEqyyyFGopmflvHjYsyUHFURdI6G+tSjk8Dev/bHEfI9UAix4mfiBQnChS3KgkJKVzTSaeGA3PjOngmiLZ6A00yL1tay8jkA7J4iT8gw4ppYGR5pp9olB4mf9I2GBrcpo0lGIsFwqkmdoT4nPjkjswGvgUs5chn7IsmUobIFAxbVCcI8mvcAyFGaaUtPRYmkoBxZNbkUiWMFszJFSF0+8qNvDc6EpKD76ZFXp746xdjYhScwfO3wmp+XYGHn02eerxTJK4WX5weemnr9/cUHHsB0FEKTroliL7nlLC3zRf+3t3eP96xJAeMsy2UqzmBPvhxGxZWpQQmO7Nglk0SkNdMdrMTohaH3GAVZAmNxNIG4fG0Wd5R3QFLTIyuJADBl4pjsKp0wGTvspcWLJRRzpqBRXykJQKdkw0ghZQYKUiP/M1eworfgJxclGXnUC8lh6n3azKVc9GcoCEpzOUydxwAjKseqxPAiLMwDWWWLEaz25785ihQnzQCtrMUjQeZFn2Y+iHMZW1iZYUiNZkNnFdF3yg8gVKFV9uIUgWDOa3jfwzhbbQGXY7oqr9ZQFr0/5rER88sESHUIWKyUyY4CLb3mGlORnI+4T2aQSK4RsEmvihkZuyLqTsAAACdRVufYYaZulBBnrGrWkIcEwKztApm841ynxRGlE2pEjL3Uo0UPZpxpiGCRHQmytWDjXNjyJ58UUniqmZC8qljCTZ9DlGqdhRegKSOKHYSSEqxDpZ12JRFgSQfNgQG0BJ2k+GdRHrhQZegnKdkkC4SSI5Kb5hy82zbWbEsn5IKjB8XWag8lZhAdpjXJQ2APNMJCFn1ckBBElKPYh4kIVdNRqWYkHDq0AcSrjv0V9SefNa2Xp6t457q/bKMZxLLHQTu1xddcxlekQeFyjixDJ/8mLMYCFzjrG8uKibkpomcm4J9fHrmpyI8VkpwYiAwZrIxKSut4IFpTMMNTQ7HRZ5rV2n4+Ul3qOPszuoaLfXa30G+yEowWg0/RxYQCqz1PJluF6zapqmpJgzYC8vLKl3sVrMENL1qmTADJEQKYSUMP5Q3BPq3Z9ziCvYAmPoGM2nRrH75Gblb0dT9OVIGHIFbyBINRGGojkKt78UhKJGluxQYNZmBom0KBTkdYEwI4geWAhf+k70RhzbkMBDVnP6oNVgZ2XMUE+RKRXnKKrlIDYeKondQnu80cZ2VtLG1Wsm96MwYnJqbVI6SIoiumvGY8CjzNkS5lDAVghhxBxVlWtpnPGJMAxyOJkpubGuvW6xSolASQHE0xakQdYtKTypExJOJaQGoTN7PoO2yxAawhi2MMXiT130BCZ+8qSnAYShkQNxYyirt6gUjHBLSVbv8pEq/BozpQA0q7yDE4QoQFAlWVShavXcAdfNZE6H8Fnd2xi8xpsxmc78FmJiKLiIa3pDsD22Jq2l1g6SfEE3LHI9wJtJgnqAgtg96dRhpT2mnIXfLyT9KHvgHCbAMBLeOJgeMG6VrlKXUNFBILpR4MsqyB58w/PhyNsYlljEfqAUTgo0AT+/pj8b5jTweYoZx062dgeSoC1rzrj/zjqoSMmBA576XqShtJqbkMdoE4XSpmBMqs1KaqYyL0IoSQgLGPFfqxC2wx4995FrnVY+YgvPoGCvFKKsabClIgxYWqlVShMmLNI2nQ9+4AuN27YLKEaTnEAvN1RjivSCsZT4JDq3GrYxPRGBUNFb9UWSLw55Jclfe0gSXRK74EZMzTXcnVTvfNOEAOZTF16oIZbJoW2ymWql/yChoL+jjqNJvYnSjWXUGgSm0ZUfv2ByjcQezxPxhJQqMgP38Ca3Ycp6yy0qLiiElX5JjTkLBOJaPm/xU2wAJocIpGSQuqqokl1SUHswWCFqFpbAtfoRaARuCPBKI1SDlleCNKZG2magETQNKzxYLgtKyP0huNiC6j5X/B1tnVLi02vcScimMX1wYXqSJC+n4iMnvrCKTYFg6jkxunSUkthfoBIBiNomty9kDNv2IUgxjfupKgAnet45V5Iihl+gYmwAGQGYe4kX+CCWSJwJAtvEIRt5OW0TNyLBLtZHB+LAGPp9noGEvXXKNzCU+nrdfiZuliVPoQwNHL6ZXV9jkNoVnmZsvToU9PrIibipCJP5TyEs/pk8IDuGALeJtxrdFQ1+gP2RROZ6iqqwpqBmQVUngbqCsm5wmW8z+88msUN18enj8/PPCziEQKSDp0FOY8p8pOHkvGqqN8PvZFIrueeRBNZjyXcBjq/DZXl2zMX3jvM7lJQ0oPIjIY2k0IViTTB4AsEE5oOEJOtaEVMiygbiAoi1qQoNAMkziVweoTrWA68ZyvyUQr2pCWLtaAmsZpcHgZ2x/zIjV0fMgwsQTj2pkFq3k/met/Xu15g1Zj6h0EIqVJTzHndGtcEAnMQGlUPDVj3HeeMr0635GACUw8G8pC8dfchOsMY+pQ8BE6wXMMTdJEG7AHbD3fARqd9mtANohkRc3Oiqhwh4igRqcTFFNLPaKoGRDxtKI8ng/KNmVnSKS+N7uTqxzjRumJTVeMpODIk8LaJzBA0D80xDZgYRHMvnjJWhmy8aCqHNab6LEPqgrRLitzCHznS0bZaA2VtDKTam4RUpqOyphyUVltawflRbyGQ15Ym8iVEMmHAbbzUGevYkdV3SXTfRxMXfZ4tHTZ0EJ61t2I0tRBq4jqYSYSN3dV2YTAIPRUnIrk/M+aY+BFKT7atLwCBYdqa8f0OPuBivf7IOvJ0uIKTwllbCkLBHWNvAsUmM5s3tOr4yWp2TDyGQ8iSdVQgicaMlJd1qpZx2RXiLgsFrTg8EBH355swrm9+3zzyA/x3N7d/v2f//GJL6VMgChjIoeoJmCtkJYAEcmkjdUABmLzBxdHeWO9cyh+kAveSKE+DnstJtu8gCWhZkRziWyjhmCXg5z9ZSIiTqt7mYOSm7F0Z2AiDprTrj1bGjI1i+ukoBNHT0LxrUuMqZ1KCwDoy57Bio/kFSuJksW05HkOg2ICV10MDrORiYNECwIgellRJKs9KarbkBOlfxs8PWhMMhPY3X0BGmkB0TNwL8JMGVlJhUcqIHovo3rBVh2MYyvbZjRJyBxan+dzkYcIeAvSY6m2Jz2NgOqzal1XySHmCzKW0qJ4Ykgd6nAsIlqHSgD4Ygx4YxN9S87KaSALvEIAn5s6VlldDvtRHco4a3qVXH4CDdKERLo3nhPVMKtgYynr/CXw7ln77Iy2Hg6ILovBO8g5XNxHyNli2100Jz4BHRKSoZZ9BtLIgIBAlMP0i5FdBtKaOp2xJ4bzMBCiLcMcAKln6I+9EuYkU8psngXVSBA6hsUvnr4GyzhBYOQcIXM7ecJHzm3Cq/y5LoPdTVONRgZH5za4GK5NwLk0cvrhHEvm0GXGxSAjxJe5G7MtckNMFkYJ69QAeldQrLF2ORNHYh5G4BhUQ5UFFIEpH++WYUTJ4OPD7Q88K+WiR7byjGU+5SCV3SBkZvEO21xW+eQHzcmJ1MyMuMMAJGjIZa0xnGRy9JAhyotXOYgWBkRi2vlnWgY7I9gXv9Qw7SjXMGDPUp5+zRouHmMoxoOP1Aszi/HYxRuvMDIxrKjmCEGJMlSHOE+FzZjCI97h4y9VzXnayr03cNMaWfwGEFr5JphoFlT4Hz0wqOpiBes5wrBoHQZ09Llm2Qxr+PaH7o8oKaoYHfo1moVhoeiszCmrKgnVQx7By86WjKczjOEcbhyoTzZdLoMb3JFROrJRTEeK4SAVPpBAH45MKiFkYwnpKInSqli06+uKseo1j1ZygYvAdzwIrXEcByCb70UbAZSVM5URTSkIPZUPyMiVrZAWbnxGe9HBIuTGPxwu9CEUtdNGk2QR3KnUnH0QULONfcSN+qDgMYcgREkVip0RhwJwju90pmUoD1qWO+Tz8o+WJCTsAPVENyYbUoNFI+rz7+gtPnSkzodUtk9kw9ThbqcWa+7JpWiSMDognFfEkZABnNYzi6HbMFVPI2tYB8uxETgtLFZgEQ3ks+sxgxNNXq+4CgxpfyGq58v9GiDDGzY8w0nP9ccPYGAwBgWQPJnlbKk4gqZVDa54UDDsEnWJQkMloVHSyBYeUQowAx9/LOjp0oPo49DFYCxm8aKYjx+5PLi6vgPVBx5Y/EY5TaGGEgSBrwr7w8yA8WwqWYdvDz1JpCtaYFCCxSZaDIQQxc0ww59GKCGRZ8QelQR7jOhlLsDNqlh/9TcaoShywWZ1UWSPYDT4YJOLLtQk4rcnYZwFSEHge4Wu2KKyHRkkKKcZuK6pISIiefcDEdwYQH7jB2+W4Gky85tO2Y0pcIipNalgoD0lCQUJrOEKH7X3zpRD1NdWe12ooIpg6lU85cknYsMapcqhWgZKREYWXlrAxnCgy4boaFUFA3+ISVCSQlmRTPI5LarKDqkDA4nHwwAVGQumv0qIazOfGZ5WjEt6sBgomSBW5h7K5AdFdlRJxD/JCDybkVHedCBMGw+NRVtN1bTTK0j9gioKHQMjZQ8LdG2YiyOoagtMOlge+58FwKC5lWD2l0t03QBsZ2XqbI8KWkDeM5kYMkzQ7DQqWs3y4KyzTrTgpE2WZlu9xSgBpo2WJVgI65AmhVgZi8A3/WdSmy2LCePGmhm7GF4DXUEFD+q0Sf101wKhIiVuZPoAMPx4NTCPqHOLSnovvNT4Afr393ewIJR7FTvDo2mEdBiAwCnCYlWbuFMakIQEUEmDGelLuwDGSHiXr8uMKoOJ3fgSNfUnHy93lnXHxeHrC68A5ms8CIwxfOlwMsidH3G/vnrg4XpebH5xdQv0Hd8KmrzC1a4pfXIkiMjMt/QuXh9HA2RIzC1zpm8Q0OIJcFSBu4kVaAxjrLtmtDtTa+CUBrAOgMS8xa4OaojawXnJ9WgzFm1pYYBllzHkXKkLyzghb10/M01jDMDWjzQg7VQXv2k99DIOizmYlwRcAtAXyFATESf1ZNMT8lNDTuA82q9heDRuDTQxndEag71JXpYxU/dQUZ+COJ4CbJGwerCluJEb0DqgpmjYuIQAyIRhMUJkOkc6S9kX1UaWqmg1iJQBpCnBhcRUImz6eIEaj8tmEYLAoSAokuqwRIaLRw6qJZupCyDyh/lPMVSKf4XfRVjrGnWfdU2GnZM2kCYdMFrsHcG0eGRpOJGM3IH5vjJwMsMSPw16Qn0DmatSlk0WoFs9J5+AdSiYsrHSzpnrRPRNrXNZZzMEPBNrxI1yrOBY9xmIvBNHb8K8ayaNPMUmOzr1npkJFK5LOEd7lmYWwDMJ5gC893LNcg+Ben9333TAdxVcXPDY+Zfvvvtwe/2BadfN0zXvWnF1Bt5+jDnFGG6tVTlFRm3EpsfVU14bAT1O5TSjEedoF1BgVPozOqEwClOVNEmURV1mJmaXwoxHLRQRQPK3FFIS2zLwvWhnaN/5u2EK4vBGP0dLq8pWION/Mr3ym64jr8nUvNuy1FLDUJ5ejQCdTIjcO0E7d0JC0AbMLf+nomgy6pqBrUHHBY5jwQHu1/eYPzrhFQ8jqDGyNvjVZygrXKRpWBYCvssZRPSKB5JoygWi8z+mIl6ISiyOytP0yZxFFx/1h4SeqUTW5Gev47cOYBCWjEhsgstMWs9BAlXsEsgsCG/DRnkTExgqpUGIyYx/TDgVdiUVYWwMFFIQcP5pN5SV3Atr6uscYdzrpTE4/UaVY6GAGIVMNDQzY4GvFyvYx3Ou5NIKs0/0sKWNVOx4ok2hDKzoJFrS0o4dMe8ylNJto2H1kT19SeiKIoAGOYBUKaX0rH04xuvHRI9pFoARuAMo1C5ajWIEKl26OkipqMIURV+1qsqlsZwzR52wsqpQYEmEo/PiwKcIjImVRTfLV6mTfMmG3QXC1Ticwe25yBYK5zmHkzxGPrqGv1qkPcewgbuV2DCEGyTOCIeXYsZRpD7SrHBIaPMLLzzx4y9X+baGKMqR32HnwO/cseOBrM+8oIHy9PSRqzE98sJ9vFuvCzmzA+J469Qnt/TRAqLKBXuAhhH4qqCH2TyhRfQKVIUkO2ZiX5VRZAdGm8tOYBz0ZDrjAHFdY4m148o21PBazWTADAyzQJD3K2MERweSCQfJ9wVA2DNWphc5ElybJYkoaMGOOJCRzUqr8419qQtUoToFZuqwmiFq8RDRMY3fMHfNS3pFEQJaOPbq3gMI64IOWAvM0TIWvUA0AvialldqF7wc4+UGFK8X5wkzlTIKwdACBsMegalIr7MwfaNeuEb2KiYk3qGXTAa+4tZlxKmDYs7SSsqzGePpMzMcRUEr2SA1bA0VZ2iGspSBz3x5AYtRNVHgqxEAzTYK7MfkoxAIju7pgtpCYi7n364b2ktBlsaQcEgGRcyiThC1X0H5mLuW//VAHemqDZbwCak4w1Hb6rlatn6qLmk+0Rn/1UKPytsVeQCV0eZfUiYewP8lGOplUXSq8kvLXEmDYowQ9vpRezZh1bRqpx0CAJEYh9iDLQwUJaqGRnl82XFkRw1WV6wL6EFi4TrCgY9FJpVDljnE2HTQ28mxH9qZ6DB6mNWQ/uZhKtdqwb18fHj+8/P3pC248Hxjb2K45AdweO4BlNMphtkDj0TwvFLUEVTpsRMLMTwlgWSAdvJtRWgCEYgiaJsLgsMV3Z3dc/1VToKyl4e+KN6fdObrhk6kGPT+SjunPUevOQxqJlZArGoVjaCzDL8atMI2DbYzku0qA9plfwVoCS3vFmJan7SLZhXGDDzzC4B2TvtUIBIucjCWgJS25AltyDSVYLTQwHSSFvhBG4IWjD8UEyWBRUUtaKKuKgvAlELT3LAiZZ5BYBDB1walLWwuCbZ0VpRzLAGB2qQ5ucZAggu0rzihIQ2/bMScHB39U+6GfqRsCbNQVjfoBhTRoRPHtdE8VIXhkyUMiaC1FKS7hlVLDIIisNASwGe9nFqr8upUcT1zEngYGa05bzkzRNtROOLDMylUc9CMDEiMbKMf5KApgMIppN38S2uXWoZ7qgipK5ypGnSW0Os4NhlH80XzaAZ40KdytL+vgL7N+77r7FgiMB+vWtdGMGRPNkc6ZFQrN8q8UIOk0fa6xjtnhGUufMSoVPKNF09QdOZpSiGgOcfQcI58zkvS8o3PyCJbCLr7kaJkdQLGgDeleF+dX0fnhzl56QokCdJuHXne9kF2f+fm05eHq1vCCIG4K6a4pI9W32XvCZmIcT2fSSIRBsVuQfJg+8sjv/+lzkqGULkNHZkQSMw4QYiCBYUdHojnyxo0w8U9v2d45UIVP/AKPOX7T58+f/5irBPZyOHZrFFqqGKsl57C8OspeMwIHtcgHNXRHLoFlr1JtUwSqE/XQFFFwJA6Z3YxnB6wsyEL1kyLSz5OSSz02Z2mcuN+jQmplasTOmTl60BETC9+TbI0QkjaTj0m6UIxZwKCyGjkgAQBF2NvGAKI8TpfoF75t4yluCKZrdpbV00tgJHhxIEpUqErE+AonBmBIQlgi1FrIHCQWlOcEOonhrMO51iFIBkDLQGrdfoUnqPNJ2wbhqHphbUDtroMA3THVCC+KuSpzbVKcCUGVbFGeNriMnSNYY03LgY29sqqTAinW4aFISGgiKhru3DY1lOmVJ2oSY5WnZFBYid/iulVimM7t4g4XTTLjyKyhQrAGGpZEsAUWAZZkEPrJD1iwBbARe0gaIV/d3UnDdDsRxwxG1LyziS09D3gxFkCgqAVFqnoxcy2YTnQbBHKOBXYdTu7GXcBYpqVo1AKj2kYI1PjEJWOSKuzQcAMPSSHkWSl/CNF00fLeS5fdzVMUBtpepjbccMqhrli/GE8m718j9XT7cOTgXl19aj2TJ0e7+7KO9AyQ7FmP2yNaSRHKcQhV7X2w2ITZJpCMUa9JerZcXSZvaMwq5sw+TY0l6XMzniO6vrl9uaO6R93A32+nBt2zu/WA+icVv2CoPZzKGGiBCa8Oa+oUNaid5kl82mgjMmIpUsKIzpbDUMv1nXv/9rytFd3cjnG8uZIE65Bkt6GYzEMzzDZ5M/JL1AzRQcazfNNAy9eSDkzL4gjGjbTzXip0MKeTISxM6z0EB0vj68s4dHPZGgr0QQUY9q/7LJiAkzDbpYeuFXFQqZiY6RyGDJ51yNjIUdmRoRJPDm1AFPRAiiqbLxWgxtkDIJYaAU1MSiSl3u4K4OBgOEM7GFVXDMNICgtXYOFcskLJ7KvMgIMTe0glntNRR3Q/moCyBwkHCI5ZNQnkdiprMj5FmxUg5qUaFzFrNsBmwZ17FBFmLgONN1jFyVbBc09zS4uMXazi6aANTIkxsF0KqIljjDyAnDE3fjv9gBEHXKqdNY7LGYiYKrBD85Ogt9w4FRO4h0EDsGOlqOibX02DY+78cyrjCZ786RuLai08s+XQ/Gf4EjX9ELQRXetgyrrZ7LyneNM3yia2coIIOl8/vxA+LDEfXv3waB/fv7yhe95PLMgZWxAh0uzAkb4pHUELaNrJ4efrCAGPObzqgqc4kb9NTsTv36uymmD0TajUFsjDC9kZmntTg9dMelj5tU3YFyOH1bAdIqGjFSJXqKqrIWWyqCyMCnaigp5jkWUNAhg2ruRk3fR1mm3HCBBQP0YfqtIW2Zg9R9Z/cZynost3nhDGlVW0SYnRY1KF0w0yjh6PgzrIZy0FM89kvjmfJmhBOys7XMbYbAxD5CpASZ9DW1Y6c2hrGQK5N+KKHV1Tg81086FPx6tc1xi8MVmYOoX+ts2isSAgG0GqBuaChlJCM0+LhNLChgjugRwjlexVTUdVMNDTOnbyjaiHDdTXjQUBfZ0LhZQ12iI4NAUXWKeHD2jOKhc8UNMw3LmrvQvmZJjbwBIDGjHjHbkcU4nN4VmP6d5hQxNEwxboWVuQRyKGLss6XUoZQCG5iBZjwUIR/tG/sZeIlOq7QObpn4wjz6bqO/W9vtgEfqZna4hGUg/DgSyIuNqL1W626bKiOPcYYSgYVd+hvqPdENNdsnuVVtDT1gGEnUlIJ1ocJ3tqHfIy5YV+M+0Mf9hcsIgZPpzfcVvEisjzmvGgjc5HlxQ7y5vOTVxfQk8qSQ6jn5mSwwHJkc4RoGwAvueNVW8Ss0OJQUj5lxWKeVdPn/6zItt5hXtqgKk8eW4ZBZDJVGsJzfUVVIwJFMpa0ktI0SgUFl8AbSP8KoB00MOBFIzctDFdmjM1gP/IWKYcwA1dtLeBZWnH8JcbPJVGeWIDlyKgXLdYJFrhE8Ql5I5TZiJpBmA5qroLC5ZfKgq7nwV3RkSFMurCqV6o+NCcQc1KNHXSAREh1vcuW7lfBnvuI6IFKoNLfMmsO4tVMszUhlMgTRVlqNfgqaKCEtJAilOMk6dDkVRJVxtxgeN1DmivDxBjMuQ7KvdJ0VAabOUifgldoDtUmazSYJI2wYuIiatIF3JJ6nlBCvaYAy8QRTxabUHG1k6IyYi9AtyYz7dli46RWbaw7C1z0RGxXWSDpfjEAr9aeEfdqs1iLWRr2UUzkA7P+KNGLsqkJhm4khxOFiITF2zoCvnH5nTEscRhIZfVdRLTP6hwoiCnNbR1IsizABQLT7ThlPjMlh2/5qSVowbTKQq7JwlauP+WuG2mzZszhfvDFTF1HCJcPnlC4+VfuKBRiKYZ7d4GR9pA+M0i9ciM69XKq4ODIILZ/Xzezxqlm1Rg8s9FvJZR3dsKgLBCJfkWjpRZ+7mL8Zkb1oBIHB4UQTAHHz8cMtofXxk/DMnu+ZRDGZ9c7WDeA64tANveAzdsZ3Ust8Z07RUcPltSaiuUmy76LMb1l7gbKSACVmMRn2DzjAm0JDIJAD1GDhOwWE8utpFaDFwUJedzUU746XRaBSsVLEERQFPZRrFCTDvVuTSUNldT8OFVDEsLRbbLbbBEIGtlyRK9Ks7HsR4pJUUTB/4UkIKVPSpO/MSAjYMDuTYc6Ssbmb8HKaOBB3Cl9eyQllAHV0/SC76UK7FI64AvLYnRB282/jEJyUOENKU0EwKLygzMBs8pRTJC0GH3NLbmiVfDKKwUMhSizIAqoDjTWurUENnDARoBIRCPJ0Ot7GT6tlPy6Y+6DQpIAcH5CYcfAcDAFCVMb2zX9xPYwpNRQtTUlJXVduWiAViIBk3JVpcEnDPbQf1F25TQ26Lo7wqusmKapcuqCMqQayHAtH7U9vI0/wrtupG4Z2U8PF0nsfhYJyYTRw20GM44a2xkycNTHd5yYXhF54y9fEH1QfXmN2y4VnO92YfalxXcHXCLSfeJ+N7SgVWDR2uN3jdKCRNLEaAo9HeswI7FmZIQ6tN/hcfP37kPVzKxSTr+vq//7e/f+JEzNtDnQ8of8UdEiiyrNgtyhtgkYQhLao5aBwYfJTM3LnLg4xkprRXUvDKjsrcsUA22bvaYi6toTZd8KodSiyeUQXNvAVhMOuFgPxi0CUMQ9UxkuwKMNGgjtRGeDzGlKh8Kp4nITgc64oJkYGKeiWmqONwWXw1ah+zJEDSAMvwgzkSmt00GYuICm4wLlqQQ23gAaR5F+0eyAEnoTSRkCJct6ZJE38QgIhzCPJEZqSd0xvX/Fx0WGC7qRuUIiGpbHKx6sQRqORhx7FgyEZNwlC0rSL8IHUobf5XJ7lqVwd6bTUXVJaMc05RvDge+LE+w5PNKmet76pDdjcucRSeoopM0B1xdNhnKZFJO2OoqZl9B4aaLIUd89QltMt5fbctgG29zBrxQn/oLVj7MpUbyXoRrg/LWYmsnJA6iP+qCoieLtqxca4iI3ny0RqEC5kpxpy3NRHg2kAJgOGrMNz3Y/md50hv//zDD3/z+h1PZxllPXilI6Ho9R8rpuvrPrQoOkD0ZCtMzvhjjYp5FqtiBKFnEHrXFHgpBU0lGPtWQSQSLD90wVyKDMXtQgYIL/ECLjCAQDIjKPDYUr4wI7gppsomc2iT/WHd2NMOy7ISg4otDq0krlexmphnRh+x7NsxkxzslHd7NmAmv+jOrTYZEgsugKpizTMNxyB0jQ9RFZQ2CTpinNZlfPqQ2mvKtHHwJZdyY3nfbNakmWkGanEtiYCe/B2eY3ldzcGk53Q02h14Gg4oczwQKLYkJk1kFs3P4A0TzRA87aC9NRZihIYM/dCQlx//ow8tDWH9BGud/vRlg4QlAsH4wICPT9yoBoHFn0JmUFrwpnNTG6RiuFb1AFsVj0C5kGjqgzxBZGz40ZEFmUj+W7Yw8tUwyhZVWYJpLJXHcGNCKTTNUEJ09VIXpU3IMXYwsqSSpPK2S6xdwIbnHO12DzWsmsVEoo5GBUtmkKxPiASt0YC2UT81WeU4TeUvR+UcSToGynlGPVtIAVbRDIeBpo1pL/gocQYGzY4T2BEgd30UjFULgkzlvA4Kzedd8sMiTLxho7ItuhvUCmMBAUfMKjeumlvytKub8ymEIU9AlYcGLljx5gBnfvwAUTsMXra91uq7++9494LPhyKsccOzD9l4xC3la0/d+gALxiQF3DOJRyqUFkf/IIVXel5Axonpob80fUnCws0svGQZ7A6Cn57n8hFSZgRggQv1LrxG5cyKUraqI3EA9V1iO+3LBoz9MkkSwQBE4/e8YN4oJYEd+aYmINVIE1mFp8qqCwdmiEA5jARkAAaRY8kkla5CRu7StMxoOx9P9kNA/0SQHjtlAeo+kIPELDRq7vqgbU+MNIc/4uKw1nGspbKGD2MH06w9yYIGilhoM4jKRttMh70BPtSHsHICBiouhp4WoSFp9j6SszG9GWqiaZhBZ8dP/yrSqJT0BBgLAs7KOJSZFNSuiF0y2ChOEgpwFHrM1xHUxjLMNwfEVxXlnUw3AY9CMOPjUkmpc5k8ol+h/2wDxL+GUZElZKP0awglz8pmQm1GYXitDFhuJZ+T/9Jy7Qydr0gNAOhUhuYJpOPJhzQCgJltSzZQphFP4OJWkeVoe4gnOr+sdrJgnvMuIWVGKRSgO46YBXKhG8J2FTzsk9H4RQTMwpMHVw8MINJCSccg90JOFITuLI+lZcPrnDhGQcVPV7UwLnkmfrKkUXcqQPEphtgkO7S5DIQIj+s/Xb58+Hj/3ZePEHzgp6hXnCWAid4FLUQsiyFH4iaVKzKUE6NVGzvU5wYxj20Q9WysN+gpUsupGUsCi73422qptzprPBKA0UKTIna3gE7x4VNlaEmFnIFwQ2ZiaJ0Modb0u7yBWqjMcmjAcjFytal84cTN1KrKpGpwjZrjC4K5uHwirk/jIp/pC2uO2DO2yVvM5ZQxvEgtW8lnIsXcHoRqUkwmTk8gt7IDsJWMQJvwFKVmmAUPSiJoRUcAyKPLGo/qBSRHvMNWWA6HOiFnYouAVCt1OR8RkIJUAsB6kDa0dlNmikBCr+2uhF4mnQmRdk78IYkLljYDOBQkM8fvtwbC0fsjMGc4SvsWSlFHTnNJow0A9VByiwipe9CxUccWc0fr+4paOemQJ5+sbfxAcOmoDeES4rA6oyHM9IETp9ieQQzedvf7jsOMEeEreN4SNCiLL3qlr7cKUcS86flNpVZztj5xJVihzo9QsNbN15g9y/nAJmHM/o5v97HlkrAbXGDqf+86sSZuEEECfC1ItD1fPF36GkwGW7qnlr3ydDRUhSd5CiwKW6Zvyvp08bu/+UDrZ+8GsP08dzgRkxuRPaAvFEv7M2LYohw8pRIfsKwOs7Hs21gYrdkGxchh/BucYJk0eKpRR07AqZEH2ql6PQCi2MGFLtCAYZJPatf4PgzvTJrET9pomoiqThEodFPBK5rXfE/rSIF1DBwMGkOmP8yKGSscmdc9R9hBi+pRhYs1nei8jh6mBBShjICpwpEvb3mZwe1gljjVDuEAUzr/HPO+h6bzjzKuCzFgApMez3B410Ulcb/GMwYgxKYrOLDg2OGYQzECIS1CEJE4i5kp0Rs6TF0gAgACXL34w+b09dWGi0ceCvQFPsAHov7OEAk2vdRhpmCjtD4gktkcddJM7r1xuFcUJrHtAY4CAlbQQziGChBMQhVy1m6p2au8S5uJ/UmAQ2LYQQC/LlxVj3q7841umqLRQOWzl3THGoiKAHueq38secpwAF/xKEMG0akZOR0Dz+zUOp5Symke2LYKyr9hDxBBqRF06PKOqAJoUPdDJ2cPPkELZbDirAKHMFZojWf+jFhoeyPB6nD3YXRDDV7eB8Kz/KlXldFSZ+gaBVIiotWRw9tBeTsCqymuJZGGWFYhk3mxeWXPLb+/49Va8IkHU24+qa7O8cM5HBc4PF9ZUy368Y43gANrxMKVPy6BWHe36qbxuJ4ORfhb7hr+7vrm1q898jsTX17IXCOziXdIaWF9pM8hsgRKVUhmEJuzy5sNfQHbqDcduAxnIbE0VcxHGtYJ+tLREdWOF6U8HMI0KIrujIDjXpuT7H14CgkdDI4x+RkmcpGrYvc7bw4GbYHJ9AtWRAqHjbef0JyfFYEAU14cQFoCVFe/LVCDZmSgZAITNy5sVBPLIQ2SCdfIAqwAYJ/0HHkF5D2b9D84oB1NEgNdpYTnSA4ohIocowNPK7i2ly04neVZDkAVha2Wgwz+NzR9wJ8OEyAdjhaTu9gNBxYy+TEBJCWS0Lurf0QibNuqIOXcoTIZDr6ZAoLJya4yYrOFumyLEtXxXmZKK+Z50bFmL7h4n7VAc7yIMkWzgIVS74sWG3nseUe4vgODTv0izKajbS2iZo7mBTFWe7Q25oTXdO3Bj4ZImwyVqUZJQIpBYraKa+pnJvWAgcaBQmGGk1Sj/BQW3ZlNCvwjteSpjqjS3EU/K/43y6mj18t4CLA76CISG76mB21ayUcwqOdgYxwRHEQFQmgVHnHxK4P+jOrvvvsOmUljDwYTwSPx5L0ghXFAsY2CSynxlRV8zZlMMhQAmAFDFo6WjAkorBd6+p18xDyOSQ5TlZsrXzhxff2FlXiyqEq0PGceUS3DWqIcOggdn3Upy+hYZUlna2IlS3UOvb/eENAG6O3Y466xs0fGH4KrBBQUD6LpUrWLIWsOAJq1W7iyQwxa4qaUNMlUqa1mCIezgSc4VfS2qlkEMA04s5KmVFFfck7ZHOoTpSEOTaqhCqx3JGOZYxtHyXjIVJkMS7fK44hhKzas0LmOtZGkJ0IzGh3gj8p1o8MYB5zxBypvYo0B+c2faKozADGMe0QL8YFF+5I17KBEGgS9X8V1TUAScqai1eijRQZKbzUJ3e0i0fhITOkSWLXXqBJNHVUtYKpDSS560ECAhkfDgy1F/DTarNbe1l3ESwD2Z+2y2CCz51BYijJEWtoUJJ74WswFFBk9kG5kI+QGt+1ssjqg6TRkRfXPTyolxvDlGMjqMHa/jprqNg3Ed4v0SLBUAC5B1+GZCF9XBaR14G/UayRnO6y9ikMS5yIAmhYjmyxCzIA0HbGGZADoBlawNMUF3515eX58+fT04FUYPyrtJaFBwgDXVNRSC3AedXBdqYuhPKTK0z0wcCTlsKWQifQBOYGrFCQdAykyUXjNlww5Qd5c35NmEYAnsx6fvyBpL8Yc86OFGjZcnObJyJgdQ5gyDHObh2H9wpwVKVFyyzL1mNFUFRwmY1ALQ8luEsziy3G2ewcCxgE0Sck8YCmXF2Jay2Ht6dpo0b0RIm0NZQaFflCTWEMPMC9P1pDUMCboobWkhar6wimRFAFwKX5VDHVPy90pMRrk7MPv8kEuUKHOHgklCgHIJl0SVRs3NWq0vCRtZ07KpBRiXTSiB7ZnrkYCUx1paRvkJ+NZVzGOlVY+MkIc3+dmP23smqp5yKI894L4ZqyRFzFxy2QMHogqx5Y0c8Ru3yuAfAZJo2QGCzDYjHKa2Stijvhs4weup1kj9KlbyuhhTQHe7NOplt27TykJBrDw/KupXLQAKhA30JLz8NVg6oOjdbWaCcxmDCkVhp0XzkvipG4QYouYYfclncD142A1hpQgkgSCHarzZ1t3WbU28cCbya1lCveD0rSAg3X1OrGduVe8ACZkpqESgSO9cfSNAhgzLAVXwgpQUEBDz4/jOCpSU46mVPQ44wWjlXJn4EjDagXCUmXd6KGlhAe+5MbXD3mZ1od7fiICBPBQHGJoD0tPRGSsLqRohSxTNBsSZsuLeQw7pxTyTENA+SyTRi7WCil5Mo8GaMc6DufYLG4sy9/QptskwT+uT88UnwEH0FFkXZmWsx4bdBQJ11P3XH9RF3qjG0nEA/Lo++LE46NbaA07KIajgeJdCNMO8A7zUwF3WSM7pCYNJCaCQE3pTlnv2MLFZDUKcJBQ88i49fimgs/c4xBnHwFpLdC1rzK71cYmGTVoBVNRM6rjiNbGj4ZMt3hqaC0sHSlqeiLd4LLC1lmhLknq2ukLbpKh3xWle6zVPhpeg0ouwkPLNS5SoNj8QZT3P7Os6vf2JxY0pIMaNFWSWBJRk75eUqIES1wVtWlDCmXQsidEB1JcmnCUN83VxBYjAndMVOnf0X3vJCllxNHayeKMWAsq7OIrC8oQnPpPbGWH64mD0Dmk5MxoIqajWVcWcXliAdGqUgcrJai472BVpl3QDbFFxc/oPfqIqk1mPcGAFFoB5G6vxdaTahoorJFjQN5uD+AbTghQ9A0NWfjogMhaj4WdaymMCFnzTxXxAGhQgO5NO9bYE4qbNf6wBQKnxivf9QPu48d7Jzv80gQzIdbnY8NqPSmPFSjiquQik3oUPK+yHk8k5H54pLshZ1Cio2CS4A68nf1nC2QkfRY84h7OyAhZJaNTw27ZTvMZfiYIXZ+igkfEynAfWlOfXtGMfckimqylIgOa6tWQHM4pOnEkGIrsPKjQYkl1lKRrImv3g1JIMk3QXiLKR5mzm3KDIV8EmuuoEhHB2mkJpoCAqXeI7+RNVVCHtII6gLUxDCZrAiJNY9LpDCwhZ6NKTgOHvs4tXMRUIrJFAGoKNWCTNgYxFRq8TmNz89IjLSC7sDKoJlsqysYe8RDOjyd71FcU+JOrho++jFJMNzUlQdPsqpV0nLwkC4ZsoLgOxp21rvQmraAjLm55VgFFFa+y6FEPRo7aF4IDqnCKufsVQZzRKxK/bDOMhD1EwLcw5XSNSZAOH8DaE5f+U0NCJz3VdURmC8Zivmzzhr8AgbLFOuoRS7Ur3owrELPcyAQAQE021c6UJApOqXK2AdPuGXZn7edVNaI4w4JYUw9ocpfOGJgLJhkeKCrBAVjFSKoa4IS1MIS1a+CYAhBdw2/eMMtK5r5X8Y8/fCIv8ZoYHsziBiIvX+eNWphNKxoEDr98GBOF0+js4NQ+jSWluI38dTanzaHEkHSQXs3rHLg/iHAgTjaACFeWxIsCQZW5NTsG8TAoHaeNlGCIrrlS3dIb4qMLUimukac1lJDiGdUqNwa6G8I79YxMQJIBivljsEQAsfmAaquqmYlGELzNR37zK3OGBr5AbB1iQU3zCO9SzTSKv551UjpNpHDjepjJRjLGWuIBP9FKCwKTQuyhsUJMs1cIcLiZwhenuKSGhS1LPvRUlgjBTqomF8wJZ267DCC0hWiiEWdE89wvI1Y3UFo8lRWLmVtobLwfPUTpTXoBya3gKJVttMwW4zkbp4E/81RB5HDlhd++1wNimrdr9J7bwrLkRRC8gWPRRM6GRkdtBQ3PzBM3CcwxUyqlx/QBayePKdQkqGdDgTYcQVndOM9gITBA1SWAKWG+lj/Yo497yyI8B3VZFYgTkKcJcLN8hDPqWAYoRdVfLqSko9SISfTxlmqDZNjIWYS2bzey2sKc96Skgsy5SoGMHwNIYv5jQHfVxwqOVL4fbAgZmgYGtFWEQgKQF8GhvaRv69cyZU4HHcC8IllIbn7qDCYxPIeQMT09M1iksAusyNHyVRhbaWHUk62YkX+4vwddWjrVcTHebypwxf27z5++fPGXB2+fX+5ebm95QQyvyuSJqgHbTJaxZEUVImuE1a7G6mwIOFotzs2Yg7F0oGB8P/Hh8w+fuCzVjGrSX9IikvCJTZdLZxFsAmccdQ9emlhO2OKpoWIopPf0wj46+ivS0dx3J2zkFipb4Y6iQLKXcJXx60FhABc5DsBVURqwKNLVxDHkHRNOstCBbpWkiX+ui4RXcAYl3LUSol73UAWeVl9HFB18uYy0gf9SttMF9zuQhicZtLKCUnHEcUowNBXQfEnV4mAY9eCTeeQVNbbpCm4RrCDSSXTnbNKapNXlm5QTWjRgObAlQeEUVT1Ct/6XL+IoRrvEUCLwPDP5bsnnG17q7dDij3MDeTeZHBT8bbNSwVCSlrhaeM9T2xb5sSS+vOvvpbGeAIGN9pabYlKqQCJKsgDWIn11B6sP7mJ4OVzHwIIEeF6RKFjTviocQVUbLprWIbmxp4YNRG7LZnqxts8AJyotOURisZEJbe4WXgJtstPuFgRZm60mODSZ7Zoy8JPW8OKPRh2t+1w/05mLjHjnJVH1pgwCO++tTieRquF4RXIDgpbCFQEooo1hA8dnQ8JG86FX8SrP803cpLu7+cCr4O8/wNDfrHm95tebzVMCVBgkzdo4zfCGQN6mRYbhJ+L5JZ77O76Uw0tKb1rKkilFdSE12K6DGNvwUuOxUmlxRHL0FknDih5uVYLOdabQjeSozmVZehHBelOfOeyZt5pbMD3PHEEM0T2G39gQ2YlX2WiYiRu7Ja9YlvBNIsBwjUoDz/gb3XIJDqvJa2iIKEp4iD/kVCGtAbLq6LQEawOUEg4Z4x98t+NHGDkpDe1ddstAp6hvmdfe4UrF05QA8UI6iDKOEndcByhX7eQ7qcp+hTvkkQohaKFUn63E4oDww1w5qTZiqTtuSQdGFPMsY8wEKDGCWljLwvQWi5ZXS+DHWKYzS5nWCkjiydbdUXi8jYdc4CB7Q/1NIU62UJNKV2/rGWDoLCgip2Cqz7Cj0Rm0Y8DTecfhZTPFlpc792zjISfqasFnOsJqMzhUF1ZmPqBstOjFsflwiEsGWf0GiQ56W2IWd1zoPAb+qMu/2iGfmwPvwN9c7ZVEjDw31jCHdMwxWyyhQ3QJFWWLlSpRCbAsdyCcVcJ1pC1GiLii6wxI8/fv0z8pygYEdDFq9RbhvcJRvDyWNNzaQb7e1HRxwYNWN7e39/yzn2suZvw++7NwIaK+Bo1vboAF6018d/rmlmcR+k4YCxCuXrzcMrebkaeKyMyOIG3t5XR9pF34790Qeigl2YJCYDOwrn/34cPj77774dNnvlMHVyPGhx8RAj5MBlWc0jCBn/lFvTGtWYlfdnSAGCDYx7EBZbSpGuJ0ydc+Z5Ta0omKwAqMAZ2IqmkS2kwBPmkRwga4uK7QuLGvaalCCMdWsgMP8LCDp3QcOVgBZGYCPZclHyiwpcMgEX1oaH3o9FET0O3QIFMGvHs5WArHqlmfufqBpZoh2QSKfQlmWx1WwCJHJ16dCYTUFJVDLjhOYcCTsHxAT0926o1lPrBFesPCyQ+ksZVRBGGUG4IA9OOTxWX07U62YlXJvF70aRcaFk2wEEwasWbfY5X12uqITjzAfLZGlZ1egibV7rNpI5yGET0fbzOmLzyVwVlIZSmsWbWqtMY7mXD8EqACAEAZyKNRxhVIDcSiOZqKNXgRlocthksSNhG0FUtoScRA6HCVnKjWNlpk85lOIQzsYY3iNEjZFYfVWMtEEeGcFJAp5uRDtGgEEJIvJuBqBJM+/GwfDiYoDz1ipKeoJM6KrFc/d++kJgkI0EpPssFLnMFMoCBAU2nEYQZx3eOhTGW4Fpm1m77Z5+KVNBblkcDw1GheAmCBp1em7YwE3r4nSfIHcrNqLxPq7R2CaIHB6Kd+xc+O9VxVDtmXSaDPNelkSWD+9g+/h4tP38NKu7QuxGJ/w7mBU7NyqBlGYuubuBjNWhP+sgCZ1Iu6Pi4vnOsvI8BY5kjpiOcXYsxCSI5bUdOFFIWXGvSgXOaTg8X2/sfijABOEY0WvG4H7bq7pS7gzZpiKRnhyVw1CRXJ5NsVcbl2yJcRS6M+caYRQGuTqTuCizorCCBMwQRxiikjmCCxehl5MAZF9g45AZSi01JSDci0K1eOm8PpFwsUPtImAL2ntrCch0xVVNlxmHEC9dKd05o5S7EkEOWBEVhst5GJEnFjFFGgSMu7ompn7VNnKwt5pvLyJvYEGyKp7yPyHTdOOBV2AnhHPmkcZIt1gog1I3ygh+m7uo0hHUIbkEi1mhcjDy1tFwno19RhilMb3+FfqHSiJHNR825yxpwM5PnPqNWE8ydlCdHmVwWU3BE6UoFKxbjdBXYCb2srmblxAdhbNpH426IY4R7NM/7GUBJNq6OXFp5EXwU2vsWFTOW6Uvw3LfjQEi2jBvkdQKzsOX4BwgJ+kdC7faEAMqJFR58ypvh90/mijAHKV/8uHl2kv7prqkBqMe9IzlDwZCenggR2InSqu7/3VI8fvONRqrIHXFpLGCOG2ZAnwjAqcKY2ErMXNpPGAEQh+EBebAm4BfzWFpsoIgJZS0HsXAMUHi9LTTYrO8D9xSdVjQOw2HLNvDK2Y8N4GSbG3y6HleTYpKw+AO0xZgwT8Q6nOkM11CZ1zizF4+QkPxlJugZyBqnzF4RZFDUaEBypnKAR91jES76AzrmHbyksdomgbMFduurFOVQZR326tmCbFpBpNVj06sa3ZeihWTAKT4uy5gxbS5EoMZnbYwAcMIKMALp6hf+wUiWVoiBeAq8O6rGsDVFGHrV4X+jBYgSVJ1CdqGFRSFiH33DkUCb1irGs+57YcZxEHiVG2u6+EUyBtojTcy6cxhmRN1bclwCIAq4EFAMqSDtmW5SU1If+aLWde0LJb1REQgLEpCdENTFVJwt7i2S3bMNmN9b9ExsHTjeEIugbplpUNQS1n/7ehN9TQRCkOhUZn479LmF9bh3hHOJ5stFcpUta+vaSpK2gPanJXGXjDFNJeouRAgV3+t6zMAtDzDb4uZ0nv9n3SDtYfg3o9YmxcW8YoIoro7zuWLpkhKvenCUmNDCxBDEdrGhx1MCOlEDjUNMEjmHiGEpX109cct5/99HT8svFlwcefHj6eP8RpKeHJ64WWY6Fq6BcW0rRzIfWrl+l0QyWZZcJiPRCAhtxfh5emiKLhR925CdaPR0hDGDCQtYvCbtmc5wZfD+Yw81wSEGrKmjeUWWrIHZDaxSEUYobPM7VgHMIMUvxyhNwRKcRjnBnjEEReSDbtUB30NIrLnpQjeXpTRwFkb5zOQNA1ZRPRQCU2ApfGsobUlACowUihZ4CYVLJ8a+XjBOsQe8QkRElRaApJOCJBDsOpUiZ75MChpbA0SIMRbsYKsa+C66aS3yM1hdaVUrT+A+iDshubEWn288q0eQwk0UfdwFu1HrWgUp4uU0d6HaSMToiL3CSCkgZhm4V5VSYzjYAiA14RlnsQww3sZaER+f4pkMNm/01r16JcSzaAAodw44+xFBSQBRuLVRILGEMncnIiofuWBGL2Z/8bDnVed5DVMNIwprjF5ehM+BcM/hDdNKCWQFXOMhMmY+gekM9PRDBAtrYLAQcwiqLbxw9iwnDix8T9FzK+C8ruZjlCdyCzX00maRCL1R4x4IzK9ZzbwDgdw0fr66eeA5relE8nRGNoTXXAEgJZCYmWXStpjsLSm/9IhDzLhJWUsFSF2TcjOeYtIcROnM7yKmNeZQGZ1F2v/zxj3+ryHZc+RiYd9Oom9G43f3n77//+3/4sw8l0nRxxeNgjhzsg5BkS346qMRqKoZEITsDCuI08lIl3/Iln05/udaYcAC5TUf9gTow51KLUMNQzLq8xrRNqUdU9DLUPGBEuLoyHYYfjfXUqYwUpkZzuYjxGLgrvxRXKGBMuxS40LRcaDRTdxLI+1pJ9nxvkXiFEr5I8/EUqRgI6sa1idg+QEYQRB6hlDUnbi1cvaep1BJrw1x95hJSIXaBCOcu/CjuBJeJC4PoO4rtUHvhpWvGA5g9XGEbywd4hxZ4YXXE46Yz8Qbcl4cvwPrkjL9Su8xbwhMxwnhEGauzb35flh9dph3gTEWIakvEQCBIwEtpIpXWSFsAKDE0VXCsseif7Rz1IU/bEFGUEayMcwZeFaYVSQMW+WlBN2xHG/4jDJdQGmWEo2IVYRyAnAvKydiLA0KSa36yMQBGL6XNuQpoq8bDTPOvMsKu5vODDXDsxw5IkVslITVaWSRhYcQMgIQ+9ZKs4qGQO46p8Ok6QhNPx2YHqePEP/CnrSqpFAwIc4e7c/RUIYXzMxCo3ZI9t8yZ+3mOhywo3SNLPAcnzKUTZgndUyN8NQR5gV/iub6ft4IQnmJxsvAbh+QNhs52s7GP1mjsDbhuPSepkalMqxBVJDIyF89YwIGURHHK1soMYuAIbxBwAxHqz0/eMuCYH7t/esx/CQsnA8xIIIdKczR3y0yQwmvGvRRmOHtmM57pwT4aaFQTksIBKSZyGqezF+9KVRcRvAYGTs0dGpzxOpkakKMT+6WcNDoprXMpRnCRUAaQmoKxDdQoM7iRBzZazTZOrzqfp79Vg2MFKqWSTLncA27GZCSBFFwW4CIeOzPK8qZG9xzQPD/9BDO87AFQTHVMJ7uOUmKiBf56FYLmaPSOAsi4Q0XmaWE5crrryQNxOEWCYzGXEoePj3gQHDMCJunUBKByS3ANOCAhQ0Ooa4u7ONwqKS3FFpoGkqFjzKxCXddL1vaNeAx2mJlBojB0hhENEucfTI3V4aYqy1P9qKmOnGVW40kO2Utt+qhnOQ4ZO0O+zqGak4YqkUyallvmGBqJQ5vRMarpDZwfB1gMd4fDUNnbgPdB+/d6nXWqhXKWXnd7lBtFtiyzOESpj2sIciNDwkmHx15WwjqY0eESOlv0q2gIfQGeIQtB0pXXUkyE+CWuhIAJsLEVbETyrOsFHfhe4/FjXVBJQJ0KPeY+PJxljF3x2wmcHLkDYFw9XD9ieOiRKTGT136WlHKSOQb1nDEpHIkUC9S4+QVF85426uv7yg4yrPXqxSUPYfDkvd8gQkv6UETZdAmg50UxMZozPvnDEQ6KTvzTglmNQOrKEv3BBkIjSFzGArOFAW885NRyxxgDJXtyIjcROEchF+MRvuahGWgTbewny45iJinZO8rRCiPbL4ADgqmcRqbHOacABh0f0qVqNNisaxYDk2B89P5AP5/Nd9pxLNSW48b4pmJm5EZB0xf4xg5Urvd1udortoI6bFQF/pDd8bA5Ay19PpJzAqAWnKPQHDElg++Yg+5TcerpXNfdjJx4G3jwYcb48ujLeyzmP02jV5UwyuzMVthGPL9f6Y7ixFpjWMDB/5kdi8AHc3Co2qkAsNPT1NOiWTo5VFlytDiJqcKmj40UJzQIL7ImUutIyDj46A3s2ir7YOs9CC8UukHREFBAEVXLiV56KYiMU4SaTNTbsqxDYOhqXVarxoe+JkZRwfg3e7GK0dkEIjrZvrOSq8+OlerNIQcjsmHBCQdf53Q1QT5HJ7zAwcrbCBjIkEgeFEG/FARSx2Q0qJ1mWGLHxilKBa5jKklKwQ3/0SVUXp/4zXvf5sR13IXZSBsLCifYJtBSw1ZVGukEox9wplioc3fPVSRoZCOp8zsXxAdW6wpPLNJZEqE1BnAcKqLDUlXISxGn5hkYuoI5JFlCvsE7LGIpR0GLZ7/7jlfC35A1/vH7z4hFfri+u/GC1CsmtEHyLKEuIU18ScKUz+iigzboazIfzCQQnYZqixFFU1hUVRG1OSLT7/XmxSXcp7eEoWcalwgNCGs/8DFutNEu1Biescb5tqInCcWYlatCKx82tk2KGQ0QZLRziiDmxCWov0+A5P3rZOzk3f5hZNbA3r69vzMFey8zpKYEsHXFZE4UoJHYMEoGLMhpMPEN5OYnyCk2HDLQchiRfxGYCvAUDtxiXo2rPBxqQ31kfSiParWYe2lfXcpIquDo1G7eUGwld/7stYd0ODIgF2cpUBaYGRj+CKCuQgGPCAN0tqXNZzR3GbIdUY30SLMB9n5aoXvgpk3SKGeSePbbLRvxtE8oBMaU5hm4xe9EEVDlcTtdHYJghOujhizhAzM+IVqRp4hfqbs0OokAqBY7igIAtJwNBUl5x2rVAoQ459SNVfqFtaib4wgkpUFw0X0OaJC8wgmNk7lgWUGDAlK1eazRQZHNaZfny7kjd/FABiHGuAozxjVMZ+kTTYOpkFJAGGAO4RSFjedyBwpB6YZYen0E4vWV50sp5iegWUIbExr0GiPB1Koj24Z0Y8LHRym9koJBwfc1PE+y8MZ6/+9//zfk3C9fzFnQvLlzpf/7T595Qw7HPBWBPGQioH0xYNZCPbnoxlHE8YMMHMoOrw/cydyrHTXGeokHrkRRZ+zQCFyDMJNJ07+KPPlPgHENzI00N6Cuvg4xeQvdymIawIm6X9mU2cKFE6SlTcfMRLSSNthMBkz0wl9PebtRJPENA/7xERXJuiPLMoluC4MxWLlMH5nlLBKmQEXlpA8D84Axp2EhhUbIpmUqw1ELNA1QEGXXybocGONvKJPXoCwj9ihD1TQHxfKY4giZYWWs4OooDy+B2SGFNG2tTNqlWrNTuDHkViUZzzZbkEXnKzAadEg2WGg2JYddZ0XRVhduUkgKhkiYZH0LX6+GKmeHG8pstl66f7K4vwqAeQ6YqgqyPurPVG6VYXgA/7IKXsSZrshgOIxvKHakw5cz8vWWQuUc+lP0rE7kyH9EYHytGdbSZ0Ge73TV2AtXjTFc1TW4oGwscxL2/EMbxXk930n01piIidVSqDiwHPkYsYrmucslWF7qQFa54sdRWdJBQjiRl5C1p7Sa8HFoqgLLSZAqMMkk6GdwSNm5wBqJLogA48f50CXf8DZoZ9Wnq0AEZoAyUL88MPKF19VO2/g+pZZ9BOLlhdemYiKkhQjZix6gkYI5GXG/xEAmT9wOS/6wdlZ3q1WhqyEQcJ2fzTJM+mDSdUyqYI3xnzYUyVP1XOZ4YedL62lzRqVSTmPYaQbGr9LS0LSSDWoClGlEkRFiUFFDCYPn7NzrNdrzAvNN2CMfltAn3dalR/uhLOvTPCVy3RWZPx0PQ8GTBb2krA38L9sYCTKyx5i3JqMphDCBpEBGE+8EBRGZMJOKDI1XXp3md5uKFtqoSDPPOwSw0ta6eJADBXT+MAEAUoVtulDjNKV+mkoXgQBtZ6I0TOqaVnHEhJDazHT+kD3fqC+iq+/RIfdTUbnTkcrqK2WbItd14BxwRKVlWhfUzNUyDnNgPDpnOGzhqFE8XGBEyGpMmjjEMV3qmYhy1HwLrgog4DH0kEymmAFwa+gFEYWdS31lk+o7Rb9WXKytnix3wWKSJPQ4kzq2HTeGCxVVUZ4pgz3yJUgipqECGLdCGxYbJcU40hTNjtDLX1pmVQS7QlwGW3mHJyTIVASgP7vsHAm6Sg5BY+eqX6l4fmYF3FFG78HJigAOB66SfCv8A2OCMGVWN75gfnf/4SM/JoaIwO6TrjMLvsvD4pR24PUP/twYadfQXOcO01f+GYGRhcFghuySpQHnUpKzM3KHoQwHFnLkw/tLeR3gM+9S4loSHIc6FnfGDEkitWkUFcTggCZko26eIQqocfj2ugBghdeEywCICmualVOyDqXxJR0y1DX22CqsO+koAmbOlLrdqnGp5h4oMLaqy5MCnW1FAyaOjRETom+4ixHCe/JSFUcBu/mX+KkMM3nwv2Wnu0WOxV1Tge5pHqV5ugS4rrvKRmwQk2JOlEVnCIYGB9s23cp89A4hX/lSsGWFKtpYU45Q2UMIKAZmB3qYw1ehoqhGimCoKB+FN49CIMtrhgDCEgfQgoNvDcOT5C4v2racVL5Zpl1aIkTnDM52pTiw4ZtJDhh7Vu8oQZw/PD7Q1osDsleTLI0oxAL2BEC9eFVh9Dr6Io44cFckdGarfzRUuVOIZAv0bJMzlfgvKzLSlGO8YWHq8kRBMeQ45E6JouHIWZA58Uqmc+7I836GpSEYilOMqopM85mUp8Udo/3h5ZFFIBzKgskza58axIcOgPOeis+bu2DpbXRzFlsRI28Kw8gFhIPQBSTuSXfNt2DoFN6zqCcOJydlLiNcS4jPDS7PqDYYmVzFxsKhsmKMLuXyUxeDgTkdalJhIjUJi5GAVK3fMYF98la5xlyyOsmCvhkcsDVIDA9Gm7NcOUkbEnsz8iFixWxGT0FmA70HABTRRXU4AWBHaYyJokcHj9GvZCwupaAXTIN05iqn0UCjeTkYt2nsBmU7xlzWyBK8jWG6zWaMBV189cTVsOwU1UxfATEJ1VjRoqvAtmMpisTViMXsJt0Mc5SZe5IwJBiwFWQRBdgRRkJqq8zRHHFUjpU+CHKywksiNUppkYIpUuaDIoERJQnYJAhyKx87rIHCGBAn8s0KhHTSqs/EQ6pMlwCj7egnbhph/bnTMwpGU02/WaZ9iwQYDUoMLlvNIxos3VoK5Q5hHpQASu9s4JnHNbAVrgHESSIUnB+vcsBnvyWSMHI7lQNaSSzuND2DZQkCsDUsDbBnzIFcNrbtLysbE/PCcZVGEC6pyYRBO/+6IDj2VQ3TTME+CTDgaQ0rCbOF4PmZqGYiY6qAaDlBrbCG5GAiFW//GVGe1uRG3eFiXHC6JZte8YyMPxDgTEi6JpeGfPmdTEWyq5WlXUwlI7/JyMWhE1ZnpiIxnzTI5cENe8WTPxLgzNfr51unioKKJTls7hQUuOYMHEANpyOiF31fCIQvX77/4Xsevs9vQII0hZ/d4BsMTC2h59OkyEOso1B8sYYCBd8ATvXmu5rZNSS/tyhvuKOAyhr6HcdkWb8RNSxtRgGzj9MeBuGc+mCUGbVp6VMoYHTRxNBQJpU3qGb0YSiv+CQ5xpVMjOTM1YUOdBLtEcVZozcVPW3AT4WgpjZgCeqge/V9jYwYc5vEbVOrIDjAFUB7jPddzqb6dPfC+6t9SSSnHB8x2c+XDDiCEB+OGRJhiJyaGJyvN7ec7HrdAsbn/decFAwDLk09jzSYYeJ6pte8xTU1utg23NTSBGw20wwYwgN0JRY5xSG/bWy7YTbGUSG0NpLTLRgNpJ75D1qUWt5UarbDj2ie10TpKKp5ciV3+NhBcedaBXsa1T1hFYSYVwsDyQ9jsYcSyJ4QNqOgwEGH0S8OxzhKvMU4v4zFjCpb6e7E0egkWE2jFcgmBiY2dnSRXqm3pL/gHO5fFWRJnrHBgiSUu+OzDINY5IPcpGuajatcHpOhBQHFZumBnypgrxk5xpF0obZ3x6oHH6NDHECJM0GnEM8YQP1UIzru9IJpamR2jCyAzoRQwMbczidw+1WKa74sjc7R0TDUoOvUxmFAaEqLdtVDXOQmrHu7qVErsN/7AxhEOHcJ8cyLAX1PssorGz5hgBg1wDufoA1JHRowhBfJ8+HPD58+fSJ6fWEEKF7bypQtKsCiaMn5+litBaDSlgr0FVL9lUpH6mDVD3RpJwoi0CP3N0W0CvCxcOpBHX6QkxPTna7OgcJA3K3zvDEo9GKvgWdJTsPT0tUrYc8TV+Us/SSgmrnzEB0LXhss7n0eYh4ySnq4IApIjhMcOdojCsuTz9c8fuhpp7+ubRlXJVufBgTNdxQ7qHj97As/edtT92UxWaWpKxsKw9Kvd1uUXEM6JXeoKxQj8/mZx6yAmuwD/DgiTzjxwVaqJKFwMnH+cKaqrSRNUVIv7XrK1NwXeGw8/Z0oE0+FckiZK49oMY5ARLJdRPe/4rDYkhCxql++gvEBc1QONIni+kU7JvAw3zVCXnkP081MNhWyP9ngGGXWo3nVoQwNAjdZNMgharbBqA2N3QqWFhmkJY3ERNRc1thDzsFTsXVVdm01rN1ywdvG4yiqGUN7SCxZ4QEXq6HHcZP31J1+uH+IA+eKMvjYQDORBVRptFk+I0ZkUXxCnc4UnN2ivTwFdWFfXYHgHOvmGOrOkLx6wqi8WOaeH5o3thFUkZeJPEBIm5moPF/yDRrOgH1DkVOrZ4OwezPcSJrkRjaXcYb4yz/8+R8/ffn83ccPv//d71QSWjuhkAL0A7Qvr777+JFHwIAkl1Lu74wRurSPntJ8DBwTh/MF0wEVCu2Q9PICwliGBwu6eqoTe4osMHgLQzAhadQ2AaqoxjIuV8NpB3DdCK4CYHi5ZkbDYoIVzaOKvtDEpQvaYYEQ+j9j0W1sw5agqIUNckyneGkkuALbvIs0M/mSGAEQQmzGIolLT8hHPHZGhmIjJLdZNY59ys8zxr5PyrMLDXNtS6d6cWwHhEhpCOncwZNQc9sqfqvqqQDhCRUScJmrmSCk9UvMxwYQkuRC986QYql2Aczo5DzkG984GcnWfiHsz2YZFzEwpqohDEVzBbgUrb42dh+lKhudNu5eExUJARVDWFjPkmKiGsKZ3AI4J+gpgcmpUGrKSRaZAZgiLhSnOxirMZK/LYoNcKTnjGnrYLjdtrO1dhrnMy3vtttg75p/0eFh7fhGydouSLoOqXVp0SFWGlOmFsAgvnAlNb5RAWKllJU/DVBRRv057anj5nQIQVxrRAICZIe5EwQGlwYuYDC1cXPJwqHhQmBy0tjXLJoVOGhwdkUin5v3zpFKONp4xyDfyH25mLtGDixTsqdrZEt1IPlWs2d1flrs6vb67/7j311c/BH6f/zDH54eWcv3zr/y6T3ZGVK8G4dHGyw8QcobtLzYIZ4nttVIF0tfHNkkj/MejpYJVLr8MAAMyEl6IjZ+zTj9w04BlICCCaVAQBKFVChQmOLgSSvAxA7SPWLrSqTCmIBgA/tKm8jrYCONMIkwB/DGPscBxlNX6DUVDM0BnCXAJdOrH2RlHis6l5Tx9NCuXYYa7BZ8Zj2GH7qiU5N9ggCyZKBOP4tG+kSXmkJ7gcnCp49fMyZNyCNxMuBTGiYU9AwPF5PYCibQWaxAeCTXNKoAD08ABAZEqNhCHydOHZYSBAzmWUlDi4mokzUAJmxapIk9sx1GTvtxQSYfPLc07lhYxqMlkyQNeagi7+BaTJum6VFsxVMCy5gae45J1RZTd2US5dE1YKo2FQYia1Zd7tmK46EXUYPk1CQYg6zAUnxQOnfgCwwggjHxBn1R+efYpaBnJzjxgblKrJPX1FQs8asoCUhsAWdq1V1CZ1YOadVFbjolwSwsK+fP/DFdETsUCkmugFnv9hD2JlsRPt7jY+uloOriMHgjJBnCt8nAz2KqovjDq3e3sOYoEZFGC87IZXT1NJaPUBDGRmTpcA1d3yfDNIv3L9//r//u392zcnJ9/fHDx+vffff48OXzA0tWvIyA2NWd6mkyQsBraP7ud989PDzytCqt2rFTNOqQKH0srKV2xV5RD9QqNFLmQAtkhijTVg9WVQNNlq7uUd8Bj/kbtINujHoKBXKlMOEU1FinCphHtdBudEl3rklnlOc4QKJCNmIMiu3QZXmPMWyPU6NEhkLaJZzCutxmn5oqmeSFDNq60bDSne8HYu3PYeX7iZyPWJAOAN6A/UT+IbyQaKb1hIV5Y43DAeYQ0py6uifTs7iuFfYyn/TVEVwRq6kLZy98HZ83iZbmTEwEAc+qK5KRkKgJqak8ZaJpl6KjLWdAbQcpbYKfffpDNkSXCBJRDdiBgAHs63RF31hD7LcFsGUdYMdJopr6kSd+SaNwMZeR/NeB7GQz0oNJgcPRKzfUkwnjSs1tkYIcZDCgMqzQUq8HYu3AYe/ke/XRUXoSKLTAl7xjyKPZimjg7IK0I+du+Pn9KCjf6IiupBYMnhVpozIqIdWySXbsnDKWc4alp+wXW4QhFBnGlbMOm7AW+2LQmdOeSoQRMvyE48vRzLN0C6f5eT498NrmYpVOAm6yZGRHcmWg4BTfJg4hXjTMog3PZ/HoT4OcazcSIHGKwUiBfiXQqyWN7pKFN4DU1Jc1X1+zZIZAqMezEbzZ9PH+8fOnz99/+gGvM60CjkhlLAvJa6HlzCDjpzixGloacVOk3gEinRmJRvXF1n40A+nPEweKhTFYgGRP6HVKQHVt5Pf5wNB98AOU/2VAuWiQXBER6xGpQtMMWsWzxwKC5BCdRMHTAsyz7vn2AFGu4ehjzCFYGrmtOpwVMFE4ZAJiL/SDlPqIweEEwGEWuKxUUoAgw0BSgYSP6zJP9mVFytN0WCmG8UAqjyaQMow4VAGFlRSHCnk7hlI38usDt5E9tT378Mul31oHl+8sTMiBxU1ALIxKWhkyL73yKFkREOHdaEzjU5k7bVChqmydLZBCOGCUGDKKJEQ7q7aLbnV2hsI61Jq4FYGxvmQdO45xDa1xJOy5IXitrvqoQw0cucceyCSBtJIAHc/6IuVViISMOrZLH7iiR5zdVKKgHnQoeRp5uOoSB1AStIr8vsR/NQo58O+hfu545BqRILKIDrWC4C0BxVNn/9VPZ3SC1IQVIDRo5ptGoYpIifvPtMSV/xF6YbXDTiCakkzm6u8SEBdrrGbz1NPrzf39PREKlcTgBg92lRstRacZDF7dUBpXM/AixLUCePDmDsAzz9Mb3EqwFLYL7lwEMTDIUB7T8vz45z8/krb+9g9/8/HjB7ISX8b5mz/+/h/+/h++//57zMP5mQd97r3U5DphvrwPX34C3e9LezoyzJy+wgsGWg66KgYLrUQ8sdLGl5McWmpiv7KQbEn1mk40Y8Aeban++9PQptvsILDM3WM23GDUGWBtITC20/IQmttKgHgFDgTXOYJrcq+tsDmHZG5IMhGBRvfTFCgOyY+nRAGdZkxrxS8i4kBjYOiqu05MSOH5XzvEhDxTN0zmY5oMNgkllGMfnpf8ZhKuF0kqDF1FPNEQyLm3Zwg0d+LcukE/i5uXx9c8DfXAVGzNfWDk2gEfZ1AtpyF5UjUjeyIIfaeI2YdnN5xKJVeSNbHiXg4eG7GcvyCVMDZI2IFcSWxlpi+xqQMjmJVlpWnRysEfQ55EXRMU6fCfQyI5ajvVdPIxNLCNzlJHnJTXlAEk2h0nyShBwISWWv+OfLCUR5/iCA+0KvXApKNatrLpxK7JCGFdKFy4eVSggpgtIHRIUSPJjZL8QzmK0yrYAhiY3Xza0+8fhV3AC0UfEgB0TWQ6hIRjQ9eMT8eJYe9zWNMncpo5WHBuwtDoqHSIIqmJwkrCWdteDy9NuNEDWylhFx0Gl2VAEpazjyTGag0kAqsTkdHp5BeP9TCBPIDx6s9RiBCgMqlCEGhzuEQKzNN5OWOwSXPIDAzMudb7L//lTx8+3v/t3/7td9/9DhOwcvVv/+2/5bGG//v//n8+ffosqgsF3FJEZVbAYOpZnAO56DF9BSkN0r5eGC8TgcBMUtmyTcMWuHAA0TRe79AkjkAQNDq1US3h2XtexqSnllijIJpOSAJAwCk1I9epEXGsXWx15Zu54hfmmVKQJ0xNV9nNnKQUiTXUgOrQ0A0MBKJAIMfGoqBfkWGAYSVTb+35rsRkY2onkjwrGJfL/9QFlBxWLnb13K9wCThCaWWuwb1hKH2H7SpIRR9T7TiseaJ1MZAU3yF6WcmrTr6izfMQeJMn81modqke0/CHCmAQmZmAaqckoylfpD4s7XXmrgc5VAlzLHNF7TMyWXFEYJyAlqTtbPEPg4yTFxTCalop8q+xCCOSfWcCmWhlvdfkscMcJIaEHXvuo66rISdJji122enwpjLb2k4bGZ+OpoYjHCmbwE5U+ocidcKJvdLtcgZ/atydb/ZvxIgJBFGd/5PYX8k0JEaNc3KIggO7DTG0TgbVCll2wQPo85hnCo8oyAt72nHzlEEQ+4AmRBpVBGi3qgpz8TAuy+9icFnGVk00kQE0UR/x9TCCtnEuU3JyFR+qigQKrDmio0AhVcPd6TSdJsHLy0+fv/zw6T/e3X3g+4OsWJFc7u8//uEPf8tU609/+m8//PDD3T2LI/yMtWH54eMdTkcDTtfc8JIF/xqLbJ+lEtSgmBjy7XGEn7cRlKnCdRVKIIcXtKjWerJkiidtm7UjN8GR0Ksqey145susAp4XDkNDufgzW2nf/nx23DmPz0AxKnxxzIijXbUwO1IGkyJ/dxRSU0Yq6ktZZ00QGPPSptgTQAO/WmoFyUk0MQ1WgEykpGMETcprOqBGzk0nBlyR8cxUyon24l768YJPVO/FOq5dXo/0obmikp+UMLXMhlDm1EUW4OFwL4bF5vG05w93vH/GFAAJ7RJO5tr1ocKJFZCJqoHZW7XXJxmxxk7Cmutd0b7IRk8CT++0sF0rjjrfgCAqDJEUcAxrchpGqRNhda0oxhRaOAAejY7u1fdjOwBTflMDLlRonjWlqO39szU1CjrAP0b8F7VrF8jGdcieMf4JCkio4qO83wseWDV3WlS+YLHA8UdiWNAoSyEahmsjx5ygGbyecqAydyNksL/XFfMZo3rS8noPF0lvvO29Qr/oxlLUeAJSFCXbjiFUOZSc0wr9zcNWfRGHeERQWth4vmpYIm0CsVEJE5mnuWhCle85k6FYwGKG9W/+zR9p//3vf/eHP/wNd87/9Kc//d3f/Xd+85UPc5Or7+4fH7CEIWVCiI5ZNK7oTB8ElYlRKC86+PFfLMbQQNoGHDLN5QjJgeGcJDMcpJikmi9F0Fn7OUegGLJgs83+QilLocOoAkKOPMHkbJk07TtMC33GKMJIS/UxHY+Z0dVXBZUVZBJ4FgNAoSsxdcMRzeRlb0iMhVGmEeUL/xxStiqA0kmCjUyXDRDTRAJrYUSkou+NHLsQpxjDZUUgHhttpKS+CkSXhSNn4I1tePBBvIRGcAw96wIg4YQMKwqSAYW1OWUQw1nOK02QcQ+iC5JwLVVKkCMoM+M3kHwbl/d8aON/ennGRsupPJxVm6sHqIyPgDkv+Tnc4QO89mnmKb2RV2SAUsjkjQDynGEzfEHK44gmUkWbldkEkT5CQUMtZmOlgrcodbBzHNDiuU2m6ksJ0K36TeFofejWsZCRwcAuoL9kp/MmjNkqm1M36NbKvsOCNjOcsYg1jcytQOySMImgiAMGWtIJzGEvxvEMZr0THl3UgUg54vGSGTvdSuFgKY0YiCYwmqHq+2E8sNHxnugsSwBOOHNIbtI8/DyXJ+Fl6BGDMUm4mPDUguFirFdkODIPBUNVGbgegIaeFN5tBalZ6np6+U//6T//1//6pz/+8ff/yx//yH1JBvR/+N//w//27//9n/7rn/7Tf/nP//AP//j/cvaeW3okW3peeV8ooKrgvWl097HDmSFnKHGkP+Ja0g3oEnShWiTFNSRnDqdPn3bohi9vUN6hUHqed0d+VUD3GY4UKOSXGbFj+9hhMjIT1bDmBaeHR0YKOAoOPUUf4k9W44cxKrR04VOfRoTNgX7HjazZERxZe4lbR59Irc6RztjXS8Wg+pdnjkZDTsBWhBBBhdktE8Gbb6EBdGrHgv4Nk6gClGfcpeD7Q0CiUKjwyxt8wFeKKpdNHISsmdBKRes2XUnY0vyXO8NluYShx15EsnROSOuYqNVEUbaMWC+EyC+PwjJiKEifaaeKWoM2xFRGNCqA1yTOynZ1moJkWqDV46sUBjEVQxbLp2/08SJfd0XiZoxrVniZbRbFh0BmlFVHhKAs9txGUW8miomKEbXksFW2Wwo1DhfGbGJLttqQcuTqfpWUulxKiFOXbPV8EqAo1Srpq5IjmFIZaqOoTniB5Efr2tSwQXQHUCIbRKwq0o+TfST/tO3FIs5Ve6UWNzBpURdlgG3OHdD/798yVXhTruBx/eoCA38Od9iRFR/NKWfKSYRBpyV07dRhncRIYyeG00XlRYr6dIGMnnztFBelShwJICE1D/6o8fRWFoYGBthwQIxC25SywAQd7mqzlkQtcrAEzc0GlOqSAU3ZNRhLtSAkSdukwKSEP5dIjDBsZ68RAgEiLoKuwE1+FG+Hv7a2sb357tKlS3Nzc6eD7Kf+MDs3O3d1nrcnLy8tb2/v0NR5HenRIbwqdRi0dvxFR20OKvEsOjjS6WfTLJBs5kgjl33CjJBoRR9TTEJyfsK310nlTzRTuTQ+wXlX5i+iQh5GVGaGLpAzHnhXBP8WW4EkUhWnTmzlJE0DUNhQo1EDl1EvWcFilDc187d2AFoYT4iBQDVsVqDcfMLIxcUzGZMjezOqF58OSRo+cdJhFZNwI0YS0cN6th4kKt3EdxygJ0JS1LEEq2XpeA4RWl7KYXze0FGYaL3POcDXLk/2jmXG+uzhy4hYcOWWdAo4wmrx0h3Biob0dSSNbtUMFTRO+Vn0LAbYlqi9DOeCBCB2VxtVsdX3xxhENU9EbR18Xcz9fvgjElkRjSp3rkMIAs64Ycg6Sbo/KyoiwnjFAMLVSarmVIpFqTjuqne/IGxVuhwzyCopc4KMSlsq6oH10PZyfvGkCUF1LCripMrVXlyGB0VshZ/+2BioUKD97HSvcOo1uY5OWzuoTQzgYwcMPRelrfGTBbvQwVbutKJ/dySFg5pZqNEtd2iO2afu+9np8FWtHXL5t1wy9MDtVASLFJYZa6hFWZva1eBXhYW5BHsap+3TKOZCkZ0LF7V5GY7AFu93FBZOWidW0sl2PAP94BQsFjPUWt9Yn5ycunbj2vT0JaLe5PjYb3715eHhyatXr3my5OR4i+jm+BAy+hEIcDBvLNJobcj23LYNGi+rXsxgHHooiCNJqqCWrN8phZ089eFSRvhFD1Zt1iILfBHKJmMNVBYYf0DlpWai51N3zqisYdPlyB86VG7AYANzqnAjeBgMIStoy6rqS/otFW8ZsPABEuYApFQzeZlKuQoVAzDWELYLMaVetUGCrt7FWSHlmNkPb+qVIVclGTCXQwLpVMuK2AwBQ9DbnXFRWaRCO1KmBbUxXkSXyYOHNaKEMi8Fej86woMMDuVgkbvTiahGMKKBbR2kojM6JKwqASmajG5yc7h0ptJqwih9NdGUQYHeVZVA53mX6lxiveFPICM32SWHIpJdglGFfHvy2NXmBTSlogUE0ACS51AK1NiWlqN6qRuoYiDHohsVoQMJiUJnUHBOE/6qXkSQf7RuDenIGUquok6s//FvRLN+dTlVoagE+S9jiL9YBEEMfw6UmFDMJ/PMB1N7xdhPLRg6WsOAErjCvK7kJRypMlcEqscPQFcLJdfQAHl9puwEj4JIpi/gtOVAkAhlnCy8+pw4K4GZk2YDNijy1P4H9jgPD47aqVapasS5XRfiDh3uaqeYKoQL0ME93m9nG04FFmMjIPM9YkxlQfNua2trZ3tycvLq1WuMuXZ2drgP8OTJo3v37r58/eb1q9ebm1sglTE7XgQxYBmb9CpcFuwGUMIbIIWeaEjE4I48DNkNuHdM8Ql/TjoSrIs9ECbMxgflU/bQEl6V1gRRKZPkXFmcTzCegbRL3fQwI0bqyNUZIgE278sgCIihJzUnJo3HXUb1GJoQ1PbSNlbwq1RKl7qS55K/JFzF2ZN+mbu3ApIs98cEg3VCJnlxs5xl7MPSGJo3SJX6ulqpKUWjiZCFNBiB0YdaiIk25NLBGesNIKKRUIsaOMXQ6TDvsz1mnm7nxn56FQQaVEcoR+cYykuSo/HQJebJp/ZgshU/UmroVkJiCHBuNFF2s6MSDFo5KibdiV0NZZARtZpDNYHFU7yuXI84TgEjDdegD4nwxKWaM69IcOFVYXKESDmQ/tl/+Vuo5VJEgeQUcWNO7SxD+S/Mn00NAeXnpP8scCsI1XMglAEleIzeiqyl8S8KOP2kxnnddkZ9HK2kYHuUejRhlbgUZ2ZVpgXgLBhVkzCjEvLaYtc9gVVN1MVg1oqJ9I6qCzBuR+xgoUtgm6Y3wklcMgPEX4Ckhywy3CWPko0H7ANkhzrgo6MfBofGeAcCO9ahMVR3692OQ2rLZ9QiEQ4YGdISuDc0kG2HDQYaleIsIImE8SGZdXmIqEXcGhtjD8SlGzduHB4e4PAPH975/PNHy8trP/7448ry2gmvP8f90SEYvCnna5iZMtM4eecfeSSi0xGfR0h7TdCEsG+AcOSlB6FG4AgTungMpq5K05TmnIOM9i5BG6tbyDlHEemNgPVz+8KAmTK6UNoO/4yDShYw7RuzpQ/XpoIHj03etnf8/riCMfXLsEVFo0uoGrZVKt9oEgxMf+skfEkRriglwZxjU1OTi0JmqWrC15zauAtHoe2OJQpxxzVWLpx/Sk61Uwl0GAFHIdriTGjW8QLo7AidHgocTeIJx30oJ/E7vMuH66AwSaR38ikJ1ZuUIYYxD/8TxhRfVq46AZ5U4KAiN7Urux0pNZqJzYPu76YcuyytYv3YkaqcU5oIKM4U5TdgEirohq4rz5RFH4yC+Ml9UpXVjG5NmG84y0J1UfE5csk9GH4pKfj/t1D1ESZJddJgOQ1X/yoX1JTKKn8fVfyEF5kIJ+Yz8PHgtbU861qRoTFwHCizGPdweJAPRvjsi8vSwDghbOvpNVJCT1oJvyEx7A8VyeFIvuaIUUf25ljNuWQ/0erovWMTXJsO20+shqET9h26rdkGxAl7Q3kzCDNJWNE6aXO4hV+EdsCis8pnVJOwWIv6JQfo8xcyUR2M8EtChMHTYwcMSMQrHLiZuLS0cuXKZRbjEYF7iOPjI3/zN/96f//oh++fLS4tHewfCur8Lo07QydCMJxiG+QnAsDIIV9apPUjlTR8wWm4k2T4VHuVyAeOTC45J34qBLUSQph0x//NquYqiqTUQrHe2YOM0dIrsAGb5qtK7E/qN1Bd3bI4dsltEin6mTPb9hC7g+2VdHcmW1TgFJSuZgZTorHcKduFBDxZLHhzv5WwQSlhOl2VWhAba5bO1D5wZ0PVEHhCJYhozsgXWlFbDoygbPceEURevOJPhOgZ99MJafKg8zEJXMW5OSNHTJ7BNrc+4EIRwj7Voi6CN2+8kSjyRSLlkUpGxMzmon4qAaMNQ5dzqaeWeeFcJuEMlhy5MvFyJC3H5hOjGeJ5Y5Ge27sCerTtIqMwtUdodAAFaZIZpk6zwDnGEFVoWERWg5N8GIszWydltWypxlMsRAT1Oqn1IOG+VGC2ZwVQxwvsVLVfOhZfPdCgFI4cFdBOdGstp39LJCVQkVAgLwikhMnPBCISpAqemQLhqcZ5wHAO1CfJi0k6VHAT06hdn1c4CV2H4yQxFysUpGsPG8QNnQCSENCL3KCk85mZRC2AyGTrORNInJydmwYgQx4fmBnh1Qva10qyhTNSxP4oBSIcvvdePk9IV7NIHoJgfXUfsbyEA7XUpVY5TkMVbnKCg/FUGCFmDx4eHv/44/Pvvvvx6vXrjx4/HpsY390/hO7v/uK3vzn94u3bty9fvuGWIttk/WyXaKGlb4zwjlZGh+nEoJ5lLEpxY9/DBROkcAF7SJBTHDfqDrfiQSJkV8O8FVHhlQBpytjosoOnAZ8OJ+iDluqFmWMuyWhOINWMUxCzlMN4SSDapFoSs/oJAhcvPXF1X6UbLrjmf2svoi3EqUisB5pbohxLBIJSVUvDR263uyAHbPOwZ99w3+HBwcnhIV6UPbfVdBFWOjgySLCxHVXibliDN5mI04XZMi5sqVooyx8keJcWpMOu7xfCOXxkK4JoBPcsQOA0W/rUaaSLEkK8usbqmHUp3wzNkFXivQQ2GIFg/jJgOteIdyGkly3aVY1e9wPf7vWmz2Afm/zsEQhQaFAfiFywzphTvRMJNQTZkViigutP9idYGbq2Jn96yQv9Pc0suVYSQwmoskJIK4vtYipT9nIKf+InyqnbG+ivKz+nCk4yFdaTHLSfHHLtCZkeiNd0L8LgQWSl3BpAhS2L6lIqUUkQWIOyAvWHpsqPvqUNGitFGS+N/6h9iYvHb73wioNzSO6/0DHhH4QXvCZC0SRsbY7KnRHksQ2ZSX8LSpxJynEyKeBUOIZtGdPHueAH9UOXpavRMeZ2I/obODLj0x/yuHmxq9S8dZSNYwOsZ+HjTjBJzRFZVjphLQmu06tFCkpLBDF0wWJsbIwLPz0m81EI44zT969fLb18uXjz9s2nTx/PzV3Z2Nw4Ozu8fef6vfu3323uvH618PbN24OjE1omDLJJYmhwmObKLi6iMxokFwWB2VeunDDcQGSEEX/uWnbWSeiHHZXNcIH/Z94PQSNkMWJAYn040hJKyo4JM3yqg+fpuPcKAKrxx3beDGp2+RrYSCEhXlxBPNpNqqBCw9RUfcYFdsMyPvWEY2o53bYZcEEqbrigYvCRR/gRsRlKKn6HWbpIfA1M8kbCkfb3D0/7fZceaM1nHM64zrkiGKIjiGERv4QUHCkgq9wRO5FRIzTgISmfUAQj0R+pY0kyjQ+SV2QgsTjE8Lf8V5oEcU4A9B/KsAtWQZwGQL2VEgqVHJKkmIOoA0AOtTj3tSEamTdanQ2dnDKH8M2BtCleqsscljhtF2V1GKsf2JJJ3wCZebsalgow4PdHpUc5+e1KA9LxA4CQBSBwSeEJyZJoKFAILqvAlls0ailLjMZYVQsknlUtjpxakJzupFeqz+SvfEpw/7qDpyWQeaIQWxYlFBGbFplIYlFPDYDiY2o4fslFToX3JPqxluj0bmxJgeg5T69bjQJn5B5y29utp9FR4C5WtIqxgwgw6CZRbjdiJ9kkyOMfeKdWJZbk9TE+nFFWoZoUZQJH1EXpoaNecJPtfp/iU5Ecc/FMnyRG8p1UKjAzAEWiGx08zxiOuT8p0nQqtjzShdQZrxkY8S1cQ0zljs4cTuH7vNuDvVTv37xaWHj79ubN+QcP7967f+fo8GBne212Zu4v/9Xvv/ziyxevXr148WptdQNRdTgft7ThJfDFGIhgPFCPKkDxbYrRgIpGT8jDfuzqzCnHOoQp9GZwMVGpfuSWOJNMdQEexjCs5Dn9sTugEHOUHW3RPgqozL4qz9EGNdQDMJmSqF3CRfRLyCJo+FjLGevVXQdgZTnAq07kMEg0hJhEHWN5y88M5oM4wagvahwiJNWiJCuTzEkG+fgRogLPxJPWAELx5iVZSoiaWFTCnn4/HB5O/IaGt2g0fTxKIKtIl5BE35ibGYyDVAWKSaPnFG3iS8ClnvoyWlENzGEcvo1r4Kkm0hqBglbYblKnFRm6KIAw/9EtVD2xfvKhV0qwe5A4YtJ3yQBER85GT0+5q0PI4osrLoHm7qQTRzQfhNQP00BbvTokMCkjEoSMDAMMyjZB4eo8NQ7Vg2B6Nni6ZHtMsgNL2+FKE4T9MK8aAiVHhU1k6MXU6nuWtk91zrtj78SJpwKAwfYjDKrPmVyZYQcqqcqnJq2Co27IQbTIS4sQjTeJKWg6sdh9WAxAjBwO37WAvYx9vDVyoGJLANMII41dpdjAITn8EXjxk6gVXbgEQBld6AnrUrZUt7xTDDc23CRwgomOcHDYvUs6YqcdGQg2Wg6k6Gc5gpl60C0lUpNceKJlmz+cgMZJLI9XwlYUK0vmOuSxc8bbgie10gzSXNzjCkuHg0esZRMEEw18KzPo3ywsLSwtffPN948ePnj86AEvAFxdeckjPl88ffrZkyfME3/88ae19Y0zWjUzAnWoZytuBozGL9+tClmiGvmYzK3Vrm2lf8dy2a8Ew2qSfIYdSE09u4GmDEpJaaGaSFGJWOTiiSiS/8Qo5kLQLQFBTgUhg6KdqWUr8K/yU17IHdMxQQc9MqhqQwM/VsUAmbrg3OagnxiPSTzckuGQSmUlkcvoj8EaidquHqhdEGrHyFUhVul4phNjAgltJpiM5kWFmvAK8FEtvkF9EkWGYUx/jDsb/1APOElFmpOhM7+XJFfls4KjMY/KTdJ3+Rc1ggpgcuTPf55EdQJeTGGEDHsd724UxdYuG43oQvXBFaIND06Msargy0Lghi0YhdMt13GIQk9m+WuVFgMXKbdzTQ2dCiKNN4Xp+AxLjf0Cg0dJm+Ss8HRWkmyEruwC+kjktI9Wq4B+gbdG0CaPYvTIKPAcaTsDMyCFX7JGJGxsTDUzQjSAuF0DtRL3f7Olm1VwPYbAgajNmMHaIybtsiGtigZYURxBW66sIXcX6DrWVKHKoM0Fn3X5xw9cxOMdc9Ey9V1anY0Y96Gaa780AbakYlOmWqJxPQJMpvotA+GsIMXX6bdUEoCOVnq8q4T8eZD1MG9ukq0AgyAAspREfX0TvLB0cJBF/wOekz7Zow3ZHGhvg4NrqztbG1//+MPLBw/uPnn8EBxvFl7B4fUbc48/u7+8tLq4uPzDj8+23u1AASGoxn0JkMOXgYcYZnLOhdSIP86nqEft9onlvC7FJerwrkrp/mnYjiPw5CZFTuRWLP7ouHa67rHR5ROwODVfoAZWp1BUwRQhblmPKxE1hYBK9XIJe8QFUKrxIMn0Sr2BKxqzDkXcqhvinoN3FZSy0HIKEsixzEeVw8MjYlFNG8FHzXBg8GKESEIz6KR8NwwqMkkk0tTZSNYtzhXdeOAqPltnxIjMTWoraGlZNSiaLUQpgyLpy74/PQ1JBZxmhJAgduGi1hr+S1MUnds2uHS4xD0KMMKDHJZO0F8ZAkuQw6uicVBCt6E2LwKTw2FVJNFwwDlUOVYCcxQjzIXkpWRaFS4LCZ5SUBaBs/IvVGxiKl+SlgpQKdZqwdlU06D+Bz/KDJL4BydI0uHsdQSfYCjGGhNSrCpmWLsKijfFT3ZzNnpxLvHOyrcozHIpXFIkd9MThqpC+gRUAwDtQ2fwlGYCYZfejR76V+KfMTAOrZMJTPsdYbjE91Z9kEUjEwXAgLtCTc8g0vi2uT6Wg4YBtb2zZitHhMPhgSEDiHcP7Qx9DKVuIkZKWZVz0NpR8QdjCpHGZTzDh2NVIoe0lLf/A7OWOClXZPGeS1akgOP9f4y0eHBanIbp4KG9OyEd2Nk7+tO33z9/+dPdO7eYJPI16Xdb6xubK5cvz/7mt1/cvX97YWFlieC1vHxwcMRD5pJzDmIUsP0hKwPP02MGV/uHh7R3RGWdDV2ydofWbBcShJFBJllxY9QCvyb0XYqVscgZMW1LNFnZ1WWRThlJucxyDvnqRLVYN6aDH3+DKIbXpdV7EpDxD6lTD5SYSFfHHjgPsYqbFWdnvGuM/R3QB543NlKMjSjVHQYGxvhiG0MtVnIyTA6DoFA+6p6cHAHPgDJeIOdcoijoKAQ28oAj+Y8y2GBaAF3GYgzi1K2BVSn47lIBeIxHOW5CKdDRCfkBu/cEkQY8HitpXxQYGM2gV7SiDiactDx1A1i9vBNzZISpYrQvUqFzecdbqMV/7Ds5OnYyNHxwyJcE8qYK45d3MyNiowFkIyA72ikzwRDDDJoCxsBOa1IVshE+E/SsrZ58ulc85QmFEOgYh5/mFamtUkw9qsm9cGXxxUvOU8FDRq4yZGa4dfQte5/U+OQyuo4Icsh9DRUWwTViYVPK4uUi/aF6PibilWLP9dVjojQiHxby31EQ7Z/Gl+bflEOZXYKrB04QbNnVdXQEYcEulHceMfOBs3x7jsI0TiICVVz01e37Tv1UhRhskKomj5tiDvYx87Z3tAw5D40lJ7Yjo6P6RopkVj9p4tAJ0wK4JANs1hJ5LEeOIxjFqraCaBCyQTJLyVgD5Poejs5SOmQZMkFnYGD/4OSb7358/vzVnTu3Hz95MDd3lZ1cbNeaujT1+dNHnz15vLy28uL5i4W3C0cH7NuoaatMIO0ANwJwNWXjxZs67tmQb9QcYD8UuhhqA5OwpRJKnJxQHNnQoPHJ9QLdROUrGookBw4z4I2iECabCzQQ23FZ9dN7SzkqF2UhF9TJx3xFRQ3rMtGYyo6W/LVmq+5i+TCXLDzRkdhuE63cDMGbI8582V5CSj+DUJj2Jq8EGcTlLh42jgYcRRp8HZTCOYM86JaUABPhKUPKsCqzUAQvDxvY+ImhiQsOwf2KEwQZrZZQiF9xR7YvJoXGB3u5qsR4oD6RTqdLBYJQdBVnUjENXeFjVIjl3Ns8yA1jSMti3AlIlAEUWEQY1cA2ng2ZOFAcO26JLxVvXYy8yGmdi6PLbShzyblJduHDnsYWEAsqRpVeOOY+PRDiC2/oN5JSxcxm5Qs1/sxpEeaIJ0XMZFRuqojwX5QE62BhpavlaZfdsVULkA0rXoLEepyjnjgS19bRA/AkNKLWIpeYbG6NUrpvF6GwGTUo5CewTooqJ57g9gX+4pYs01gF48kw4N4d9x2jDLhEkWVpMl3LwMjwBCz7uv006wk6aopCXdzBHPXDm0Y47ZB+tNnEK0ZleRhWiiSlQ9qCTPtJjlYM8MkgjStslzXJpGGESftOHjeyj6y21ceO6v4XzxdevHgzO3f5yePHd+/ePjo+WFh4gwg8nHjj+l9tbjzeWNt88Zwd8zsZsqF247PPYCoUfERe+2PxI6+rHD5TwyqY61xAVXilonUlzlxRFZBco6f70PFsLDQa+wvjDhVb+0LnKlDXNBwQmsp2qFszGUNFaSDnWtWpCmBQA9hsC1awT6JIFuIGNVjkfIgPmrg/Vj+BLbVrBPRtL7wndPC9IiMaTIIbZbJhapg3YsdQjJIPfZMPFR0b4BHFm12vzPArd4QouZc1ezXcFI7BkwUNxzj6mYs1xaHilAh1hGnFgon848r4rNwi9Jxkn0WnCX0rmQMDAuQqkMlEUzaWdhcUBztmqMnDp46SgaeMasrijp9E4uCAwXpkXSQhHN4cbASthvB/8RSqKOyT1JXq5xeKauFFCVxXsYHF0QMhlZzEjJqGRF6Fqt5lQX2Etcp+6Vi+10rAfpGXC/CSNl3IKglhMl0/nq7KOoiAetF82xJ9JkjOaDAXtVOWtoMFvRBYkYF/dEgOOlBEuxDakcAMQvTEvKBdqDTykKS6urdWmRkN2n7I56AjD7pfIXIacPQS/Hk4d5KoJJIEurACIutie14WTgmYcFy44xzBGD4QUmGtPDStqQiFmL5IM/A+PXGCGrSpOKv7URFH+E5kAgpF7z8cg4+pJyMqqTSngRQRHYfAHbOgrrI5BR/MDq6ubaytrX777aUnnz2+fesW0WNx8c3w0Cgf6Xn6+aNHDx6srW/98OzH1bWtvb1DGjMNDqGYL6rLtniio3OlOmCN7hA1Gk2YLWk2pl1Qo006c40hE2LAoyrhj1kGU6x6Gp2VHSWLFYgbqFRcZQ6hiZIGNfJVKbJ5wnsOWhcCaWpUUXw/UspzsOhwWCXMMaCDZ182ndYeQuCCR8hgbF5UZTeYsVssRvAxtlGLLRuZK0PIITCS6SdipZ78SEw5sASm1+wshLkTJjwLq1cpVmThUrZzzgnmpWLlOKlE7eWH0tL20QcH2AoG1BF/cOhX8RKEQqGf/IiUW68YKQ3fe6+AGvLYQ3PizNlQAc/eMuvFqlgH4fRqVCHLVmqpzkHvCX8SpNtOqWomhyu9ELkCwKn8xvrcg1VTZiQLyRINKrabmWSTFUpAfxr69iu+yutKunolfncFO1SUFbG0pGJ+loIHbisYCRswTvjzFE0lsrPYp4lqrkoBHMWaMZCh346OYthPD39OyZhMCVjIO+cbz3OlMOwlN9Xp0xjioxk7tQpVuH9VdIjAaEsn9SCvNmpw6ED6k+jdrMS9exjnM51W9VUzRdeHcuvFfsUd+RSkkquzdqpxLA7gpykIEJ4RHJlBlkPLRFjJkyRu/EFZ2p4toxnjWwVNxcTMW7Mug+K8HZEXaoYLmI5LNTRxRj1TdEZApnkMNXa29v/b3//3b8a+e/Tkwf3HDwmla6sr62sbV2fnr1+7fO3m36ytba6urr16/Xp3Z29394DJkbzrkz0tg5Bns+0VdH+jit8xNWR5L5y9kd77t9RiGwgImgAOJ1nO95IAzowMEyh4jCiMlrBWSrx2BoOodiMOiSj3Xge7JsNVjKbtAQmdUmwsLYRFXIjWaEVS08VOHodAFKsAAATFCAByXVTVaZFqWGUbM/nXJi6WoHUWCaDOgjUzTSoODTGsImox0mVvIN1e/NO7kHEzYoI1UIFM6zU2Gkl7Eh7q6DX/LCsW5N4E1S55yv8ID3DVgOc02ciFdK5k2SbweTw/FpEXFtiEyL2IoiFTpGpmISGD+q68yiLpgmpboWIoTknRmC/grkLHmXj0EzhCMr1c37B+uu12TplEf56KhV8s+jlwYxU/s0F3qaHo8EcE6SN2MXkOmqZqPXokNWCJtDv6yIvPqNlKeUWyCLlUi8aUyObrE0yAc8TD4kwaRZ3pUjR4EzXtBpm8aC3dorBYVt4dJKCRhgjUVGoOEBYIWCd8mNM4d8YSOzcB2G7OBpZMLGxrejNJ7Tri7RjXpmaJMmsuvuYYRwFR2fQjU2EzKzpJUdTwgBtpSShZqjv6DxJjbKwfHDw4OiaUsBdp/+Aoz6bYhkhynwQ+ElX4D8rcD0qWmnNecHBw+g//8PU/ff3dw4d32fcwOjey8+7d1u7W+OTYxNT053P3Hj26xar8mzdLr16+hpbRwBaN4eDWWKlikY5obiM1Kjq4ggcTLqkhgOd/CGtBzry0ARPugg3QXi37FXXL0Cb4FKbqNgwM7sDswqlbslUIAzOiOruifNiEz3+4OuCylPNR0jlxlC8u3QC+GRE5k+WdYBGqMouIR4qoGvLqted4BZESC3UvZeInfqVOdEaCgkiUvYqBtQ9DmsyD8QEywowRUb4avAwnub5RJq3Cpre6qCrpWaEtGAyACLkLNdfwDGId39ZQA2FrN04czrP/48NY/3isZtOoGAdEI5mfIOcMlBn5VxkUUY9h1FmDVSJOzqKOVChFcQq0PJr4gQXh2cNnM82FWWFBpfxzyer/XPmFMkkW0Y72hcJfOJWDOG+VwWOF0EgWsqHc5ACIvUoGH72AAYGtIncJoQsa3Q+MOTZXVHi7dA+mhIs4WvikFjrFVtEO5RoQjM6QLgzcJGe+KXp1nSarDw5kWMpg8TVbf9kmqI0H2zdRQl2O1Quy8V8P7+Fq1qWUJkE22ztpUaOjY3poGrMuBe1cC+UKiEJwc47phrMrVosDqTwOo8XJBG10cARhCCJ8bPX48Mi75uyjd0jHsngaPErhglEdU2QCJfXcnKEBY0TooAUaMI/4nHz7Lc9Nv7x188bjJw+vXb9+cLSzvrqEMqZnZu7evXn/7t2nnz3+6ceXL16+pqVz40uz2i7OG4Ft1J7ZERDhBspMPVRnL3hlvqwq+s74rAZfOENw4GESpdA0y7NkCgEzo1QrpRkjnlybYZegiqiqXZKp3pyoYWdHqVjdngMu7TKtyrAQhbPMxaXqCFqbmfNNDRhO5cZxut++tBr867/8JCIwHoE7hbKvgU8U7u1btADH8S3AbX+B4cO5AwwjZS2RXm07FibPvU3AgIFjRU/545yhNIQhTqHLYiQ1g5hqKjCgD0tWrJiO41EphTx6yLCUh9LMKdkRUbBsSQED2UhANLUWc+tjnh5kw4VKd6JvqSx4mUmMDdFU7LXy6CB8gaYrLbbqOplmiK5dZGZUFoo4cKwsmE2gsrHywpgMU1QiQQeu8OeWynilgy4vpICnRv0HJfay+atVda33dOBmxkOSgdRkqFZaXshTITQ7fI5zNLD1Cke0GHyyh7FUFixyrMhiGcJQpafSnjZEAzKxmlQ3QJGTE6o4rHGlEQz+x5sTQOJjlDizQHk4NA1pyKAqIdsEPT2KcqKTWjyY4QKD/q4OqIXzx1udO8Tm1LIFSkdOa1XDGY1NGcK8uIp9Zd7BNslrGOY01/oTskMg3LoMQdtgjQ7nhoBgSiZpeHUU4XCeVfpBghXTUJoQDHhDytbqSCR8QERPgJ5o8gdICIGNJ5l88Ra3Cl+/XZqdnfnyV0/v3L5N23q7+GZzdWt8fHxudv5v/s1f//rLz9ffbXz99bfb7JhggT/682EYdttzz9BphUKywkyUR1QNmT5bRcQcyBiWCRJp1qnAnX9+gSUhE85qrFMDCR8omhEUxEzqLTZm1Iywnvp4ACM8t33yABCMGDHwd2mBlDLuzLmJzyzNmRTdcaZSCFy6dy6Ojo4wNlM5maFutSO8KK8zxnaJaAmL+hTja12FBHNKAT+O9fBbmWBOXPcEvfsYLy3XAoBuj10xUAk7Znti5+pOVEVVZVipAWjHQFDELxS9qqRhW2vQQ5ykCyQcvwhIH8eda/04eoFYyMG0nhbfQw5Z7Kg1zGnwAJg42mxbSVEkL4VqgHavJrE4bCt9GAC8V6Wq6sFW4hfqECycQKk+yi6KVlU+OhYTIftRvpzUX8sOXQ6lsR6svP4ZElWS1t3AQYiqEvA/qhUjAKPdc0RK6SGOUzDsqsVDBxfk0hxdpCqInYr1jx8Bg5ITADniIqKOZb0keAQaPGVDeGKXjUjpkRyquFbCj2MxGv+Znxp0eSLdL347xHA2QRXT2EegexCGT8NMzsGJCJBiHDQ25mcsIE2qE/Cz+MyVtsapEEfbeVQFBrVwHnBNbK8DYBot0NyvHBriuWsWd2GLmMhKCe9X4sXwxgs5IpK5+ouMKJ1mS8eaT8Y63kr8JKZAojyAWS7Bun99de8//N//5dLMxONH7Ja/S+V37zZePP+Jj/pcmrn86NG9mzev8R2yH358vvB26fCIR54yHNRa2ELn4MwwgNL44SrjPm5OwTsp4iuzfyTgNYG1lL1ZSrhW6qk9v+5QiXOrtytauLPCUr/NW9NXOf2UvZM3H+mWSsMyCqGKM1CmVEO7Km33SmJ8DTY8BkCbNszZg+pp1AUL3Z0t3l4p8oY1a7A0nzkmSHjzj22fu43eTCWCOOwkn2NOPWf0XkM56/IvEgWptHRVG78DwSwT0gD0r3Ch7MayALkMZ7CJFtV8aYBq5HRMKrcCQsska6obAcjiLwMq6IFW5JUKTFgg442AltAcg12QckztBKJ4k3yFBMUkVKlIHKX8UfLatpleo1co6EdgFy4u8Hcht4QK2U+rNmSdB3FZKOAIhVzAwWnBNtrFra0z8of9VgTLxWKvQ+nh6R/7/P80Pjk5b/6R7qdZjh+dN3gwW9Egsyyb35xyFn4cJqq9vFo7DsBuAzp2q/CUBsMf2w93tZlwEIcCzn0iXoYlDTttNifwYRs+zJUvgSKiHOgKsIdbsvjigo6bm+vOCBHWW0bZ1wUcHx+cYOO4myPCelxI+RgDikLBkSI5jFkcsCB7ZqiGQ85hHxA2RvF6BnZ0Huwf0Soyh2BZ6pB1X1+ckm0ZRCzIZl1Z2yC1bEjWlRRwld7wMnJKOuO7zQTg0+mp8fv37jJP5Pnu7e2tldWVqUvTs3NzYyMTzGo2N7Y21t+9evVqY2OTMElk7N2CIIrhvaLUZHQ7ruLJusQJuBmBdL5rz59wQxnpvBaGSEIbKalLrtpaISc4O7YvSmiMCA4ThcSWY3uEerTGmTkmpCZAoIbytmjEbsAi587GNjPj0IQzLjiWcyMIQM7smLWXTwWyqlNaoZlelukimHxdGrNgt7m4VQLS8AknkmjhR1pxH0BkAcZkhBTMxQnAlZKnA/AXm5qhF/IvIckYG0TkUKVD40tl4SqRUQiiDGVEUj6Hyc5Bg56jAnGpMzDY58GX4UjpdHBTkSvMgbFIkwrQMS47OJLkrVqBTDiRBK5hK4SwHoRIrp6rrIBDvXkFwJYGT6MUPsm/mFrFZGXU1gobdX6o3GHJVQ6Ju551dYoVDEJW5DgnohJM+gDcVsimKlnuSbAkMiuYKqPgXAYACjSaCBquXYhq00kIi0FLUEuVuMfAzktEYV72sZOvD3U7c+uBrRC/gg3nAg7X6TPPjo7YoTOCXp01KLvr+jAtfurYvuzT+1ivAIhBhnVroP7h1EnHh7OxDyN9I8oiA1b2thmnymyA4ySPrHHwIcd82ovndE/1qyyvcqMNtMQBAmgfuxuomNvt7L+HJlM2+GEkQLOx50+/SfuBCAM7iDKVbO2lUxhsMFKjoVFGywctb7D50zffP3v2/O69O/fv33n48On27vbS4gpDmtnZuamp6avzDMNuLS0v82T127eLhwd7bI0lukaqplgV7noz+wa8bYZfai9yNYkHrtERR5mikejV/u9ejadGK8XQAhG0S1kMg30G0Hk9EYc7EoRet2WCVKUm0gU3ckuYuFP/ZIMaPrHAin3bPRnla4M0NPi2eQAfYp7DBiLIDqaWfS1NbZwEQCICvoVRwDkyMtLvu4iQwu96gUXXwFusxIEQTlWR+COSciQQFmI1wyl/RYVjMSDD1uJgqkxOCo8nDBflwlkwwMipt5OyKgJ8MosVwYF1Op2VNW0DMzSAGKUjE2LyHuUohpqEUtkxmnYAph8noRBUJLggVCBJS9l/lsw0OIrMVABe5axd/6zaxxlBUny2eh+Xe6VQ5RIpKxX2CFY5JXITTopppOrAgTUVKqQKLK3OjMB4aAGLM2uiIwevKJ0M1StIEBYujiKyL42+4mRmmrSUNiDzghaKA1Gn1bSBVcY4EtDMBh+O2sjVr4Gjk/c83T50AiugY62IYKFYkGQhyRGWI6BT9lVjMIZTjHKa/YjeGQZCNDVcOMBUNA3FaObGhZDLMVGMaN94dNjXN+bnCBnqsZuxpMYN2ZzN00G8dWD/4PD9kZGIWjQduIF5xZY9daQszGWUw1NIckeBU5CU/oSNLrGq5QR0ylxU6v/xh1fffvNs/ursZ08/u3Xn5t7e9s7u1sbmGqLNXZm9d/fm7Vs31jbePf/p9crKKl9RhAFUTQeAmCQkC0I2Mfo+BpwZWhBTTbGThG1dHsOF5dZLAxCTCd7lHEMRY1Qb93+PdUFOjE3CU0Fy6R1SyVJUQlBy/OAI2kUGngckwlOvqDBt5RkUmjnfHIMGTZtwAhI7BwQRLf/iRSB1sNWdRxK5JckiOFukgKBv0CfA1XwTvo0EIIpPAtwY0FeVOgjk+QJu0ZuVJBvlZvqxPl5ckY8kpNKr0huxUJeqgChHS31ygVeTOb1FSyGrxikEAepwa1S8hiamPOhd6jKQ/2peNjWNCYMwFrG6ukmjaowEKcga5bihLPzZRD1NlyRmkjk5CfEq+vkxHUd4aJxW1Z8DthxxNrTibQRKxE7V+TULYH9+lqiVuinOWWEqhh0lRXHWI8sVbdRGzEKj0akqTKKpAhB0WIUWKWK0XvWbrjEVtazoHhnMoghZ84U0tdAzBg0+isEAPv8c+sF/KNKT7+2xO+mkjVJkRDpYjp6tnIrhN9MB/ENLjI/5WQjo2RJAqiCamIgH1tAti1MGItbLAyUXIGbPukjjyHIX9kZGh20eRCIHWcM8uOtjq9EPBzDTgkFeI/WB984BcWRFVpgoFeG45517/ZHXIhuYzEGRvBDgl9c/Dw3v7x39wz/+4dvvRj97yg7Tuwxutt5t8SEMpsdj4xO8R3DmL2aOjo+XlpbevFngi2Q8UwkFBiA0C6xGI4FzWxAi8qPeNXwlywxBAGmVuowSzNEucJFRCYWAaQ2aF/0KN0YiCCInYQL6M8qyjo4k9iIg4HEi5/4Q5egsNM2MYs4g6RLA+9NRegU/EGn0osBnvn08KV0QBWxcAhcFaI4DKUxr/hgxv0rm3Y8CQKUM4EINyzKwAjOjQsbXpXkeLYzExXwzDEbnGgSlky6Up2vE+kYXWA4DQAJGeJIr6lR/pOZYyuQd3OgtqIwadnXcFsxyQbVFKlHLOZDhgm0m3Nb0vgfA5NHjkftJKucxEx6sfzE1+Fq2iHXJaZaVuZ8lKn+Up1mTA/LqqGLoizARSP5gWeyUpc4v8NpVMxoEpljhtCoqps4mCk4KH9ruXLGcpHFILU0PNApHQivBpEf/RR8wZMAS6GKKB9MU8TxSlceB4AP7gUZosLhQkx6ykOIrNMisMrh+odHDZZ0Ab/L97m5JFy09LytRiJfk7OPER3a4YhWDD/rhi16w/SBbBBU0rBpnkDu7umuOAJQLR0ATwnwUnm2oLi8BBdPAnNi88wwjWxmsbydPvgGQ6Ow3ScWJNPFmBgsGXIJCtTfUTr7739+7TgFteDk+dQGFhOldcecONlMUGj6O6f4pQqh3L+XEKUkajv6f+KgeGcnYQ3vvzX9wP7C/d/D//Ke//2//9R8/f/rkyy++mJu9vrqywjLWwdHh2Pj41NQUsYzl+sWFxcWlRT75s7O1DSL4dmWPMxqDo0y1KyWElEFpwQlHyEBFe7Xtp7XbzwAA8w5JREFUWfY9pNgfq9kEU9kDaFl8qeoBIM+RqfOf3N4tyxKKggGlCQU8dFE7Qy1GryhFRmCBXN6zwhtBGSd7J8WJHjvd5BmWjYLuTJBnk2zCV1kIeuofpvWBNljQmwvOgU5rEtytcemx/2TI+7MYQv0rP87fvN9za8qpTQsq8mtPJjoOXMS/0JN/gubPalRBR6RuLJ8awnyaaRtAQxKXCgrARvy3J/DWg7mUp57opeoQAK4aVeeFFIOnuaFkrCQHIpcdgKOQXKb808M5wl5JSdW77E7AWJJWBtppl38GHjCR10878yoNvBhUvJSbX+fFqbk/T0gT8aUbezU5qy6NBaepWurl4xTnaJxGQehJDV5MtnzbB0/JG09qXAbDEbx3gAfCE0stjFPeuwDh7CkdT6TFGSnHueHqzHcW0Oh5bRI3egwnAyx88bwzgyiiQZJEjU928koX0lkLgQ2cYZA+koBHJ+HnKgxivLbYHjMtzZvQBBZodd5fN9orOuoNaftqlVDiSMCTflZ235+xeOXTz67PqXxgBNbnvSnpAJBZDowRYBk62PiF0zWBhZz2r0DJoMa3Fg4xkYiKcUpwNlJo4us//sBU8d69O7/73W9v37m7d7C7sbm+srLH2tbY6OjVq1du3Z7f39tnzYvlLWIa69TqgebvtmttXaHfBkLXJWolcVuWmoA47CgAP4YJ2Ioy4SmhAWjlwxhGGgyEqFiNGw5GN/Th5izqkDmoF/niBFUGasFR8gATbefFjNGoKz/FhCDaDg8oDkJaLbJDLkE3pDQxf3QPsI1mVY2DQMUgQcV2Ch8qrZKEvQGDu+CLWZ2kkoFIzgh2/FLfc2XVsDlTIpMlAc2UQOrmVLSwPLRhJzwhN/XppBnE5aFPqyIXwTxSI0TQidLK/BKj0DV64xxIklUCJvIOrINvedor3WWYEQ/3tM75t2EpCEYP71L6NJXtk1tSc9oBN6qtELWA6Vyln2LqXTftqUWxa6SfpcoLCKU9QpykFr9hQgyfpAKvo4pJ3RxqV0tVLLsWuiZPvLOTDXWzvOFAwNQjwbVxCur6tpz3SpW8+LUxY8csUrPUUo1Yxg3Gql+uxOn+ABG1BgwD+CXvWwLNB15BTLAjVDlZATM0MWLch2kCjZUvA7KeQoyiPTD+0mvf1zCNRs4VLoI3IwFobWgmWGcDKU2sVGpfBivuQ2KV16ZvGHKwxi1I3zM+CKVIyExOucli9ytzxnTUaYaK7Os0M0R0NIKT+l0whTRosnrMs9g6KtxypzGbD3FjOGSJBpSGjAHedHr27NmLFy9eX78x//TLJ/fvPtjb213mAz7LqxOTY1NT43wm48HD+w+fPHnzeoE3Rqytbx4dOvdCKw5JGHUoXxRbLTx6trmknVoIzXSHcEfQxXDMdBwmahnnw4ExLNTKC2c8S8U7YljGg+90IQZo6sIz8ugZuIN/JqOYG/CIGuo3NzowONQwARQwdOhARkdhUEYfZedka3aQA84EzqDCK8pmhirHvA5lq7/lNLACj4+NseErG8k0qz1DfLJ5GFUlXe4GplzYSv0PvQKTR5kqzppAsth0pxSWY1rveCgwB5DiYciAXJ2SQdmSjuziF4m6xp+YXt7NQxgHpgVghqyEAcD1SjIaJMRJQtreksTYO68TanU5DcbLxk9X0gtzhbHVQJ4CRVcK0yGHAVIBWaFL4Oe0qHRHwEJLTbQitWpw8xJfKV4alDKmhsHB4Qz5tnBCR+YihZaAFVxqqukDhjgFZ1kp58JUvvyW1qKODNBQZm7LqGAAhVSQkqFmIh8+sP7C5himjFDKkotWkB0AfejBcVXCl7MA/FMuabkOpmSF9sSyldeDQ3zeVP5s/MQFYyTNDKZARXjI8CLugLlpjxmIwVJGM96aD0F2JhAEDR8luYa0Hfl4I2hpkpQiTzUERmrj9qgn4+Nj3N1DaSgnSS8dHmCTlq+UAL41VecycPiB+Sy8y2YYphykNOAPw9hLEdjbRThg9Kj/xSvhsPRI0COD+5XPX7x58er17JWZ+/fuf/7559ypXF9f5ss9W9uvuCtwZXaeF8wzFtvY2OL1gc9/er629g6dIoDaavqQskmaCdJKoJmKZ3NjL0iiGKpZodmn3MzpHCI76I29aCs0NaIbkYpX9HGCM1AKHXIQG5tOTk1iLxBnHG+Qwv1ATH9CXZSMK+CVMuF4C57sEQGCDVu9aMCjEUgObzMaAkw9q6AWZ5W1i2a8Vr9/rP/w6Ei/xKVSRVsGG0LZsTqAs61Cg78GE4+iAPxJMEzcc/8Ed70h2TQU/lQkiuF7S2EU5+Btbcquh/IKM6YLnybqpZL4oXjqe3pZ01RfiiO4xFNNyJaK78pOVvCoSq/CTAcpUBPJopbd/VjaanVZ/hoQhBVT1bYdtNpq8JeSwBisannxCRi0WlVRtVIz+UPrag7/wsvcyQstqsueh8KkvZLRXeYqr0hO1QrVotEu0WGqVi1JWlSVciQHT3CVQOeDdYhLoweFRt1ghXPjST7AwT0dxxxyJ5w2K2HYnYjB6KYYA0Vt4JacCjFq2G/jj5C1QwTC7ZJiUJbMWVrc/JCXLlFB5nRhyu2xfdS2z0/90KocgBGVHDfBAERbgMOz5ct8oKOlSDPguM7FtSypHGfLz/ERNygddUUjhhkaZ09wiZcYKIiZatowpcCQDCCDA2MDYw4KkfDDGR9bRJhs14HlGnREjbJBQBzqOxk6fn+0vr6zvvZP33z77EtetfX47p2rtxYWXq+urfEA9fjE+I3rN9jl+vnTBzdvzPPZ15cvXq2ubhDHkcnRkaPR0qRR3nmLakQIA7mco3CuSWjA7RrtZVXGFebXDJQY+KV5E5RokkIS2pjx0fadqjsKYzbvq+AZJWI4kGb/AeSMPcipeyehZm8XSpRcZ5ZittNCSQlb0FQ3pKCBeU4YXZ2PPlRxfA+MgGFMSjMos1umFtiMg3FZsCEr5OUpGDnEvdGJCg8vjb1ix6ohizhWl7fW7GQrpxxVo6xKkR8Y0JN9NIIoIEEF7n4laoZNRslTl6gLZnQoBYpTw1qk8Gz1C0lmkiKCZ70aHVfiLZh/5tiD6OmUHJzAI2rv1QyuYuTjvN5VO+kRDWNpnKUl1d7DB3rOyZCEuedlNthCgnLOK3ysktpLdU67In0Piaw3rFpCOjqHrwrhUoUqdzlTuGCV5IToYw7fjvGNboQqp0PEGp7tiHN0GtYjOu07E6Ex21zFYzLcuApLDGNnAQjJgxixSWtDGAaoQB4QmbLEFWS5BlxOHEFK24knyalJA1GP6MlJjf/Exx+qgVH2izk70+8dscPtgJ8L4taWtZ0WszSWQsdciCXihDPOmSFYxMFXfhCRVKAAcM85yNCbb+aE7TMGJrxLy0fAeWSxv3+UpSGCCWIiA0lqasP3z/B2OPybPuH45MMf/umrP37z1a3b13/3+18//uzpwcH+6vLS8uICK+RTE5MT45MPH929efP66uo674RYXFjmnYJq07Eq1FlZQ9C0sBiCMScUDetOSOEWdh0OY7jx0TGO8ECQYgSFbZCVVXNgZD8tFRF9NULuJIjhxP3lyO8MXaWWgoB1MRA/FKGRCg6MMqSEkFhS/RsMORJHfY6nc4acNJXwE92gH1VU+peh7HinKvESBlkddDEvYc+IElRWCQNcYibyucIYhYtQZUOJXHpf3jbCh3WZ79O7IJdgSdgEfCU1iBJriNMEHgQWBkCiNBCoQp3qpiZO8QhdTc65lH0Re9uTVmUXjhrEAgqDvIfgLAySF1ETp049hq+qVwz0imC1KhWI56EfGhGjQFOcU522VYcBkhwkxfKt6OJPgIDFcFoRihdL42hmxLk8SWiyqWCjVKChSSr60UuqdyrDgYu/4qjdJQROUFH1kHtKaj+dAEGKrvUJ8Nj9xMA2wtyyZ9yOLTBRIreEAICgCxl6ga5Z+kKNFd0BFodqESmYHQGAvUMhDe3EMA0oHBMkYYgWbPvAyw1++B5gMIDa8AqWg7yHjDeoEr/fQvcNgaIRuSIxN90ZiXBfyYDaGAYP7hu1t6gqQ7qgTd+PQOln3ggL3yLLNv4RslEOWy4I6xokAQykqIBbokhooonDojfalIfKnDDOOjtjjZtBX2SP0nrGQEyBEF7RhyD7w7M3bxfXbt28fu/urXt3n8AMex3YDrKzsweH09OXLs9O3bjFZ37uMNpaXl59t7mlOxjmS/3qStLoBGYMpIlk9gbKjfsc8zA5jBJcSIScNHu+hwZ+GGHORVTiZlzJxJhV7vr88iAjWazAx4e42as1NRDLizTKWFS9oCWIm8KFWsm9XVlkdJTeizmjQJLTlbsKVpHzHoacA+BozaEbRUigUDpTAXNKipv5qopSLFigRjZU+UEFyICfkMkUvYY8ss5GDSyFeqSBJoz7ajEEyLDdqT+7tGASsrgEWoUb0yXGH+KIQwm65KZc0VaDV4C0RYCSalohsV4KFa9AA0x31iv/pRMZqRoBDz4yEoy8CBYNr5q8SiYCp2UC4HWUqpB1IqaLSV78n+KAUAnCurQUZNWcnIkPbdRNAwzHP/JtuoKFXHFVmhZDpoQ5KR7iunJFwgDFYfDiuMkPsDkIBV6kEZTIwBjYNwhIIVVpWdQXkhzYIrPYIEt+OXjtODAdshtbHI25LK51o6dyiuhMDzQOQpOhRPGIvHIlDY6wQR/PaOCU4RNONjrMV6WCn4IkvE6dxImZruqF1nYwzxb5ET7eSbuP1BSRT29vD6modnfwAT1wwbj+leSzR2x/T+BOrPRlLLKkhKCPjMEJQgAcoA6445HHh2QqyhYTnbjR1YBhdhQUZtWvwzPQZfsWsIw3h4cmTo77Xj5fWnyz+uz710+ePLhz+/rM5amtd+/ebW5ubKyzlexsZoq98b/7/ZdnZ7968fwlk0Re1nzy/qhv0JfHgMcY4CJ3RSVVgZlYikGJWolFx2NutrbRECHDN//IzoANFF3JE685dFEPRaISkA7nNetYYOC9xjKTEI/JHH17J1GVqEPXCjnCArQcnEZjCE+DVv8EpAiN0mwz6WwCbHadqKg4PeYu9wLMYpiRpdihAwbSsMDQV1cxUV0PE4yORRfNKhnEXAEcGvSJC85hpggJF8oQqapIIvMgdXCK8+BgYkyPC88qCJhiWCTI2NgXEdiAVkcc0EsNMfSLko8MmbHJd6lXVjjr2BW2X2B+KV9We5AJiV4lqw5UkgecGyUWIZthRx+g4kNV91gMRinmxPpiQA1gEB5f7dEVlQoRRELB0mMr4BJPceoGpywWYQJW5Xg09oPAElWfhFElltycY2OvwBhjKBXnTGqqi7Fq7AYW+jHZi2PYIlxaYuoBthJNkLBhFcZJOKl1SaEu91VsK8iZLIkvPm4goXE7G7Srzcq2GeoHJh3vZGOBUz/7PkbrGe2IvCYjxL+EdASIjdjODmk6d1ayCbeIiGw25TDKpe9ZdiwWhuN7ODSJWmw3JAbxsCFPLDPEyFvl+ngGEAIRzqkC8lCbqMS+C4N6mk2Ii5B27QiMeZtzN4tduEUvCKOk/CHZuS+HCxa4kHZgfX17ZeXvp6ZHH96/++WXn1+7cZPZ4O7u9sHePsyMj+9fujzz6PHDu3fvPHhwb2Fxmc8s7u7uO0n0lhYCqVH0ggjOrZ3+IK4Mc3SrAUquJTe/YMZOjFIKwuHPuaGagI2k8KeBlNaJOdu/jQqYT107WiMpW5qJFxc8nwu+q0PooYr58IXD8Np2Hm5RIWCgokXgCAovmx60kwG92l931Hb8p4on+YE3RixpQ8EZHKIFgDsAcOczVwrmQinbxEQAEY0CEnjC82UwOAtrFEUWlnLaSKb8RYDiBHxe04xFooarfmwrdipSK+t5NBwE5ZIU4GAU5kKiuik5rYjyulY/MkBxSQxUYL0NVHVU1gV8hamOiRZBpDzp0kRVqDsOwsxHmZZXYPIMZ4m64ieRHSY7KmAVowLnD59BOyjarsa2nFx/YhV+EifAANkWsHLBpULgGO2SH9wzujOMlMOEc0sc2QLsnEKBskoBEOgxtr8ZV6VE72eBhiwWR1wEaRRsEDRQtEeRLT+j8OKBNV7q2tVHWZ4n+lEaUlxBxP/Gi6iZo8+60Lfr8xSm3QsfpvMLTMuAQ/RKwjX95wkKzvgo4uk2aiIUgRSO5qRfGXpcWvZSttwkQR3HhodKTJwnYHLLgWEu83GUZQMAg4w6JkVkL8K3KhZAAiRoogc/MMOuS1aYCA+xCzAxdMkCU0n6gSd8pHRv/+Srr77j9Vuf8fWLhw8+e3Ln5OTw2Y/P+GzPytra5OTktWvX2Q/x619/+eD+/dXV1dev3ywur/EYcX2Gy5jqPnV4Q+dwAV6XWEgYWN41h4MdOgNXFePzlEKduIor6AjZL4ocVo4gBEGqOkqis6o2QMzWmCbqouAomTn1QB5olxJOUdLSsu3vVW57I0WqUEO7kEACvB6nGnPTJu4U9EWgOQAQ9r9WUWkidndF4XAYRRUgou1iT9aMnJFFkrKKZiilmiKKrh31pQZp1JIZxEAlafVAlqUUuQSvE5B2l9UO9I1CLi/i4ag0wP+LkgJoOIBT6QLFQtzDUuwXYilElY5DFR+oC7wVR72an5xE+akI7yVG0NE8SQJXkIggLedTFJALkar4SWnvMneIwllhLmTU8UTzmFKOO6jZJL0DFGV/9GmnVRIFHhipx+M5Q36yAWYzJyupZ2PedxMee9Ju6Xe4b0bfrjeJPpg886SECAcoQkXG7wE2uAHCSx1Hp1z7SSdPrtGqDCb/RHqBqEcb41jM0K70cl/75CSgnFWKWTThphgtEhLIrCDy4fyF9Vf8h8+O7xEDjg755hghyiGs6D+w+M2SlmqyAkHtjGhDS06rAMAmIaY0foYfxIaIa3wgiLurK7YlFNb9OGSxGvNQBx1MFvUjcF9MlIMwuVTm640D7B7541c/fP/d86tXeV/N/fsPHsE2a/Lr62tv3rzCbyYnpy5fnnn46DabId68XfrpxUu+SEYgYo/+mK3RwVQYQX0Kz+1dYicvhnX8ZXjmi4p1D9FndLUIumVbhkKzhIo0LA84w0J33d19pAhcoU4fAwlsQaIAiTgiOGteRgK3eUA5jV1tApoYE7ZATK2eEhLoNStKaspPmdbTBV3tryFkagdb9F7Lr+XJ8Ed3ElXCjZzADyzgJ9K/kOLgFe+UyBLNZmeevpU+zGF7vMBZBWXQDwKYFLa89gLKi6dA+gfejq7wReci3L/kvFdNkcIptTztUHtROQWRChwqFQnOGy2rdeefkjca/LlSDKwZ6k9thZkLyAqpTPVoBV31CZye8+s2EK7TUsjFyTgUix7tMPW0VKcAV+Y8sakb7FCEZ5QOerLFV2PH1OxYNd4YIxg46FwEFuWMCT3AbzliTNQcXBXJQePBgZBMIQPRjlENmHjlSO6ri6qPx9Oong7eTt4hOtM1O2tfoQkEi1uhZCAw9tkSdJCiZ5ElrA9ni7bP1iaVkRmREhrz+EpCHbFObcRZz/b2DxlKjU360VBik1s6FE988t9/Rl1aF8ORUlSaozyidqjzH0M42nRXAfM0S2xyrg5CHl2JSpwWiJdUlxy1gqryFIRMLhdX1vg04vwPl3/z61/du3f38uXL+/t7NMv9/YOVlRV0PzV16dbNa7zfZmV5/dtvv2dhnlEdr6zGOGlaNTeFkIRBrMbCB+pSX4xmaduoimQD17iOzAT3Tq6Ksxl7TxkQQjjJrOQTTyhCgeCku1I6YDLcdpxFhEQMPZIaqkgW8DOvOvET7BIzUQtU3E/gNlwrmKTL/mE3AMoMFSHIMR6rlXEmzimS+RDAaWTJPsiHZXmlpF1paSDUgRI+oyzOvQxDRvrYBEEgDBbAqkgnBKMEqCdrnIcNz1PbI0yrOdQcVYMw8Ng9rAWid9AcvYt/2UkY/bSWPEG1Qim6QPgor1BaqsKaKFS2d27ahWfbb5LqEpj0MQX9nZQWC5DlVT1BLLUiexqgrTEAwGRiFWw0nXIdEfHggvZqCVRklTk5IVeQJBg/J2bBeVFV7gDbb+yHm1WMA1VkoxKdZWKWjxyKRfJgxncQRaRmdujjPbZCafO/tCVnAGIA36bAYE0lpYOVnPj5IzQpWqnK6rYtnga0EdAqDHjikHzaEvLBLUMiLtMy8SpTGg0lBSgLtAm2jyLbwd5hQATnyWh44fEdx316pE0RAumqUakRGg1iP/Jthv4hOaIqN0xIC0E4UwZkVi2MwbA4uhNWIX4hkU99CpWEBAJHFOAC3+Dq6tZ/+I9/P/Xf/8Qs8enTp7xrbGeHL76ug5jV+ZWV5cmpqatXr/3d3/3t4fHh2zeLr16+XVtdp1PBQDyZgzLgGupOsh1L2094jJYSf4VgDZOjdlAElU4upXAOUwxjgWfQWpGLQjBFP3oIHQn6whPQF52Y+b0dVqBKgjhJ6ZKkJbXwISmHcuoPffGkDMoOsA3A0CC3JDBTo8NUCFuRxR16gGqwla+Nh1Arc+mzsREsIMyoWQOqIk0kQogrGIQFI6dVauxK7M+l5g6RiQMqseHBWkNBvYB0Mv05POafVykorSd7TDp6iWvyyK88i1OxIHtglQ2s0Kmic+ObrVqRktWPq7SrkqHKOAa5rq8UIsqpQB9VL8aqNCBCOmeBWhTuj3n2onoKp6AAR2FGXiG6CAfvpbVkCkIdamEph0/lMVqeFs5LzJwDkgCOfvBmEmC42ocT3jiKsxovnKK6dz3uFfI6fklSOINESKZQnOMztC544wQqrIPBMZBgACG8NCG4Bos2s7nYkKCVORdtZZB9oXxckJRaiAIGxIj4VDDJOZs8D4+GR5m+8UIrXpTFShPTo/d8rIITaMvrBxfjhocn0AVBC6p6ubW99YZ2OoU7XzAWq90SlKN37CDDmpj7GPAtB4AyACJRwENrctaqRGZORFXnwMhHmgoDQvBtbx3yRYzvv39+Zfby559/dvv23Q+nh9vbOzw+vbu9d3K0MDU99f7s+Ob12Sd8/HVp/dmzHwhb7M0ANeijR9St4pKjQJqlCCcwIISy5OBJajGvBh7lELE1rvcfVaoWZRPHyDCPc+8fshVjN1W0MP/Rik3V4VFLvZPUs3trBWFBsVUv9wdY6KfjkRavegl7TV8ohOACfkqgRTghwoCtlAcazsUpJf5rrOMMx9i0rqNoDpSfcZNakBF7xgwSCbGEYyIlA0UlFkp0akFVNfblUgWFkEaHFgwEUNqkQLbygEqn9UWUUdJpvUCrVsd8XUUWKQWP1cELU0WvEAYy7HSSd6UN45//0WclSEVkKxoG59KJMnbyAsc5kBwdSKsK4PIv5MKXlGQiwF6QhM2cQqSV1Y50epkVgjLtn19AOUAGGzdoikK1KslrL4EaN4594JpTbKt549AZ6VAZbJiWJ/EGWb4CeaKNPmGkMTWFOhBRJh2aQokgilwoM65OhtgdPrmUjbrgFr+RQL7gQPDhKRFjAWsiDJoyJnM7D/xn7GXL8flqF1kqi5DGVIL1JvCIJaKBAGmcqNE0igNQIcWJ72/gC9O2YecKrN18GGZmzXcGT7i5BpvSQVgoakb3qptnEBSnF9CFCswXLeXnn8tekmUKCxOOtiI1gyV0GRR2Rr0Og3OrhFExhBblGk0hICKscUvl0UKH9vdPDg6W1lZX5+au3Ll368GD+3cnJ3kVBJOmbaLXztbR5cO59x9m52f+4tK/4r0Rb98ssIcLtbjTnVCimQigap2HoIsZN1xoay5LmsgabhxRDdFRefPPdXYeA1Ur/sG30IQY72OM9p3tMz/XT9AMVs3Xm6VjZWWTJBKlC2GBiWRn1I315CRjeXHzwMt7tmLkpV6R3Pt7KgHF8CFITvAjtQZetWrkwjIM+92E1TB7G0e/OvJhMna7YGBhY6B4O6WgcbMj+/uEtH7u37OPi0DIDWrmpvw37tqyoEuiA8roEfImJIt4MbTXspQVAxuB4ldqQADE3F12BXcKA6nwF6t42UqqKPfHzOqQeF5/HStVgaMqElkHKm/OgZKPNQDAlrGWbmETzZwfMamkvFQGKIjVnQOH/FFgdX84aHGHvhxjCmGoFWdLp6Ta5aN+ciMbVOdZKeAgPnJBZQPIcpB3pcmyXUnLc+AkKrHUqYpeEblwO651k4QeuCTUsO1QxKLIiqzuQpKBUHKOBse2uUqqgjMJA5dt1kYFgDPDoC914yKXQXh63HeM+xn3uEOnA+JGzMVsKPrtAL39sev7Lnv5fFh8XswgAilguCyDJtofwQ4vJI9SOEQQfpjdUFGGqOI4kmHUycjAEK85PjqEnhNLVoLcieodN2OU/XEiuQIBoPYULzht9uoxf8AJo4LUhse2WSkcVjgsVZfKokeZC06OlULGKvqSQzrQIkbY7Xcfw9sFPy/2zZ+ePf38wb37t4YGptDu8fHVjfXNt2/f9A8ujoxN3rxx67e/+zVBjU8n/uEP/8gnFGmi7FkF0ibq8wzOoEFOMl4Y7eG5prCcs5MpdnOp0IDrQDj+AB/EGi7ZdMs+/9p8iwKAVoMMvG0IrcXHNZpclmEgaiZgpefSWygGIWrI7ho9RfVqTTUKBuiSHASJH3ifoaEGFVGT9TkF0emHo0O2tgwyRg6YdDlxucKnx6RCAoUFpXNdyG39JHbS8n6vDMwhDhx7ThibpYnAnGSgU5RyAVZ344CNTPnPiWC/mKgTR5Y6sOq84OBcoSpbmeEZeaswA3yLsI+qcr2hhQJIJqMA/5kjBKpyXNfaUboRp2NB3sJYR1eS+eeJyWuYg410TcCDxHvBhcJA4hCkIaQW4jX2mijk+fKNeFyQdqgLfTEFhgzii+W4B7SlLvrcClec5hMYj0KksytBHlUSN+sjTOS+Wzm44iE3Ejbq8qIaWqK+KJJT2ZRCkXv8dNu24yyskIWvqCn+YRmCKZHKtxuzA3WIT9eHL9CGG7TjnThuVrJ1UIviTVzr1420GpflVMDqLUKHEaSemBiniEEBYlZLhRc5Outj9er4aJ+mxFRTlWb1XPl70wP4R3YUBy9Ix/pOZhlQhhE4kB8tpGheqRmth1xuLJMp+GGASAOQ4T+bYmZKgbeh5QN5YRhsNA5sxoCSl6CfbW3u/+f/9Ifvvn9+8/rVx48e3rxxfbB/ZObS4drmOot9z3745sqV2ZmZK5NTo//+3/+v7DjlY2Ub6xtsskdGdprxg6oJMmX0mLKpDovYS8XPMDScoBOaNGIYMHgTBbtm2ftuYju9i3poFP5o4Mwb4RoRMcS5ozo4UyRqCXoxZJTqAI6uNXCWC3mPX52jLwe5pWC1CB1btUlPlmcUy6YK4hSQBNCsiBmDahGfFyMlMjvuggES1eI7w4zAuUPCpN81NCOBtoNuRsvaqagB70mX6jzu5WmGDFSkXgfR/V6sQ54Ie0W4pV2R7hJySmKhR7K94qcLKpxZ5mSkUKRiwIWyYqrVyYVjQ9PVL+AcIQHD2FN3bbz3UEXl52goLhodZCq1aIXgoXIOnrOfaYNc14wKrE6KjA0NxeNmadcwQb6sQJMQ6YCB1GIN9mIdz+ZHLXSv36S1YQHxRCqbJY5UdTgXhghGdkmK9sAIKp6Wtkond+jqa2TgqJwwsKLdE850XAk4udNXCNw8ZEMwYgjvW9tBxNwTkJiurMs9IyOdL2NwkxMWgsFEM5yLpQrqwhzPzXVWaA6NNnBTKLJl6T0TBVud0zGoMO1BDJatEMeuP3tCM6rI3SLYjjgRFcmQV+3RElSyk6OibwyGfwhFJekPKYaAjuzrmylRt5AGJNfwo7r9U6UkStFEKQ88nCgcwZEQwt4R39yEoKrOaowRh0Y3NveWlzeePXv5+OF9HvS5c+catzEJKDsTo1vbu0uLb8dGx9luStHDB/c3t3Z+fPbi+fPXTBJtEukklDBRosI0oUpjMZXCoIyHTnzDDxwmsfmDpyZdE0IyeOWcm6cRQd2Y+FEwSpyjJUNFeVJ/YT5GMxcwy4yXDMDdT2/5QD87/gg8BL9shSI4qPmqRc+pjnhfkE8bWCIW9v1Rb5C3cgzyXhBG8wysGCkn2DmyGYoDJib5ZBXeQOdhTYbyfgEdxWY/BKhQMMiy/Z0Y2xFQBQoSm2plXc9qnMlya09CFAy+UclfZbVKK4vbgkMFJQU5QLqEum0K1wF6AOUOMYSHnuqsW0hCknyqQcrmGhNUaXeEpqWY2zPqGvHhJSqmgnW9in+2SlKAe3UNfyVNioRDDxTCtvZpRgoKIcjq4g8nvxCwqB+9CBw2qBJCuE1YgTlS19XZ0njdAgqSF7pVwggosKfC47jMIlQiczeq2EBFS9Qw0KBfq4d/cFKUgVV4lKg5gifSIT+NgQ9ZjA65EEZB4PAOiBVaj3gbT4A4YXw/QOjBKX1w17cy2U5RSoThbVmnfJk3XMOCw6woPTzx9fPOUGCs7VAwQfOkAo0ZRNoktpSTM56O9usohCumnIxrdER82pAMZIzf2ch8Z/RURzJ5gSdHkyijmVR+ys8QEK44QljZaGeoDuTWVHyoy4A68piTYA484Oaoa5jQTgyuGAoAzFjTSGstwvDI3sHxH7767qs/fXfj+vzTJw8ePX4wOYm2Rq7OXuWLPgtv32IBXtV8+crcX//V79l6+vzF61ev3iyvrPDmPrqrQZ71GeBvsGbU6Vp0dmjBgdyrXCVET3DCm+nVoeHe1zM0XcSeMQSkjbEUVTPGa2CUQ8U4BS9RbTVRBAYLDIaOTr1EfMI36tOD46/g4LMjIHGIlyfAirQuHReirjeK2YBy5gL6vs9LqjkWuNy2Dzs+1817DVmk4gKJlMu/PMRBh2WkcEM2qtDDT/kWHKgrRkNMT2vNSZ8j4R8IY8eWy+SEK0VQqMDJYMoVXFUkkRMYq2Jim1MV9EBKU2ZSAuV/YQqknsu/UGsEu+o9LhpGf2C1dwXfvdRwAVCWwnodH0DJv154nknFWNOin/Gcfj4Q4jfMU9tEfVq2/uCwAt+Cb6YTXuoYkGhUAMETbUTVa6F39vIA7I4YgNKFWBeN49Cw5ngeMnRBxDMFQ8t2hI6ScF75L1egyNK4Q4zOSqfzX+6iAYMqeZkU1MdGYcvFrIQSPIvVdjfYEDhLIk6Zt7HSTiDlBh60lZLm76OFcoF0yVBT1uEi10YNgwLgAuH+9Kp0yjQz+HcKWnOTiCEMsjGeMQBL22dTin9CBnkXEo5Akkj0I2chwUEVJBU4MEUFiDQGYn34p2IMT90wK0q1KfcOXixM0+CcinBLtKIM9NSkNdFQIBvGaHwMiFysefN2fXl5/b/941cPHz74i9/9jm/NT0xMHPHyraPDhYUF7ipempm5eevWF58/evzkwduFhbevFohczBMljUBn/SdHPCmJQfwsLsaGOThh2Jflh/5RFjF54OHIBwJq0AovNvOoWPa4Zkm/ApUKxRnQTRIwerApIuuxZEVQrKOG+a+1xKYigNThfD2M3kjnBQweQqfGhj0W6OETHwcMIvqn2td3OKEKfZx74my5Lr1rWV/TT0+nUE6wsWyqqPaw5gsUKWX50xjJSitXuLObWmRVfmSMipgozEPeOIOBdBpvsACSJGxLVExVL8/LO3QdVK+koC7U7yDqt2nv48zeVbBCrdy7MdxKaYx0CZSZ9DyB4TupZVtVz1LvSRSXLcAVZ7Q6Y31W8EQAKErkf1z/ogxV/eKRcYj7rclCq4WXZqEbMEgazkPkoVHBBKqYkD+5JOGEsUQaB1cummJUem7VLxoxJenLFf5jkFgm6xKS8s6J/RXOoSnTrqpasdRQqIjSlMAUER0SP8HNKhKxiLEPD9b7whZ8AT0ARitlKFHDO8+ZtlKUCAE+V7/KgeIm7VAug0GiRsAqRDiD6H15GK7RspKLBmYSzAd8qwzmMofQGVXq07ACElVCMtDZuInzceHOrhaJTTMGUA0n1BlPM1yiUDtzDieEBdGJw1hPOq8Hmng2OcYhnyNi6QjvkAmRW45BbGX8DytU4LlxH5w6OvzAXvmXL1+zvMWnqufnroweHeAq9AqbG5vsmB8eG5mZvnzz+rV7d+7+5te/WVld/+PX3+zsHvAoJXwhIJRs6BCgZaIOFq3f8z4MHugxJGtztYTvwY9ug4po39i+JNGNy83UrgpJQIndUbzcY7h4ERgRiKyIjBISNlWK4kVFoCIJ5969USZ8rL4dEbP8FBzgDoJgwBVO+iNuF7Pp1wdRB8b7R4/Y5u9SxXvNJhlgEq6aGPJPnu6mtDgUQzt0CzVbIMGI6IaFYVEoWrecUsmKQqkLbOBlRKrslJEbj1HESEduiQkQ6hMhJ1TjIikcFgFaoO7JoRWptnPk1G2oBGnV9QW5kHBgz8kWklYrpAEFJh6b6pITPhU5RCQFVMSamIta1nPQfJy6hgFyuSBmJIGjdCm0sJZWCTay/wJnDUiopD0ojDw4kCKwskrjSxLS/7qQvliL3nY9VG2qIbyCH2VR1bPwzC9nqaamuMSHqgp4uPcLGFjjb01+64XXXHPhqMo/Vh+c5QmML4nEKG8UkqJPBHsvmeEETQBIVrISZykOxhJdVdi5c5WuVJ+WXkCqiNIsS50SClmRpZy2DwxSaw+h5Y8T2JmamsTuJ+/3mBeAJaKpWczoWI8KIe8ZQ1WZtavwlkHcufw3hgIvf9TT36AAmShTcrqE3l/9V8DIKU4Ac1ATCcIaB8Jb2pL5NLwzd/urF9fjmdvIu+EETmhIRQsVoj0oHx6evORlp89f8gmyp5/xkcRHKORspo/RFvPSzXebO9u7tP/Zy7N371y/cXP+9evXPz1/xZer2SPhTlK5arYGM/dCSmvQgnu0XdLF28hDDbZ5NWBKc88ZBYkEOoxeakQSgGNOckZN8qIyd+bFrMJbgeG3nRRV8G6gcA2f39argztUCMZsiMATCMt2nA4A7etAy6JlvjPpRB6ee+xog+JC38OUbqSUQMCwINnpqZRKJcMFdUrAklJQptSiIaMcRJSVzPOc6rJ7IXHh38eZQkIl+fKpp8hu1eOSk3Pklfvp8RwGwmjn5/AXc+TU0YZODcVKEtKvZNBio4U5udDMxTedTwD07V5q7KjGpgQRhfMcuzUsDEu5f1UclQULhMzUjD4/AYn6WI5ceOUNG3ZAsbhqJAmn5suWcZWQBGPyDG4R9owhLnCw+Io1Ou5KdNmgDHKOHARMKs+Dk+ERnguUCgphlb3v7AAK+iZFeUS2zhHJP0VT+CKE1lCQby5SgYrWSyIkkY3+CbixtKEuX9wDjDNFxO81j4M7XqEVpUl/ZJTexgePRt6P0HvzSiwDhO/O4kaa9gIVd9ZLyQ6XfD8UspMR55Kdc368aJaVeZM14Y64p0iAwyHI6cQLAg7DufqEVWrQHlnzRl59KPAlVPaE+OZVB8JoI7iRoSA1l6YBg0uBlK6tbe/tfrO88u7q/Pzjxw/mhtmefnJ4sM9o62B3e/FgH/NemZv91Zef8bGftc3N77/74eXrhf0D3sBHVHJslJO8oTQdJM0boXGIcN4mX7CojdKTKW8Uwi9mLbYVgUgkc5zG4mqvJc7KV9NMDRZ4U+zFOlJuRCoWNI1qVUfZNSt3YexNcLVSFK7OhhYY4B9orUMlF9b1JRFAy50LVEXXIItzGGMbD+TEsmAAVghzygo5cl42sgR+unGXl70EmyUfjHba6H67oh5wFBY4zZ3/arMkAqqH4pMTLi/kFNcKrTovqPcCnY9OI6fcqcdwWSyjCaymepVbTqzWHVBK1EHtLlMgs6VpdDsX9CK9/ht/838BQKskF1gxAx/81kn7qArSjoXy42kAcSEa6Snfk/HFwYx9nITp8wDgahwd37h44pCn0Pcw9TDLrUlVFyfUVvLkepI6oMCZxvlu8tCQO3jynjyAWFZiukZvP8pLMtPQ/bC6w5gaPTnUYjbIBJZjDo5xVFr0Qk7EgZok+U9CLojLt/HauxMlMr5Lkau5IM/zJuDx2wnvPxwe83S3A4kt3u2ytcOJM6zaCqjjMh9xDo41sKXeTYp9yr1CSjLwxQQ6IA6XFT824QyGKDbZd3vW3lCQcwGTbEZMsTFNAhbQYANadVLmPTFYc+UdXiCIaGCCJfbsQ8uhBVbzTq4iUjGtnAek++auXLpxbe7+vdvTfA5yoH93n33+x4y2DvYO5q5dR65bt24ODo0uLi2/ev325cu3vMfG+JlBdzxSzyaOGcZMyKGACkR8yeA18kYMW5s2oKINwyvHIVQXPGuq5Mt7rhGOXPTqYr/O5EqGEmt9+z/AghE2TWCDA/xkfHyUri78cHCzDmNRh5O+D5IbPac87c45aMJWIxn4oi5bEEyKfKozbDGIpaydB8a5shqWaaD4QzR7IZFzqWA5cgJRKXLICbhEl4QXFRhHtAOk9CNenVuvw+N5obp4kvFmijjgjbqhek4tzlXRn08F1spdPrE7ccYgr95A5EYtmIZZWnLyH6TxwFor0I6Q7PiRZ01t4qRIc96jTyaw+qL4VUugaSlh2WIyPaco/zuKTfktuyKC00jXjnrqFF8UUGGBSz3pAwMinGhsdAwP6tlGFnGudFAXODSMGnOM0Q2ZLwzizS1uxuKenarFFeBfVKiMuzk+pgOdU0d+LEewQv4BSPZTc/eHBdcYXMnUL3jVSBzG0ZAbhQyyYZYiTtpqBFzwV3qIogxE5XLRBvTlPnyxvEqwO2ELIvpw8tW1G2jDHXolZqpd/pPKDnLkeeXAU/EQhpHMfCMOII6nHGETNo3CkPc+RINXMv1YAG3ODzoM73WdPPs+tqJx4GsYpUlKuZ/rvQlu4e3tI07i/cAQs2EXeuBBXTF5ebPEgtUGdwlvzF95/OTJ1Rs3EHbmyuWjw/31zXdbm1s09kuXeQRoiiHXk0f3eFPzj89fbK6/8xOE+HELPTowojvOKOZjCRzbpXBFQHQOTFuxOBtNxrg9jB1Vl1NskmNz+gmw2Ac0Ly//s3/OGaui1DtBAbxOApgKE6DHKFrHpyXV35E3DbgNCDfsKaWbAWHou9tZYlStDyM1bjEFzKlTgpHq4X84BiVJ/inXorASy3rZrF5MpoY100z9kcMg7orI0iU0bhFo2Lh2HdACiQWIQy/EmGFFawkQPgIlY5XNT4c1sA2KOAMPEalDYo7YhDhPWWvIZfJxSgDoi30i1jBXkhDuKWYQQyuDE/CKyFlwA+ghLD7raHXF6hWenzhDIclQBAdXCYmRKp8iS01g05XA5f/kcWg15IieM4ANOj9UxkmxGim1wUznhev0Ohmx8YJlAxO9nNox7pDnUM2gBZPykCYLcR3XUcCA3wr0xaHGdMod6bH1hhncSC3u0jzFh0MzIrPZJujYjLG4vp4OxJGc3OEELJDEO72kFaSDUU6xR+gGiSQmUaa1qC1aQ/8Rb+hkmHnGV+YvTU8yJ4QWmywODwmugiQIEkDxNujbw8OS6oE66MBK8+MgfXPAn24e+nijyTav/lUlFxBQ7wEOhJqO6ZAG6ZDdrUmBhUn9GMx2gC4iE/1oci7kMUDkGUkekMQo6ApNokviNVGG9+moNzwSh0MG8Q/uHr7//uXCy4XV+bn5hw/u3Lw1P3Pl0vTlycMb84cHRwtvX/A1Uz6Zc+P6zYcPbt57cIOXCf7p6+8XllZ4AoiVfR7HgVFto7jihSmIYLBqMeViEcxTVQJlxEcPap6xIWNedtU5rY5fFJRCAawWDDT0WOyAYYcq95N50kttsBYJRdQYReGveHI/DycwO66O0LuAIOVOgIRih2yK4IaDdwC1jJzkVxuFZSwVyoGnVLskiQMYBxwNV2yV3JJIjaYRaWJgbEJULQgwySH8hBsyGft5hAEh0JzGhxyVixOKTO2GDxZuNeukrgClcqky2D2Ir36sn1QQUqP0I8ZSS/jiVGY4Q2i8UVs5CGYexMZia8NeWhZXMFmUCkOJIaKkUPVwQXldWX5dYSmaQIhcyudJpFw1CvRI6dSt4BuQkZg6KFkC3IOiv7b1qWLbL2Dw78gJ1NrESxuTzcR+r1vttj2IUx9j1gZB/tNiEFV3QkC1Iga928BFSS0HgtoGDgTNC+I0PLyNUcEgTxSS7YBEXjinR+Uee0SMM8ft5NYnRjKyokErGB4bdnKgnFIwoWecknMCGQjN+3C6tvHu2vXr2Ai05LMJQEH5gsNgP1+DoFHyFlMCk14FXoCymGL7VEQCosZL3NArK0HRcsFNIYQg0vPSbEBMrvjFFIzDLYBLk2IHv/GAcoaewsGCehOUgMHHT13wj+2AJtKf8VCTs3bnigwfGaUyI2JOyRglQRHTOPpEcp5g4TU+PFa9d3C695rdDm9n56bv3rn18OFtNtBOT07cvn3rwEead/g4Buab5tU2ly7/3d/92939vWc/vPjTn77b5wkY1OygmJtz2Q+GSAPu21IPyIz4FKM4lG5yAx5WdmBBLOHZRJYHub+OcN7oaG89hDmFV6eKjbbppjDKCX0k7y3F5USh0DiJIwGnBNjV5/MZ+iMX91aYdPiV1y6hD5u2msxpKKZQXZJHCZdcVI1AaiEcOZmAgMDaDUTL21eK2MGyYHqv2WkvKSAT/PxPfYBEj3bI4aTLF6YF6ShMIGW3zQiYKU9hSD1PqZPSYAxiNAF+ymxNhQcQKyBHUYS7wNvDoCHJSMhUF+o73pbpjg7M69m0ELbDEFQGnzfvYZgqqS1B6TAsEz5TRdBwKo8UFnKueynr6N2VUMqCrGiOLizjdgk5mae2w2MmGEEEe7YDUEZUygQMqYZPME1Tkokx/2nAZp3xUZ0zvnZlK8m2F4ERL4Q8LQPLkEnZiEpcEcncdQXnOrKMgQKBxWlowLd5TaD7rTKUA7uNwL1/2hBAgPO9sTiUpjXH1pNRGFhKVVmoiqP5SIbtSQ6SShI2c8/NzckXZQQ7EA3wEWmA2VqBR8rXyDBvdPARb1sYrpUgFd4c9hFFEQChRBhE0Yx3r6jbMlMCU5KIXiBXOuEEZWaVpkJKcFjmEySCMVY94eY99zdBpxSZWKn/wk5lRqPog/ZMgPL1ioxeBofGRvge9fAhwxK/feSzgz5eh0wucDn4RfG8TofQjf7wls2N/a13P/zxqz/xstMH9+/duHH94OBgavwSbPDWh5W3ywc7+1OXplHs40cPPvvs8dLy8ldffbX9bgeVMbxD4zCo7OXM6q6pNNLz9UZXlNCeg8G8YAuJGBCxNIAo8OAUw/ZPKnPoD3gKYpqHhOy8t1NxXG/TAD2bQyXp11uHWD8YHsbIjJABT8+o6VM1GOyoMLGPQIYlM61+fjSHIjKTnbZOVmxFNgLG/a0lRCB1PaZRreXH9eDf4Ziduv8SwdGbmMCFWIW9o1sUwUO2trBvxjjUA0lLxXBQtNpyEDx17AD5VW+klItELNTULj0B0+6DVNDixHoNgBJO/ceMi9iflQRYwsOKd72R0iAPNetyAuf8L5wiOU9mhlW387ZUEMgsx0Yq6UmaIM1JHnMJzDlGPKSG9YZJ3gbg1uFzOk0XcqLqLUrCcDCuPVyDOB3uc9t6uiPQRVMZkjGWQyItIOf+snh3dpKxwNERVdIkjSL2tMGMK8flB2ln7FGmoXLpgzSuHKMlhw/iskOh9XmmSSDHs4eZGA3zPWNu/DERSygEsuQJ+qbBOgcfJ0MjaEqUFTXKVeRWvfsOT4ZdbIJnb5JTRYSIwwnWNa9oqawEH6kaLdjntRYY4Tg3xsizmhMDRu7ci0Lz5TZcqk5OAUQQjtTEXzRDMRCbwyLY1D3a4cMw7kQwYugBKGuAXUgoY2R49ITdVXZVPmkQ0+VxAoYnef/XEHMUxij62mn/118/f/Fy6fMnj6emx69emyMo3759kxecbm1tbfBVn82NqanpRwStBzcfPrzz7t3uV//96x+fv4I1hue5Lwx/DMrBGG3Ip1qDR/wLBijiM7qolQIimAKhFh8uJN5qTDQDLGPEsktMEZd2BxbxjRE8qqR7MiCCJBUP+GQRQU83IQYnZKlJLeytw6hUVrjkqPb157osI3FZJ9qnK+LXRE4y0TFFGoCanCXT4a92C2bJ2ewEahWNFZ63lAbSXXR5IFL7pmA3ylhLLeoX5/Chcn6ZMwEA0bW4LlnJiy4LtEpbkUuMGZ+GTQgBWiRyLEEMGM7boZ/NlfhNm5IlTAWhLBd+j3IGxgs5VWZGJ4LnLWD19AXv1ERpxkC1yshJbwEAj01lObYIe6IQgIVVwuBW98IDKg/qwr47ewPBK/5ojZ4Kt+NIn1934Jxh4gipalt0QQxUIJIb+rdUHCbG8XTFwAm+6xoXRdAGJaUssbOiBTzKZl8BOSQmMbgzPSygrHzYirnBp7ty5vP9st1J4Qac94SYYsIRpWKU50oCHgzKQcY19aiNTBDEapU0BKKNJNTbRIbPxifGYIt3aWkilFATxAs3d9CmukQMXU8YB2w4XMirk8alyiUwoNJwXTYvDRSbwqWTBYCw64ZRh+Q8zeyIUXG1V8KB9xkYk9a7NGj8kYegjgfwkTJWNwHkNdAVWhEQbTNEAx+YIcMJr6UYBYQXVBA4dBztsX9w8o9ffc0Ad27+8sOHd2/dujE6OTY/Njx/fW5u68ri0tJPP/7AcGb+2o2xsYm//jd/+fTzp99+++3bxUVusRqV+AKj/OIO3O91YKhmNBen8cMLsT4h1m/bUBA36GdFk0im0fyvjcjXvnoUZ75GNEZk3YD4i1j4ByX4DIrQ/9Q7JiKT0Ne8TiwaO30OpxoKuOSRr3JYTghjRY5MkhwAmpQQ4HiqcgoVJXYnUb1U4dcfCZCwO2Dx7sLx0ZECg3u4oh+hTM5xDo4xhs2vWAxtAIr0x1isZqxAAwJjXGshURwxRRyQwmYfM0vGmE8FfpnFp7w1wxIa+AxyNILarTv3SCJz0HCMBns6YqcfsHRqAJ88kDzrUkG6L640SlWKBKrrwOEhlqtFisNTBamCUalo1SJuDsi5rSZuZZ5Xhl9HNB6SJb5zCFRD9HVxycgEViiRR20jlG984d6Nu4FKNki9Px5kWdvtV+wSoIEwUE+swLGpxYvURMnY3lcwHdGhjvQN++yvi/G0N0aErn3Ynes6g3ism5ghbXQgx3imsVS0QpqVxLkqlDdKSmhKzaleMurVmAyshkb4AsUHH1pLdOEJutPREYYkbhqASfmIBuOZYKYWjCTUeCFldeGkVR3SeAVRNzRfHav+ce00U8rw2JbenMCjVIHBxbweDFTxTYO8G4dpFKMPLmHl+DgVWVc3AmIBVKSWHLzQ5rnL6sjF55+gyxYH9NY/wquII5ZEQQldZlv2KwQEtCFHuMggtwQXljaWVzevX1u4c+vG3NzspekJXv8wPjG1vr5+eLCX5xMHZy5fvsmTPjf/bmv73e7e/n/9L/+wtbXnN7aQW0K8jEqHrGgKXWg4OTUXkdWkNwp5Exn9auzFoK/GWlxqGcOdYZ8GZpBhcnuGR2lE1S4SIhcr8TzqjFP5sjNkz+zPduVKGdV7jtuqNPOkehqFxvR/L0E9SVdHFrSDasIgJ9qlFVvN4vMkj1rOUEQB/MWONsGLCSyJFP76lzppoRne4yepRpdPLVCEKL84Q4fmE4zJlmgaQKFEdLgJf8qQ0MwQA4qZjvvN28ImWAb4QOsMtsZyccsRFr9S/WLjv0l7EAo6DEATRESjAn4hgYRcAxbC2K2IsFTrSQSUsnAZqHqiA0jdZsKJjAngybldoyC7B1VDIVHDZ3jwHh1a5HSwBc8xawqKIhZxJSsLvJzjoxCwGYUyoYg3ap0d0VQS58qhUy+c9LkbXQp8Au8DmxsHBnhnsZEHulQw2vMdZYb+Ti8IBLyfa+C4zzcdKwb/g4ooFjaUFRFKFwQZMjlPAqcNiaOc+ecVgdIdrWiHfRU+dqK3MVhh7suDQ4ywjo6NNjQxJbWGZkW79laqBlqaSp9LXWj5i0zpbAFwrErQJMcesOp0HMJHp8Vg04O4FQKVjK146/HI6NgoNrZRMsJFBRkrgjBCaE3U1TFRrOi+sEER+QYLJtn5JjM4YLWOGLRTFfAGdV9XzCvRP/S/fbO+/Hbj0sz07dvXbtyYu3bt6sylK7duXNvZ3dvc2FpfXdlYW+X5xLnZubu3bk7+L/8THc0P3//47bc/0CcZWQZ8pwa6b9phZkfoN/7m82MMGF1h5Lbyscw7oWdwO8LWMHjW9e0F4qU25mhWdAzOvQQGERQNI7B0774Wh/vkV2msBAnshDieVBWN1LxVl6nz5LX83nlXJA5TlOpJXRYSmw+DIllSeSmT2QtgPbp1opY982CyjevlnntboQK6QQBnNtMGC0THhrKQwZFGytk5W8ImyYCnOKMQvZqMxVE+Y3CcnmYU02e2UnGm5Io0xtxEhvjUoCtBfNDSDrYFb7GHBshbPWt8mrpC8nmTgiENeZHVOja+mBDrB64ht03aSeE4QpmiZarb1HHc2L2pTCE1rSX5nychIOHgOVrVu6zbFBH5Qt3mTijB1+2xEwkyNPPcIH7G4GX4bNhBhE0J6zJ3gZDv59PzaCUj4/1nDAq4veUqUlwgY1kbmAi5BUaFxE9vRBK8CAlwSwKTtoY+GBHKeyKRArxJgjhoYmRhG3b4ErVpd+cwKgM+j2gvvucYSoO8npQocHK6T+ScGB8jioRz3ltCHeMdW17dC0G0s3kZc8Qhh7LhOaqg5ar5zrPI9BpkdjTUdfZHC0WraC+SYEtGCiDl6UbCE5iBoVHSotFM6cr3CIM1XDus0DzIq6L1NlpPYrd0M1TkVgey4KOVz1Gxk8B/gk2cxfmlD7b8qx2bDE+6nG2s777bfPfTTwNzV2Y+/+zJwNnk2PDo7Vs37t67w5dfl5ZWNzd2+bgPXyG7fffW//zv/mZ+fnZ9ffP164Wd7T2XwHVL9YWGpSY/rMrBoq3UidtA/8H+ASNx3gZL84BimqIahkPAuFSpifuRRTHJ5aeGJ8wliZU8XqHcrbr16HihpWepKUzJV8toMLCQ+jGi56gsWtJeLVGnpcrULOGE3PiXVZAJAR0JkGQFBjzi2fzKMsMJ80VrELaQEmrlzCtYA0J+YAwqnFE/TTBvAfImJIXG5cQ22QEPPhAXs75ILFNYUGF/q6j6FAki2ng9HX6/n/V+f4QneG+fUhpX0YUyT3TAGg3S3k8HlbZowCubMC6T8fAgbTrjXJHOxbLKJwnt0ypBqJGMSvx3MG7vK6hlHMu4HiHKnw5i0kwxg1mFui49Ij1QJXhIUJVZRTBE82kMwdOim+c+vWU70TnROgm8IewxySld1lmhYiPVEEZa53oNP1L38+UbmGNDEBEBcdxgzpCyJhn6OitZ1k+Rjdy2Kp9NCSWOKkhJT7qoGhUFLmqAP1UdHqKjtFjmGFiNDavDI6fDH3hY54Rbb87veK7lFK6oUdqmHn9HZ0eJWQoJLfSXoxamPC2I/EYnILFLdHLK1JYXodDpRVVU0OplQO/dG1PARsBicMTYD3WzyM1HqEWBlRhxsrGS17zDFRYoHxjgFfUmsdGSVAJRiFcGM6dk1MOk2ylvGogPJJGDOMyuMB/TT2Th1gUjMp0W3yDenfXt7h/v7i6+XVyZnpr61RdP56/OjU8Mzs9dnZyY4n0QfCpxeWlha2f96rVrjx7fffTo3q9//dnrV29fvnq7sbaF/nwgi48zw4hul8Fd2PO5A3lD4+gJNlwWqB4XRcWslLKwaASPQWlfuL0DRja4Uw/+QQpyla//0XUYMTL8V48gRrUp57KLlJhD23uEkcLMeS5tkF2qvHYkM2cxsAFCmhJ2ZTMDLI33aYJbsjgq/S8nQQqA9uOwPdELfaiutGH8zKqQsskA7FX5hmcA/RJp8otnK2NibnKzxjE4uHd4gN64Hcy4tsRIhy1VPlSLr7PuRTuBfOimhToMkseOkaYhabdkjpIkFV3oc5W8Mz9ymdy0ZhqY7d5UoHHWYteMFBA0MRx6i37kVIGKwCfHgFzMszEEOd7mCKixgprAUEiZnTX+YA1YQcBTfHrNt7xGcVwbDAtV3N9hl6YvptUdXWeplgq7R0ZhlKd3BheXnHqry1Ypy0DpjiQqM5RGC+ApKjKknTkgcIP2IufAGLPCWx1TVKUu60gJL4ZTH/8/u/RhjCdhDnipHB8i5RFOXnR+xDDQSlG5O3jdy03DUGscDFWGE8dqsEE/K6vN54oNmVf9iE4Y4WE3uPfanlIuozccR+2BDqURs5RRnxBFco1spSXYpp7qknzm/U1epxlgpFRMsTlRCQKMOKJdTVWxjOpH733HIeZA7+S7OpBnEtnRhVB0xsdbB//xv/xhamL85g1ev/WQsDE1NT43+2h7f2d1Y31hkc1dr6/OX52emv7884dffvH07dulr//07frGpo9/9dc6hnbUG2wWhhOmu7RMAiUMYtw2ZrFxoBG+wu1NGJ7dyr3sKMkxI08LONKHLXjkSSvOHY0gtSDJ1wI2vjTw4IJM4pP3Gs9TwoOBMjDme6bAZvQyL1SIb2nvWkB0Eq2GzyHq7JzI+dmnMFxTGH40OuzxPxmZHkLEGMF/xEw7s4fGCzo87YRAXczm6KEKOCvGaDa5c8W7Eh1oHxwd7u0f6CoxBO++q6EOmHmA0/sQSs9qUCkAV0fDbovpJdAW5nKqnOOP9q9dugjAaxSRKx7MCM62wWp09Ax0TsSNz5EYCNqYGefTeqxEB02HptwA2b6Sinydc4xe2hVFNBVHOghUf556DTYp8dSFHhaEZBGc40iQq52yzDFstTz8NTw2eMRg/bAclKYC5qBXDB/g62fa4kZtNMldJLY4EMpghr6f6VnifrOB1KwLZ84fpYVM8BTPk0FOYBLlBCpGlFlyy6AUkSg006OBxvDJfX7VyvOV/RMTY0xY+g8GdvcOkGKM3Yzvjxndhrj13J3PWjUr3Gl0ojeJitE2LTObjbCkCiAlrEur6NrtjbiaboPlvwFHx5VAVCs+1+XhiVLFCQFrW0Kw5lgGZotDBh2FmWM5gNWSqEsOy67oisQlKSU2g4xWvE9KPeOjdxcz8eznbgkifyA8QQoz7+we7jx7yXcubt+6de8ur2i+Sv7Vq/NsM0UzfB3j2z99e+XyLAOuK1cu/R//+//29u3yDz8+X13dWF3f9AYm0dNRrG92tSc39Dj7hYfiCmcloS/7IHdRUerUhSzyvSSqZqcxW1fZ0OLT6rZzdaxWAFA4mzmYwEEWhQhlcFL01p7xmFK2CkfFKWMsiBY4RbUEbShGVdF62hQ6cE1S1bF5EED+pNCzDPiDUBnF2yMn5Y+S7iow8mcuD16ywAW+4g2pMzRBeGIWbkJ9/C1HJYWZYkAmYMhWSR25bRxzEr2hydDu54nevv5RbnrQ9UZszMG2I+PGmN+aoQlgoSCzIbfUw9ZlfPobRRUJsBoKk1NgLDHmpIel9KJ9TFSTf82NQ/AXSSiw19fFuRYURYEB1ZwTt8xEjkfR4FRiMND7Y+BilGURrcjGgGpEo1qiJX2K5PCfZM+Jf6Fuhiq0eV/MMOLsA2g4JNWJoKykuNQaN8a1a5k9QqY1gwgv9jpiZaQEYc3mEUpQ4Sgj+CvNG345v5AozbKjGqFq+G3F4iEDeLWj+3FNRD1xPza3MRligN+bidyCg9W0bX0GJKFjNRgMQ+ImH9XSpsJClKE6uIRzoahFNKQGN83iVN5ehT8WlTKzkUOGQvDqZzWyf1KbOUEm25fVya8ygIxwz3xxiOFreJIlVeuKmAKGQx0DCnBuVjLLBAQEY0IDEwF8OBsM6wZSN99h4lCMGzBP/Ob75z/+9Ormrevz81d+8/tf7e0dszA/MT4zNT6zvrL28vkrHhuav3qVN3D9L//ub7e2d77+E599XWMCu7a2RuQUJy9i5iX+RK5y03BFN4bDwSs24iX2UCebIzkUUQtWEc1OkZdt8JU2RuXup1fbpXa23p/0nXpnNS/5IuxQq5KoMq/UqLocZOq/auQs/4HlVN9Fb55Fw+gq52ArONWhT3aVUqqSSRonZ8k8P3QIezmYSbiMrhGI8yxplQeSK3+aHXvIcfiNNfEhCosVdIAH6VfiT9MWMvByCZvMyfkJWbQ7MT7OYIulBu87+6Rw/BlvhRvuLoHORbiSXe6UKIEiOlDAYDo/XMhptaqs5KX5GP1sVAzv45gUS6XTaS6tCQAqjXXSPslDOjj3pHCeH8Oo/hjy6sqc9t8AQZj25cm4Q7wZ0ogaeWRGnGCNfxNdojodg0BJE8Sh3KgIlNMQ2xvrFy0YymFpW54klPECr7gcHx1No0rYRDpZcjJlpo+biJAkDwxmMjamEJAqACYzMzmjYiABJLDBhsiSX/LG40M9VGQIIRgEcdMd9g8PeQbaDaXuKNPpfZy7EIrX9iVGWjpoFT/oPdfvG5/CZ8gD+95bMADpDfDhn+ZL/62RwEVodoCMt/LmujFXpqVYiYKYqYTnyaLjGDZT0DS28sIgTjSPb6BH8mm0nJAUjZnXiVs3AIIrLjliBsBq0GeOq+ZQi9bk1C4ZLR6d9j97sfRqcWVlY4uumxfM3717e3x84re/+83uzg5v2lpaeLs8sMQyFh/y+et//du93QM+BPvixYuNja3llQ10yI0rpnwaE5KxEIKT5LjbbQc5hUziDKPzng0q4CYlPAzBmj6m72hNWaVb1SgEgFY5eBou7OfILI2QLCyHq5TFqOsC3oUEgBgZeCZFpeQkIMQD4R0AwCBewHWpfS+0bWhQ+hGAV2ljDLIy2DS64i5o2v/8SzwLElEDbcsSD9XADmWJGhB0PGpTpzEDrKnBp7a14IK5IQMD4XAFbrSAjw3G+R4S5+AFGPdQ3O62D4BkZpguJkrKW5IpmeLKMgv1n/CmR2UGKIxKo7BLHWw4N0BmnKGISiEUjHDUQEoacaMLzdU4UGSggsul8WwEtE9OddskW5J1D3IC2kJ3Or1qjeIOPUNHyIOfMI6XxGaGCzh3RYzInjd2KQoUcoMjzSLjrPAsXZOh0OmP/JtsQZUMAjRqMyxltqGx1ZScCJt5Kj/8ojBzzOOQyC+F6JcMkMBcOSx3C+GAjfEfjvtOSj/cMeRkb2+f7ZeELYeDNhvdRQ7BCvauGXAKsrDSmJE0//2RUDozPdDKtDd4xgt8pwWTYoUhCJPF2AlEepjaNBwaANGX+F0rg6DUnVk676MbAB1DQnRCB1o5gIOZCgZTP/nhMjxFsQvbA9gqrhp4/gkFgdn9At2wS5Xof5AgEMg6OcDLxcAwa9/Pny9g4dev3ty5c4vbiGPj3GTtf/rZ453d3dWNjXfvtt+8ecNdtdGR8atXr9689dcbq+9evF746us/sWGVQSEdGAtmGVcRSHgDgzaK4fQA6Rofs2xOq9aRyMGWdpvwZTMIOLCwRoJzn5A9boEHDHFwkQGC1GBjssBwFmBK9Uy7SfiAGMKqXutkrhZeBChgFRWuwpgUOalU5x7jXZyksAPI9CZZYAdbjWqtasQGFFkIEFbOqgSz4YYc2o0ETRLsMmOAlhXlqWuAw1kBayYbhU6eAKX/ICi+mPbOZiM+LsmTp7tuzKP7B/H7E3zERkr4YsbjoM1AxoqBgQ29oZwk4PkNQo9ccqzUK8qlpQyiHaFguGQBYCpojzmFU9wWqrgVO6MxB8YqMI4S8++80p8762E2VKe9uNJDdIYBnb/qaYD8XcSIyygf8tOqML+gcQVxyjC/ckLLUuOBQCkMoGxOfPCLIJ7RFIyiLzTNoCbWEVPpy3pd8pzeCYqEH3zShmxWyiVEe6YcVTC8NrBBAC3pK2KL/o0YcdDgilBAiRdc/PX1jQ4P88Ho41NecJ6oo7dDgZKg6CHquBLMOBY2YNFGBbhwrfuPLlWvPMGA68JBY8MjrqBvVxdSV+acTPlwgLjCLY2e6BkWGH4ife1Lws90NcAMrSDw8/JowNZA47SLxiAMNBI45Ql7ZtkAaY3g8qkYUASOK/wWEDtpJyCqBXXRgugjOOORvm+//fHZsxdffT3z5WeP5+dmWdj67Ok8DxXyCpvnL1+sEL7W169ev3p9/trV69fu3ru9uLDCRzGWFhcxAv0RJmGfAhRFC354Df24hsxzRSYmjorCHtflz2UAi5ADRTr7A9oqDrTEZkt0FMzYlQvc7AzNibSlJrB00ETEohaFHHJSsOZoRLUnL1wJU8oym1SQ8lI671UPfMF8dARAUhD1VyjFMMOzJgg1nBxzZZiq+sAQU6iqOyGgSxfSpyLUyUaT1rC8Mak0KJi394yPsWuGx9pdJdT6zFp4v2dZWzSxbtEJhSCNdJAV4JcS+cL1inRHRj7V5V4s6EFwQj5CoHQBMmSQZ12tkTnHd7HaL54HibpoVmdNNtZxjAwhEFdSDWZdEETXUWnoTCZAb6tUhQ441Sre44yZfAdQdPtEK+IUnJaWexwZf1qSHKeKlmS7qfMmnSHL+rCTO0pASU73MWZ5RUQzRBjTyXeSm3YSMC1CZumLaSB30plzOYCJ1csZkAMILR3kEHNwkkR4lTd7OhxLFSFewMwJFAKHH+BI1tOr2IIgJCya9F3bcSDj+RnzIZVU4n/qj8lTtgdkfSBeoSxqgLsYWSxP36YuUBPn8GyUSofHlx0QLSTCj72HDEiAvyRZUZwgCH+UBJ2dNuM4WtSgu3/oyVj1+7C0sru8+g+Xpyfu379z597tq1cuT09f+vWvfrWzs72ytPL2xZvlN8uz83MzV658/vThb3/7OVHs22+fLS2t7ewdMPFCZ/QojHbsT7CEqiGMk+8/eaNpYUo4SpsFjizAZDJJrmNDx2Dw6uDVG9n8Kke6TZVhVGSJ3U7dKpE6CBRJZLQhDWgp18mqc7GT5E84PUpKST08qVGVLABHAbTK7UKAc8rJlLJRCiOCH0EdKxQ4mbGPSiia6iJJAeyQtTvwaqv+7DJZ+FaBlcSV2nRvLomyUAA18KQ5uFxrUy/prCHCpKr+S0eqFoe9k3MoFzKo3stQJEcVWDXihK8UEzS5SMPSJpoL/noMRKQeGlUP2hyloOszbWk3xeIumczZbEUBMH85gQTtX5UoFoUA1M4E25vxiCo2M7wcLtE4JyTaDRMfl+GKTxAKAQu0EXHJP86bpitOW2EQoPALScy1lqzOTdXGhrMH2uuW7Zk4IBIfgzkUAyYLimq4VxHkeIQd7YcSWSWxafK9ZT6eV9M58AaE6kB6W0E7k2dPQSYJ89c5eQKrBDVgUQQKwbQHg4i3FHi+kioZh/t+lfiT3OlStjIoOYPC05AlQxLEQHFnrEmhyRIwEgCopukAoCdXSMl777jq72MbITzwVkBijbzCAk2aM6KPxuQMlFELpEXDwckprGhQ2w0csZwLQjJ5xjMR3ScxuLd4urp1uP71D3/6/qf7t2/+/re/grXx0aGnnz1gIMbXqnm16cbm9vzcHK/Vn5+9+m//Zm5rZ295ZY0B2tLSip6FEqSvTxloHHjhLGpO5mCj/nkJBFGlKRw4Ax1ASKfzp6JNPlHPbIXD95QoPR0Te3Pjb6CmOD7unFq5GZBG2zVik6kuhQh1jWloJdlc8qeS0jCL27oMq9TX0+Jcuhj2siJkqoKxA/Z0JLNsApTaxMmAkidkpJ/o1TKEKywidgvD1gpDOGDfAC9ErF6c5uZ955R44EMwbu5jUSAL825b8o0yvhuSHcdKj99Y1xPK4lCyqkOaRMVFlfZOUqQrcnK+8spFxLQC55QmZgmMfcjUrgpoPwEkItP1676hLdzHKSpukna1VYqtROfO6kHZUPsjgI5SPpNsYCtTh4C2jSfC2NY6NwKVjVaUlS5QRLk6RDinSXt/zHbq9xFdmtEuBi1PxC4cSbJqU0T6alMokwIMaKMNSCMmgCYDmNEGGKgqlizE8gO84wU+zcgCHt+vYtcCUVMhtRHks9uRyBJC8U4xO01yaIhsFOlBcC56/U7mjGLikSXaFJKWxRMmSgx7O+7fcO8Zr3H7F1r0Dk6VUjceYEzi8Qp9ByTq3zCnq3KzwucP00MqtE8Oku87MFCm9x/Zt+THwUp7iCw7fveQW2+wz1193VslaCPNUJNNxr2IJTfqXO8SOd6k5lQL/zWBdvCHISs3NkHDxxP/8Z98X/zdO1d/9cX9SzPj169fuzVxdXZ+Zm/3cGFx8dWrny7PXOaFEAy4vvji4Z27N5YWl5eWln/66YWuToRyOQqavtur0GMgZEEY3Brppaf6XZkqFRmKiinyYRRDK2naNCvqVjFb38EtrWsGl1oriXCgGpDBnsDSoQHuPPp0WhY4JFTJMpPV+Onl50rMVZajpfwVCXKSOkTddZeNQPoprhLmI2R4bTTCn8DS8M0l3DmhVTFBIcM8kq4hOG6I3exPjQPKYGmqMoKZnJw4O9h/f8rjbsYQ7xvR1t9/4BZu6aRAhec/qFSmZx7MUCJ5tVzlJqeK1Io3dxtDZnJq+/TU/jzt1VwvyRe9TY861IKTDLVasTC9VEis0rAFp2MgdFxQWJEyUUOUfL2cI27ljwdDmF4MNRWNh6ujxGfQ4u5AoFNaA7AiDjXryZrNHIeiqVDXIY3jH2FqlghZQE58u1OpTL7AVMy1o9fmgI3mCgAvgYIHkARAup4afQwY0X5qlKqMBulaeYtOvg8mmP29my1BjEiEFb5MVlRhVQVE1eQgqzGcIBFXZ2rInWOpuUhDK0acFqXkMTrAM+CNU6Mhqsyjy76Qy/FMPAyNYUD6fx/NBpmhCR5ZyYqYESxKgPMke6W0RPzh/aAP4ekhme3xjPfw6Qf2cp445TJ0Rhu+CRpH9d4ZAlHEoANGYRimIKfmQeH/KI9Ygeqwjyniq0hk4p8eKLy2Bq339N5tHx0+X+TVidPTYzdvXn90//6lqcmR0eEnj+9zb31lhQj1Zmtn89LMpaHh0UcPb9++PT8xPsL2N0ZhPO6TjoAHPttb6EJUviGBBsJBzKBTmchzY6dax5v0H9WCZbmJYXEOMZnZlHJ/2RRlFHCCm8L2o74moKNRn2nFGpD45YQSqFRlYOydVw7kyhUrH4AeFnIqs9XFzKoSXrUeQRaP10tMrUBlc2E9tg7xTWzjC520mSWdTiozFHkG7Wxt06v0qEacczaIsObB+oDI4vEsiw72s++EvhPKMKFyYOi8c0ptoAtLPFN/DQYbUcMOdS7wofhwRYnIhRQVyIKjocF0KldBoKohQYNH0X5CqWSroMB5ZRal8k4yjTHWozQAtZRJvnDhhLIuBT2gDrJd3k1FVOVqANmuVhVwKmsB5pnFoh5f/5wCwDFSd/Mp7soNegdjBNhyiRAsKUWpVBrUIwMOBUkhUYs3OwwOe/+eKhcElMG4qwUCWzfelqpY7f2RX5dl8A7/PIRsJ0/9D8dM2YZOvI+SBhJHUhrqomRnj3UFToI3t5Cp49Z51qdQAhNtbIldbUCOTDw1DFGLVsLDSX7Xi1J8heGWLSqoGVJwRiQhH37xy+P3PBfggK5cT6rCKmL0oEzM0qBV+zBS4D5MkDuRZM8EXYn6ogZRyp7GMSGXRCvPne+VLP3HPncNe7YgaRDM4BjrIYCelfjIT7jIT8BE5l0JeRzeP+zfPzhYWHy2srh7aXr0V188npwYnZiYfPLkM6R89uyHleVlwjf9DC+KYK/8+MTkm7dvF96sLC6ubLzbdpZQG1bkAr5gWAVyWzEtWfa5JAHoSoYOp5ugf8qI4vSDsMZnDKNtCtGOVoe6Ns5nDZWFOqAk1/t0sQprrilwvJMNE4luyK+8Ik6qyzJl8VL5OVaXyUZNtaPh4uTFSQesfyIjNIEWMBpnpkcFaPgXUsaPWCaYjMmod+gDT25xwzdGi+wYSQN4988Xt+pSQa+OGDwaiKMgsLjcyQ3fTDR1TB9l9QME0uQ625c990puQt2r5mrqmKS/aG+Mo4WkQ8CyDku8vqXWzKiJg304lDhpBcDBtwazWi9Gcx65La0ic4IdYE40lE5rqvygbbuukkm+OMvSdICcV5KUJVIg3BL5kw8dUwoqhjYM5BTPVQuJiAJkqmm90fs4FNXL5ijgvZphoGHjHFbJ17RUTN1QVB4Vm1kDQy2HCUBGj0BSKIqwVEepgEvFU24Cj3Z35sYasNMTWAXHBBP+I/cDgAUgmkcBI4ptqkmS2rFOuyXHqAt4k84KlHM0g7qVaDqQpdhJZMahKI8kOuaqeeTQntANogMsk8MJt1LtMe171GGMBrAD2Iyc+pzNxZrGukhqtBehfyTywUld8uCq4w2mOOVmETKaojOHHOSrxihIhEpvVeMB4uRp7YqfUYumB553dXACq7xbQcCz/udvFngbyIvXb2amp27euPabLz/nfuKtm3fu3uvnHc0LC4vra2vj4+Ms1QNw72//anFh+ceXL7be7WxubtmEYZrhZ7pMuiMEx+EzR5QjWJcpCUXIcEsOechi+MwXfDWDqzlW7FURKvmlVd5d4yQYknZOEAF7tUPg8LcaTQBhgUgEiU5E1KPvBZftH6fRl+2xAwa0oOHYPzknWGq1MkuVSoNreIzXgSkYzEMUnTzy55MJcEV1sNn8jSH02zYoWaHEF7HwdGnxUG4sGjc34E1UQShWalE0OAzWsBp0VCcndD3TLcxyQC01UIJZ9elOFhGwQJzQZMsvjquAcwULU6LJSRVxlH/Xj9V4UAW4V4wKUl2gwpLVcDhVPS2Fpe4S7jjlCK/UxY2op9GiI89JLqrF0yWqSphNgZHSEruEgjcR+Fct8Mw3vpwN4I1UKuLYg4c2oca7yW3uZvsffsWM6r3uzsJYqRh3xlIZP0iXQJxaMZ3Vo2Uzz//kG6WbiA4EFhxWUOhiCuIBb8I0iPBthm5dP1jtxjp+pQKOQktmApByBy2XPjHubXXRpo9hnmmLy8t0IEy0QipGSVlo883l2bOGtsGcg9LqUiDCaPJmP+nKXTKPj1GXbDMxxPkpVfepRC51Ow61HpPQjOFgBVU5QuYhPuIhz3BEFenRo6wwLF6R8C9nUrHhoiabo8j5T9hr0c7pCBVt/JwZKT5sH7zf3X/HG7jWN/ce3r0ze4UINTp7ZWZ+9vKbV2+3trbXDg7ebW6wW4qP1f/bf/MXh0cnX3/zLYOAtfV3W9u7msfXSbZwk9aZ3kad4zwOp2CNK7zOqRCtVn3CRfp1g5yNsDQtKPnRf85FAoUcbTIoGZ0z4mItzUubsZ4vuujSQRhGQN5YLerRtVqKm9W59Duvk4COd16sk6UJBnEr7irCBOj966UwaUZOspOc1/ye4bVQL0CjCYN7/tJFoTHoY4X4ZxqG3AKP1rCQXBMp8Hqe0Ld/MtBFcZKVWX/Chg0xSWYreFEgyghUhZmXMDBFOemdgRBIOJFYU5E1l/k54iWuUni73YGGBerFFBBYd8mJFBsYAoiT8h7HK6YuHgGkYmrIs5yhk3hnD0yfgbxlYDHbMUOeRymYkIOB8Ak/1NedA+qgo7RkfZZKVSJ2YMAl7zLsfsOOInLAOTAGvNo5qSpQCwWGFpDgtVzhs8xYuQzzyGv3k3mWMAqurt1aKTsIOTDKAyW8oDz64UB05oUoQyzGu2KYO7OAkZAxGrOWl6LTl8WR5srAh2hC5I3OefJmgLcnGEqMTYrOIjnV3GyW4Vgkiq3CVUwTruNTXDrIqEAPghoTM6HU0O5l14TsFBnkCU344gMi6Add6AYlKdENHhAX+JOTA+cDcsZ9Sj934ScndAR0FV+JgDhxbK1myUAbcU5wCKrIXYK9UkTZi+yI1fIQ2uYCrrO+56+WeORwamLgyaP7D+/fnBwfu37tOq+ZPzg8fMPnMhZeswTD7QTekfPlF09YhNvbPXr55s1Pz18w0NRERJ7YBmZ0A3CC2JQBnRKFV/lwvECYQgWckQtLCoedbBVxieoKiHTli0EN8w49kN0uxVVtKTSykheJmEQBXn75D90oR+Z8yv1igmkjoEWV3dOerYZ8UTR9Bgx6ZOFOuW1vUw8VfgLliovNxNEuQjH6zgBNsPiOQI7oY3knZ3oCLNkioAhJsqhIc0jXFCZ4KGwgFagsOyKBDf9hP5OOSyb8+iN/QuBnjjeCmRyX1siGM0lZG2SlcLnLdcsWB4VxEg7ef06CLX+tCW5DW3CiFNt8csvkOccc8YDkt3LoRREo3IZqkjjkS7MNlgxdE5EoD5FYKIAhBEVVQMD3SUMdCFrh1z3PQ6jFxaPcc5Qy3WT7eA+Q6NZlHscd4cCVZgBgJDypCk6shj5hIv5M6wSNtmks+lNhC67CHdeC0HCFgkJf/8iHgyNGEPgdth7ly4n0V++H9/ZZRZJ5+yKaOcxbj0S2lJvTV8Mgq981qUzoGFipBKUwAsJMBVwHOFwy0wGn9KmTtX/ci2RGMFOVcGkYJLTER9lyBdu8qg+6sWafn5IELs85MamlkKKTExbceS+gM2uDmjLru2DGxVl0BwaTMVlU6cZEZaEB0T6ZcSAsEpplDrCKr9vEZQHLOCbyiAcgE2C6nyeKnUubtYHUiwGmuBs7x//w1fff/vDTnZs37t+/x8u3Zi5P3n90n+0XhweHL1+9YJYxOjY+PTUzyQshHt9/fP/2T89fsRNidW3zKN9kA2GMH/FDyoxwiOphOnkwAl1Njq4T1IotRCIY2NcLIdd6COd2aCBxCUDHYqSghZjL24kmgc4a6kUiiFjZKjeYVNCnCdWjkEqUaXcuxJN8KIrL6rGQwnnOHZF8yy6dcsTDrNKDmKmg2NrOF0eYG1on8iUoxwTY2uiG/1Bd37O9ybvypP0KKxu4VjZ/FOsiJ2k3k0oBOplWJ9nQqJdsi5vUrGFxVZjxKVuFeukhsQKXDW8PLeOL3GUpTAG3Si+WkKP3R9/WhTQOC241SVhPzCKTJHO5LBG87JIIOyOR590NWbMWQwmfIM6aPU0FQNpJYYMEl1KlTrVZZl4Yh2CqFlzDAjjqyL0/GKPDZRgiAm6C+E3DQgCxKAA8yshoAzpsK8HdHHzRKRTTRcpapnRidhrJpv9CFeVOqNeBoWvn3KNj+JMH+mDzbKLPR9696yxF6tr+qan9YaekKT8qInXuZk52chFmWGsaGpqENKQOjxwWURH22D7qKCzbrKDonbaOZ0DrXDuZYFLnYoRkdXvIttUu/Fhky8TNvB8ISyBz8EiKUQDngT4/tANaqx/zaBmhCoRsKdGjzWcZGEwJUKLIH83E2JlRtm6tsvVXjoUKBkK8NVXEgxWUSSlQYjUaAG4VhyXI29+3e/zhu5dLz14t3btz696dq5PTI1fnZ+fnr12+NLOxvsEnqV+9fM5c9ea1G3wm43dfPjn98vEfv/5udX2Lm4k878lNHZovQgWr2HUG/EdBQ7QaFOXe4yw4/dkztWkeTY5UqlbscoRqG8qoOmJebKGtAfGfg5vseTCsmSzlJ0aKZiJ0ijjgzfzjT1b1G5IncOMwlprFFeaTB9DIIfTsn1g9t1q46BDWr/WkzPjYzaJsKsbzUbs3qB1/yQ+2cI+l+BiX8182rYUb437SE3PJfk6jUINCoQXmTxS5EB8nYVUiFvLjabmaBChNNme6Y2TAXkI5HO2l8CNaR8ReQKbnW1xISG2ZX0e7SJO4gIRDiyz8JGESwgCtTO9FrTVWwOFBFuUjX9o+cDqBj0CLEFTBCVYDLvWzO8wTwwpoQAoKnZ7kV7f4h5H7BjMncRhOt4xdsrCQVoGOkkb9HD0rii6UIKg042a6KEjg1OGAhABXKQiH6ClOpvrAX9mUyfhGJnhzAIv9sIEb+CGyof3DY3xqdGyCqWJW5ZjHucENhPq8Ki1eohRNl4hAvpNWJhUMtU+9a4Kg3N7Rc6lpROaI5L6jTg6UC17gDZX0tNFQG/E9hVH+4DwjJubJeg758FO3tLj9RWcRIQ2+imeyhfnPVoZGdCV7AQ0TtRd2Y4y3mIGWDyqLXDUqDXng5Vqc/vo/WYJp6pajm2lprIrxtUuCMxoTwFIk1e6IoZu+fLPMvO/m1cv379zipuHMzBSjK75OPXVpcntr583Cm52dXTZw8aTlF18+/aKvf3llnbcGri5vbO8eiM2mpwPhwVhdxYZMDpLK5UdX5sZBqESiBjx1EsChWkp7kGNxAu/asriKFr8s1KgewPUxjR73js/Jg5ov0u5mqWAkHcBoM4KbTQbUlUIROCHaRwQrw1KNviml4ylyTY2uD6BSWyNLL3a1BiB7P1i1X3EXWuG2YaBsiUQbCRyyLlHv75cgZdZiOTWVQShWIKjL7UwZVVxzoU6XqjkVqsJGptB4qNESx6JVJuXn/BClVUlkyXU1UXBbEALSgsGGI76DEmEW5Pp9mIlXUlcRk2X1AKTEtybg1YCL1XYBARAjQjMJ+ZRZlXxaITdJETYjl2hHFkyxbZ0B20QIhxohCQRaI0qhAoUszNONQBn8BePtd76/xzW14Ns5oMk158CEnZ7M1ZvIXiW5UDA3iJILxzXCImpBDjrJ5yba4fj46OmeDxVShT9iGRhoiNCSNLDBKFFOohEzaKkZiymIZJ21TU7yWNIQQzbvtSV28/AuirWeLsxox95APB2jChi5BLEHhpoRnBZfDDBLrRe5cMm9eDjMLFImHT8Bi0JcsHIuqRGLMawcD2EgwzirttpDK6TsupTGxRkZiwNYUgAMg2FPwRkI9NxK9jVY/QFA3OMKfjwGzMfp3a5ODmgB8RQyq+v7W5s/zcysXbsxz7rhDUdalyYnZ+7eebC8vLK4sITxZ6/PTUxMzF6ZvHn9LxaXltnt9fLVm82NbXjh9TXpt9RfmTkaNH7hpWlf+r5Uy9UTSuFABpKAg5FqjZxSh7GJcnNhNbGgemAid+e1Oq+DCH71O0RFmLhHwKkvD2ja/2qLG+3RR+gVTCmco9xK0TNeSUIp01RiIzS582p/CbXgl0RCvjAgtQnDBW+mzY5GrOxASzyKAQ+8PjLeK0UWAuiVUFBGBEGghEBzlIBJmWSdURmYaIAGV2FKG7LPWfRjFf9xl9CGam/sypa+A0o1I66Cklrw56C4jep5Zq+EE6tJFeqSt2rkLxtYFP0WjLpPEq2uz919rw0YyOKrd+BeGABUjcwkxc0T5nVTxXVQUAQFsIY2xKGzsijWVNbmKN7RFIygBORxy8iHEwcVdMhU8k0DoKPctQZaCFfFIbIwinZIpuogQ0mRUzDHQ2E15MEkXsr1LitRi3Ouadf2Jty3wEl5wHCif1xW+3ihM68lJAYBpS2QFoTWEb2oI4OiwKY/GC6uRHFxyMgMcPZMcidwf38fMPXCwhmh0ZmUHRck6hGYKJWD7kU1AKBYIlV8g77iyTMEAOKuA1JwRkw0jmdVnhCPpoxNoZUumJqqmo3vrv0jO5DGGk2jEdV1KMVn5YGkRLoBgJoBkYSX8eb4RDGmuGzIIL9MEz2gW50NfC5D8kh5FtdCIuR0Q7cd8LrS9e2D1a0XvKN2a+/G3JVL05NjeM3clSvzs7Mb79beLr+FOKOte7fvUcr7ue7dvfXmzfKLF6/4ZAYvU0FNcImooIRDpY5N6O7VqTeRm7HiDDGqkultKJFauhxyaTpzNbAYYJ6fnBZcXXjUe6jAcBUIfZ6xWBKFJPUOKt3dEy0VSBwIWiqwwKLTOrcWzdjQT3Hsy6BJfvgMAlJQZC7YinPYE6XOxn0TnQUIR2ql94yQuH2kaIYhAJuhO3LgkdLPUuMOjnUvoahbpCOLYaBlZ7KZXd8O0guU0SGMxUdTD9aQGVOc04JFZMWDi3ZUJN9SNEXruX3OBfV0dWt7DDeCqakOJSeFTVSJhWR4osuKVv6DQez8V9dSx1fgG0c2E+U6PEzrpVFxH8VqfB8VWrhCyFNLncAoakejwEsbeXiej6fM2c85PjYOapSBLQw/hBxH8nobHkJ+ujDKauqeLoi+3DW0uomJw6poHVFxoijE8b4O+zhZcjIUsQhGiYpAKa6dnTJ3mhhjFWqChnRwcGQ7MCgQW0p2GGVyE1eAu2jb4Thq0XSG11CliogBhAc2NgyP9jMTxY9pKa7N8XPqEI9z1EMEM9zk9VU2AoVQeACicJUpeSOgzHABFX4ydyhTqBamfohqEbSJ/fGEFLeFZzBnX5XoCT3ok1peqB9OFIP/8X+1BjA/ZCEFMJBE5Mae0FFt5QARGPgPun5YsTeocbdqCAZKMR1TXaWAZP/B0ck33/zEjdb3R7tffv7k8l/9JTtbZ+cuz8xNHx6frK1sPH/xAjWPj09eunz5i88f37l9a2VpbXt397sffkJpoNX2xn19A6Z4E6PG9CDnyhRWw1YeC+OSdV+ZV1dwA4YMDlrLSZuQWxmETeNUJTIRQ1GoTjI2poQc1e1gp2K8ngW0j8REwwKn4wWcc+yqM8c94uYipSmnAVMPrfEgWQKefNMjOL62IDyCgVq+eFMmZZNPF3HCypbxVJWwdQi1AFVyh0vYkTjnJZFM1XUyxUYqE5OvfKHJmSFY+UAZZ2CJGe+kJTSuEJXSNLfyX+cOfBHXL7uzMtfIyk/nP1SkCoeiSglgYSGHnFMMZ3JSlwJZ2pNJAKOMmKpMyKSQBHnPeNKxYuTjBFX61iNfki7tIM4JENyo0tsR23GRwFyEEbWSReXQsZuEuHfc+DAB71cmBGHm4liCLVE3WBzA4iAAMN+6IAeneqs5XfNHF35LBuD0OaBnSQxtaRSg8Sa8CJOf8Okzx+PeS35/6idX5TYqi1U9VQfkMSuFhLvcU4ywEvMt92rFO8fgUaXe+8t8XOLIxRNANDAH/5YSZtBGzlkpR/Aac6qhGNDok4gabQjpEI0VDAeibTdMqHRs4OCKqfS2gWDxKiRkvTsvQ1fYIny2sCjzJi2RRJXzFFHJBrp2h1GkVuOxYi4fzjiui4YQjiRF1zVLxwS0K3RIRTD5gsy+sR9fsvf9P/P4zv17N8Ymx2bnZx8+fHJytP/qFfcNF3llzc2bN9l6evfu9b6+69euXf7u2Y8b73hbxB5+Fc9N3wFz3jNRjRUsmsvaN+qAMFlJUaJjagRG9q0Nu911B9t+bbUAZawlNNkqiyPVHBldSDo/hpCI+Nxb0KMLmG6PK6IwVFkRARlYPUojAIChKPLoBRjTPTrVaPRWySmwi1KgwLnkQ77KDGjXUp3awK3+W2pjILginyAYc6YsZ4oX12ntHDWSIzFZyCk6DDx9kV2kZUndnDNwaWPIlrtj8kGVc1KpX1gqEwSqUAEqW0E0BdwgSY0YLU9LpE4sF+sVc3JWkIgFemXIZBjRAaZqSGiwOgE/AyHk5/NOLDgnrlOYCULAiVVplTRPnyAEXxCH9eJfVlEBhb5Pnbdx9k2Me5/et2WFRfhLElw7i7fHqCyVzPIrY/7yX0LJ8lRBRBNzlBRG+DRrcu0zeD6ajXXv2eNK7zC42bflA3ow4LM4Jr0vSRaKhzAWRWGXcgHGgzJN7AIjMvEym/39Q2/bsViaZpP+ExEc0CM1kvKQI+/kIoOAE3GKYMal2gPSPpmMfmgiduTdV0sNLhmswhfn0A0Srnzcm1SIOPZU8ckJtUiwkSEbi2Kit6K1mwKpgiTqMCTEkLAl8h4JSvPZHkozDNa5I4uWDTIv4VeOMYtjI5SAb4ywp/Xw+MPrxS2Kf3q5zHuYHz95cP3qlcnxgXv37jy4f2dhYXl7c3195Xh65tK1+auzl8b/9i9/Mzwy+Uc+irG59eL1ojzLoc002lJrGCdkJM417qUB4xJhPPkqt/UPFIZj+Er7t7wxWSdpwy5QxOJdgwBXwK2u30EkgzfaCy5BbpO+KTNQnhPIrMeA0JUKayOA6mG2wZOnQWRcYEY/hIFQo0a0GhfBwrGiknRSF85ojLAHU4ocfgIelp2SZ9VSRMWIx1DX6JWbUKrXVWL5xRSvEMCP+jF6rs01zfyJgiCQiwiNHWAC1FxFsIsE4UVqTTFI5QUk/AnHHGWfAJ5JmrjMlz9IB6odcmGpLIZGBhx4lTMUMzOOE3WH3yxA/awmm5pyZlWUpTm8Zwss7xvgHQNEW5eTWEZu5KjLUMU26iPNTJKGDw4O9/b22AbAFofwqIqRGcbDLqDKWveh4Z7rusNiJ2OnTSmgdGjYUGn0miSlIV4zX8xKAdjhgwyzWxfhE9FurRj2u4GQ293dNToO+AVAxcxPkBKa0+okAIO4DUagRN7iJWTSPnjx1iiNnWxW35v97FuVF6pwT69KTWrjl+4B5stMLsQyDnHEifOrRFLq8OoFqLB5grAO2eqgqxRUriUonnxmb0axZP8TIWW8WS28eplUonEaCeNKye8Fmmg+cjenkCdwkEVdYDktJGbWeeUXmIA2AFsbIhFzbaEoqNtwp90ImSiDTVEfllfe7e3+ie+8Dg9+uHtn7tr8lVvXrn+4era5tbWytvLq9T7PBk1PTrO4+vlnD1HHvdfLL98u/vTyVVaeoW/bQsexd53SfmSSLDmRt8Z2AEvFpRtZNODiPqg/8FZMrQx4ncsZVERoyFEoh1ENo26CrF45snYEBCeIDrQ0Tbng6FhInL6QE69wZgdQCxS0JlDjDEY0R7XeJXT1KnuZ8HwQeX02wHscQa1bUZv5qDyFDqcAO0/hshpOTACzJoWMsXLOATDs6GCwmmgURaNRngQeox3SuHJMwKKYflhtwHJuoEZYkNrN00spT2MFnB8l9QX32B0snQ9BVyV1dRhvWh8MAiKdaz2G+Q4tRVxAHmVE3ygERQkAsVKkJ4W/pj85rxx6uXp7DMsvMAuW8G/8poS2CAPk+cAecndEg1ANQ4tzdht8OOXmHfTVJjnRtsuciZnmKIN+1exv7+oXQ6MjMqM+EKBa8CChaIKKgRRQZsISITAcgog8/tt1xWb00xkpitDxDB0gdTAJCydYyKivVsTDMpcccRYDFb/FdqoRTcHJUzjyKuljgg7qBWlb5dG9YyNMBRb0wlcU+bRHf9/RoR/vgY4OqHQGNWoZNm38PrVDJue0cliBrLxlzZ4YhVzoJETlng5DJNku53XnqaVPMpBOpXOdirioSeczed4Nr8RTOXq2plJR/poo5AgnQoVKrTelCBk1RsFiODCHF/iEtkwbKfoG9g/eP3u+gGBLKytPntxnMeSzx08mJmc+m53Hl97xFbKFRZQxNT19ZXb23u1rV+evsFtiZXXjx5+eQ9oplYMtOYEW2uHEs6Q4pDkKQlTRAijRa/40hprD6SMAV6lXDkf/GonJ4o+2HGDO0jod5qXLACm9ToJK9c6lJ6ARsfjy3BQqYOOM6MVGG50qvEW7NfiyV3P1LwIJZ0LrdnOMz+3c2qQTWeKZeoib3yFYYkcPZgZJ6sc6iGN7UDlyg29SxqUXXSrZgQCOP/dhJdoIqB4KunBUvJAO/+BYboqDixhDK0xQOwTJiYeWbHJgUrMuMxrYoa5XW1U1Kr/IXS8OA7p4x1Cno0YnVayFqAR2XSKyaXcsTs/i8g7xoGXr8qzmAKsnQcRxq6w06uLjnAL2c576TWPdPfxCEd5UlLUb/RAL49byJQS+e0AsUU8xBHUn9BizA4ckzuBtbPjET3uya0VVbP0YgMnrSP8Q98LoIf2UVVzk6JATsLoqFy0jJ4wFuyqQU2FtkwpDbGNNTrUm5Y7eKDvreTBoiH0ao6OwwSaDbCt1/shEVP3x0vdhSPvkjS1eO6JJUjUjTvhAmS+rYLbA9jTonw4xtnLNg+/TZRRGY7P/q4UVKyAX6ku0gh+aU+lWbsUcraGQnJOZZtdgbP9O3DSb7HTiKCL/wZAU/vPOk1wCTFLFUVDFL2pH5ec+mTG/ZAOoEk38aHQ3dKztHG999QxJ365sTYwN37rNdgjSVfY98Mji1ta7g8MjvgI7MzNzaWLs2pWZ+3dvbG3tfPPd94RfHpOiYckBKTLCMZRy3RpkNIFyzGySIBUDeBSTflohU0AGTEYPqEvlkCKr3UzwKgh5wqlwPA9AA4aDnE5GRUtQpFCcQKeZSDABiEYVrVnOfxf9ZEewKNyD4xubmfU5N5rFq8MPsvBLTUqrQzXba/g3y37inJ+oAFYhAUQDS4zQDRQlDTntBZq0TUZYss4qLa29tcrSL8eQEpOSRbRIy3kyShHSklKUFa1JnhOUXhxEMVZKw0/LqiYu63IvfKrEyTAMTiJZWHMII3pt3MkV+lSiDWhtVYzM7J9iiOqX4PTtoAWmOCBYEO8BynixaTtGgFIDiRg0VwcWZSOwcApORrS2HLEC1VowUhUY6FiMTozuqQVScMkR/ot53QYbwJuBSI/U/2zH2ty10YgFBmoyQ+GRHRafGO84ZCRrBFQ8YcNOU5/hzs1PQiJ1QGbyLqkWayGSQRzFoWL4gB1UPsIOWFar4EQH9fFDdAWD8MWICWGxovtVhwbe84o5iAHFa5GVBUa5wsZOEIIQCn6TInXpIHhZD7daEVbVqzZpmsiqhut5rMlJmTteIv9OzGNiVApNlg+5BJi6lMpvpeDk0DNQCtWkFYuohAWoS49StZlxDjyl+e+ZWCvXuZyexqU9ljYHeoRnBriNur37Ymx0aH1r682lhc8e3r9xfR7L3bp5gzvLK6ur796tjo+MTExNzF4au8bLBOdn2Ya6vb3z3fc/HboexODdIKRGIpEMxPeKRtGXE4NAuuEw2USiuIKXDT7DbZUHjmpMNBHv6toMyOBPX1HR+IpwvIeDl+0he9BpHvDoZNg6wIAbADS9RXmSnMDi4F4KwBGQ3GrNW64YWPvKGTcqOiXoIicV0a3QUO6sjZc5ApeZsOtP2og8Yt/KVBUmTQLBdoWzyQuik8h1tIH3Gaa4u4YXggFc/KceVAAmEtpAPacGo/66hqbOR0EMXb+NZLwE4zg+SSlc5JSLpk5og00kwMV7AIAsGDixVJU1YaJiCmxvqqLNKb0kV+SZUtJAo9joX8lNZRgKcsUcQSOz7jygEVllju8KapejSdKIS1/FgGUxAeUwGNY4NonIIqFijiUIXRoapFYJYxtVNN5vXZaQFVohvQLjGtwJH9KNsIBTP90MaIb5zeF8yQJ9CR+vP3YrO3YydAzhR25UgwbigjlWxDThNvJIDc8xC3Qgj59pWiZHZBKYKAQNlkDT4xNjRiX8lNsWLERldMkkaGTo9PiMJ8MtghpH5svgxnVoz1GyfQB3KYxfUfvwyOi4H81KGI1mpJokNxmjciU28lVPU52sBpITAOoS6cgFeZlBeApIya9TuUM1TlcdHsq+dxYkgWFSKAPgES8nMYV9j7S7ZIFJitRNUEBBALj4rLLhYYg3xb59u7a4uLq6unl17vLslanbt2+OjA4+eXr/cP9geZHXbG3xApuxiSPa8aWp4RvX7ty6Ob+8vM6XX/f3j1kjoreUBKzx/9zO+kyXYMV5PnLgk/CfRRF2olzgNpwHjTJRUYfR3mLu8GgvkFhyynsafdDKR74dawFijyUl9BA9gRJLUJlfAw8RIePgUDVyUQl1Mhqnsv2W4EQQYEuvVVWcMAJp0MqbdJp0XFILOAA4kQtS+K/Ti0eAIQpN5JcUXPHsl0GRa56xa7xS6oCFr5Lkk3zyTRGIoKHo+LekyIcwpGHcJljEyee8NAYYubIchqwjqEmH8cfezHxO4+6cCm3sibvFe2pIwhE1oBlnt5kqpx6kVJNIywiwrpmToZPBoDhzDX0jtJNMuHQlKC9+1NnRiuzxi6fLYDRbWGpuKJ/RO8hEyzGKkIPgr2N66IyQYzH1QWcVi6JBmbW2suiwnPRYxRK+uZyOGL1FBfq0QFiE0MaCaPTHqvwAT0Ufuw3T3oVIZGyy9cG+y/88Aij60NFlkSVhnCatlI49FZH/iR66gqxY5O1C9vC8P2TTgzCEAOOjbubr3knyALzo6SgMkqxecYPC1wkaBI1UovJZAGjEW2roJD4oanGphyh0VQC5wpYuuE4UzpogVayVI1Wi8mZQ8STJG82wvIsxJ2819ElJlyNNxPPMQ+tczQc/Okrxp4eGtigGsiDI1ykZDLtlr497hovLm7NXLi2u7rAT4vHDe7zB5t69Cb4kur29vcVnyLa3RkeHT99Pz8zMTk/embsy/e7d7rOfXm1u7brMCn9MpfEIHQnZbZk9VpC4tAhJLEuDJHXy8hvbkBXlNQ90qVN8IBFCE6iuIb7nRIkzA7G4luc017KC9DxJfEkU2EMEgAcWqHJ8fORQyz4mcwW2wr+nK6WjJYgbR6tqWUBCH3hvGibA1jFauKJ6kYCanTRlH5uAUpO+ICdh0lE8d8iVI06lELYLlv1p5vo5ZQjDW7dZ2DjmAwT6Ae0Ha8kXJBLBvHNZk1NCQNzWsWEbQIs0Pg5VOei0wGlaoCSSFzgHW0YuGjbXiqETU0m/zIU4zPePQv2swCrmk5e/SKrjc0kNXzdN8zVKpLptCFNRR5Fyd5+1Z+IX2wfsMOLfBAU76mhTMgoNOsiFoqziYGCkDVAknza9sIp94Dx9C5WQEMqp7TleSZMu+OoJFFFRmEGxKs/ZKS9UF6m1FLV0RAG3LpmWgVmng1RsybROn4hTQhOxYBYYX8hg/5zOmTy7NzE1NwA+D1oT4xgFoXhqlb7grQSRWSRCyPzBEDGfu4yOA0umiKzzat/W9lzCM4DySi9eRGnvbAeJ6hXxPPUylLMuwlnsZg6gPRi7/srBivFXfRnm9FF1DnB+OUHG5COgWkwPX8RtAnGChiu+VB51zlc7A6SggrlHAmbFLlBaYToAe7n1jYP1jVesDB7uf5i9Mn3rxtzE+Ojly3Msaa2srrx7t7G7vXe4fzQ5OX350sTE2Ojs3MyzFy+Pjt8fHp4sLW/SDsGolNEl6HVpk8/zFyfoPO5m47cNx7kLCLEVrDxFv0QL8ZoyUHJ4zNZehg0A2YULOD06CnL9KbgMV1ZVe1CUEdtHiilJQoGYkn6ADgg3QYOahi+YuzQWnxWDzHAUHVhifpEKrliUaYgkAqidXzzTDLVu3UrSDjDCUJmXkOCmxEeyBQsoL9slhupg2f88zAIilwRXjnbguHVD6PwZyspphLJxGApkVmTtX0eb36LBhiZ5r0AW1VikLcKpJBzs4f9BA4t2xZLCIJQ56LB6Y4OLaNqG13QtITTCpdtcUTvaZ8yC7kCUSzIoIDo6+VavEcy24PK8qhbQr707GkZe4wi5QYDmKCyeyekCk1mREeLAptw4ySkenaqihRmGKsZPwNSU6FSrA3/toNSCY37tKDEVBxrfxDB4ylCcKWTxYyEDKwZafD5LisQn5mfcXKE3PvVV3HHkphlwAIC/gRdtBblo+ddL2gXKsmTMI4ajXpnANfnGNn7Z9TF6UHSizcs8mGJw4P0x0R83ThRHlGCHM/rfElbCCpSCZHIREeUiitHinKi9GKgHgGtncOdSJjjVUNw9DJZhIoxu7cRZjEiNZqNVqUICYlG7xdRMJofKrKuL5125vz1wALiUW73L283ECJ48/fr7Hwjgly9N3b55dXpygs9Vz8/dmL0yB/oNPvu6+e7w6AgOLl25/Pvff+6XHfoH375Z+fabV1vvduGSu7IIhQmxfI9bmcfhURhroyc0TEfHBmQhTRxlh5s6+p7J6UgS55qgE9I89F89iCMbfbVSmpmXJRoVM4uhuJmaHCiyiopHO4DGydL8MbLLo9nHR2sCBjiAqcm5vpEEWhK0/IntyOYUPGGjoNoRfqnbcR3TKJ+fcWIAwhoFukpp/xAPyILOoWBEoRoEUVUk0TyciIumF+Qcu0YmXi6LPKfFnAoJJHWqilcIncuqYo4NLXEMvgwQlJclVKItOsgFzPiuWIFrGxSZxjHRUM0+CEocDHI6N7vfGB1QCi/l4oD5XhgTsiKRHRiyRr3l+gKLUmRU7vGOesROTckaeOi3SkSq6Foi44f/EKc6udAVFWRlIHBNUWQjRXkKFX2sgQUShrq++A/4xlPxEhmLNDjgi2kaIUilwIqlMkVircr35+FXbFs3QyLeqlMO3VSmKukH9EdK7iIYEAF3EiergPfzPgnDGPkqAkpRQatPB2MfyfN63GjUj5k4gF7G4gNUtG6UzwkMIgBFVV2qvXPwOuVQ/+XHVuR/2UE14sdom1uYiBCf1oKBUJxCZteP9gGnDORYGE+QAUCAlXupiyKJfK8vpKpIRo+34oGcIqgFwVDvMqRZMurVnjRk5Puw9m53a2d/anL8+HRw7vIOHxWbn/fJ6jmeT9xYW3i7MDDcNzQ2zGcbx8cnbt68QghaX9vaPzjiDVy5YYMVWMeXfo9J9YlzcV8Yt3KarNyI5i9jdqzYyUU1NcXaQpsu5EJk/I91O4XnogoIsxJo1hewJfyA+okHTiH1D3ocNMqkEm4qOAoU7eeI0qmsxpykO0DBmuRIQRo56q6mIkNW77yXUyd11GSQY5GKY54ns5nRSGje1IQPGxqB0ybvZpxT3n5O740WHPsFNigUUS7xi0YevYGoyDMu47R5lAI0HiwFR0DDfk4d8Mh4JtfQEl7kRDBHnVCIEb2FBg2UxZg2W9eEReEM97AR09RSbGRoBPVOQ0anNS8TJrQzHNppfGDOBfkAwbMtXB6Me/5XKsZMojCbMaiND2rRmBLxj/inLpr2g1uPAiSjucYoKDJ4cp9qFhX0doV1bZf+zxEu3FMdbZPIRH7KoU5w0G05zRJAORpBgjYT7IYUeNFIfNeZzoh1Lj/e7ACZAsM3v9EDx+jNXq7sjo7wBt4dSS34pilAVRuAE56JtEqXh8UyvqEAdOxx1Wq8copW5vjJRD55cm63nJc+5zyKUn1AKCRSJJwB3wneFEiRLHhUn/wqFxam8+Ed0HTvqIaW5O0CrJ9XfeYctdnHib4lzoAHkdfB1ZWE22iDHJiqfAXIObBVowfvdXAADXuFrcATXdEWthpkG8PG9sEfvv5menxkZnrizo3rl6bGpqemLl+anZ6YRubl9ZX1zc2x8QM+hzE/f+n+vdsnxx+WV9d/+OH5+uY2c5ooBpl19eqHwmscEN4g2c8WEkOHI2nZdd9z8WkbthX7K5OkuK+u6y6f9EOaPJMHWkKW1asyVQpJO1IRm0JEms5+qENEoJSZV/wD6j6smw7Nnkn/I3V4SpPmxCsalVJv7KtdosEi3WMA9ipRDz/E/A7eaDpMu6iOWEydGN0ZG+KnfgMEqsqsXaAUXFyayyQwq3v4Gfz28W5scmkLjSGXPCDIH7gTs3D//AZNArrwgvM/DNsOVR4XyK+vOkm2kdCWaVOogmz4E63VYqlkcKm/mE0tJro0AFRNRcOIN+y4oq5IOeri0FEo/jmhRSdHJ36muAqlAT7+S5ubt3hgo2pQJFEhrbhygZSwRximdYS/VInUMqawXSv1OknBgwLK+AR9dHEtBW4keQuPt+IZf6KpNF3REh7gDHXRbl345HkZhAAlVBBdtu1E+nhFPNusaACH7P7kzk4G+ixbMapCKbb+MG7bh3sqdMEk114a2UueuDvEgSX+yrXBngr+Q0y0WrXCAxDRIlgr6CZgRWi1Y3Vy4iTAqTLVZ3Z+nQNTT6iEoYyFwWT/TWNVEZKU+xAq44sSBZALgIbyBRI0zfQB1ITlREbqwC518SsyNUIvUT9djgA9ZvQEYdrxQi2AU6DWBdecMEdm/9ERq1RHaxvbi0sbhK17d+9cuXw4O3N5bGzkzp0nH/peHx7ub6ytT04eslaMAnjFzfTkr/jeIt+CXXy7Sl3elCcu+wE497ykTVvAOTC3OpCxtGPPYAKxE0BQIDzBoEkrqTb4U0L9BDEyblJPFvg/Uhcej9Grnq6QXmJk1GbMqhgm6aBHAJ2WhlGQVcFz8JJfJ2HWClyW0evYSpXPU3FWVq6hoSPGrPzAvg2a+1M0GE6oRcMhdNFDcwF2JhfBm9Fv5qvkYyKtBN/cbFd+xjYEbxBKi9+0Ou8xJWSoE1J81GCBgL4Gzh6kl2RXPHAgH/kDHfwVyjSnYCHQEsWgGEoCwqiWgBzgJZ0GKlvAS1GP42OVhGmRgjwy4F7MHAd5V0ktqFFmiQZISMlPBg3Kl5phDLrSsNdSFXBS8Z1KFNho7PA5B1UleQFONHEdRCbIRp+0LqVm8Mj9QH69A6FdWbqgeVonKnFBmXyimP28n2UmLvF2T8IQOQ7WdTSNb1RihJzXSKIMXzjorQZeW0gQay94kUVHLkQHaYLZdZ+MFZVURORzpry5TEOAe4dydnAS4k7l8Mjx4DGysJMKUhEZK8q2DhCFcE41Sx05lk60HYtcIoXxjCK5dS0/6MTxpkEZ/OSoTPt22inupV1kKZNdlB1lmaPe0iztVMsocBXkgidL9qNz4RGvGjOsxpwxvIOyAisAIXG4QFYtMFBkZVsvJ7n0Wj3BR9z7bPvwdOdga33naGRw8MqVmS8+f3LpYGJ2/hrd3uHh9u7O7u7Wu6MTFw3H2Yk7NnR55umt69eXl1a2dnfebe1491UyunDocsigWAtAk0I4Uy6hSGk7SserOyJdZQudJK8qxHjNbTUUa59XHmuIu5Cg2FlTDatxqEEC+0q1ErRMXIS/C/XLeZJhc1AO9Z90DlaIQFB+I2p1ScOKlURMWIACgyzpFJUPfuYLFlCKEHwTHGehFv90bu9RqTS6JOIXueqocQwKcONh+hPJeKM7YV8JmMQjWurkUknsBLPc4fl5qbHburIito4Ibi4D0QGsaw9YsvGGj4giVyU2AC6vi7ZUbUXYktfqrSBCTbHLmP0VAquDzJ7MIlU5dfECcPtWUoJdNRmWmWinStAIiY1NlqlIlYb4XLoIKU1ThKGCfZLrSIjDH9UIPDyWhT7Jg4ALAezaUSEZhmB3uCrenZlqB2gNjfGhl/d8YxEV1DYZo4hxzoEQEYMnuN24xcI/y9JjI6fvWQGA1YR0dId2YoLSCtPIco+KwuoQPaMCZ5R0smmgBsxmHNHAl99XzI4S/B7O2NZqNNbLqMoh4F7pGJEjYqOBQQcZRuZBwi8tCHIZGcGO8VTyNpjI6sQAHnz0le9lBam3ToCwNWAm8Aka1cq5tEkqPSmlHefi9Jxjkan2JI7gPIfrMFTjEUmXkEUGgkQqEKVXASXZXLuc2beze0j51t7+7sH+1MQIT05Psif+6tz16zeQb2d7d3Nr++j4EM2w9W16enBm5u7Q4Nji8urrt0vrm+8ODngIlPZlJy8FuFOxSImvKKIRPAmA5uZ4NC8vSZigBK44yo2mlDGcma2fjO0ZnttDOOGLpcEHJfDpWcphVY2eNYwyun4nRYnnh7Oq7OXHqcGEOiWqJAAy02HwXDks4gQWz1sV2cDZMrmjZF8acf2QQTRRtWyZhm/qurTBPxQh+0aKwo4uiiTXdogKeJ6kqguQ4ykHgAuguLS68RGiAUgcBSJV5Lwq9zD2kEeFEYB21dmpPBsuZbF4cWCcFhlUZKoL/iVFCN1SpmTdW7a0oww35FteLfM/Csu0NDdj9GOXk3hMGiQfuPXHc+MwX2qhdIDboc7zW01wRSSOIHG46rhNzxSG1yfxJnbupOEijp1guI9NmJCn45M1xl/esQSZFwnkhdABuqarRKEfPNedK+HOudGHFRxAEa7sdhRGcVzfYkN8Lou9Orc03OocLF6gTxhDG1G6bi2Lioa4CM0ZAEFrbGVdVOwGFxhqlpXdrjMzH4QOmgxaoGFcCXfWzeuYDdCKQdIBSFGLJ8VahoMOOeEKdoBjys6cuDADBkf1D0lKqKpLroJkKEd8kUASaINZEqTIloJcFgwVYawHT3V0WhXriDSJlqrDPzsbR7eUoihWi4lZ4KNTWVnbWB845aM901OTX3wxsL17xJsDL09fujkxye4tPoyxs72OP3CPHoq3b83zoptnz1+urb1bWd5gtz0rIUohFVjVoWFY3UQ/CmJRS/qkZqqypkDLdCWm8D7igEOyCMpoUI/IErJlJK2nMrzsGiNWV20d/voVWBri/+cTMNTnWJr8pIq0Qg5c4JEwonIOvFIoF+MoFOu540ecE8gwRZb5MM1ByBzjCOIVSt45gX/0y430kBdn0aOol6pC75IT8IaVNMROA8HQoKgi7STyG+tBBFWIIwc8EKGqMBgd6WWEg4ABVecSKmX2EAarAOWzJR/i1KIG+VWhk9S+mlGmK0W5PQI2GxvVs+1jmNdejvDOXDIIImmrIfDJobgtKjBuFEoXiQcQxFCfl/DrXbY+lpx48thuL710egmIGriqF1Gy+qccWqesDB4mgcpPqVn8ZmLOhRybr4n414lZfOosrZLaBlZ3TaYW1fRMtpAbtRdFc4wByuy0dgy1DPSzGpghOLcxGe6Vaxalc8JaU+TEbkdbYBkeUXial5IEPOJ8ymTEkTGGpXBFAE2Ae897BlAsySJrFt10IkU8LMMrSfmRIqvUuYwQAKQhWTknZX3r1awicd+oRP0k5UYAUcqniRNMa5/Ew8B5S6KZkTEwqImRAEMvduVuH5x+/cML7uXMzV7i0xjX5q6Mj03MXJohZrGB6+jggOjGw4knxwdzVybu3bm+tbX/bmv/u++fbe3sMrvgxorUY8einWP4iYYohI0oJJyFASwlGOZHHP6YDbop1LvJtoUEcVC7XgNYMBh9UaS6jYB6VEXM6hCoph6wonqIQiTxcZKT0gBKCypyAPF/JwMMeJ5jslEVoz6BOv2anYoKThdH47fc3lVmh7JNADrn8ECbaFKMMugZIc+OceZB/X2jtK4wdQ4tfhiwlVCpY9imLmSuhSDuFq9djvW6JBj/TPCmqsTVi7hyc8bbnixg3OLCmDN8h8VWkJdOwaoj0UBs1OISNnSuxhuaJNN4KLUOhtJghKhKoXJmKd7Ra5oZ4JkH3ornJEUOUxG92CrDrHSp3aXgL1XpvDABsJEpYSKLScYHtOqQFxUz8lM8AxzyEQWMYwrXpOj4h9wHplO4Iby5pmoXJPMojlkh7HGTiIFTcVXcKlKS3NEOcGJWsGBLZZtgUHXHCKzXF7SsaQPZsKuO3PDPXUOmFwrtSFH5gYQEOQRbYMOSahezuspB5JyUaf2FI2IRR6wJXwDLvncMPcU/+bXXwFIwwVgHo3zwa4wQKBj4L16FtJbTSI5sBAEEUTGTvh43SKlLhr1LK3RJV1AQOQEgCPVIs9jcQMhk8FVlsBqjAEYGDUR4FOQD5UnIQTN0Ms5J/7vNA3S2t3ewtLjMBq47N2/Oz11hnvj40WN2ye/t7+/u7GztvJucmDo7PZ6fnbo6Pzc1Pba4tMonyNbWtkCDrcOdvIamDMgldNEoCT7rJJIqSyXdU/8x4iOdH3BG/+oeJaKZeilDEyuohU+7CwJRI6T2Kx1GUh0zZD86hB+cxcycF4ecklHsVImXyeGERA24oXXYEeGScRfURxG13NdjecrgAp6d6jWE9mDlSYyndOAMKamol2lO2peD4FAMtQsH5JW5RI5iUk5J4aD4roxfPPZ4sEb9QR58RhcxpdHYCsjWfZmYkK1vCA/tGE0+ZQKOA8oVNdRC/TRVNwoCa0GNql24Fhkt2mmjj2PZuEFkm2QDFa2dNXvygAO6KnCelPVj+Ih9UZOx3kcjvRFI+NPjG2Sqwi7Mm/yuN9Iol1+phJxrDRC1rATKOUVpu7xp3IkkpZ0v5Yz6YHBJCVlluESLwsj4iOFwngpp0lQp8Q03kYu6SgzzSg/j5wGF3WNM8KBB49ZJ0LDJasJGiaWQUOHU3JZAn/ag0gPNUSrWqvqSYxeQTooXOz2tro7oRrhHk8M8T8aCoCa1C3DKE2ET69U5IdX1DcYUNFD2HYKaTEwQWl6q9SRyOs7kpwIWWTUZdHqtWNpEtKo5eug4pwQ0PQx1IuL4gAf1Q+fNjjk3Yx6sbL7b3ickrb/bGR8dvHp1bnL6CtM1fOPo6HB9dY0351+ambl8aXxy6s6TJ/cWuJN4cLK4uMy7MQ55kyKbauRebw/VNghw1pARXzGA0xpT4DmpLo2n3Ppoy68CGlK7iCfPSU0hnAORC+1ReNPKwGuff0FvrbA4SkSjIn/OKS7iDFwhBmHpXeS23DragnEpAAUg8QZUWRQk/HTQzJkFYpSRb8xh7Aq6NDlpp3oAZBXGmlQ9DnRMqCY2hxEpxMBWtg7uxSmHFKfixfMgLdvDieIGNrG3V6VVNVjoftwHdNumDSWjRZqX1VLaIdDNREfCdqzpZNykGYu6jhVdoCV5CGbaPL6N6C4PCViE2c/GOoU7U7jRiBeqlQsJVOXdcsFQtu6C+fpW4eSD3A4+fJlRyG1vejfmYaGZR8/8Gpxxx3bi8UJdLlqco0LE04lpl2gZWblJQCv1a4F5kA3DVvWO8qeX50zYd7FWZJNkqYNaOjc0GE45A9eCTobT8H1FPL0icYX3E3BXhKgBD3oRWlSQHHvnXoIZBOwJ7XHSO8EcQMAZ4kRR8OHwX9fN7VcVKl2pIDTf+BTe4Rg9Kk9x45YOG4FgCOxXIK16xpk7PYhmaTg9cpbyH+lqOJACMipxVRqzCcTG6Z0cC1MkDMw57jaocezVkt/CHN5gOPCgsMMtG7K16uD47MWblVdvVqYmh2+ySf7y3NzlqdmZicmJyeFrgz7os7nK44fTly8TGK5dnR4aHL15ffbHF6929w7ZSw8biG1n5LIBFsDreeVR85+IYjjTJ1C3zFLUlENFOvoew+KIQjmWIIrgkEWXS0r3jsmjCHKaBkqwoOK08tsJ1atxdahBSLUGE6RAnqcuStDBQttKOriEsCc2ZmxJXsT1jD/UClDDAGNKGDHICn4QAFogVhbGmWTneckBmN9iqzGX6kHVPJh8LuGjo9YRLS4hq6o6zBjcB2uNpDKgslzbEYXE7F3dZ+6FHJLBGdDBbqg2hzw0kkbAEIe/1iYAspHbIGTcrkOpSRRA1zdJgypCx5hpniLl68e01NNR36luA6bp0KAJEtQlSIhCluUwyAzx1AojMAutit3aw3zl8igTlDEfAy+uekKTwM8IfLRTBICW/AS5XgpaxxtKTKKECOd5ojI35BhY0EwdW8KfXggV+91mtUJoD2t12UqKFnCw9ATwT7GaZeRNbbkvU0GlmBEhi34oSwFSDB0kB1uNvzhR55rQzJREG1wJaCYngQFZREQ83TLFlLsTScvBrORkgbMQgzdK8UZIUBZXdyRbCoeyvZpL/rwzgyhj45FCiMYPGwMyAUGNQRlqMYLqI8krp1MPZJngD0g8JjU8UUTVZDrHGftySVFoqgbqMj7B9ba3T3b3X0+Nr05NjF6emeazF/NXr8zNXz0+POR9NUeMqE5OeCku38VgH8Tjh3d45vynl68Xllb39g9P9rlzigqYOIPYvwq+0bFhHfwsI6nPyAVX8BA/UQRZjai6PdzIUnSCvFZoSRDy5fqj/K68/ZaAXDRJdRbRoBNXlHhSDc0TZ7kEAupaudGpKkqB3qI7+6XqZVsXTjuwM5ZpvKRJEm45JxXhAvDc5sg7PH0biXLWRKO8L+IBaQI0CU6IEC54dKJXuex+nCqnqhYGOEZIthToe0aMRNngllfvXRpsyZdKpqsIT576Njtc4MtmoZd2i4craoNSKqQEPn6Vthv6mR/MkJb7cCuscU1TQLMuuYt8fKTPMjUcI6SizPgOVQQ3KSkdho2qpwVlIb8FJoCVwJyWwr6VsS1FHJEqTcb3zVenE/Hco+TjqeBSyxnVcB6LIBCTUI4sBnsDwV6rWErkiXtK2VAZB5DnYG2cqxTGLKii1Qt3Bkd6B5jXJvIMkuhTI+EW6Eyx6T7EVmw66oE5MDlatbsgjuA+BGSti+wAB54TXxrho5RO7hzjaYzoXP0bDiQJXdjkH8goT/yxGWjepGB1JiJya2SbIb5L4ov27qpg87ZVGGrjZP9vaee5pElynefpme6v7bQbvwuQgEJigISCIf2R7v8SFAoRFILAArFmvGtvp/U875tV3WtA/lDOdH1ZmSePz5OmHE812bwaIAPh0Kar8RsXQ74hTjQxnaQNMBSyiQUSZVJ5zr4KCU8ynCQr5lWVtRGPxksXN5+uTj4dHL96//nlu0+PH+0+3dvd29l59OgxUNzMvLF2zlu8L+9dbGysX56f//bXL3794tnh8dnLH97w7vnT45OMuWpUT6aNrIQoqsfClEwxC0ZyDsTQPIqlXmZQuLmkFGIgpIqUU3nQziczEjLofpQXIZBhBK2DmjzYShsw4AWeUHOq0khjv0nfiDj6J4AsCfUh4JFSZ59oicTiW85pwCmoRIpbQssFDs+AXq8u2I65hSRny4z+IUMre13dCF8sbRn9pVREaQ4hOxOUJ6nhr4qdOJFhmI8tctUZwha1BwZ/G6AJ41SmXIAYcHF8hWSDxO5EQwcpkttV9pagikJF+IUPQ6Bh51sSQibVCh+EAzoAustiIyTtNGZiIPiBuBTTNVnkde2APuFGDtLmx4cUphNCVMPCJ4MLn76xt8k5Ehp3IAEGVAqj/Pj8RBJnjivQ5QnaL74GbF7FAG+fV7FoNmjIR4eQCkOQF7nLai/CQlwmQSyAKW2Ta1cEFXzl2qRVgGUQdTQFCibFr5P5KhsjlCDcppzRADZ0UjFTgVINhgY29npsTVuOcizjSi+XIKCJEy6jz+HBwdbWwwYvBwJJ0E5fdYONjuQFTFToktUrDd75byxyfoTJI5LE+JuTTMn31M1lmkrLkkqCI4XmrTKJoMcJWvmmWiFTC/UZjBL2LDUN30P5cvPu0yk3aX3/3Vue8nlxfLbDJxS31vf29lHo0fHRwecPXF5cW1vldRqPdzaf7//u1y+e/uu//nF5Zf3tRx6sPtaqsp2LIZFJhdCdJC19CGnYSDJGI0clBRsyhEMASCohswfyZZ6MkvEfXJM4ggZhM3fLaaXMURRHehAWL4DA6ks7joaTFRCWfjjzQy0KijfcMjma9AeZhI7zajdO9R0LSPCAN9ycmVnlml2SjKUbYAphaMEp8wu4xQn1aApMOmKmP2VIeWhgJ0c/ZI2M0iYshgvFddmnR4nNmVd80BwFDqN23nhGMKXZHUdh0USPIRKBmGIpAqI1cBx/IEZDk+gMgz3DknQ8vp4MOE7GJTw4F7usuvTzhgVeLsxmSpd4xMKsPGOlIRjhLeqzw8HmRMqghhrAiFi3NpM3mdRAELMWNplPMcNlT0IVaQ5NKwxKWeHDXWqI8nQxtMMdN5doiYCMFXhp/YKFEDephiKkJv/QfZnIAqJKFFl1IiAPkQ0Y/F8dV1kAcg5DgEQOwXFptJsZrkyIR1SgQbuwTwnJqZVTECFEKKpYTA51FdqxiNMWPI+pcMTBFZ7sBhVqhn04ciopYRgUJ/Ju8hKXtfUrdtW9CcQ7tQEQWShARcyoN+fRD69f8cFaJA5RhpOsq9VnMIer9GCNhblAQPifMEHEqRkG46BPZ1KpvZzQWRhSwZ6uCFK4V7HR1aiFPTmkH6krhjSrMa4zGp5P9D7BP3/36q8/vHz2/NHzp08219Z+9fXz9dXlqy9bwH7/7Q9sdS22HpydHuzvbv6P//nfIc4ji3/80zfnZ9efD45YC8qBQtr78FYtovNAtgHCqlogTqTs8GO1rJhoQkIy8tbEbVrCsYX1JU6RHa8thqARQ1Ua0T1t0t1MA7MYbGahFwRYOWZHRYRlKVW5iqyNMH3uf5jZDKN4tvIk9jBS8hnDkEAYfavsMqvnO3oM4+4rx3J0LwCEFIkKmxItpIR3NzG5mavD65ABKAIEJxTaB3jWMgEAbFUc2EteTwGAMVmmilXWpnrVPVH3VwZmDmTORoGRTfxJXXAVD9/2/XnIjAfGl6m0l46FVekCTv+DAVq53xxHRQfwDVNICVIJ2nncGVVwXUfJ7FemUAdzuDSUDH2pQ3oKZgPYIGs/C3sw4fYLbk0b/7LSExqYDKpO4I0HzlHcPOIhNQCZCDOtAOPFNX2BfmiXg3nVEr8h4JQ64kTPMmV4E8ItALbwlU6NacWaGVCKEh4YjtiT9wyYrFANYZM5qmdKIKr3AFP1qHVxDbeAIPj5o60KSiK/usrN8YikHiYidR/1Q8Ak1KnprL1FIR80l2Pg+w9kxQyrbG6EFdfqGBmSpQUK6fI/g5aNwwfVYgcdCS5kxCm3WkteJPzlwoqOkdicpjakJfngjdnwgWggWK2iLWrnzT4xdwLK0oNzn2r98tdv37Ixv7v98M9/+f7pk60XXz1eW1n/1d/95vzklOZsct1/cLq6sQY/Tx7z6tPfM5v/wx/+7+vXb0/PTni1BrxKWIVwZzCcwE8sRrBlP5BmVDcJNp+MMn5UTiKRRkJY0dlEhqMuBQQNxhseFWeHFOq5gw/rKY+CJ9kYTBSoIgVPMdpgKq62mvILYBf/zgzBa8zqo9ABorfwa6eBiSm+DnEDEA7NVdduNDN+Omsfnhcoa0nmIYBXUZ3BiSKQx48CCLrMDDhpE9vggP5EpcNTBC5KHF2tpENZqszI4eyef3AvXSNmfFX8pNhDwnYcQGgFmBUDLYZxs4MK+AWNXNkQ8vZxRkn2tsMARx7BwwR4WHYNmM1IHZO4z+l4lp6VQvEwSMuPLEAs7gsKiWQkBE5CkbjcCCf/wQOHcllugZ07GEOFuFMlBnKeqDbmoE6sLrixE+ZwT07ZzyJg2ZqDV9Ho7QiNUDEO3dN5QkZ7QLImIzg6B9TPTOVBEewIJMkNHc7+6Y3u/tkxgMCL4kTFgFNXOWDA5xrDxRUwWScPE0EsBZmUOuqFc1WRUw4jwR4jJgs8CLpqkEftZBBAUKDQhpZkouGwQ4ERhTMHprw8OnIgumQyLcRByCA5IwRlJdraiiEfMRpgJIziCzfzMW3wg6+l/HhikWx1bj+rE8cCj+MeW42wm/ER/mhAGUyiRlRB8eu3h2/efv721dKv3n/46vmL/Z293e1dxiSCztHRIXvya7wFdcFGzSWi/v6f/tPv/uG3/+t//+H9+4Ori/QGSepd2U1Vqyz6WYE7GMocjXTd2a9gPsXjQEPb3JlaiqGFycCt3TFWQxdyH02ar/jBiGkB48JI1QI9Dc2jZgZqrRwi7kMU/8wDrZ1h0YCcdnaQMl5GVR4sBzu9L+6Y/u19hKiweDnKFRZVtmoe5uQQumkeumKmTYBQCRVgpoh/dAx16Hwdm4WOYPxXGQx9/toaqBbCD83VroDi5yhGXaoZfdC5qXjnWr0wfzbxjigYokNrJwqqUXKg4JE4Y6r8SYE7unmCQTa99d0mGtj/7sD4wvV4FSVCY2/4gG0NT34Y6wFxLlN0jjMxySU0QJVWDqrSST24IIMRwUkCsn4lgxFcc1jqPErbOdMpiCqTFX54Zmhxf2Vt5ebCBRAkGFN4r453I0E6S4YgB9TETJZyODcm+GNYpSSMgJ5S//NbHhyepAOoIQD6haaWclLxpg21dlU0ljCGnGq40YSFbnHjOqzzsTeDW2KTPCiaqRLjJHoQmPIfIrpQSdgYmfUq7QVfkKQ5TeRG6egeaWn45rYKz2iMnonsmeH4MA2wmoIWkQM+cafl5QVleqm47iQ1qzsiA7W4DtQZImAU01AOA7DAkjYSFSXFsKEu4CmeiRcJzLUA8CNOBeenwYbBudmT4+t/+7cfXn7/5tHO7q++/np/n435bb7m49Tu6vLT5w/nl2era7x6a52b1P7bP//j6cklb5cnbPF8YgYEOgX8SqQkYFPl0pEj0+Bvkq96gI0W8KP+CZ/JjMLUQj9DdvBU4xxjrEaECSUWGklv4R0MY79YzIUBABvbAeZkf/R9WLWRa2bcGR7ipVTdoqQZY6B10ffkofGhYhRcxDYmNDkMetoUdwGdMwI1pF3hM9le3PGtmA6PVOmqNSQziFhOJICLWp5CybZ2BRluYZRIUbimEC3T2jA58UZLTZImcB3vEloUSZIjxFkyxnlqwYjuaMePStCXjK1N9VLHBcIKcT66owrHlCHcOJ5Ahq6DiV26IgmE5LRyWQB2tqIVMyOG4MoSUvTANIGXJGB4qOdW8jsyyCec2lo1KiQsA7CxvpHPd7Fs5Z3wX27WVrl3CXaYUEOQfzWfDSVMCu30NE/gT0EGcjIBEI4kV+OQeEVReTCTf8kw4AZ3PCnlius6Wc+kMvhh3+mM1+EfEDhUKH+0RGmAcRrcldI88NI3hS+tjIYxkYTSCgApa101zwmBihhvbOVIYswQs7HSiAMixnydOMTaikLff2NUsZZuQxN+bYX1pz1pG+N7TLJC3UFkZESjiSVkoUneRUsjEgU0Bx2lpEora04h6nP4p3mMd3B4fnz46uWbD8+ePdvjucStjUeP9rc21l48/+ro+IBLikeHB9x/R+T6+qsnT5/u8/TqN3/59tvvvj84OM5rPr5wVyqoE+pVys8TPMhVjgTNJsSYsuNXXqMNOIV/tKFOYmzuK1fdGsU0N6yw86kYJhao6gkZzDuXA0yBO+VqMcfexVSIhhRUGNXqF4FRh/aqob4006W4EDMmAqLTM+A5TXJCI89gBSzYL0fg/G8Y1craeWR+zGWBIQVwmL6VAbRxLxpTCLpwawM40KnsDyRq+oiHYnBSHVpzNxWv7pEElP1K0T2qLnlEZcFgNcSzP1j+mZ5IDaLujDP9MrBhME2OLe0wurk3ddI2gUihVBRrRXUqnUqpLvhvuLQsmpEr5wuZz4Sl8MkhAgFPAtpSWRUtiiFus1D3sxVcKOQhskvfwHfJh2B8Oc2XCx7e94ESoUly24Et0x9GEdHDWyfVolbTQpKsUbq4RLhwtkBRgYRuEnV2J2wrYBKNYVhFklFceUY6JyhWEcSxIzxLS0WNdrrXGDQozvQq4pYhioQbaKONsGihfDBcatLBh2QfEB9pZWXkwqkmFm0BA3RCPU0EQSy7BDShAOAIS7THAoQbHjHllOcrIcv8DbAmuS58HYjmjKi4EHOMKYENWjQ3VY3OQeG3nSZ9VLL48wq7EwTGb757xe1Yqysrv+ZLPc8ef/3iMUQWy6tL6/c/nX06/vRple9a+y6gld/+5tne3sbbN+/5rOLZxeXZxfXJ8Rkupgyo3Zgb42nAwbaZ6YTfZpup4IqWaMVvyw1bcXgwYrHyDUaq0VphfnoMEgujTBCazf+BNA3IZ0lYUiGDxmkTR0QCidBDpC4qu6OjH3p2bV/ZBiZwmOrwWSnZNrJAnZpoPDLG0rV3ecpmrg6rwfVZObWfhXvOxMx8QJeFMGzVV6A2OxLKqWjGBQTOBSW7YpA54Y8szirUhFOL+G3Yx1QgV85kmKDSjjyXtKhvXcZ9lBM9yAveh2/xdStuGq0XO7OF9YsvvDJYH8NLYIDmEIQ5KAStHCmjUsID1/Bc/PDy78UKb4Pg+/JVl7qQHszGzFohiS12opCS2/FUFARwBK0DzuhPOyZUaiiUx1NiEPVVAgTY63P7FZBX91gnelepasK8ElMP4U3cbNCBGATpavJlHceIRVZX0S1Ui7zqHIqpcihlxiKuKckblIKfMgWEZv7Z0fv21mF3SCgeIOnAfKLRaYhGVhHyW2agJXpWXZCCOLPqlIg8IoTViW+qk0SBViZXV7CAjCbJT1yHB2yAFYCPNQGrwmEOMAvbcsqzuqSQT+mEmWHKu8qIU1UF3mQHsM8HhoSKSwIGN2SRrpfg++pNIfPGoChdsiJnwnVyffXHP/3l1ZvXf/12e3d78ze/fvFob297a/v0+Oji+uKHVy95r+Pm1sMnvE5w++E/riwOT84/fDz6lz/8K/edSgdTK3DQmpGH/A5zz6c/z2jSpnhgljaxDuqaehaoAHHSCuYp1lMyYyutCZFg/GGkwYSnNPbLz8LkGF+K28Fsgk1hhNOv2nRGMCj4I7fiT4Y83jBFs8yd416SRPWqHC41ZCIaeS8vdlJsjUkjLDvxZprUbvoTstRDUkjjnDyQl4I8eEaWbkhrhPYcTHyD9NrtG/7Ry7AxerPu5oaFknN78klsYLBllQsDdDx5UcDgpn6iRjGJNTumNu47VGcjnIkLhiKv3hpGZY0kUTYaQKL3y799G/jSZRUCuB1Xk9LCHtIqjtCnDNfmBV304Zbc1oZBaSAbq29DWOZITsgoTP9SXJc8DLb2cGaCbD4ia24WmVGR0UyQTuyDrHnYkQUYDiOo1V16WSow4oN5qOcuruTljn+1TdApmhT0YY51YmtSqNGdjmofl1x4CAELV6c4/bhWKEIpiFz8TaUwrJsKSiCh04SwOMiz10VECJwWsc6ZjLLZwESh2hY4bkBJaURU14fRXlkVQwIthQwNvZ8eCMm2c9qPnPSWlug12J0zHaP7migCkfRkoOXWRiZ/O0xUCy4TyTkEHRxdHJ685b7TT8fnXz0/WV9dITztPdrjhec+luQraC+4y5C75xcP7u9srf3n3/wdyv3TN389PT7lSgRPbGsNXEKO5dkEbVQUVfSICE3CIEF4pkHYkd/0bjEAJpJiYh4QJdx6SXFWoqBKA3PSTRpIWtsZFkjLnZrCXIkA6gfs/Gm8IJB8uYrTcPU1K5ViZBjAgfFZ9pBpyR2EOOFMkvZqvJz1poEIAj7sCmSE9Qg9PMvTyBb6ei1MxvAxW6xOScZ/RQHMn6GxSh2HJ0LUbfMgOtYgGriZFE05RyTpYyazM1FZ18+whYRlbKZCK/5bClW6ldK6+668yFDXDz/4mZjrauER49pF8WpCZIiEaXCx83X9hXkWfXOFD9ziNbx9xfJqTupJ3mkvUiOHmoJBytMFMsEhAjH1qkrhUr4VMzZTSzZbYsnAA8H5iASrVzeqFfBukqHEB5CnvG05k6UKCwv8o2VOs71sHB4pMpkXyEkEmgHQuECeEjJog0IiEjBssKkcviOV52bsryGtBRk/XBfadWgV5Uc1dFyl5+iOJ6INAIDUEsBINjSYezLUhwgcyHwPheajCGSpSLtEKDgVbmB3XIqbSSwZqoyAEYCSEA9887CU592RxdiiCw/emgG7HiQONv6dXpIEUusJrL6dIjzEvjFt6x21dBpRiFQs5DgEAZ3y9PLLX16+e/PxcH2xureztb+3yVsfnr94ccE9DoenZ2enHw8O9vYfba4tVp7tbz/c/vuvn7O39fLV60+fD5jTxDO1KjQirypromhkpGotp8jBcB0tCx61e1WVfkUVjI1jP+GRhhxoyDGD3MDpD+2rczENuiOXJrzT3ZAaPlCrV8BQL2UAgY4W/HAoSjFQxYk1oxFehKaYwcgJ1i/nztADIJzu4VARDqCmjwMZeSi3Q9tYfn23YHmeikLappKsMDKlGjh3qKG1xq4/y10TACyI8PaQ6njN1wzYH40GUbRogB18hbtxLmLemh45QSM5AXP9KMQtMcVTCekOwu0vLNacM2L1ogYtIXL0zfg3FmWeRTQgY6BD6RmpqzIIqavKkF8EAwgu4wpKTWdHhzT1WiQLBlWQ8iyM6B1eQkHx9hSqkDRTTVAkqUcuILFIgMqDC6afvlA08lNgz89yLP0MZFaAXRFECWBmHNwEkxWdLcNuArCQpLhPZ7C2lwkOJAkpITQ8gxGxWgcUXlQGhExtj13vMRmlDHAa8QdKwhs+D7dRkbEwzECDegFEK3fh2idwEsBtZXEYStB01WyiDGbSNnK0sIPZxA9lAGg3iZiYgtGqSCtXUfG43wp+gPWdNkEVo0CAIUV1oD1CFXeVqAG4TQIMEfQE3C78RTOIam+kliSgpWYkj/7kRqVaDiY9YokvTvNqh4+fPv31r5dPH+88YYm4s/P1V1+tXV4u1tbgxddv8cUmHoRdunm8t7W1tfHp82feC/HnP3/HS7h4XxbqFL+CSix5FSf9siErJnQQ/lR/GdOHeid9llAwRQlJaROaNXwurN1FK67iN3enI0BTzNnDUlaHAFUGEWfe0Re0VV6MbZ2coEkAc0+kbVQsTtsWfAueZ0GIEaGEzsJJqKpHVKjQulRDiMRcQyGF3lIxMmLH0VQS9DUfGXARFnQrci7XwOSyiMZtKECApc4famLc5gIQisNjgIN/4oSRYlpqhcEe1Hcp8WN7+HWOlt6E0BJEAMZCehUcgEPAfBaANxm6JjRimRCFgMUJ/yq4InuFO6T0VCHcbI2niSx1xm4G/PRk6MIy18FVtj16dG8wKaniGKNxpRgtQsdAYWAoM5Y1+oUO17NQRWWTecjyPnE+S3/O96fYipdzOFKNJPIEIK7TtVyqFAUAIDNoIINUVEWbdvlwZQ+UkXI7taKEosY8dKj0cSqldhoaBtCa2g65FEjLZGvQgtcss9EAoUi3qLsvDxRCYW1wx160KtexjDrEBiIrHuDoP0y6eQkAOBlXzv3kmtUeQrPAoK1OAJNuWaQ0fY8jCwX47twQGBINKV9fX6chMeucj6ENrNSMRKQjcRKUU+mEfiDBAxwYEtZRnl4pfqA4IhJxTb3oaupUItbk1yyvDFh+8+bwzetP+/t7BydXvKZ55+EmZmbAgjdewoUO15mMrd/f3FzlJp3Hj/7rN9+8/PjxiO+YvP/w3oDMK0NApeQDLQRKJpTs8tToK7CkJwCGp1IsK1y1UFFYjSsYie+cOgKTdJU7aG2RZNeZBxadJpLlKmHqI7I5GJmZ8tQCmQsHnONZ3uBUKqFEU05FXxYyOGQ+7G5MI1Q0WUTGuUx7xHjDR/lYX7t2xnKRIjxIEdGDsM6WiRtNGHiYViiwPRW7YDJGiyEzBbSnnCPl2IMka56JD5ciy0zScIZQw8DWk8ASLbVX+GJ7EOIg9PzIp38jqYvKdHjLqcBEGklY/jh6+1/yGZyiTwiJHD/z0RO35wmblCEIFaziKjCZ+KKV5jDxCK9aX0wVLaRyKxnVdc6owEFhToDTAAwZPHjhOjFfdYG5eMDNu55vVpTI/Y0AZ74XfrxNVq3J+ZwmjdGF4nRIgJ5ltglAMhzRfBqFr+TQjvfdDnTiRHloil/4plhjKT4cdxtFlEQzxRgsi1qT0sSh2ziCmYJ+HNAnOQ9AZL9oiXtDM7hCzropxekjT+jjUr4dByD/ikQTkTMMJw3ZJgz8SoQUOzqZiuDAxkOtjbVz5yeXSugRqEuZ4wbsh9zVbdDKeMSdiAhiaA9GdzXCCUoIHg685YhOp5/0Vi4nHVokOsN5eYMjQfneyst3h28+/HFzY+FLAx/tPN3f29jc4qI1z9WdnJ4gMS/XX14wJN/b3V3jnahs7f6ffznF/kdHJ9yMmEvF6iepk/CMyTqYWosaYJOdcfQGl/IoE5MzKFcSOqmMP3URUNxRCLAYO41iA5Q2V4+MdAXjT+8BOv5q0ZS49qZO1aLmxLQYXotyLUrfwknox+GERr16rwmS0pHFzh9IfJEmb5j2YTcS4UBJG/0AZ1XmhT7ncQ0umi3hCD/1mUjReI6nu/5LaswgG0Z0PLocG6sgQhzAfH6DhFxecrA5LQEmgdD+p3sMw7j34k43ty2JmFcIyGLgsS5NGKHtM3h6RFTB9jHZLhhuxsrAmCR+3WdtlXhljJWqLJgUDMrI6TpWLPwHYvwrh7RX6Ci3W2BZi3SCJjMdrguTD11DCBo4FKI7GMudjIFEeDTHpVauea8uUCVMOw6YYEHSN9ypA0/aqv+pgmXySWQjJa0EMXQjoHFH5IkHECqtWEnqNJpu+MjcIHeDQIwawr5SJ9nMCayOb/+DsBmkgZIQ0gMkEkGddvJMIRBc9GA6nAkoRZQQKbxgGqGoh2GeT7RpUNE6AWd57WaVnRZsHXOD7DYBIC1EgyrFk+nAz/+KTD8E7CwJkOCUJey9sb7OGwRRColL1BQ6+KkldYfmKSGBW3XPCQ67rBEbNBFBe+iWmdL6I7fUMgRyWTpTFkDFpR74VWmqED/3jrODg5OT029fv3lz8NWz1QfLz5482Vxf29zk0UU+1nPz6eMhk0Gm3rg6Hxr/59//jtnE9y9ff/hw8OngiCVKlVwD6LFVRLQhoYyNerkh01l6bKJvyVIE5IhbUolwXoeKAmtQ0YZ51CI2ajWSSSsS/aWQNDcoUiGmVIwUyJ16ULvRQvhNPGGHkCUr3Mbd0FRMgYqYDkGKZjYMj1HihFvj8MfQVAbwSjIchM1cWhmNILZ2GuOVArsEN517YQqnpLno1EhlIRhZIF3YdDNgINfqQ4hCtJxW0pQVMdg9UDllKg08VDKq6d36cRgL3ngbDz/T18Ts3B6aOLXBhA6Eg1DKJoVzR65ygY6OwVPSLg5BCwVwYhIbgqGsJU+NMc3BoMAw5rBMJW0DKMM4riHfIiC1CQmYSBeF0Mg9df5Zrt1MqY+wlODdfLWGG3WcUbZ5gBtkQc6HasqjKooHFUlsUoQpuFMqDZNH8oOrRGH4JC7JEYRVfPmmJBIlirQJ+nXt5+RI3djitrtgSbbqwU+NiEI8lMiKEnA0EPwRqpIJqHuxiGO7gH8au6YA4+rait8Wol96jy2i2ltkMElcnVUW1yxanEdWsrBYW1sDg9LTvCsgOiixzLfl6OfENTFPOhUtUV7fMmkizntw7CJfHfJxcPJ8Y0mG6/BRs4ZOYyRuOz0TcZoiQJAQuLU275W+/HhwfHj0DWg2N77/6tmTFy+eXN1c7e/uLxYbsLa2WOOD3mT2H+0wafjV1095iTO78t/98MPZGZtbuNwCz1PzYRVu0Km3Dk0GjVvh/3KunmTYBP/CKl+kUuDYpLWZPWi+KUUlwPQfC4LCVePkxaaTkXImfjUbNaYwFIkSVFOuAskyUBc8tYksaN+374M5WCsYQNp1YqgZ+lT8UZQ/SQDIigw474EZjUrI8m7jzObcc9E5ErOUnFguiMmj9mEezqdMgos7keA0jI+bXSPxEJmWNkJkPZPlPFcwNTt4fIud/seYETcvBec0umD8Q7+BXcIswZTsMm/1E8CAxbVkbAsY0aNDqzzz5xRWjYfVzN5Gzw0LU7SiFoiKBTkYIj612WAECAplxcq4ePQFEPrVCqq9otCETPjq7F0bsUz1JcIZt9W33Y++xeyQuMDAmvAX7aKHUOuh9M1X7aWhdFkfzZCUV1Aah/UI78SYkAgSJ3tgDnJ1rrCyCxhax9aKIwbNgwVxmmBqPQ30REcVXTBy8ns3Aejp8FCzmIXZpQv6oTWxLPmksLW4iXfWitKGU3NBUhvO2KBJbBqFiUfYl5ilMnlWG+A4PG6AKrkz6ycL2KIWf0lEbJnEVyCJi6giCjRfxAdQBmw4WOgETdPbWsdRKMByQ7+YUEjQpJnLVS608FUCfPXm+P3B58Ozb1+93tvf4gHzHd7/sL7BIMiqYbG+OD78yEcUtx5ur6zf/+1vnz95tssLmj9+ODw+IpxNeg4nqCsqwv8yR4JbnZ9pqQP4CF1yzCwDdmAVS01Si8GkbCm3if0UMwcmMtPEgNXGglM3fU4AySHEH43Ea1dVT+kJhg0NYd9QZ0KiAmuZCqlrK1xbX6omQKmATGeqaeKZVVJPAXhkQEQhAjz+KFWWJ90ks5N67sszmUjyZiif3YULfQImJGSSxxHZwjOIcc1FHkqnOiqIXFeX2SNKTAozbT1gxBdjWzpNYtEgXiRnMMDtzOcZO12YYXz1GzEwh3Hq/qoKDlMueIbLWCA8khJm6fxT/49UKFbXhHKgCiuKqAreoQ1jVaeiwz1aYiILEOMZvVhR1ED0AJqSY4nENRHuSHPxipK5MugyFS7ZmyAO5G54/DgOhjqTYJmV+pfF6uWSz5rQBSHGR6iVU22HsZHRBuFN7jkhkaGkGY4K7cLNdp7CMi24FCCuJdYjXGSwEAECrGCYzqMmFW1WjXDM+RwQqQY8hbbkzJ7rtNcrqP4PG+XE+qmAX6THUDADE6JxXeqM1KHFa6EEJM2DOmjeJLnkilYYdDaRaCGGYRmICiURV6CE/3wBN0iVOIs3m9mEAjRBhpOiAiDdjHILJQmYAE4P6PTeP0pIpZy6yE1PDTeEG/SIKTW+uwSOPQBrLhBpAmmobAp8m9g1N5GSPr07fLS3zftOv37xArZBxu0vO9vbSHB2yVd27j3mucXt3U+fjngXPTtyf/rmL1jtix9fFrdk5CarJf3bMy/Lu3UKA1QZGtAEeSrBD4NNzQ9Bp3K82lZKzaUDgZcbycjdaQwZzy1KUm9KpsztCGHMADjbyU5sR4nLCutckNY4TT0p1/QoFznlZJoftLz7znt6UY0lwIjEFK1yKtejKvcQk9epLplgZyMnDWinh+T5Gafl3qih1ZAGVMlIGk9iKsGL7cjTJ3FZJxLZCFS0zC30M2+RQWqTQNnKmkdIphCgTcDRL53SQ5JbBJiarUiUZUX2NLQi/YAw4ZIGHcEVRWEDzEDCHx3G1TydLREeWaGN3mUwnAsmoFKoCvdlqDKkpGY6cKbthraAhhUQ8E9hwe7UJ/NRIdVzAKy5v+CmVAOVU79kIAJjtLn0zejcFP/ALz44uwUHBYNKaSM3mUoErWbElFQYlBDT2k/kU27wGXTucpv/cJQKnc3prL0WMLlPf6bersgp5YkIdAxVRriHG1RCIC4t0U5pyJ7T4Jsq5CaqwS6QF6luE62rLgxAKTAI4R/1sQEIJZZE+6LjjIxcJeARsTh1Y8vRy7DIkTkrF2XJ232ylRM9lIlYqbg8Oh/3Vyrqgf/2dQTOSlOETn+j0jAnMAyUQ3KyayeFJbVnQSKHUHh29mvsGpz6Xdt3Hw8PT85W3nx4/f6Q++SfcrPDBu+Wp0ten/N04uU5t0Hw2rWHW6ubm0/WVjc2Hy7effjIVxepjHrAiYXTH6WDxlCF/QhpGVTtFRDT7BhasWTkblIrGrc6ETD/CwdCP1VUeLEnCS4UUnMwxjkMTmTiA6Bzz4w0E8zpwICSpKOF1BgOWNOmhYcofDQddDOdw5wQ5wiMDZPiUXIRQWWfvsKwJ0e0YmP+mmGfWifAcnDDbgyBz50CgBUiooAM5KahKQMbhbQYZWQoCnU8wj2nETxlJmxrA9xaJPE/XNk1QyZP1FiKsaiSTWcOXqDIWxpYERq8pRXh7FuyBSaBU8rkCCQzS9RK1cOs5qGcFKedqppSACMx8EYsuTEaAdASya0sHowvDAEUevzSyZ1s0YqvMaozqmIN5igodm115Zp3Pd7j1q3LxdXJ2RkmyLdg8Z6Zt4mN6VctDWllNSqURUhJF6vkfgbyoIAMBVoq5wEWUc5pZbMOz1QNn7Y2/xkODFpwqrRRgy3yfzK6nIiDJngZaMUeDOGRHAA0L2MSA5YGKJHuPgHHYLaSsFiCjlohg8iS4HU44VUvVKHIOHaKnXpz7QYgruMoc70lCOWc9sFTbD22IVKTwbMToJ3ye4r/MJXzSY2MMnFyedCgJnCWJX1voIdAaMR2OEkBshu6wjsoeRXN0ffvvnv9/vH+x0e7D5/wxeqH6xvcp3WzgTgnp8fXl9fLCzZZzvkoxtbWYnNrlY2t46OTw8NTdjsdyDOE6EbSly5ziGErC6pZMz9JNglAy4m1twCpy/1DLdMAU46MPSerFQ3QQZz+VMsB6BRB1BNCFGCjUiOYMqGAmlNyePY13s4uaCc2inAN9VlNgakuyJHS0qAqndcoICcCa9+4uq5NiYtVXdBuphIyy9M37l1yaU6jMELRL/BljmKUevEbNDnRrvpTpMnqkpwgKhmcIcpkzBcN2j4cMLzxH0DEZRrFBo8f+yI+RrLgVRWwQ8DCnfBMAiiMMYeK3vxRPworT5bCYSpzpCbKyrzDbEwsn7aXl/yAwVa9DYlaR/bhiq44Egk6YYsomZQgRDZuRMRw5KjiTb90Y2KtdKWCemNLzSc5Uq6pAXdzs7664EIS12mvzt0vpE5mklRRBOJszgSAAxjxh8xZ8pErAKFd05CzlhIlq4nEQCp+2yfhJCRI2oJa2NOWYNfJOLc8ocesjfmTQ/0pavR8sIw9iwmJXSHp9DrbiAXKhDp6fTCcFBqwIJQ3eFBjST2lxFrmVtNyoQTrvPKcfXdQ3c7daABPTB6dZApAPBItpL150BkxVRwtDfdeksE43hjorSIUDq1FLaoI3ireGHzkgoRtwQE8aqPnIDiFkleX6WLof+ke70x7/ebd+3fvvn/5cm936+vnTzY3uDC+4o0PD274HAafNWToWl4snj/e4+2mO5ubl/s33/3w+ujomH16kbk9ueyQp82lRpLJUFLxP0swwr/chmCdMjbZhel7X7iPZTSalMxpbc61VyMUFLwbSA+gcaHJozsnTjbWOqYfM6DtVYQWtXMSwADhPKFOP4VtPbaJXya9vDzAK+smavhHohjMaroU5hbhuEDxdbgzRKQtU2WdwnKkCRsgAVvYFZncJmRouuAOx2USeuonUEtMheugZJj6hl9oRRVhBldnleQFV7cTO43S+QhZBAclQGZ7o9A5og8lLF0neix+fJmRH5ankJe+95uW4bJNcDKdiS6gDOmJchidpCdQ5k320RQ4Rgqwc1ybaYokoXAf2Iv3pgwkaIJuEr7Qm1ipp020CEJaeZsBfYm9GORCH26i+KIOTRl7wZw6zP/glaZCKwvOYD4lrnH4H71IShQkOarYyY+WU4lWS/mYTpRnZVETIBGfkdc8ItMO4ZHL0yTyhRQ0aGXIBHy0pKunvfZMPrPpyt+qrjppc1sY5MEzKBl64iTxL8Yq75+0hFbxObYgetsOTcGDVmGbDUZ38dMwKAGvGOKmRI2llhMkiWdBQQ2WXFtxLLyobVquqr+BM9LDS2ZYqG40oWOCTTQuIK64U5LX5R++efV+Z3vr6bPHvH6LadXmw3UMxisfgL26vsAAe7u7R8cnj/a2vv76CcHu5etXnGbk0D0gOfGre3hSe8socqRWmrKK05EL4xaZQORMl8t4k2oiUjohBgO7AaVCtEUaiaeJXKtvC4QOgJTChpECul7RI7ZhMuzPKf1zIJr0KHOZjtFnWCnFf2fEHR+ghtTWpQ+llhPamQ0vkHe24Ga/AzmQWBJ74LASok5FlAmdA6ppSqXdxi2kvIiZYlWoAxgDuQ+8fApmDWRI1VU4z9iBn9nX4+KKKQZe84H0+H26NOdREA4JR+CROthY22cohmMK4F++HOMzRhl65d9WjlTUpaWPQ1ncWjh1wsmJAdskjwBLVC9PUculSiXUhlLCv3MqUcu5VCQ0VEQu7NLIHEeq3fXL56Zbpl3qZ/qWKGwueFnoUaYkk9kHu5veOsC2NjhRJ2/loS3C4pjp0oAVT49UUULHtmeO21ypCaGgRUx6rsOHhZZb7S3HTEySy6Sc8qqQX6VJytVRG1hnJNW+weorxtW01lccUyzSDEfB1KeVdYAW6qrkcjdDEHiWPw8k7A5bnMhrEjtckGNonApEyNYg4Q8YBGeQMF87YwbcDGdi4IBWEg2pnZv/JKM6AiDPJj3BrGdkQILg7hJaGkT4L6KfnH05uTj4eHy2//Hw6ZPH/OdJxJ2dPV5axKeqVxerkISRR/sPnzx7enbOrQ9XZ+eXr15/yAwu2x9DzvhwOA8D8jBltJQsTLw5ruMJqVYPjOUTqFyiOUAdRQkEsh9cCCgG7Vdpkc1uRgn/8fVBDrwT4baMfym1ggvtomKakQ6eJCHDPeU4JmApn/WOnSQvi+VFjJ6m58kqfzLn9AZXc0ZKNVv4ufvNdxeUj5ilyNygCr9KnkjYOSunZFKk1dAg4+LFObf8McP3tkD5MEXv/Mh6RnEOLLCIPvBtMu7jDrpkbKIKpWg8QgCjltrwoV8+BgrDBiAp3vBUPfcS+F5QXYcPXDCA2ZZlpUgUhlW3MxEvzENIubJxRof1LaJx6AJGUWFBlgOZ3ihp+YAJlMsBycJgzFivAZ6WTBChBms0iBsTJVV3EzEe7dmBoac2VEbmXNRTpsmGkqzTGaKXsTl+fynPwliO+AJGwyNmkRfjIAZ+AxkqzUySZSUUYA9CgoiYjoF0kkVpMtgNqMjkroSgIJAFiMW+6FGGVCgCOr7oDbAJSGQqU9o9jSxusiS6A+tcIvaKIAURMIRSC4s6HrngsR82dawKsGBwkOZEJWFTAhJWl5RwOjWTIuVNzd8tobzoKURAby7AV1Ce6kpHocI6sVRjnMFiEFJsDp4hF22JDTfhBfNv3n3+8PHg5as3+7vb+3tbezsP2d5iE+3z5wO2Ry5539rFGXPJZ8+e8uIaXhXx5s1bFonckwqGdhp1odsYiXQREkcK1LkaErLF+KQBeZzD+7J+b9LrRlv4CoaU//Jh4Etl87RV4LsJfBKKi/LjpVYDlp3Yni0bbSI/cSEy9E98pp9gGnyoYqrZD+K2Rl02AtjEGijeoSsktJCe64BMebjwp9MrT1ShhQBwPHpwu/a0pwIVHqyNY4k48x2u6fBQlUwt+4VFSnlBjVxE5OAGVqqIA285SUF4kd6gbS/ghKYRXM2TYQjyNifs5D/L8FU2CK4eXLFhAKHOuSK3ax/0gHBxJKCv6JnhB8KJPVJDNK8/GFeQDA0QdOwGnEEwKZGRc3upFcZEASf+m9FU9eo0ctVqv7aJQ5B9ATqcmQJij2/ylNIgREYkTDQosAYKPBqDsXhv209eEZSaG7wDuQEaPm94bsD3mbmlUwq6lAluJ2jYpID47evxNBrK51aoZT3dJLh8yl+bGb/QWZZ7Gqj8CRdIFKip2tJq64eo4MBMmfQZ2JKQsxgkEkiaKHUURSExyKokIPkFAHlFG4oA27D+fo/nZlZRfykKHLDIoXHRjPC/mAAKHYhIkJbSGgKab4HcZRCjQIaEZuiLWxSBeuY/84GPnw+Pjo/fvFshbD3yHVu8emt3sXqOa/NJGu525G7qh5sbD3YX+/sPP3788PkTN9B7Y9rh0SkjDpEHYZWS/1gTDkyWVDSIJ0uY61oDLi1YdkQ2I9v5tcF/mBoX07vSlAYjVN5pDkoSWINbA+PLqkYFqY6k5AM2NaXX5nqahQIGfhwbU7CPgtoPf57csminwYruXNJGQ4IJewShcYE8M13KHVS9G/w2yVLimq0wYV59CSlmnsyGuN7BvFSYySOhBkdhStcBnvoyBhXMdEX/4kks+5sc6whWsxZy0wopMqNFpDYCAeuaL2eMVtcXfaqWChDrlnQ/mFOPCCUVHmHN/qt5/sChZsgneipKRMA/KbQ6Pif/JAo4OJK4+85Mib4teWuSqJy9CUTZl7GF462U9IEJFh4BcU+DVw+hVYRFZiDilZVOWAhIYvQYZIKcO0/pq+7gSFmuPFZV5CaWbAxuruPkE2S5YgxooTnGRYAe8Ih/nSdmBME3CjhqYSNEyptkndJKFI4UJUEBvafq9mCrHye5Kqszw3cAqEIT3psbQbIZavCXMcolF0ZCdW6nOwx3sqxIPMYVaIh/Ix6vJOK5RMpV3aQl4MkXKdIhE8NgRr7Q6+hV4FgnsJ21KP4c1cWgc6ghvRL1ZYaLLnkt28n59RnvL/30aX9vj40tXhi4u711fHLC4x1nJydG2JtrPsrz7NnuxgYc3ieWvXnz8fiUb1zzkkuUIV6N74aMzMPRJIEawymdlI+RTn1wlRDeyKiOZkYYsuxvJhGTOBAcxWN7/lLkieeWqLXIiNDApldLhzM2mPCDekyc3+XJj7a3wFBCDR/NU+iXfZihKYwsSC+p5CjDBKGLrO4gygefM8nUoHee0CqOYvAe0wq+mzIN4MVJFQnE3p/Fvkm7tAIZTeiH7rhEOj/FHJ+mIWChzfCRdRkKvndJV8QyhB5nV3QZL0iZ6Bt6kn8pYNHXlR11OKW1fKPeKNHuTbGaRZPcBMvd+4zRjKtAiYgNkWo0ppBPQxr8ixqep+G3thEViR8qHR+AAi9qsSB0UiVhEiyOhG5RKPDcsq1byxFMZELv7pMhzVECZ6Pc6pBRRFHZ13oNTgvgCoo2yHGqVdydlntXA8VuvAiwnS6aDvNhnyCe+Wb4DhWYSPMwHPLsEahPpgbyKrZASCOQtK2aLHcIMTGxtQtBl4DaVpHEJpAAoqcRzEU1Ut8WVqRwKLIgUuCphK0ofEZMVDYyJhKpgCRoD6eSzUFrsMFPEvEOhCARgOvieZ6ozX1iAe2BLTQ1kiyrUGzptROrwnAgNCme5WuGqhO0T0a/gIKRw27rBTwf4M6ln4Y/Lp+zqXZ89nb5wTsC1v7Ow52H2xjyyePHKBMdnrNCvP7CDajoZ437PG54s/ODv377AzvMPNPo21OMfShdNZT5aKuOg3Tag1mDFnQPS8GsE9QjfzYbTYvgbx9tFlDELIpb2OgRhAKQ9zTKgDVA0VVGfm3GX6aJ9W66DwwBWlR3OosFQA40aQ7koBjt0nGRCgiUzNVgnoTgTP2mIVXMpORD1WiN2T9sZaoC0J2OJPNpOPx7ItWxl9UR2Lx0DT3g468Te94AjAeyM83T1gDQBGPzFGQCmljDgHtDzvPxnYzB+k1sobMOcnZjoy6n8W/jEpGKKJovKSCrL0W54XZ0nsbmuRIxQwA0ooxNpQWHFlPenpHQZEESIoh8bEkGsK5gNgZKaxrl5OjkhC1VOMr/jIPA2R1k2jZga6/GlJJMT3D+Yl37dmlGmbahFXnQG1tpjrHgp14cnYhHtAAa+PChIPbKJoWAYL4urhVGWyoCCEGTPK395U/87pq5qoRniwUGhdd+NEK8kkLwYCDig4b+GwkY24abuyAyWhQgj7vOtYvFQsaS6NUVpKdFlf6hPuYmlk8xUcnDG/zh3iR4IH4xyUJ7lTMaHRYZSGjTzjG1tVzmU47w2EqJyZV16x0RoxdPkiCBwuVNext4idZ8OO2Htx/evf/MSpCv2v7dr77a2Fin4drq2uHRAdueF18u6Q48Vo3xfv9P/4Ul5Xfffn90cMx4u7a6OD0/gzJ8SFh6Geyoo4BSObQP+Nomz/knnzKqTgIU3v7jwy3s0P/cBF2nsnhhIsSiHigZ8eN28qnD6VTyBGNOFcyl+WBtOg36ukhAhCluPKABi4aukm7uXZz7ACuvIkgjNOvGIzMmmqtuRs70fcud0KR5eIay5sDLvBOKoTZxMJxETQSeopQ6RHEUr1/QTFYAuWGjiea83nFx3dEl3w7jzVm9MCSM9i64DZa4xwSd2Nq5kn0zLMGCJNFVhpiESN/ynDUm5YQZZ+qAcf807HJHWGIdvOBINLLzxcUAJgUPZKAQ9bbUYzQpKUj7I/38Qzqv5JFggUt7DJpn51y6ZkEz5kQ2UBQ0mfsubJ1Eqas9UCcIOR8HJ3fp0ADcQBE1KHGx5ljtlX/GZTQJn6OzwivQ7KcAbAbW1YWKjxgQy9IfF/fuECnrEvkVM2wBIrx3jxgyI5iMyHWTwo8cWXnv2c8z6A3yLRcuPHCc2sOpCkyntpZUVUM7yreWjOEZjfaC6QRziwQuk4CStxireDiDmPLkzixOfee1T1b4RXJMLStz9yH/S0muoiEy1jtFjqJUtmluRI5TnEhbuvDkAwS0Hf/sUMgHPK5x/8HZ1c3ph8Pl+8cfPh/xavmdna2vXzzd3t7lNmPfucbkigd0Vx5wZWh7Z/0f1n9z8Okz+/Erq+t/+vNfcDieW5Rxp+bQ1PXhTG2HQXyPXqYxB3+6uLxRq46Seu4x2rLylxKTzLjVrZyQBQuiAK5wEGemEOyUYDxqibtKasAIdDADA7v2jCaRhOqMeyrB47OhKlNi1plhY5aH9twrlKedfEbGd8Ms8xVcNdDlsR7PCUlSElbMaW6vxuARajoNkpQNqHqzGFgillIqnBDg4A8CrM+5Z5XB2Q88nK3dW+ViNd8ZhoQI4+7gw37ZFbCdIcpk6BEHU3hDka6QzsEKmljnVpszcvUVwsqrcYmp3Hwu/r4YkD6ceykQCzgFFLUeF3HbWKFNSEZsU6sQ9XMVFiE1rulLVnntSNewYJAuLzGDSWMEty+LFdFt7iwHPAkPRRyNgU1Xhzg9SdOCNBdzsacqxi1ZSVqjV5CXI9jW3KMwmgkenQgNgEMKGVTMCFDvCmjaWSoJBz8ilFAXPPILTxYn5TcsicEivNFn9Pi1rmQ4kuK/AZKW8dLCXLkDMo1FQBotI9soQWQtqbQG/QlzXVzrRC6YsDnAbTY3pjCxqcazGKDUlhYNmV7xskBv5gvkj2aDmX764BJmyD+bqgWRIJhchcOMKpblT9xz0io28FfPBEHGeUDZo2FHkbYAhAizrRs25Q8PD96/X3z6+PEJX6PmtYFr62dXXrxCF45ghO+l6939Ldzn4PDk+bMnq4u145NTvqNxenJOPXe9iI9hBgi82Phye1vD0LJiVHczp2E0IkSNOcyVUe5tEd47V6meiGB1i6PkjGt2M8rqOcjPhqQuovdr2m6q+Okwe9GEf/otiUJyDG/2czQW1dsGC9Aw6kMz9ig6OxqmSjqkRI3QBG/4o0ZToH4jQvXExTaMxOUN/FVGwmGpjChAhf2HxIyJzgwXgfOorHyU9fzeBa+LeMDn59ho91uTcgCzBlOEMYS4lw68bI2OJ0tKYBmxgVBlTFN2rMc58vDAsIyFiFdF2U/wC8bOaHRHlSm4zb2XpiWKXjziuk3Up5EOQCloOy8j4oICzOPUyMijCzwf54chqCWgiVPlGmFhToZMGoG2Cb4RD5acTjVglR0nVM6xHE1tpzXDob023lipqZoyNVOUM7Gf5rYFBlbiXBHf89gs2iAf4aLGST+hKbs2aHX0A1AKRrlGz8BmeegOLMm3YdmR4gQTV5kkikGpCxuZZEVAooy6oBiCP8YmKiZNXTPSMM4CCBkooq9S5ASbsknKWyK8u3maeY3a6UfNzPmQLsHyA6uDc4URM7+t4kxBUsIxAZA4peez5YHvmjJltqVdQHEAOzo+Pz56/cP3b7Y2N/h+4s72ztq6d5rwplsc+OTkhLkhC6Dlk/tcbXSqsHRv49d/zwdfDw4Pjs58dyAxPYM5vgUveVo11P69w+A+MsQFb4FrJ9Xn3205uVa1DG+3jpg5K6y6TrXFUYcs1buiTTDQJ2hi6Z1UzC0wwqCbEKccSP5aJRhtaZ3lBqcaOA8i4Hj8gzi1gpVLf5mr+C739HG326mhW8I9+0TyFmI0YaMRMnRa7pZyzPDmWJcsFCYeiLb+BEv08JPr0+WrvKuFjq2xuK3Gi0VgRnW+MmtpxQ5hLPG1znTKuiUsEj2ZHNKEPH5D+Fnhi2AqxYdy3JWnt8O5n29ghGVpSWxWjzDgekw9zDqpDyD+KJl0xS8sm4wfKkRR+Ae/4GHg5mkM76HVq5fW19e4SwCKnem1oVMuhKWZwxFxjb1zA4TMhUMZhis6hlEWVeoV5PznjpIpcqEThlUfbpOPiXnypCLTgJOrpBC1O18ZUsmjzWCD3xjatiRKZqj0rHEGW61Nu4BOpFVGUtqaayYKClDctTA9lrqsM3ZqzapN7kreCtTlPSsmClklIdrMnLYDNxeLeLriius23JLhMoFUueQKPmyRJEYeXiQC+B75llIyapXSk5ZgUzMo0KskeWVIoo5mACM1+aVt4UslR/TZeaGI9Tz2D2Gp/VfhypQZZ7UuUe7jomcfDg+Pz9fW1x492n329DEC8RabzY2H3OV9enqCkhYL0C7x9A+etlg8Wl19cPNeHUCOL/qgHHSBhuYbRyVPkqdJ+3I+CzxnCjcf1ZdtZPAnCZnjU8YElawShrmAtGHO4IhiFKcCBRMNBqYreG83oUPlpsr2d7nSFZIGn0BJMiFjYihN3RvykT+jT1Z8rKUVU3QgcDuPY5IOIR71YApTeAEcsh8GZ/Rn9lncovJyV6/fs9hz+xZ+KOSFkvRy2UA0/rs0A5091Fuo+IaS19TcyqWj2pG9vyF3bfqZHHnCUFkNmgUNEEyoWPkTEaiGAhfDJYeB2G29uPDSHDqGVRo4VVEo0NLvOXV/LatKzp3fXCbURjiCILwioy2MhuJkgwn5wj51blBwO8cVtwwylbq4gJPVlTXEMq4R2RLRVDr8WMQiPbgg720HjgoIyuda88FWxUHDRCd0YVyGY1jiF22JwRcnwZX4gjNsJieFKcVFaUkaRTAUjpEXlNBouQZM+dTS37biKLkkwEQkvglhK6Zjy8dx1jDNGj7SdoIN/vANEwnvqNcEABTJUMj4g7ExaNZw9EY9N7PPwYDwIAk8v1gGB77PrTi8VSmUfsIop9gO1fGNepRAKkl+VAgJPYAyyvH+CtxIFXvnozdjZgzXV/AgfIAt9NgxDkVIypazOJBJysEnHxTRYh7iYsYxHSMvE1pEu5+cX5xenB2fHL//8GF/b/fF82e8LpG3M3PlkHkJt27xlm5eAkVPWV9be7C8t7u/e3hweHxMQDth3MXFGeCmd0SVi7ASHqIS2UHaKZ9f+CPdliHD37DxFH0cKEZydoM/W6CDwEB23kMxgoFN1cZ7EDMTihFBVEw96pZ40QJAslbVZeaoXm9Z1/buTDvs6AVsZXlTAieYz75SjAYqg6O/U5nMkDAuvkUPs5MRAuiCjP929bLk5ktIQ5c+HgF1ZtolIREkoS0xNrZ4t5QTkCJXinDmWFftJ0xyZbr9zpsGDAaCO9ti1uk8iGTwYr4GP7QYw2aFESmiIgtE7Q1NtGHvkxBhWLiPJgiFuRcfVoERUD9PX0E97nPT5PT0nKedKV1e9q3QqofnFulsbj3R++gmzum8/QrXpS9MF0bj3+ymIRkPSkdF6If2+oAygz7/yHsPl0yKnDM6s/coNSKk6LYbAFImwqpYKFEJLaU2XbSt1ALSJcZRonD8byYQVAEwilLVhmWkeVvNSf5NkksK0rk6qKcGBRB6ULTnQ46ebDgjxHCxf32dkYxYwewUHZU/Gqr66IQ8/owHMMmlZ3MRJxINWcAscDgkw+B6nYUhJUbk9IjWColq1YauyT+oL3OPDDTBwCyPJb47q0zjsazMwJjbKOyPdJCcFAhwU7pc7QFx8d/VmzAu0N2kM8/ba6+veYUNV8M+vP+0trb6+MmjXe463dk6Oz2jk3DrIUMw0y4uHfGM9cb6o7PTc76uCJs8iH1wdMTXQsSjweNAngzNQhgx0R4FoRc/TfVPmPoph8KAxNBB43bTllk8oJ1ZlBIl5hlEJEkTmgmkD+HpKsE3hIXF8INOOY3e+XW7sb2yUQM4S7FGCHAmgTQkbnEnjiKFeORTxpDXJ3hEjefGpK1LEU6dXtC1ZYyG2O/y6uzynPGHU+xAlMCleCDaRZgL8KRIXLeYCgYDsAVznJSB0A5xNyKFAVs6dCwPlJVC0dmZdkewrB3SkiAGAOJfLxsLoE5b5TP1CJf0C4mWN9sBaqfQXeFUFNxnEI2T49Q3KYRDo4kXSW+4Jih+GoxPYUNLtYNHviHrP0cCzEV0lQ27UAYDlO6wTSzu5T9oMkXQfLR2aJYl/rBe47WYiPv0JcZdjrMwMp4ZhyWyrVjNkCcVU/OTxJ5BqyzBq6SUH6VMWgm3AhRD2BBtSMzY7iK0eeDbZOaBjGwVT+NvTi3BfdAW0jMMp1BmEkl14ExGVHKqwp4+QHkOmjNa4pYmQskSb00QDyRKkIBLVEClMJb3nYKGDQddlyQW08hirNqLvkNgoII71FzddbuA8/v3Vr0Xh2kxvcCOYOcAj5gsMAkOQnJ20rspQlEgOe4KFsiOzCG9knK/acx2yPHxxefPJ9wmv7PLe7fW11fXkAnRuKTIwpYFCN1qe3tjxf1triV9WXziKk8FRpXOUZKcO9BNVRF9JAAZTCwATr4n0JSkkU1+nGgMbiW0W1BX9A1U0bN46KZsieOpqhBlZ/EYWB6EQGYI4tS8aU+9mkB0N0MzDNmJqvZLLZYrkFTjJRUzeT/Jec7X5IGIe3BgsmG0CqtuGHAnxMpCJEHHi4vAgvqYV/H6OlaGiMJMzD1nhgN07AMM7rXpLIM7+ZScOCO4jXRXGEYvOAEiTwA4CxPAVtm9JMu/vvaMqO0yElWpRZi/uufVQL0//HHoBAcszuhRxuXFYmmR105Csl6i+sCa9fUKI9g1U0w/eMY1Qf+h6LCKCp3M6ZMohFjsOQ7BrACOXLyjFkDpeSwRnbgqdtXevoFMlc7mZKXLSzxZqqysnt/kFcxqGr/Pm1K64eLasu4BkWgwVx6UDwK6+dBnS3qsP0ovbXukioxEk7GOHsXkC77TkTgdSAKjUsa5DU00jCOpgzspNZ6Tkf8kCQGWfOHJtpFl6dPgx8dURhtCMTCekgkqeGNU7N0cgKLKiOzzq5Xdj5MHHOXGe70/QAwQkxtjCqecAe/TEWtr9F2vw+iq0aG+x7CqmWQbl81QjFPSjAEX9BQD4yFUAVjhToW81hm6NpSAk/FoyAGmqaJhcfQMAXCIJokfKGQ4zyyeQmfuDTDujb598/7d2/db2+t7+zvcwbWztA2F+BlkcLPLPO+x2NhY2Xz43MVF0PYoMv6U3NtV0OYoUSZMY51lA9ralDSTsx4EUEINkoZBVAyBKKqSi3yqixr0grLMyoO9GDReNDSsEFiynRwM1Qg9Xz3TpRx9sxcQier2AYRb8I3AgWikOBIqE4oD7kKmwOAxcW/ugjmpT5z2/ZCUse/uHJuhLKsgADCP21JX7mTxxA54/COvwePTdVmRy0J8RrXkvyI2PEDfcOMTLQCNZBiNiTMz50FG3hmARpA4jojJUUeuFUILimjQTsEcnscxc+EJpTj0cvtylrTyhZxhUP93uulzkRngXdcpN3M5B0PdeGjKbX5kcUDTlzHB8gOm7nykAGxcIqKgumPdl4GUkdknmiOdsQyCeQgdcIKpTxxI9z5PZqoHhVziswi9u11FRXWY3BWNJ8NLZEhsURF5ym2fQsqbBs82i8U9d7uMWtUZnd5CJoK4a4wa79iLJsD0SPkMP2fK5QALpA2aicWpmhPl00SITKJVcBrg6OHhASrwwM1UPiIZ/dAKfknFw9joyywyI7U7nDNLoXLAYDsRl4MIwmCKf16f3j4YgIdgaqxfhHF4s9E39LM1xilYULGm4qJTXObe0tnN6RVDqtCCwwe/M2+QJeE8HJl+6A6d2QU4lYmakbSnYGp8R8sO3jf3eNiQ19Gsrq7t7Z4+3NokeC3YsOArrwteZMRs8Zz5wcbmBgELW9ppFbcuwMxtih5iVw3OgOLEFdMAMKokZku6D5KktFU2q31mvALOqbAKbpF6spqhiL4LspC1xu4D5moH2djSpndagYJC0h5scNPjAaOMKmFUIMjAecuY6tGlZKX8IAvBYizoKA6T3t/JNiAqW+J1AmPTClZoVTGrcd1c6zrXYjiCOmfE1KhJ6u0q0tL/cEofvrXFYElm3AlycvSF2x7El86DCxppYN2EdPfYe4IWd3dRpuzUKJuzFUrADX1uJwU1zMAe0wrYifcRYdGIeqEcXnRc3I4zWJ2UIyewe8W7D53iqUzdVRCbRWcUAA4JRFDI2KVcO6zwny5lWI3qgwRUNRRvOiW0QRpBIGRjiThZZf6YDS5cTC3RpLaBJXiGH8GCTY6mWhCgPs7ENCULAzCOaVgAxU00qU6l3eAC/jS3BBjyNLiDc8I9gOR6KkoLDy2YT1VESvE0zQTzRoBMx+5gliWNMOzkkpv79ej0sjZ0GAO558i0KTMmaAVlCEBEqzoA+DoGOLcEcpSw27XgohtvqlEchlIe7sO7aKABOvblcTmYByBcuOSSQK0QJNR49wwJzFgWIeJNFXlWFBmaKiLRYFLIj2ppAOrQAkmZRJn0TzwMSIY53jNwfPp28eDD2stXjx/tPeYdzYRxt/vu88gs4ykxLDjEVVcQg0UtBldp4wYy44CoWzWNaFXYiUcYMuDo5UDp4LS6Y6TRdMKhJcnTpp6GnWAkQaYxrN5jiFEXbLfEJdUraRhVbcbALCmBYX3vHnVIx1ukiUYo8X8yliicF8bYunIb2hVP2lBuHGaoc8rGRkomHXbZ6kYEmQbCQSIVIwpzZzt411dDe67gfCEpV/ggy3ubIQpSScmResmVwmQdPPVpzAL+CESvdgh1J+eLL2nwS9bOueKa6DaRJYgUglPCHHuu7jjqOhFX71Gz+oX3XtiVoM4VvCjUvVWu58EJpzRgEcDRywbEFO9VdR8PplmWg5CoJLbEXC7lQNGbcGiXgMMkxmpgQJp/+Hfnb3Qx/H7xYNlLozoRXc5tZJDp3Wz8M5lF8ApTIxiQc9Os0tDIhIbhd9hQWiohNR5GzaQW4UcvGl0IhE5SY2X101TXSd44ESrUFoCCZgbw9CM93WEkYNrWYxDLTZKn6vo22XCKRwn9+HtspEQaN8C634Q+ojmfQg1UDo6KRxHZa8L4XGWeZAcdJ7wi9CqKdW3Cd1gWC5oSqtx5zexVrdrjutjQQ8qqsTUJwp2scU0DWCQBPhmrlVolQ8oGZFKo8dvRClmwsE6xdVpAmpYpEQeXVmxQ2ENOry/PLr2e+Pb9Bz5SzYM7L756hu9Bw0/8BYFtAU5qyXRGMdIT5CQj5py3lnIjrktgIybkPJlwwYul8ljkEc+WQ+FVDhLEa1EcAuua4hFRkjKLPTt/jvawp6COyc1PkPwaYoKNOCLhWzQUR0CppTMD3ZJU6C+TlUqaYhJ5cNDBcovnoKQBbC2v+IHrDG2l3TiqeyrgLTBcYGN3msETXGtckQkXrXKY4y+xBm+ELVC23woFFh4VdWLsJIYCjvxSbKCQM2AoNqXG23CoYt9KDlIoQliHvURjNKZ3YDZZxG359WlWww6BfmXF81yPDFbhgEa6zM9rL0WDioRIaggP8rsbXAxEA161+LKE1ILJrwDwgi9ADVhmkFzqJHJ6C084gTu0lUmWc1gaQlPtGghNtuePFNuRF/GUL2TrOcqU0tmczKyKAnDaBBiphRAjg0SFp08r3bSuKcwM3NMJjb8IZu1EFADvOhan+CWTjuwhkYsmbqvZRqr2eDLh1jZU67o21EIJbQL7rAYftpXVplaVgsiCjyph+Z/1L8sEaMEMhYWH3dFcOnbacI4R45uYUOUNMjoAszPvIFzw7RdoN4raZLAvKemFaJDdckjhXEK9nHFud7a9VZKFLvm0QotxKbjHQ7h7lMSAzY2k2w8fsjHvtYBC0pL2OaWRSMephQN1SpDWHpNq6wQe7N/BEdBUtT7gNLpVdwhUxWDQRanF8FmBEEZbRbsA0o7O7cwk45cKNQ3VB2gwradk0A3JoSLyQLdkzoBMHC0NBAe6R3u16zHdiU1/qEBZozANHS2Gm2ool4JwCSZ7g38orM7BTg/JGHSf3ZtLROSaNGhBzdyLibm0QogwgSMB4Bmorq6IPmtrPNHMI+7cySADqXKc0cz8g5SzFTnln+vSLAYDWKwNSs5myg/rigyiRnrooG1KAFVnsBXiBiJyzsGo8VI7N2vF2/Bkxc+CTmhNmzjERQGHf1zdO97u8xQGInjTVv0kDuWYI8dlFgoxMXRpRxiPGXhY3fCU8SkjlK+ggqISJYVFc+HR4vBhRrCkZjhaSEnKhQvM3ISCqcMDEuBAUggM8DPCYJ0OpRhIpSfRINd2Q8GmWifgVHk+c0uDwe8gTRWgzD7hzRagpYSQMORK4+TJaebYt/jkE3yZVnvQEyfsod5TTcAT+BkNGBxT44FamSdB1lqt7TQswZPS1HDUyUg4IUrnyiPT/gwhoeWcTC7uUr57YiSDgzjvLa7aVKzQLiFp6JR2gFHODxxRza7727cf+bbY+voG73TXUWVaZd2CWkSiJBnQjpKCizsAbUOvi2sWyIBZKUGg6OrC/p5obbOUgQDPHLalujkUpMT+n6ok6RKCUJYx3EoZGPXhXIwUF7k6yluWqvTaRrITV4HjMMTjR+tpB4Y+/1mn5+klyWC4AuGCuc4CfTiFaSbjkYQDQEYgYeHHDDcw4Vjcgc7eNuse+jBI8S5Y5dY8Zvwglxmok2jAeYxMe2Ze7kKw9++Xoq0BpH1B5WQZZlPwM0obUyDrvlXCC+BiVitqeehZrYHEGvUNLUTkHMKcwgEHCqfGMCOztlF16kkJjW9VPqW+/dp4zaRCCGHAxzReBbFf5ssO2VPz3b6ogvUYimR9EUXJDd7sLLOqUMYwjaOCKCpRK+SBm/iC+4whikGiuM05kkBqYRwSCJpZSEkgwdYmHEmtmjO2D4BanZAEcBysnmYo5QewoTAIlROVK0ovXmSoC3F4jrkDEy6Ry6klF0W8PogeIwnqg2Oy/NoZ1OdIjSZgRpPiVCnel6eRwqDsyaCXZRm1gy/aE50qla1JA22SCUDGab7yiaex064nBDQtgKc1CHUMvk0ZNRaPqAa0yG4xC0gjGviWC9gDBWwxbILymndnJoCyElCKdCAU4g0xnHsVzVLa81sKuBh7K4cXRz++031wWV5z/HmJdtREd4AGpIL9tHSc68ukO9UtgcsBEecMiEySUcJIrUbMRN867+h7wsx6LVfBVZwyE8+gzJAhbyEfr4guu5mcNm0oOv7SS5j+eqvkDV9hs1fLJ2ccBhog0X6K3OEBK5WEbSdKIAhRwhOTqEka+z6NASZ86NLGJ5ksB+QjDXM4lrM4jV+0D/POLWFBuwPs/rkXAWhIhtRmhmi/DbHGaApxDAw960QKrKvWYHMHh6R2VayxByTIZ0yz5/nc9gCxPwSGgYIxuIrPXIywXboi0Ti2bKv6IKfcFhicBmDYh0NiFkGV6HTBXTheLXQCwqAPD1GIpitaCsxG76AFAGkBFlMiEYXWBno0mVTRU4BlX+ZqgcqtLmwr7tvEKeUcm4CQIv9hayb34yY0FtGdZFuZGskTm6RLzxTnNpAz6AhPtPYZ/nTRtikzVJHBHTyG7f6AltvdmOmSsTyUNGUcQ7QpNMTMrZIBYVgKWgRzOw/l6ABNjCkYBliWgLgbwJRzBFZaBkhTOFdMxcPj3Q6z3IKQdABTnAB0L0AGGKstcp1i5478qsga8JPDxrGZZUgfyaiAiZZMn6ofZ/9/P7MtfhFN+P1RjSUy2XZlOGdwj25mWGCyw62o/JEm7c8gP88YDe7d8OybNlYL6jAUhdUMoMLA7iCpjegJL9A8xhQDT355yQIX3+zeVebgC5zlHDxF4Dnb00yyiEhMIi6vebdMbJloES4UIE4GZI0hKUXHd2nuhedee4ZHCpyJcGEEbyDWxRngU+j0XtupQHFSAvzl5YX2dkdRhK0t5p4GnKxnOYhBof2wLgqBkq1wPtxdh7FBIHPkjBOA2plbYazyL9MKlne0IXAbCnsJZLRH/Rml7QhELu7w8v5UF4Bpf8usfN21v+e/lAZb8mg2v2HXrpUUJTQr2839u0fA+I/u6KBhTOaK/99pJ7245gyJRuMV0cvPWooUfaXX/i22aK9DJFwO+OBR1Mx3/E2ew0xXqzGy4bJTtKLWJC0FkW7hOW0sTmMZjqG0LLcRXFze97MSIwESKNDYXhXh2cyPYqeWxY0AkK2ucfVJuwM9yK3NOImwPzMu+sZfDHCyVrEmymW21Cn7f8nnuV8bQadOAAAAAElFTkSuQmCC", "text/plain": [ "PILImage mode=RGB size=400x267" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_image = PILImage.create(\"contrail.png\")\n", "test_image.thumbnail((400, 400))\n", "test_image" ] }, { "cell_type": "code", "execution_count": 4, "id": "473f31ec-3201-4605-8e61-d85d5de36c70", "metadata": {}, "outputs": [], "source": [ "# Needed to work on windows:\n", "import pathlib\n", "plt = platform.system()\n", "if plt == 'Windows': pathlib.PosixPath = pathlib.WindowsPath" ] }, { "cell_type": "code", "execution_count": 36, "id": "a75f8d3e-df87-45ba-a14a-da31a3103af3", "metadata": {}, "outputs": [], "source": [ "#|export\n", "learn = load_learner(\"model.pkl\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "bdf30ee5-df6e-4da7-8e5f-ca1bc779ebb8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "('contrail', tensor(0), tensor([0.9147, 0.0853]))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(test_image)" ] }, { "cell_type": "code", "execution_count": 7, "id": "ba43b98e-56f3-4bad-a2fb-032616d7c677", "metadata": {}, "outputs": [], "source": [ "#/export\n", "categories = (\"contrail\", \"no contrail\")\n", "\n", "def classify_image(image):\n", " category, idx, probabilities = learn.predict(image)\n", " return dict(zip(categories, map(float, probabilities)))" ] }, { "cell_type": "code", "execution_count": 8, "id": "fdc9fed1-94a6-4e2b-bbb6-7292f2f81377", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "{'contrail': 0.9147336483001709, 'no contrail': 0.08526630699634552}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image(test_image)" ] }, { "cell_type": "code", "execution_count": 37, "id": "aa8de3a5-87d0-41be-9925-8541c7058d35", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Miniconda3\\envs\\contrail_or_not\\Lib\\site-packages\\gradio\\outputs.py:197: UserWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n", " warnings.warn(\n", "C:\\Miniconda3\\envs\\contrail_or_not\\Lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: The 'type' parameter has been deprecated. Use the Number component instead.\n", " warnings.warn(value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running on local URL: http://127.0.0.1:7861\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/plain": [] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#|export \n", "image = gr.Image(shape=(400, 400))\n", "label = gr.outputs.Label()\n", "examples = [\"contrail.png\"]\n", "\n", "interface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "interface.launch(inline=False)" ] }, { "cell_type": "markdown", "id": "82656983-6a7f-4f81-a97d-517e0a730b55", "metadata": {}, "source": [ "## Export" ] }, { "cell_type": "code", "execution_count": 38, "id": "727c4f08-76a9-4f52-a469-d0d4dad71db9", "metadata": {}, "outputs": [], "source": [ "from nbdev.export import nb_export" ] }, { "cell_type": "code", "execution_count": 39, "id": "409b602c-3321-4f79-93f5-9ac59967a5ae", "metadata": {}, "outputs": [], "source": [ "nb_export(\"app.ipynb\", \".\")" ] }, { "cell_type": "code", "execution_count": null, "id": "1d369cd8-bc56-434a-bd0e-3556b6b209cd", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }