From c0f545f0bac4a0d8f3101ab67afe1f98eccafdc0 Mon Sep 17 00:00:00 2001 From: youcef kessi <youcef.kessi@etu.univ-lyon1.fr> Date: Sun, 24 Nov 2024 02:57:07 +0100 Subject: [PATCH] TD2 fini --- TD2 Deep Learning.ipynb | 432 +++++++++++++----- hymenoptera_data/test/ants/formica.jpeg | Bin 7858 -> 0 bytes hymenoptera_data/train/ants/imageNotFound.gif | Bin 5504 -> 0 bytes 3 files changed, 310 insertions(+), 122 deletions(-) delete mode 100644 hymenoptera_data/test/ants/formica.jpeg delete mode 100644 hymenoptera_data/train/ants/imageNotFound.gif diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb index f671edf..0b87d71 100644 --- a/TD2 Deep Learning.ipynb +++ b/TD2 Deep Learning.ipynb @@ -1761,13 +1761,13 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 139, "id": "be2d31f5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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67ezs4JzjOc95Drfccgt/+Id/+Hif0sKegLbQoCzsSWWnTp1iY2Pj76XXnwgmIrzvfe/jv/yX//J4n8o/ir3//e/n+PHjvOY1r3m8T+Ufxe644w5e97rXPSnBCcRw3cbGBqdOnXq8T2VhT2BbMCgLe9LYJz/5Sc6cOQPEUt3Pe97zHuczWtjCnpr2oQ99iNFoBMRU9Wc961mP8xkt7IloC4CysIUtbGELW9jCvuzscQ3x/Pf//t+56qqryPOc5z73uU+JWPvCFrawhS1sYQv7h+1xAyhtStvrX/96PvKRj/CsZz2L2267bV5CemELW9jCFrawhT117XEL8Tz3uc/lq77qq+aFpEIInDx5kh/8wR/kx37sx/7e14YQOHPmDIPBAKXUP8bpLmxhC1vYwha2sC/QRITRaMSxY8fmTS//LntcCrVVVcVf//Vf8+M//uPz57TW/NN/+k/54Ac/+Ijjy7K8rCrj6dOnuemmm/5RznVhC1vYwha2sIV9ce3UqVOcOHHi7z3mcQEoly5dwnv/iBS7w4cP8+lPf/oRx//CL/zC52xM9Zb//qssr6yiQkBpw+bZh5lMRvSW1xkMhswmO+xNClCGrZ1L3Hv6k2zunkMIaK3RxmCMwmiD0RqlFUopFAoU+CB45yldhatr6rrCBYeIR+ExBrQxWKPQVmGtIkk01hiMNmhlQCkkgIgmCEgA5wOVC4SmBXzwgRCa/+tAXXvqqqac1pRFTVV5fBWoZh5fQ/CCADwe3FdLWD3Gz1YKPl+u7sSxQ3zdC57Dxz71V4goQnMhQxBEKSRoREAQQghIEBBBBEKs4RVPN0g8/3hw/BoiRBJOgcANx5/Nq1/+AyytreBciTaa2azAu5KskxC84L2AUvi6Jk0MSZoxmxUUk5qsY3HiURq00XgfQMA0v3vnqOsKhSYEQWkhSRJsajDG4lwg+DC/1kli0EpTVz6+1tUkOsWHQAgBYxQ6MRhlCCF+teADIgFjLe2TNrVICPhaCE7I8wSTWkRptAKrA87FsRl8oJyW3H3qU3ziwnsp/BZlVVK7gKs9EuK1VUis+qpUc1kFUaCb+RP/FgeL0goIKBWfCwhaKXQzlATQGpQSjh26kb3g+Pi5j2EsZJkiyYQkhTwFo6AoYTpV+FIICCGA94q6JM4RAZp7YIygrEYbwRghTWCjY9gIhvG2QacrfM3XPZPrj3ju/cSDjMdjyB3jNc9uxzFcGnJ4sEInHTB1wmRaU5WK6TgwrQqcCFYnpNqSKE2GJbMd0tRgUo/SnlqmTIoxW6MtNnd2GY1KcJ5UKbSWuDaIohSYFEJAMUhhvd9jedCh0+1hQs54NOHM5llq77E6pQiGS7slxTjEsR7AO4UEwSbC8qrhyKE+vW5GOdtjc6tia0uYFjG+3+/C8TXL09bXONIbohVMnOP83oh7N3e5OKqZVeAK0Ao6uaHbEbq5MOgJSQaTCWztCnUJhYdyqnB1HCPaQj6E5TXF8opiacmSdSx5ntLt9+ilPfw91/FN3/gaTl5x9ee3QCzsCWN7uzv8z//xJt70P/7Xo6pE/IQodf/jP/7j/PAP//D88d7eHidPnuTQoaOsrB2irkuq2QS/skq3k5P1VugNhyyvbXBVmjObjdnc3mD98DEubZ/mrgfu5OL2OVRwGNEYY9HKYIJGKZofBRrEhGazCwQJ+NrhQw0EdBC0gFcK6zVeawgaUZqgDQYbNyIUQRS+WYkdgVocXhzBCyHETc87j68dVVlTFgV14aiKQFU7fC1UdaAuwJUSN+GniM2KZZLEUtdVBHTNputDIABBFARFkBj+E5HmuAaINBvnQWCiQtzYhLiHxn1Us9RbYbV/mEPrG7gwo9PL2d2ZUBUlWcfiS0dAIwQkBKyxJLlltDdlagqSREBrbGKpa48QSLMEjQalqKuKvZ1dkjQjyRKyNMH7QK/XpSgqrE2YTScorajqmiSxBB9QaQRmrvIoLMELWUdjjIo7OwFQTTdbhRKoS08QIc9SjFZ453EFWGNIugqbp0gwKCVoHTcYBYgKTPcmnD73EOARKkIoQATnHdIAapAW181xq9IaLyFuTkYjIYIOFSSeowqgIaBQhCiCUwq0wnvBaEgShdSBcT1GO5gKpD7+FD4e7moo6+aWNkC0CorKx81RodCpIrEa8oS0q7EmIFJTE9hUGqszVvsdjg1LuqNPsVV7LDNm5R4+GPThlM4q2EFJMqhY6Vs2bI9ZCaOpY3evYGvPMynGKOXI0w55kpGbhFwnJMZECtsKdTD4ItDVnol4CgpCXSHNGDRAYg2pNvipMCtqJFWonsYsGXQHVCWktUcnMzwlYhK8GFxSUxuPc/EeOCIu7RhIuh06Q4tNKibVmJmr2KuFoopAL1TQd5qZsqg0w1iDrStUWRLSGbWtMdaQdYQN32VjuYsb7uApAc+0gt0Cpg6ch6KCWQ11HW+1cjD1xOOmMNhTdJcUK2sZ63lB1o0g/8iRo1xx1QKgPNlte/MiWZ4CPCp5xuMCUNbX1zHGcP78+cueP3/+/Ods5Z5lGVmWPeJ57+IkUYCxKd3BkEOHD1MWM/JexnRakuYJabYcF0StWBmucM0VT+fOz3yY+099mr3pDt7XmOAJ2sbFVEe/Ll6+5t9mH7DGoESog4sMiArxSC9oCSgxiFUEH/C6BmUIYpAQvUZCZEB87ai8AxfBhveCcw5XeVxd450DCSgj2Ma7SnONbrYDX7abxFPD9kGEgvmyHh+rhk5SEgGjsE+WhNY/F+bHSfM2jd/fsAEapTRH1o6TJBYF1JVDmRLvHZ28Q5IYxtWIJLE470mylDTNmE6naG3QRpNkCUlmqaoKYyIoMdqglEZrQ13VZJ2cug5QOtLEkndytrd30MpQUKC1xmhNJ8uYTQuyPMUaS1UFKi/YVMhzS5YlKK2oqxpEE4JCafB1ja8jc5OkkZ0JzqOUweSQpIYktdRVHGNpZtBiCXWJMqBS8HgcNSghSIjXWWkUdXPl2+tPZEckXletFIIGCWhtcO2u2YB+Id4HPUeK8TmjFBIis6lUZGBURC+IF1zzOh/AxrePwES19zX+r6S5twqMVaRdy2CY0+0rrA1UTlOFGgU4q+k70G7Gp+/ZYWfkcZUwLqG/qjl2NCG3BlCM6yn9qmDdLtHtZaRmSnAzymqM8wVVragcJNYTNHgLSlKU94RQR4fECwpDnqRkaUapBK1rdIgApd8bkGZLJN0xFzZ3yANYBRiPKI+nBu+JPpNCGqbNGCFJiOyJxOumG+ap17OkqSIER1V6yhJcHe9XACoHezNhc1YwzKd0bMK09kyCgizj2PEOK8MBuXc87fSQNIVPprtcmgjjKUwK8GX87EAE0fNlScV7ERwUI0U1E8bbQt4XptMK7w24lPWWMZwzbvvD68llf9+XU498OL+OcuD3v+PlX0z7XKd58PQ+n89X838ekz0uACVNU2699Vbe+9738i//5b8Eouf73ve+lx/4gR941O/z8L13kudd+sOVxgnr4LWwe+5uptt99OAQm+WMejZiOpsikuCA2c4ljuarHH3Gi3l46zQPnb2H8WyH2ldorQDdABUOXFOFUQa0INqgQkCCR/AEUYhWGInbqBYhmIBWGsHHxUAi5e1DXGWDD/jaN6Edj/eC1HWk+ENNjAuADgrRYK3CA+RCEIkecqUijf6knMyXW2RFfHTL5t9ZzUFkkMichOaxNN59nM8tEJH57Qy0KWwKJYIooZd2ufbYdRgNXtWR08ZirMEYGI2mOAkkNtAxcfOd1BXGWEQ8NtH44OmlXZx31HVJJ89IUosEqOsK7x1aW9IkYIzGWosxFqMNPnistVhrca7GaoMxccOu6gqUIu+a6OVaE0MlIbIVBIVSHoXCB4VCk3WSCOUaRkMEksySZglWmxiqgQhCXIihS61Q2sSNRTkgYMz+NdQNeNdG42oXO+sSQX1oP6QFgSIopTBGEYLHWEMI8T1E9sNY7b3TWs+BhzZg0/khBIkeuqlBTDsoiHMr+ge0N1wpUEZhEkXWSxmspCwNLNoIRV1S1aBUQCvFhXHN+YdLZiNNojusLiUcWdfkA4UkkfVRoqlnhq1yipqN6HUKSrfDbPog5XQXXwjiDaXO8C5lZnPytEuqM5QYQnD4UFGFkto5lGgSk+KdByUkiSPTlsPdq1lfvoaL1cMInyFsFfRUH2Pj+oJSZDon1TkSKpz2OB8gtGHKeD0UCmMh7yo6eQSVdTVjNg3MCnBOUBKRnQ8wLYQLo5LcTBlkOd4a0uGA63tD1rMugxNdpuNN8j24sDvi4apka08o6nitkyZOJyLNfYhTRwFBx9+1bh47qAtFMYHpxDPplqxKDNlKRDmfPfMPzPP28cFnpf3a8/m+f+TcBTn4VvO14xGm9t8/TotHHrOPE+Tgkfv/NqFspfaPlfmZHDiH9vmD9OMjzvHAc/NzlgPncPAl6pGv+/seHxgvn71OXn59mhN6BHZUl/120A5el/aM9397bJvV4xbi+eEf/mFuv/12vvIrv5Kv/uqv5k1vehOTyYRXv/rVj/o91o8/jW6/j3hHXYzIekOUBNavvoXx9nn2LjxIvnIcFwKuGOHKGWK6GKMxOCZbe6zqPoeuey4XRhd48Px9TGZ7CK7xxtS+PqFx6ZQy8ZF4JGiCWFQI+HbjBJRobDCElnYnerMhxAXBO0G8bxau0PwOXjwEj6DiRiBCSGIYSlTktkUpUlFx0wFCfMkTJOTzhcH/hrhvHIqAYt9bawII841RmD+If2+9s33HnfbFCsErxZGVk1xx+FoGqz0cAaUFgqOb5YzHEwRFmmYopREM2iiUr/HBxw0VjdI6VtBU4L1D6azZfC02gcR7ptNZw/pZRMA5R6fboSgKrLWkaQIIrq4RFQGp94EkTQnBE0KgLB3W2jlgECVIcJSlx+qEvJdS13VkdpQGFVBWY7SCILjgSNOEqq4oygpxGms1ysTV0IdAVU+RhkXRBryPS4wPPrIpRiMKvPMYbS5bmSWECPxCiIBexfCTUo0up70ZRjVAJsLF0PzNaMizGLoJIYITF+JYt/Fl+wuzSNSyNE6F0ZFJslaTdQz9nqXXTWMkTJcIisRkaCM4L+Q9y0qacnStS79rgZK9UDLzQuITdGVwdWBcemb1LqkWynCOs7un2ZuWUXdjDQqNE4NoizUJmc0wOsFiwCtqCQT8XGck3iDeImkgM32OZddz7fKzWecKJIEde4qBHkBa43yFEkM3W6bfqZl6y7Tew1c1voohlRBowCl0Uuh1FGkqiJRUsxmTmVCV+xhfSTMWHOzNPOeyMS6BQ8srHD68ysquZfUBjU8zPu0Ds2BJZwM2R5od77AJZMn+ZhyCAh9vqzZgNKhE0FZhrIp4H4VOBHQc15WLYchL932AfPbpZiOMgOXyzS1OaJGWET3wf3ustI5ME5L3zEO9ImHfqYlxzDmLejDUIEo1oL7RDhIZ7tCAldY3kv1fGpZURb2TjWFXbfR8boYQYjjax3kcfBx33of5Z8Q1SUX2vrlOIlD7gKuFsvZUtcSx08wXrWMI01qFtQZtdZzr2oA2aJPEeao0oQlJB+8IwYP4GBHQkBhNkmjSNIlrijp4TWLkQZsEk2Tx/4YtVqp1BFVDaYZIcKMi2NEJSifMPX0Fo93d+Zr8aOxxAyjf/u3fzsWLF/mpn/opzp07x7Of/Wze/e53P6beFIcOHabfH+Cdo5juMNvZoj9cwSYdltaPk2QdpuMJWhs2jl/D6so6F849zM6FM5CkdA8NcQq2L57jxNIxjm1czQNn7+bUhfsoyimIIBrmEFaIC6nyGDQSItccAJQ0cybggoueg46TQKShwINCHHgXcD7gJYo8EUUIdVyMYU5va1EYFN46jItnYZXGI2Si0UrwNdROkDjmPm8h6j+Off4np1pBpRA3W9pF9oBH0ToAMudM+Fzc5EEfpAV6CBxdPUG/P0BnKdo5ur0+PtTMpiXi42ZrbYbWBqUSnKvIsoy9vT1CCHQ6HUQJdSV477FJEjFQEJy4BshosjwluIC1FqUVLe9jrQGEqqqigFYZjCYKuJMkLmAqgtcgCmMtzjlUw0IgFqM0aZ5E8OQ0CkNV+SiENWoO5KwxCFGn4iPCxUsMs3itKMoZpZuAahbRZmBpZbBGIyKUrsYaE8NpTUwtMiU26hukYfuCoLXCuYC1huBDMzdUA9yjRku8b8TUERAlqSIAro4gpWrGt7LRMzeouJmpJryjQSdNGMkqbFeRZQGbeBIb2c4qFDjx8bxVjbcBPTD4ncC5zRl7Z4RpHVBDy9phw7A2UDt84VHTQLVTUMwKZr5ktzCMShAtpB1PmngCNVUziY3VpIkhyzukpotzkUkKEnBOcC5+L4WGpEvOMiv6ML3uMqUZcRpFUijICiaTEd4JPdXnys4hjmSBu/c+zt70flwVcHXU5QSBJBGyXNHPIVGKUNfMCs+sEmpP3ERUZF1MAmmiyCyga0xWsjSElWWwrqK6BOm5QKaF9UkPmToysWhTYXQjf2rmoniJYUYEbTUmBZsoklRhE4nfU4NONFkH0lSjMSBw6Z73wdl6Hv6bz12RyGbTgoKGbWnGLBLi2GsZ1BAIzuF91PN57wnBN6C4XQ9iIoQ0Ydd2XkWYG7WCPgR8UITA3CkA3YCVgG+J3Ia9soklSSI7maYJaWKxNn5f7zx1XVFVNXXlqCtPWTmquia46AxIAySMMRHsKo0PQukcRVEzmpbsjgsms4pZ5VBKk5qETiejm3fodDukeYaxDZCwHVSSo2yKahhL7x2uLqiqKeIqrBLyRNPLDb1OymCQ0+l0sMY0kYR4Y5U22KxH2h2SZj1skqATG4/RzZ4o0UEKEQohyqBNDraL0hlKW5Q2jCezx7QLPK4i2R/4gR94TCGdz7bBoE+n26WuKtY2jjEe7TLa22SwtEZ3aYWV1Q12Lp1j++IZtk7dxfjCKSAgxTbKCa7Ypbdxku4V17C3s0k5m3HjyWdw5bHr+NT9H+Xc5imci5kHQqOSF4XGEPDEFXkfVaMEJwFCQGuHUTpuPaEF25HC9rWndp461KAi4JXG65x7Bs0iIiqAiZSsReEQsIIJ+5xmpONVzGbw8mUOUj4/62R9Di9fwfnNB/cZEoisUsOEaCLFHJlaudzbiQfH69UKPFvqVIMVwzXHrmV5pU/wnrosyWwHCSZOSNGMp1MUYI3G+8hABB9jDq7ySB7Dl945prMZWZZjbEJdlaRJikJRVwFXOtI0AxW1ATFM02bChHmmUNzQFd7HUIB4HwFPA1IEiVqlACpEEWyWaMQ7vFisTlFKU9UlJjEIka3QEqicR7xQVRHgGKPwwVE7hxhNWZa4UM3PR9EsxsRx6pyLHl6z4/lmwwsihKrh/hvzPhCaTbuuIkMi0mhbmpBqXcV5ZnRkWuKtEZrIBi3bLnPvPzImQUUgv687AaXjpph3NEkSdR5OHEVdMpuVoDSBCqOgTjxFp2JvW7N3QeP2DL1hyvGnW/JVRfCO6Swgewl+VDLbCYymU2ZVzbTWTEqDKE/eEfIB9LqaPLW45rrVBIyt6HX7dPtL4DpUZcXO7AKh9gRvo7i1TqFShELo91Y5ObgR7wvczoTAGFRCbRUdN+RofjXdwTLOBh669DC+LmP2kgethdwqel3odCzaWuqqpKwUdRVhe5JEdsNayDsw6EK/J/RSj7ZTZuUFTl/YodhUHMpPoC5O0VslSa652NNQKRJRWCsRoHiQEDd2EbCZpttXdDoamymUtRgjWBPQiSJNNVmm6Hc7pGmCmunItLUAtWFK5l5860EItAvuQS62HSstYIkAJjSgvQnFB9+QHTq+tt2AG8Aiopt1Pjo9kX5pqCGJbG2caPHvSiJwJzQMJx5FQCtBK8EoH9lepeKNqSOCVN41VKTHRIk/go9icm3QSMNggDLNx6cK5zVlpSirAFJR1YLXFUK8ZtrqCGyMJgZdPUrq5jvY5vo1oM4HxHm88tQoSm1IjVBXmjSxGB2vR7TmWrqS4CqCTRvnmwjoGsegXYsJ0qxpdZQ5iEFZg1YJYJDHCDmeEFk8f5ft7e7S6a+QZh1EhO5gCSU1k53z4ByVgq1zD+LqGXl/wGy8S7l3iWJvl2RpHaWEcx+/g2R4lKWjV3Po2AZnHn6YtfXjfO1X/DMefPjT3Hvqk2ztXpqnboaGtg6NriSI4EKkBI0SghhoFooIYtobqZqU1yj0q73H1RFxGksEIQ2aUa1mRTVptO10VE2GBlEarLRgTKR2CQoxElWDT0KEkiUdrjl2C5u75wj1JG7UoiI71VC9QSIhfJA3UapFIW16ssxDzXLAU8uTnOuuuolOL6f2gsoMYiGUglaamavJOylJE3pLs0hdTssCQTCJoSwKjNHkWU5du7ng0xiLMYY0iboDpSBNbdQjKIUEtR+zbti2drJrksigmAjEpA4YbaKAV0fNiasDKIUyiqAVpnFrlVYoJ6TGYhKNDwFEE1zAh2b8iWB1FHsEcTgXBdxBGuWmiroUdEyJbrPcIC7UoQXKDehoCPoDZFkE2a2XGp9qhcqqyfKJdLZWeq5H8SEyAijwLq6tjWZ2DlCCjqJoUJGxMfHztFGkHU2aBaytEYFZ6RlPKlytSLJYDiBJDFlucEkFeSBfF9RU0VkyrF6rSToBV3mqKRSjEdPNir3tmvG0pCgrSldRukCeWJTXhFCTGUs3T8lTmo0jJRhFYgwr/QEr6TVQG85OPs3OeIyaBSq/i/IWVzqqWUG3WmK1v0HZuZrx9gXKMqWWgPZC5rusZRusrB3jKrb5m+5fs7V7NoYxQhQG5xn0eposz0hsgpv5hlmBfj+uU4mJj/Nc0c0gjUp8JuPAfZMdZlOF3+vz1WmHs3YPk0G+vsSenTCsjlBUDyOqiqxmI2JGQdZVDIaK1VXoDSDpmMgKANoGbGLIkwSbROBvjcGM98FskJbHOMB8Ngg1zmUdnbaWBUHNw0DSDk6t4wChVVPrfaY0ToyGcds/XiszH4cCaNGNUK0N7ch8rYksZpywvhGwRj2RQusoFNdKQDS2daCCoIO0GAcrCq30PBQWJOq4jFFRqN5ERYwxc4a0qix1Zahrg3MVtROgxJh4LdMswZKijEYbhTaCUgGUjwBQXMM8SZOSHncoZ8A5jXeuYYqkma8w57PEI74ihAoJKlKYKjRONChtieEGBSEQXBVjsqRoMsQoFBalkke13rf2hAYoZTljtnsJnffI8i5KC6EzQEQTtGYy2sPXBZPtcyT9NYaHTlIOVjHdS4wvPURveITu6hrT3YfYuxDjdivrG3hXktoON1z9bG542i185BMf5K77Ps5ktgc+UrTBC3jwQRN83Yj+VNw0tCa0mAL2J1ATV/RBCA7EazzN4DkoJmso60AUUSniBkFoN9z92gno6MW0i7WYCISebBhFBcVqepgrj9zIPac+isI3C4ngm1g6xIyeCFRk7nW3PtZBrwsOMCtBWOqtsLF+lNmsotPJo5hZGQRPXdcECaTWUDlHmkTxaV2VZHnObFaQJilVXTahvrgZW2MQF0iTFCHWGBGBJM2axShBK4PoqHfxIRAEtPKRDbEp2pi516eNRhEwSuGb+260QfmaRvOIEUNqk0b3ZAgqkHdytIG6qpGgcWXNrCxJjCZPU+oQEKOxSUbtAr6qUdio6TABE5pFtBnQERMcCI/NA0eyf7lh7lopopg3imPjHxv8NfeU23kSdBsqjY5m1N/EeaNMBOWoGBRrBeQt4NTN+2LAWB91L14oZ4HSeaazWDfG5opOltDvd1DaUTuLW3akSujYnDSz2Cxm1VWuZlo6JtOCnbHm4lbNZNJoCkSwWtHPexzJOpwrdrm0U+FUSd6B5UGXbppS+JrZbMKgo1npHmXYXcLaKSt2E9M1bPsMV8YQV12XhKqm43LW9FFsHYHVXteQBoupLdkwZ2V5leOc5NDKUc5sX0JPapQWuh3o92HQtXTzPpnpo0NGT5e4fhnBtFJYJU0dp3g/qhrqCvweTGeCn6bc1Hkaw/Qon67PglVIv0tPuvzTY8/kfRffy/nRXTQxGXqpomsg68DaCqysaLpdg81irSlNTLm21pInGxirCExxoZqvaa1b0YyQuGLOU7Sa8RQa1k0a7z1I1EKF/TBjO76Uiv5aUBEM06wC0RnQtJl7rU4rastUDGs2zEkrtg/7Lk8EKEqDbhxVYghI6obxE9CSoKwG07AhDfto2vMxDZvTnEs7p5SJ+g5Mcz4SdVUiBtdNqF3SCPAdszIymWVVkVQVmUtJxaOVYC1oG/cNkVjuAHEgrmF/IkgJmsjW+oB3URcptOg6skoahW51Jr4mGE3woDAN+2+aq9OGyXRMBAklUIJyYJv7pJ5CDAqiceWUyc4m/ZVV8u4SWadPNZvhXMVgZZl80KW/dpR6OmUy3mZp/Ti95XWW1g6xd+5+cAXWgJGK3Yfvon/kaXSWVvDVDFeNyTsDbr3xhVx57Hr+6s4/5+GH7yU4hzgfN4EQ5syiJ6LkWjUecENLKhUaykxQQeOCo3ZNXDNoggqgffQojUS0qTSIjnQiEuurHEDgrQehTYgeuA+Ijwu9aj77yQRSNIphssIVa0/n3IUH2J1tItJummq/zglx/QqNqx29nsh60AroYJ6a2sA91leOsbq6gbWWopwgJgoYk8TgnUNrwbmoXahdm+ETF1DvPYmJmTVaa4pZQZIkJEkCKLxzGKNjarLNyJIoPEsSg2vCfb28Q1U6gni8WLJB/FyREBcsRTzTBsimSYK1CeIdKiVGfp2aFwicZ9Akreg24JWn8hXO1aRWkaYxndorHzONJOqmbGKo6hlFvR09PK8wxhBMXNR0UNF5asqvyIEtpUXl8TqHZpS2LInM/29L1MzXfWnCOA2trhutn/iGEdORlTQ2bjJtKNNIw9nMKahmg/EKV0GhPEVBTK91irQX6CiDTQzdjsEkjf4lWKzRpDZB4ahdRe1n1LWjclCKYwoUIdZfMQaSriLNQPUd+cCwXizzcHGRC5ccWQd8mKJEsM6wW03R9R7X2w7D/DCzzkl00HhdMdQV0lWYmRDEEYJDV5YeXZwaUPtdrEkxSzmZWsJ2OiRZxqDXZ22wTrebsjvypElgeVnRXxKyPCHPu/R0j5BmbOcXCUm7lkQWN3ioSqhdTDeuqvjjazjR3+CF176Efqmozv4NdV1hJSGxmluO38y57BK7D92PtRV5qkiSmNbc7Rr6fcWgb0mSCCgVEVQYpemYIxxLX0Bptrnk/4rK1Th9cDC0Y2ifCT0oYlVaoWRfpRIne4haLoks8/7xl+eMtOObNvSi29T5WLQzajUa4kRHPYtuxnOjLY9MR/NebVgxvnfAe6GuABd1MeJjyQmrdatgRksEKegYkvcNiJfm+9JoF5VpGEcV2RAhAoi6Y6lry6w01C5Q+1gnq6wrysrRDR6lAokFkwiBeF5BAip45pot1VxHiQJgH8CF0ISMZd8h0gatLJpYCoAQEO8IOq5FIZiIG6EBVSZq30TFUDMzMDkq6RGCPxBuf3T2hAYoWafDdLaLC8LO5inM3oDhyjGSTsb2udO4qkva6YPS9IardJdXQSI91+306QxW2Xy4x965e6jKbfLhcYzyuOmI/nCNtNulLEtGO1sMO0s8+5qvYrW3zj0PfoLN7UuNC9ig+QaRRvpx36ubP5AGJbeKbucjkyJtzFETbIhxzNDQfE16aGjAjehIGyrdehGRMdA6FrgiYhpUUI95IHy5m9aGfrrEqhzhyo0b+PhDH4xxVrj8u85XjwMvbha/uX82F6cw3yDzpBtZjySB2mFMQmpSvNQYnRJ8Rdoq3E0ECChFXdfzc9DaUNcOL0Kq4zjzrlk8icJUTCOE07pp3xB9M+/A1TXBB2ySxGwUG081BI/RSUz/1QJ4QunwUiMhMnYqgEkNWZoRgke5pg5ImmJTQ11FsOYcKG1IUoOymuADJjFoq6hrj0k1KijqMMWFEUZrnIoZCTFkFdM0lHokEI5VZOO1btX80FDcByaE0Cz0cwy/Dxp1S/DrKLCMse4GjCSQpfEd6krh3T5YDzAHqNJkyrliHvrHVcSQqY5MhUiN6CR+hkqaOehBalw1oy4LysJRekEM6AzSLnSGmqCjsLTTV+RdsGnJJJux1l9BRmtcDJeoxHFx5KjKGUf0kK5Zwk88ahzI+zl9u8Y428aqDtqmTItL+NrjjG8iEyEyYjohDwNWyjXqnmY4XKXb7aOMIbEdVvqHObR+DegdMrvL8tCT2BnWBBLtyAyEriWtPFUh8Xo0YKSoIkCpKhU1DU11A2vg6GCV6264mfrSHtmnOhSuiCnleUWvk/Ps47dwzn0AzAXyTJPnMWyZpZ2ovUr2Yv2W4JqdPGBVlxP2a7jWfi1n9Ge46P6aIJPIxKm4PmrVjJk547nvjs0p0FajIczHljQhkkhFt/qVA2EiiSJdkTa00zIoLRCI/weI80lFxi8yf9KstU1AScdZa5oQpVdtYUgfmfQ2TSok6BAz43TzrSKLotE6NCnZsY6WMnoe9oyp/nr+HXSsXojPPFWdMktqssRS2EAdYj2sqvKR/fRR12K0kOo4s6oQdS61+Ohch5hijzYHAKBuqjELXgKJMiidYpIcYyxKAipEBkZCU7072Pna1rjLSJPGFYIjuAJxHiFB2Q7KpIg/uDD/w/aEBiiT6RjjC0IQbNZHvLB56QE21k/Q6/VBxSqZad6jmEzI85wks1w8/SBBC8urRzly1c1IXTPaPIWb7tIZrKOCYuvs/awfvwoD4Cp2z54lT3Oec/PzuP7aZ/Dhv/0Ad9/78SgqnG94ihDarIw4qEWi9y+hpcBNjLMHwMdAhSjfvF5jbRP79z4WPlIxzS0u/DFzp8VFSjdZACpOOlGhicM+PvfjS2lKICFhmA85unwVD57/JNvTTeIGGOngNjSAtI5VnAxhvsw1dQeaH2nvkRKsSVBBcL7CZLEuSVWViPIUVczhDMFh0hQjUX/iXE1ZVFF9bw1V5dA2FkdTQqM3Ubjak2UdRALOO7TREUSomBKLsZRFgdI6eluEpk2CIahYg8UHH4ugyX7apa8b5kNBauM5A/hGbOiDpywKioJ5teIgDmMVWIUnVqi1SYqXQO1iK4ey9ExmmwQ9i9S8MU07CTUfaxE57Id1pPknNI/mFWdUS9Y3bFaLZtpfD4gh55pEiQyFabR9xsQ/WiMo02DzhrUMwvyethoC1WT7lCGCozrWN2tEtMJkKkxmBb0yZtkoGzeCWJuoYFaWTKdxQxcf67F0eorQ6OI7S/F1/b4m64JOAtpXJF5zjT1KGgJbRN1a4QOenOPZIXzSJw0Zqc/oJTmJgTwb0O0f5pxJqSYFlUxxpsRrhXc1YhSddI0NZ6lDSSfNSVIbdTY248Tq1fTzPnvFjLPlp0BdYDo9gw8VRbFHz3bRdYJ3itkMqtKQmAFl7dkdjalLiVmAzTplVHSYEpMwHHbJdJcXd4/zISlIjML24mZ6zdI13FTdyKzIMd0Jqj9C65SN5DkM82u5b/qHTOvTUbTeZCqt6hMcy25hOTuMN4a7RsfYnd1LR0KzVh/UjzX0hGpr9ajL/t7iXVG+ASYNzFWm0V3sa54ktEUtQ2RJiOGVlqWRBuCEBsTE0FIz1ucLRvxQ3T5SEfC2jCbEMGYUeMsB3YlFNeJVpWOqtdLspy034uL4mRoxmssYowa8a61ilpDVZKklSy1JGVumeFHUXijKmqKsqaqKrrMoG6s1Kx+BSagdrq5wEvVeWmuM0Wir0FZDE1ISL03KvsEmOdZmIJ7gZhBqlK8IWkfAIaqpDtiAM19BKMBPCdUY7zVWwKcdTJIjXvNY7AkNUC48fA/Hjl9JnmfYvMPS0jrj8Ra7O1sYbeYpT2maknf6aKOYjffoLq+zNBxSzmbYLOfYNc/kvFVMti9QjS9x+JpnkCR9JrMZdV2xtDQgzVI2z97LxdEma8eexgu/6p9y5bGn8eE7P8BDp+/BtSXW20qKoppBGHvsxBigQpRHRDULa1PwOyiUCijfiF+J8eG2io9qJkMTwIiDrold0mgxLi/Y9uRiT9rFSinFIF/iiiNP48z2jezc//+aMEJM2d7nXfcxfZsRAMRN7ACb3AQfmsUugoeYOWLm6YMqKOpJiUlj2CTJUqQOsYpnI45OsxRRgrGWgCNPYu2TqqqaUEzcab2PAtcQ2tBHk7ESmlChKJI0oU2TVsY0IZ64bHrvY2VWHwW/WZJgrW50GApxsUaJCGhjCN5FAXdTkE1pRZbbuPjqmHmjk0gn+9IzG88QL8ymJaPpNl5XYOI10I0wMGqkVHsB98M6tJdYtU7uHKBHdqNdauec+Pzetr/GNPIDAEY14kuJIDNohRHBhc8C/krH+dESNQ0dLy5mtQXX1LRQkXkppoHpqGavM0YpS5ooEh09x6r0zGaBqpS52F0nUaDZU5B0FARLmvRY6W5gc0dpd1EzxWDaYaW3gnWKLHimbBMc5NqykR1nYK/mipXr6edLbIaK2k1ZVmsc7a6TJpYH9x5kUm8yLZdjWDjMEBPoDocMzJDS74BPGgYoYG3C8dVVDve6zOpApyq5OJlSlZrZOHBpsodO+yzJkNEu7OwoOskKX3Hiecyk4s9GH2RSjwgBlpIuR9euw4VttkdnMAGq8S5DPeRZ/UOMsi2SJGHddOnbPmk65JrhzYwExt37mXX26LDO07IXsZJdxbnJp9gqHsY1ZEIiKcPkBvpqnSRJWE426IYrGI8smacpitbMXaWa/1phLAdYjna4NSCkhTMt89IMgLYacRvSbVk4FaTNNZiP4XZtiAMxzOsjtanYrTMzH/cNk6J1TJ8/CCi8lyZrKA78NjRimjkaw7WCQeNUkynU9g9T7XxoWkNo5toZmjlljCG1lsQaMmupbaD0ihA0ZS1MZhX5tCBPYjaPUoq6bKoIF75pv6EieDEGY21TSyXWU4m6l4A4h8oU2mTotEOrTA+u0ZNBkzTi4/XyTbq3myHVGHFjfD1DJImV2n2FhJq5OPNR2hMaoCTWsH3hIQarRxlkPcQHlpfXmY2ngDCb7eHqCmVTDLGMfPCCTjLSrEuaZngXyPvLOF+DDzjv2Tl9D3lvDdfUK8hWj3L42AbrG+ucvvtOxuceYu3K63naldeytnqYex/4FH/9Nx/g4taFpiJnk+0jaj4xYoM1T2jU36rJ1GgnoJeol1be4Jr0s9hrUM1R/5wBIHrZDTkYF/5w4LY/6RiUKLBKk5S68gzyAdecvIXT2w9ydvOh/TVGXb5VRhR3sGVBFM5G8NFmAMW/1a5CY7A6AZG5UC34gE4NyiisTajKitQYfAgYYzB4vMTwTeXq2PtFBGUMNm17TjQMSBvzVqqpzeDnqbvGGGrvcN7NxXOx6mwsaS4Qx28tIIHEWHxw4DVGm1hR1EkTN9a0BZSUifR6TLOM4y14j3jwGlSS4L0j1B4TFOIUoS4p/DZahahBcRC0xps4FnVThRWYZ6bt+7XNSJX9zaTdD9rkpPb4OY3f0vUtjhSF97HiKX4fwPgqhjmDKJRXc2E0SKshj/vHgc+jCRfNM4ACVBPY3YlpzXXhY3giiWdU103WUGhYHB1DekmiSHPoi0GR0bFrnMhuZthZ46J8hlF+lqV8QO47rAp0fM5F/RBT2cZ4T0LOye6VHFs9gk487IEUisQIiWgO9dfYWx0zuzClmEwxCaBKHDGjbDhYpXYD3KRCi6Yqa2yiWO33cDoh2C4je5bNaWyTMZkIezuewWrNlcsZ5U6GHudcceImvvaaF1Abz/nJHn/1mQ8j4jmZrPB9X/kKQi/nN+/4NWw148K9n2H5qltR61dwqJiypHus7fVYkhwk5VB2NW7lIpv6TkofOGqewRW9Z5KnS6ztXs+p6v/hKUAUKUdY71xPonN8XaGMpqPWUX6ZmAbbMGAHmLf4c6D1gYpAZl4vWquozRMf04abbLh47D6Ibp23FvzO/2/GWkz0UQ2IbtaRuTg30iZKiJtr6/8cGOO6Occ2zBMcSNBoUTijm55hDVvR6MliVEWjJEBbSbw5q9gMNtZBog1dEcNfxsSmtJm1ZKngRBCnqUXjRDEtHem4wGrB1xVGaSoXmBSeqor1W1QTYtZGN9lUZr9IowLvHK4uSZuCjCgbM4NCzAISFUBrgniUbydbDIsFN8G7KSHEytckXVQ2BNuJpTWfShqU7vAQxo0Yb52hLKeMOn2yvItRBpNlJGmXuppRTHaxxrB5/hR1VdMbrsYMhrxHt78UG5ytn8Aqw4VTn6SuZlTVjN7KBuXuJWabp6inewzWj3D4mmdy7t7PsPnpj6DyjO7hq3nmDbeysXKEOz/5YT5zz8cZjUcNQImbgkjAEQVS+LZIEE28rtnQVETLcU+NC3SkA/fz4r2WKOwK+8i68S9oVev7C/OTy4xWDFcGjPdmBBwnDl/BtSeexcWt07goKQcObJHtgiQyX1DazfRycAIBTVEWjPf20EpYPboWF0HnKcZT6rJk5dAyuEDQgNb44LBWU9dV07snLiwoIUkjoDTWgI8NBcuijkyKajyPEKK2xBhENHVTjVU3Je9ViCzHPGarFdJU6TTW4l0s+hYkpiwaFT0y19R4iR6RjQWraPRR3jdsTvT0QgBfeKq6xlUOXwl14dgZXWQqlzAmYLzCt3Hxg5tFvJDN92nG9IFwDbQ3goZ+j3dHgmJf6b2fktxmi7evDi72jNGtFoco3qyqiECWQkISAnuJi+CjxaPz04rZBzQhodB61h7qKcxEIQUUe0K3C1k3alyMaoCJibquuCFAYgWrLdqkaJVhjaKTZFyRXc+GP8xn5P+LoZEiQQXD0eR6jnWu55x8inGxSVJn9JI+VqL+LPc9+n5I4qHanZCZPocGh9kezTAYaj0BXRK0wdc1ohWd3gCnSiQkiPPozGO1IjE9Ej9kmTV8WTGdOkYjxd5IY/IVbP8Qa2qP6/o9rjn0dDZWDmGylBde95Vs7tzHPWc2yTqrrPUOceV1N3PP1lk27/8wSXeNbOUQvZOBw+chJZA7hTYGxLLkD3MpDBm5GVqWOLr0bLp2iNKG4ewYg/uOcumKh1DasGGezmrnOFqZqNkwmn5yhGf3v5mdsQG1xUFOc76eKebMyRxzSANMVDh40H6acTtG5yLYOD5iJWMVG4X6mHEjRHCyz/ypOevSAut2zLeLS5ulp7ygVYg1ZYzGNUVhgnjwgtcaCWZ+LtqouCY0UQ7Vsug6alJckFi8E2KDUJEYXm10ilprrLGkiaWTB5xoVAK6VhRO44is/axymInEVhRa4wMUVWwmKShsM0c1MX/Imljp1+gYEgre4SrBVzOCKzFpN07jppJ6syA1RShDIzuITHZo22fYDG26kB1GZ2uoLOqmRJV/3zL/CHtCAxTvPIeOXU9dTpiNLjLbO89k25N3VlA2JZRjXIDe0gDSLp1eF82Y8dZ50qyL0pbx2YfpL63gqhmd/hI26eC9YBOFzXssrx9lurvF9rlTyPIqSZKztHEYKXbZOXMXxe5FBlfdwsqgzz954W3c+PRn8aGP/AX33v8ZqiqKICNbF2ObLXoWFUVFipgq2eb+63aiiI2pWhK9RtVkowhCaDxsraQpViVNCKiN18pBZ/ZJYSKgE0Nvuc9sd8IwH3L1kRu458GPcX7r/ua7NhJN1YTQCI+4BG0p7HYrjGLNQMDFsuuB6J1rHRvsaYsHykmJ7cQKV0pb0sQAgbSb452nLEuSLEMbmsmq5pm3wceNO89zJrPYqTgW5VNRVBs82hiMsZHNkEgdW2uofWgWzQA6kBiDa1IPTRLj9t6Fpo2CoK0hSxKMAudj1pECaheabJW4CPpGy1IXFUURFw2lNbUEtmYX8MkE5fU8dt6KCeexeWAfdrQXd7+ORAtA1IHMnX3gHF+tWroDYD5+VRMejYkPSRaZC62J2TjjSDNnJmE5hUnwhCbYqeTA2+u42dm2foZmXm25msFkBvUEyg6Ufci6Qp7Hz8oyIFOYNALj1DYNFk2GMR2MScDWjNVpSn0zx811FDPHxfp+rKtJ6j6HOleyvrTBeTnKJ/kwuQzoaIOUFV6Evl5haNdRRUU1mWKylOV0lU5P2KtOM3GbmFRhdY+i3GO822WwvNIIGwXvCryforQmUX1SPWDdHEWXffZ2hb09cKWlG1bQrHPVSmDZJZzsHSKRhDzp8swjJ7l09RVc2i248eTT6aQ5/W7Ov7j1G/hAVbO0tspgvU+mjhOUp9g+BzagTI7VKd0wAKcoKs/R7CYOJ9cRqng/VsJhjqgb2A3nsGrAYXsD3XQJUk+6kuJRHOmd5Khb48PnPzEHvG3KedQ6Nc/RggTZB6Jz6u3AADwgdp03A1LM+xi1C4n4QFBNpo3ab4YZmW0117LNP7cd3i0r2aAXrTWiY90da5py91rhNU3TxHZMN9VwVWQ30fvvqzAo7RHt0CHgndCmuMWaMGrOolsUaQpeAh6NToWON3ScYloJszrgGval9iFWnBUIQeGaqrjamn3AR5gDLKOa7KKmHL7zitqMqdMRyqToJEV8FS+MboCKIgqGQx2vJU1tMJVCOkBnRxC7hk4HYBJiwNYdXDH+QXtCA5RpWXDx4mlWltdZPnQl2XiHyWhE2h3Q7Q2Yjg1pHfDlHrPxJZCUvLeMtVPGu9tk3R6D1XUSmzEb75BoxfGrb2L74nmm0238bIZZWmX58FEGq0fZfPhuxmVFd+UQ5srrIc+pts+yc9f/w/SWWTp6LVefvJrjx67izJn7uePP3s1DZx8EYsaOqEjTeQWmKeSj5hOsASvNKhvni26qGjZCKYTQaFCQRmDbsgQ0c1LFYl0S5nDly8S+QMSkIMkMfZuhlOCNZ6W/yk1X38rW7jl8KGjcG9qUbpnHfOKKc3l77zbAEBe+yhUEHaiKmmI2o9vtoLOE3a0pqU5wwRM8LHV71EVJU/aGyWiGEY9JY4M23WiftDIEEdIspZqV5N2UOtRo2xRE8n4uXDXWxhLw0rI88b76EBc/RFEVNVrbpk4K2DTWi5QAwTu0jiXoszTWdKjrGhfq+cULjedXVTU6i32EgniCErJeBF6h9kx2x+z6s+ikRoU4JmNWQRvvl/0xG/avr8h8IMej2vGnYrjkMhcU5nQ6RNCom3ePmEXIMk2vZzGp0OlJDLGknpGKAEMrQydVJBWUVQuW1DyTSBEXT4NgBIzXOIQQDHUpMR5voepCXUI+U4SeoupA1RFyH1NksywKkFObYdIUZWyzOAszOcNZfzeH8pM8rXcLya6mmJ4nZcBSd8iqHlDswhXlcXpqKYoLiynWdugnQwbpGpgdkiWLaEPqO3jGXCruZtefo9cdMqxOkI7HjIotcttFJVFn5LxDTEHSSekkfZRPWE4O0+Mq9nY/zngSWNJd+jpjVhRcs3QFKQlry+uousZNZmRqmX5yNdds1FyZLeF2ZpR7M9b7y9x88jngHNubD1Kd20LrjKy7hK9rsqSD1oY0QOEmiMu5YvAc+tLFTXYRMjp5F7sWwxsr+hjD5Ag61+jUkRjAB/oqa+qE7AMLocnkUZczGC07otpnm8yZ+Yhq2bz2dyLAiU+r9iXN/PIRfKvo8OmWWSWCcf6OlbMNtUTZUxyzsapq7Itj5t+lCREdKLQpzXsroxvw1YhmUc3ci9l6qnGsVIjvpY1BG9sIWkE1ld1MKnRE49D0as2sEsZlzayIvXasanQigX1AYqLY1uhYSE7FoAsKj9ExAUNEmpBvoFQjtM0QpTFZjsI36f4G0U1ekveNJsrFvlxKIypDJ0N0uoLOhuik16wJNeGpxKC4agb0mOxd4FIx5fDRa9Bpj8nuJnvFNAoGPQyGG3TEsbu1iasdojR1scfFC2cIQVhaWWXl0GGmoz1qZ1i/4hqmox3K6YjR5mnypTWGKxvooye5cPZBqukeS/0+9shJLoYSnWbUo01GD/wN4egNDI5ey/VPu4HhcJk7/uKP+PQ9n6AsiuhFqhDTzCDmvKMQbfZpc9nPOYlaz9B4hm17PGKaV9P8SgvUTfxeNXH4NsPhy8u+ULCkqCshTWCwtBQLdlnN1t4WJw5dz91n72y88P1Ml4MC2cs9+Cb8M3eyDMErylHJcH0JUVBWFdoa6qJA54q82wMDofbUVY0xNmZpTCv6/awpphSIdzRm0ngBPysoZjNSH3t1GKWofUBbgysrOr0MlKCVxbmwHxs2UQtTuzoCEASCixlrSYpWbZhGEUKs55EYi9bgQ01QUSMTM1MCUgfq2iFGMIlFTJPO7mJMvKoc1cQxdbuEZDyPrRvdLIocHFARDLReYfAHalCgD7BU8b4duIXzzJ3LRobIAbAS3351xXLtSsbMgSiHMoJNhaBD7FQcFJmyWGLabGjBUvsZzekqLRitMUGhQ4LzGusFVcQK0KEANwXXg37dx7qacVmiFHS7scKothk2yVCJabKXwEtNEMeFcDcX/U3c2HsG0ruWMzs1iWhS7zj7wF/yt5/6a3r9AZ2VFLVyBFRF0u2TpEMqu06Fo3e4izEDZKfDtjrNpfphLu49xHB8hMRtsOwigJXaIUpRMqUspyQakm6HJM2RytBTAzbyayirDnU9pdfNQBznRpe4auMYqyFhkIKrL+HdEiFRbHSPc83ajKTwhLLAT2bkvZyrr7yeS2cfpJoFpttTQjXFdlI6nSFZb4AoIUktVDlDczUn0mspt7c4deournzmrVg0kzCh9kKPNTqmjyFgEBJlECX46QwtZj5ERO2DkVgMTe0PHwX79W7CnC5rxasxSzLO5n3Ash+WnItopal+rKL2Q4uAbRiNhvmI+GZ/TOoGOM1HdPt3FZlMbZhrQ4xRGB+b87VIWVqApSMjGdP1aZgIhRFN0IrgPVb5KFANcV1qu523r9FGYVNLTmz37dHUXlPUwqSomRZVnOc+Zh46J1S1oHx0ZmKtH01iaVifGKaKp6MATXBRkF9MZ8B2TA7odNFWYxMLNkVZQBmCrwhSxpIHaIJOCDpFB4NVBmMyxKSN5pIYR30M9oQGKIPeErPRDr43QJuE82fvp9PJGSytsrN9iaIY4WpPCCVZkpF0ughCJ1/CGMWsGLF1sYrZ2/0+3f6A7e1N0IrDx69mvLvD3tYZit09ZDJmVo1JbEIIcOHhB6ime5Tjh6mLPXrrTyMUBfXFu9kanad35FoOrxzim2/7Vzz4jK/mrz/2/7j/oXuZFKMmaycu7lrHvP12+dehSVJWkR4HE+nMEIvuSNjPilBBNQXJ4iIfUPPGbk+2OijGGPIsJc1SZtOSYq8kyVKOrZ/k+iuewdnN+xlXo7nHLxLDYgerlwJNKefLqVuNYXW4gfYJ2sSMEOdrcB5XebqDLt7F/hveR3aqCiVSRcBikggQrLVUdRk3dmOw2lJMZ00TsRTT1lVQiqp0JEkHQfCujr1wnI+9SbTgfTUPEcW6Bcx71KiWIlaBqi7Js5QsT9FKUcxmeAmx1klimz4/sdu2WIVKFDozKK0opgWuqBEH5aymHJXsjM6g7BQt7cJ+oLz9Pks+D5OFA/oSpKHL28d8FhZpj33E0Jy7vvPQUD8znFxOKMVQB8WsqhgX0yZbC9JKYb2J1fiNikWnmgym/XOMcDEz+5sKQWEVJFYTZkKYQiiFMAORPoOOsDO5QOgrwDZN11JUkjTsmJo7CkE8MznPQ+XHOZlcxaG1k1STEXsXH2J3814+9um/wAVLFgyb5RmSyrB0dMhSmpINVqAu2Cq20NbRW7LUVvChpNoJjKeK1eo4ulpGd1PyTicWJPMQmDEuz9MzA7pqHWvTKJjXOSeG19PPDnOJB1g2GbNiwi6WtIZsOkUmCtUZYDsJNjesdFc42j9Cet4TZgW+cCgnZEsdklGHNMkwq8fZfPhTlJt76NUrSFONUw6bWq4/8QJ624dZckvsnDvNcOMEeadPOR4z0yXKWfIwRNUFvhwRTE5dOaaTGW40pbe0SpvyG0Mgaj6HadiPA1xbM1RUO3HBN+OM6LTNw4vzcdsCDjV3XoSYJRPamlU+htlVM7laMfdBPUq7ZkijFwzCHPi07Ikxsbuw93p/w2/CS6J1U/GoQTQNi4KJzIUNGuU9ynhUpfBeYJ4KrDBNZVlDrIOvbIpJO2AsDk3tYVZ5ZkVFXdXUdYWrKqrKUxSBsvI45zFITFVODFmqSJNY8do0nZiVMrFgW1NAUiaTmDHoKtJOipIUhcdLLCzqfUUIRQPCLF4MAY0XM9emzWuutIvXY7AnNEBZP3IcfMXFc6cIOtaBGI128dUUk3QZrh5lNt1jvHWOmTJ0eusIHl+X2CRjafkQk70dxntbTPa26PaXYmqwr0jyDv2VVbRWVOWMyd4FpIiFh6rJiCQVfCGYMEMlGkJBd7jEyI0I0wvs3jdhCwUmY3mwwjd83T/n0niPBx++n4dP3cfm3gWcc9S+wkmThSAOtKBDLAYVF1jadbWpJhtDA7EwocRKm20lWx+ByZcfe/KFm1LQ7eTMxhWdbocs61L6gsNHDnFsfDVHVk5w/7m7EB1jtO1r9rNW44PWG4Lm+ur4/KHhOlmWR6FrgCRNmY1jn500s3ExUWqeMq60oaorgitJOyvYxFIVFUIUsWpRVGXVUNRxcSmqkl63x2xa0ut2cD62OTAmoSprEmvxvkY1rleQQF2HZuOPglpj4rn4EFMGrdUYC66q8IBJLL6s4rLepC/WrkYnUcCnrG5KWvvIqpQON4lVKitfMKu30Kmbp2JGrVRTDZR91in+2mwKc/eyYfY+69rHxy262X8ubgR6vmm0uhQRIQkpnQTSJKDIKZ3G4qknBXXqMShMadEOrOmy3j9KUZ/n/N6o+VyJYVAFtYIsBILoRm8QPclKNYAmKEIt7FXCddlhtmVMkkKadEiTDom1KNukMjuPSOwmLQI6BCblac65Bxh2e6wPjzO5dJ4HTn2csxd3OLKyga8difXsjjfZKi6wkV1Ht9eHcondEUy3trBJStJdIlvuoi7meN1jo3MdV63dSIKQDzroEMvvBxuY+TFq6hn6K7A6xVMRnOf48BhPO/I0tjYvcd3KdQyNwXvo9IZIrtFZD60MrqhIuimdtMvhfIlETQhljS9rpI51gQZLq1TFlGyljz8bmJUj0t0xvq4QC2Iqrj52jPXOMu7+XXLVYbC2QZInaDS9wVG644c4ll/P6NQZOkA3P0Y9K5huj9GlRxPagdDoT1qdkz4wbtoBth+SnY8hJY0jd2ChmM/4+D7aaNAxPKHCvk5qXielrZQkUcvUJiC0hdqaSdwGIWNIsvlbW/beGIM1hsR6go+C1Tnz0tQNUtqgjI19I5SAUWhrMEpjJBbw1DbWdXG1m88P3WT/qGaj1zZFJwlJ2kVnWQQGKLpeKCuHq2vqqqIqSopZyXTqmMyqWLMpOBKrSFND2nTbThKDTS02TWJROmIT0nomVLUHCozVGOMxOhC0oLyLqf9SEXwBWqOzIUEb0AliOniSWNpe2eY6hf3b8yjtCQ1QiumUK664Eh885x++j2K0jcl7iCism6HKKf3+CunGFUzGW9R+Gi/8dIRKLHk+oLM0xNgYcimLGZ2lFXAV5WRKL1+it7KKLaYoJXS7Q4piylR3CErhvcbXa7EldzVlXI0wWU7SXUFGe0g5pRiNGV+6m6R/lPUrbmL96bfw1bd8FcHHmtLndi7x3g/8EVu723ixzHMuFagmLBGBShQ2hqBQYX+hFdkXZB20Fu0/GSxudgFrFGlmcaEm62Ro1Ucqz7FjJ7ji+NM5u/UQpZsRDtCz7XwIDSW7L4E4uJAJK/01tDaYVIFtWK3gY88MHdDGIF4jRvC+JG1SkNMsBQJlEcMCtgmraGPQaGpfY7MkAhdtmOzNGqV7QKmmIJtWaBOr4qZJTuXquIGOHa6sQYVYWr2Tgo7VG2vvSbKULLW4usa1aV8YkjTD17GfT1VWMR2Qpn5BULhJSVWWBCeEutU0lOwWl/B2G2PAtSmbc9m2sP9fDJ/FBKNYsG1+NbWO3++yodeKZNv3VJ+V+inzjSXqhzSqSpGpxvempFbo2BQrywRV4ju7JEGjvUJqQz+/huedfB4Pbr+Xi3ujhmWJ7I8OUatViYri4EZMHFRAmZgFIpmQdBVqydHvrnDl0jphWLE07NDpZqQ5KB11H/VWjVc5ZqkZOwHS7YLx5l2cPbTKsZUTrHVX+cTeXhQm+kCoPSSejk3YKy4yY8RK5zA2GCgN07MjaudZOaoZdIcMhyfx6Tk23SVuHQzp2hxshdZQ75WEUFHrCVPn8TNQXYu1QjkrWU2H3HLs2YSLU25av57gK3p1Ta/bw6YZSZ7hq4pqd4w20E97hCTF574pTx6wOiHRKf2lZXZ8TZpnnLz6WUy21khlgNIJaIdasuS9Hjok7Ko9UpPEtFPnMNpyeO063GzGkewK7FUdvOyglKKuHL4IGG8vy6ZrBhDKNOCkrYDW3Mt5Y1AaUNxQe/vyp/YXPQf5LRMS2Zn90FBcYwPa2MgeNDqSNvOHdr40z7XnMV+PEKJcOfbrQhSJNYjYZkzHRrFtLRNRGtEWjI1ZUDoWPjQ2iVk8CEYktixpwlLe+2beNN3OG4bJ2FjCwGYJNu+gbIYogxdF7nxcD+qKuigo8oIsLTG2ZGo0virn4agkTUgSQ5qmpFkeWd5GpxJ8zPrxVY2bd4b2EBziNcpGTkp8dNJEBbA52g7A9ghmCXSOiIkOs20dlsfmPT+hAcrO9jmGwwEra8dAJ1w6cw9FXTCbTMiXVshNh8loRH9phSMrN4AIk71tdpqqoMF7RpcukPdXWVk/Qpp1sUlK0JZLZx5EIayurOPKuAEMVo+Q1wXKdmLbeGXJ+z3KYsxssoMqpuSdHsrmSKhJpEKqWHmvGj3EpbtHSLZG1l/i2mfcyoljJ+n3o6D3//zB/6KsqwbdC1p8UyH6s8QlqqEmW01FG28/8Ptn6y2eFKY0hQOlYjweadL7lGF1sMpVJ57OuUun+PSDH20628VNsw0/xPVLzTdE1Wy4yhh0sKz0VnEhkHeyyMJgGI8r0k7WLJAKkyYUTQn0UAq7F8esH1vG2gRrFXVZxd4XbQVZ72N/HtP0vPCB2awg66TU3mGUxnuPVpo0TWLoqCqpa8/MBdysJMksNkkw1pCkCVVVxS6/xI7KWqsmdT1mCDhXN23gwbkak1kICudi92KparyPqcVJYtEZKKNxezWXpg+iB7OGBWnQ75wZ2QcVc2sBy4GsqDmj0lz39sCW7g3zQct8wY/3hQPvIdTeILtddtw2nY6nkwidrM+RoQFVUOsU7TXa9DjWfybXH7qK03vs71HEUKkX9sOiBGogNnQVdKrQiSJfUnSXLcurAdWH4+tHmS7v0O1bktw0mVkViCWRLroCoYipnySo0qAugqQlelCRactkVjYsV0lpIVc9xJUgns3te1k9fgjvSsAQioTp1hTT2aKzscrG0mH6gx6Xxg+y4y9xqHsjdSgQU2GtwfuC0o8YVWOunIFyisR0mPkdjKQ86+gzWNkTuh7KumS52yXNOuh+hrGG4EBNKvT4NPlKH29Tqp6JXWclYCUWszbdHvlsjJo5BsNlVFGhkwFpllGpGpvGBUdrwXQTVCdmHvqixhjDicGNDM4MOLxxNWN9ntnYR4av0GhncNqgdUrLdkSWIVY0jVVX9b5WrNHitWubUlHPN6+dMhfZtrVMGqCr24aAMXyhjWqYjwPi1maOamMacNSwKfP6U5eboOaF5ERHx1EjWGwUvpv401aylmb9kqbBlLIJKN8UPjSoJrNGEPDRvWrDuc45IiDTcyYnhn4SjE2xSY6yGRiLaSqR+8TjXIW1FmssSlkk1kSn0oA4TGJIUkuSpSR5TtbpkGZZvA5aN3WaoGgyCmNkyqC1bZyJ2OVdKxPLGFQFonbRZgkyC8qgRDfOc4AGzu2vCY/OntAAJQBVUTDZ2yUfrrN+9Dpms112L56lns1w0xlpnrN98TQX6opur8/6oSvIspTdve3Yd8BVOF+ztXmeLO2T511EBQZrR9FKc+nCGbr9PoPVjYjJk4y0N6C7lJJ0MiRs4MXjZiOmu1t4N8OaBBHYGV1ETE3aUZiiwrsJISimu2f41M55xjd9NYevvIZn3PgVPP3OD/HJ+z6FCwEtLhbSEk1QLpawn9/e/ToqkbRnP95Ks2c8ycCJSFMMSRSBWOkwMZZEa2qXYOqKo6vHuerw0zl1/m7G9SRO+FYoSbuJ7l+jeUYKkJmcleERsiTe06AUwQWmk4q1fh+tmpbxBhIfL/x0XEEQbKZJ0oTJZEpR1mR5BBSu9lRVSZpF1yFJYh+KNLOkWUJZlfOwRpqmlGWJqx2I4EpH7YROr4NJmnuqhLouqasShUEZQ1kVc7o5TRKUUhSzmuAig9OmIQsBazRiDFVZzbNvlGlAQxnYme7g0kskScBV0lQ5brwkOYiAFfOiJU0Wxb4AUbGPltkHHQ0QCXNX97PYPpgTNPGFilIcplij8heYVjXD7gRkSKb6LOcjgvRRM81Qb3Dj0Vs5upRFpqgNPbXnrlrNlmCVpasSRjoWkUpSyJc0K4dSltdyhqs9ksyx3FkjHQZMHnU+ocmaUzqQdfskJYyUj150YglZgssMs9ElLp6qCdNLjGdF3Kw9KIni6GlZsm4Co71N9rbPo4ASRadzJeQllZ9i6hlLvQ7D4TqiLGU6xemKLh0KJ6Qmx09qdvbOsV3tcW33Igw9adIBVzMdzbh6eIx0Y5eHzt1PJ+txdOMq8kEOXYMKCqMsqUpQ22fBTamXlsk6y+0Vw1UePa1I0oxu0mG8s0u338eYPr3hGqGY4dMSV1XU4wJXFkji8KbGSYGpc1KTc8T3UGZMd5Bz6cIWoh2iwYWmC3eWYfOk0Zs0IGUe3tENk0AzT2NxStW2+mi7jStipkBTnr1BHjHVRmukybiKTQT39WdRjG4wiY0hWduCmX1mNTSlAObDsl03ZL86bfteQUXeJklixWjnAtIULtrPp2wL0Sl004Yl1kdpiysCJmCJBUO9j1XCY5gpoLBYpdHGokyCtlmsy2PSGPpRmqAj8DFKxQy25poKUag7NQpfFVHQmzTgpNsl7/ZI0xS0winwdU3otCyvkORZA4aavlW0dVkSQmVwzuHDHtrsodIZYiqUrvCuILGmKSTa1j969PaEBijnzt3NyRNX0s+XOXv6AbLuAKsTVtaPUk7H7G6eoZxuo60l7wwRDJsXTtEbrtJfWmHr3Cl8VaHSDlnWI7EWYxSXzl8gHwzpdI6RdAfsjbewOmUwGFJORsymIwRDmqRgDcoL3fVllg+dROqarfOnmVw8g1Ch8z54h1EpaRC8HyMJ1JMLPPTxP2d38zSHr34mt33dKwC466G7qB0EFDoEJLTdH2KjNtWgaK0ErxXotjdLS5k/jjfkS2jBe7LMYjKLq4r55upLH6+/6XNkOYKUT576KEHFQk7qso3vYLZI25U0kKQpS70VtNVNwy8NIXoh2sQYchDBTQsg6g7qYkYwDjEwHU+gUdxDZC5c6UEJoqGuK4pZTK9Ls1i51doYCop1TDzGaMppjas8xbTCZhko5j1EohbKISjSTkqSJFQuiuGUgtq5WPOk+YJaxzCgD56qqjESQVdZ1E0nYKFwZezWW84YVedJuyVaNDVxA9DSJr/TDKxmpEnMmmnDi63mY9+7ZR6abDPQ2m5Sc6DYChAlRqbauixE7ISjQKkOXdfn4myLveDRpqSnD5PpBJ0kkA+4ZvU5fMUVN9CzD1J5N4+QhvmNb9JBFeRJzlHd577kErWGpKNZXk84cnzA+qElBsOMfqrIZx2MXcIls9iSXoTQABJrDXmRUtoZmID2YPOYklzt7bA9nZGFktoFMhJ0iCne1ujYCsFPUWrI3u4ZdNKl9pDoZZa7KxTZHqPqYVA1w94yWvfp9BKKcoceh+nRQ3mhVy6jdlIulBd4yNzNdau3sLQyoNvpEyZjhmmPnU6HWgWWen1Wjm+gbULpyqjDmNZI2qWwKYxGhHxAZzDE6TiWxAWoAr6s42aXKlQC2WBItzsgVCVlGCOJIJVw5q57GD98hmxpCRWETlhGBcXeQ2dJswxCoHJ7mI6lDh7xGo1GLFEz2Y6tBpzIHKS0gqeo2VANAI76qJgJRNsJWUeqbP89dAQqyjTgRDcF0eI41cagrUFbi04sxhjmBdmgyQriAGCJf9qvityULWgYBh0UYjRI7GpudCwt0VaZneP0+c9+erVGxyJmxBCntgFjLSbxsbxB08pDSUwdVtqgbYI2CcrEJqJK6VgPSBGBlgEkQYkHSSOga65xnRgUsSlpmmRkaUaW5SRpDgh4h01s7PmkchRCkmSR/WnvS4ghHy0xTVtqjw8zgtpEmxUgFkzV1qJVbMSqLi/1/ajsCQ1QynLG2XP3obFolSHiKKoqNjnqLXN4aYW6nLH58GcYX3wI6XQYrq1T710kaEuSJqQ2p5iN2bl4mk53mcHqOoPlZbyruPDwQ/SXVxjvbpGlXSaTiiRRhLKmLHYJeUaSpHgfc9iHqxv0V3tUVcnWmR5ZvkQgkCydxBjL6OL9JK5EO0GUoSxmTDfPcM/WNr31Y3zDC1/B0bv+lr/+xIfY3ttEUSMta6DBNJ5r032nKZMcN5PQhHYe6wB4wpiKLcF7uWFSRmBhsg551+PHNYNsiZXuIa7cuJFzWw9wYXSJuffyOfQ5+0hOyPOcNM0wJoZlfFVTzmqyJCXPOk25eHAiVHVgNqnZ25ywemwN70MDODqE4EhUEjuM+kB/uU8QwdeO2pckaYYxumkQFkNBO5cusnLoEFppfB0oxmX0qrSnrkMjvhNcUYKxJGkHkxh8oysxSiMu4JTEdugASmIp/sREkODUHEjUhYvgQylq56iD49LoIoU6TTcJ1HWMnav5Si1NeIem6VqY/x9bCIUDoI/5sW3o50Dw5zJw2B4PzBv+tRyNiNAjoRTFstngYr1DIULpwSQZOotn2OtcwzXHnsM16yuMdj7FrCqjjkJFrU1c1Js9CvCmYjjscrjM2NEFnYFhebXL2toahw4t0V/qkNqEdCdFhwE6iepzH2J7gEDAWkNCQqYtQTuU6NgbRQvaeTwVTjkKF1gymlIKRiPP8lKP5U4em4vWI86cux+bDRGTElSFJmWoD+HcjHPF/Whf0U8z9HTKztYpbNeyMjxM5jqsZhuc6N7Ep6f3cWbyALujc2wsrdEZdPG+JLOKbq9Pf2WD/qEe2ZWWDgMm5y1J1mE2s3gzxZEhoUSaSqIqsU11Yo8RQUpPOZ4ivia4mk5vQJr3KccVdShiZdTE0u1uMOsUVPkUS0VGRjEbM5mO6K0dYjbbxYUCo3pIpVAucgkmTzDGcpDXjI5Y+8NcVNlm+szlSk0WpDQoWDWhD2mrqCkdmUbVVmptUnybQWcbUGKTyHi2ItSD64Vq+qvN14wms1ICkfWR9vmIspU0NXdMZFxt22m5mS8tvR3LTbRfWxp+qMlkQtDa7r+HtYjUzdxqs5R089OkvTeZFK38PzJBtsmICs3+0HwXpSisjiDE7n+GTVJsksV5Girq5m9IwABWN4UbgovfI9R4FbMLxTsIAV/VILsYTkOwaJNh8j5GCVZrFLYpWfDo7QkNUAbZKt3uAOUcu5tb1EWBmHgBbJ5jOn2WVjYYbZ2nk3eQyQWQdQzCdLSLC5q6KmIFz3LEaDbBu4Le6mF8WZCnGbuXHqaY7OI7y3QGq1SY6PFqSwiKtLNEMd5ltrfJ2voh8k6PpfUjrF15E1vGEcpLeF8gKmd47On42YjxxdPYrI8SR1nukg2WqWcjJhfPcdPJ67nqxNP4y4/9f9z9wMeZTkY44xEcwTcNCCUCWMJ+ap2wP5mfjGaMRktgOq3IB32qusb7QCdN2XOQ5DnrK4fY3TvClRtPZ3O0g1d1QwU31+nA9WmLQiHCUndImiZMRjOSJUOWZBSjWWyBSwSBVVOttZ4WeBfQAfKOJUtT6koQcbHOiTVYl1JTUZZF9DwCsf2CVRhrmYzGiMBsMuX9f/R7PP8l/5z11Q7VLHopSWKo65pOLydNLHVVgU5J0hSbRhFeXdcNEGjaJIhQ1XX0VHT0GsVqdBJp/brwVL5G21huXhNp9mlVslc/TL48I8a6o4eq20DJvPFIZJH8HJgoXAB/QPO2X/J+H2zQxOubq37g2JZ5iUyKbjapthtsnxWsTLH6EB0eYlKXmOmAXr7MpEwIasDa8BnccPjpLKUpF9wus1BE2rxhTFotgQDWQrCOKrFc3zvKJ8MDdJc1S8kSJ+yNrHc76MEU09SHSfd6zNSMoDyKGi/RA1RaY8VggkF0jQ6WRK9gddN1WsdsvKqqKFNLXVmSTsq49AxFEBxb4y3y5ZTx7ia2N8CKophOsUmfld5xztYPEaot+rZHvTWi3JwhpcL0uyzlS3SLVa4a3Mg1xX3smYItt8k02SHPO+hCYXqa/toyJ9QV2GxM7Sb0hl16qwY3DSyvb1CeP09iUtxwGRKLsSkmJWZxOAeli9ledRSFT3cdw/5SZC6tihS+UWA83bSDufZKtsIFkqJPqEvGkx3ILLZjuVieY7B+LWm3hyrAtC0bsow87c5FqfveVZvi3s7VlnEjAg8VQ55KmRjNEWlCOeyzJS1IaZgTpQ1GS+xcrSKwslmKyVJ00wk8VqCOANxLHfUwTRf6udAWYhPa5lTVHIFHylALGG8wTbpx2+HYNw0e42gMczAfvIsMiNZgDPPMI2sxzmFNDBH7ecZQe6VUQzA1zMQcoEREroxFeQ029uHyviJNNNL0PXK1JcptDG3qtG7OI/gck6QYM5uvFTRNFKOj4qOeqkmcDt4RVbM5riipitPYCpKkj+6vYCTEMvpKo59KacY75+7DnzzWCKYqdi7tMNg4xqWzD9DpLVF0+ozSjMrH+gH9lasYT0vyrI+YnKoaN12IK7TpgRWquqQ69yAmSamznNSmCLC7e5aqmuKCij11FJi8i0oy1jaO0SkmTHY3qeuaNE0Zrh+mO3gBxeQS26c/RV3OwBd0llYwtsd0+1zcvPwUq2u6G0fprh3FphlLQfHyf/LN3P/wLfzlR9/P/afvYTabEb3QRtEtsQRAM31Q0sRmn6wMilbYToYPnqBjrYKqntJJe2RZh7SXIVIx3Frj+PBaHuo9wNnJqbjohMvDCnP9SfO3QW+JPMmxWBQwnZSMdkYMljKUtbGcczFDKch7KVunt2PBIhOBQpIkVEWFzRK8c5EFMYr+oEcxrSITkhqcrynHRfS6QqD2jnsffpBDd76X7i2n0PZfYdOr0VZjyMg7WcwCESHrRJU9WhGcR+sIYhITFxiDioUJCU1Dslh+u/YuLriVwzkfAUXlCSic9uxMzmC6l0iy2PsmYpIDA6mpt9Ngocj+hBC7BIdWPAvzZUz83FNr61VIw6boOXF1gEGRVr5KDIk1a+xMBwYyQLSwYZco3EVYysjzIZkMqDnCseUbONpbIXEzCtkj7XvsWMVOxBAVss05BA1iA1ts8bTkOlbUGYINDKTHEX+S9fGA8fKDeFugOh72utgqoUrLiMKCNP1RHISYBlqLJ3E9luQE1nqyVON0gvEBbYWtouJYd0A3A5VoxBocNVO3TFcFinqMnpRYUTFTwkGXHkfVlZSp4ajdQOUFIznFZPMcm90OsnKS1aXDHAZurp/DZzhDnXpmZheTOHTHoJdy+skKhyyMRxWzvTGJ6aKo0NkAG5YYbByhvLSFZD7qbKQkMR10UOAD9WxCGWry1WXKXcGNKlQH8AGTgjKCygHjcaOS5GjOieGzMduKrXs+Q20qlo+vgU7Q9YCVlS5JL2P00IRQO3SWYvIEaw1tZtc8/EE7RtRcW7c/f3VTIC1qUiTE1hNxPEm80a0WRUV9hw4GbZqGfaEBmVlGkmXYNMVYO9dRqRDw1CgV2ZfLltOG6GnZlDacqWkqgIuAEVQjum2zD6VhHX2oEUnjGiQ6ird1w4Q39ZEOpjhra9Deo0PDhM5Tnfd1MrRhVZoQF9AUBwJjMOIJvsTogDUBSRSQUelWI9OwoME17I1pxLcdXDJjX2cmMVwUPOIdEmqkbSaoU3TeRSmHd3vMxlvY+jRJdx1ZOYr4JQhpJH3a7KZHaU9ogBJCiQols2pGVU6YTXdZNidBCVlvGZOkTPd2MJ0+k71NmFZ0Oz22t87gSHF1QQhC0mgHesMh4itEKowW9jbPYtMeWdohBBiPtlCSkGRdqtkO1ZajnIyxJmH10Ab1dMbu5kVEGbrdHr3Bcgwj5QNmu+cY7ZylHF1AgqV/6CSh3mB07i7c7BI7p0bkgw1Ic2aTbYL3XHv8Sq67+jX85d9+gA9++A4unD+Pa+KMXsl+6ea5nqKlSp+clndzti9tk/e6pFlGHRRiDDq1uLIizXI2No6yt7PHFRtXszk9RylV9FrUwWvTuj/xt9RmoBSzoqQXcrwLTHfHDA/3cU2aqKDwtaMoKibbBUsbHZTR5JmNGz9tC/Lo0dR1xWxqmE0qQMXKsE3/DiUKmyWYYgw28NADp7j5aV06h6IaP0jA6Ag8QojgJEljJo9zfk47hxAofdSnpFlGcGGeCaGVwlceVzmKUUk9qXETh5/WeFdDZpmqHQoeJu/7uFg1GThtcTeCoEKzCPoYtmrL87c1XKRpw9C2aFCw713SBNkalmUehmzvwoHfWy1Cy7ZM9Q5dLDk9jmQnuWS2ULYmtV0GHGOij7HWO8bAJqh6jMiM1RWYBGHromJSCDrMoRAQtSAjP2Jrt2B5sMR5v0XV3SPMNEu7h9FLBaPsNM56jBGqu0tmRwXVCdSuItQ11dSR1z3crKZGGMgJ1uojeHUpZkUZQ6ZSljoDdsSxlGpq8VRlQalMFH4Ou0zCFqOwhRobevQa/YDGV47ds3ss6R6DQ6v0TmQw2mXzbz/OPec+yVU3fANf+4wr6dsV1ssNeoOT9DopwQeccdjlPqqf0s2hnO0x3Qxsb58hSXpUu2NWj+RMZ3ssHz1OsbXN7ujh2KW2rqn2pmzvXWDp+ucjVSwgmKSafn+Nejppmuu5WIVYBf5/8v7z17I1z+/DPk9YYee9Tz4Vb9Wtm2/37e7pHk7izJAzPRxSM2OaQaJNCIY9ssAXBgwbBvyO/4EBAwIkw5ANyYRgChIojoY0YYkTeqY5odPt7ts31A2V69SJO6/8BL941j5VTdEkGxZg9nABGyfUrpP2Ws/6Pr9v8kriKoMvPVLDZLxFPp1S1SUyyemlmrh3ldQUWDJMWRD1YkxpIA0hZaGT6vlU4Tk+aQPV2tFwuEmKtmlYhrj5zQSFoN3YTF7YCFeVB9/miLg25EyCiqJg040DRS/UxkVDqLJ2JmwFfRsH8MIaJAQh1I3WKdhOBDaOI+lBCBsEum3Zp3Nt7pAPjpbQcr8JkNyIy0VL5weaC9GKeLUMv5sndOLIGIFs+4A2lH7793OGYHkGoTXICCHDOalkcBx5rRAyQUUqTFx9mLpaG0oOJSBVhI5ToqQX1qtWb4IHVxu8d5dN7GiNiEZI1UPKGqxCVhXONNSrE5rVKXFvgo3S0HVmG36U48caoHR7OywWU5wtSdMJpmNIdMx4vENVrpFigI5ThJBESRcpJLWxxL0d+r0ezjTkiwWNKXDeUNWGTqeD94q6LPDWsZyd0OmNiaMUYxtMtcADUdrBNyVFvuD89ClSa4ajUXBoFCWrRcZ45yr9/hiddulP9khnO1w8fI+mcUgbBLTJ+Bpmeo4Clqf32e68TXcwxtQFiSuYpAm/8M5XOBjv87U/+afc/exjiiK/5DMlYHxw81xmSvwZPCQh4llFKoxFFSEPxlk6SUyWrRFKkCQpw9GQg8k1Jqd7PFs9ab/CZoryQx/ikCRJglQaY2vq2iCEwnmBjDTWhDJGnKdqKopVhTOW/nYH4cBZT1MH11VTBStvXpSk/QRTCayRdAehzrzJa6IougRMnbRLv7PF8eICev8OMrqKFyqIAL3EVg6hwy6wbmqsNQgh20TaYGW2ziJ8sBcrrUM9olJtd5ALAMtDVRlMWYfYezwNJWv3jLi3BumwTdCauJYTvwwC9DY4enz4G/i2BTn0BgE8p8o2b0IH0maX+Xwa47xvKTcuNSrhNRF4225621F5L02pfcmWHTDSbzBVD7jwK3IPA/0SaXqTYZyiHNRmTVZMGQ0kjQy5LeZMUORccp+tbIG6NqzR3FK3OKkuWOsFCzsjSrtMFjcpBnNKfYGIoJ9ts1g8wyoTAtJKiziJaJzESomsd7nZ+wJjMWIh18RxF5VqOknE1YNd8sePsL7GNp4mtpRlTlbXTKItpsURK39B3GyTiJrKVGH3bGOu7r7M6dF9mqwgHU3ob034+vI+M7fDl/Zv4VJHNI4Zscue7mFlDSbc7GVXQORxztDUBaL2ZNMZs+QJmojlsyM63T2MTtm98zL53SW2eoa1DUkywLLCY2lqi3IWbMNguMN6aRB9j+/VZE/PWdTHjAZXsKsKkYITDVV2xvTkMd41KBGTihtouqzsRXjJLWAVcTfBeIvzDbVrNxCXy1bI6vWA3Ciew1lCS2hcvk9LuYRHyBZxLkxWeAGoICVaqbCBkKIFKAHwS62QQuOECHojL9ogzIBuN8LtTUfPZXS+95dR9UK8KP5shTOtTsQL2WpQ7POsKqnwQuBa4ajYAJDL6yY4fEKxXjiHpdAINN6pNpjTX+rBhAxaEe9qnK0Rogl/A91FtD+zVBqpLJHqoEQXRYyoK3xTIAi6tM31KHXYhOMsRkmwDd4ZnPF4bcCGElUvBMQTRPcQL1OkWqNdCJrDlICjzmfE5To0InuFMxU/yj3qxxqgdHoDoiRhMtymygrmZcbF6WMm+zcw0zOybI13Fh1pqnzBbHaKjBJ6g21SE2yiUdrDVSAtlNMzTJwQD3p4I1BRD91UzE4e0R3uEilJnq8xHmTREHXHdPpDTDHj6Wdrir0r9IeTkFWQF0yPPqO3tU+cdFFRys7+HYaDHc4efcTZ4+8hnKEzuYYH6uycbP4EmfbYuvYqvf6YnfGI3d09DqWmN9nl4PAG3/jG1/neB9/l/pN7lCZnI6wIvP+fwfyTzREUoaRpTLbO6Q17dNOUOq/ROuyouv2EPCuYbO+wNTvkyuQ6J/kznAtaEu83vO1zfYTEY12DjAKIMNZiS9smyjqctVR1uNjKomFxukZ3JCrWRFFMVRmKvEIJSa0sJguFgAhJVdbtZki0KZEaa4Pw1dgGbyGOeszNGVHvdRyhp0KpCFs3OB8ai42xCOFDVLUMN3lrbejpeFGsR5h+KMBUNaZuqKuaKqsxRdDsiEhghaew54jkAq1rjAvgxLrglgoPRzvRDXSODb1W1oqW3rGB4uE5bRPAiPihjy8zUvwLdssXF/P2OUJsNC/hX14avYWIF4ipYpz2GDZ9pibDILiafI5kdIOujtHGsy6X5HVB0pGMVIT3YTd4diqoizBxVG10usGRJQ23B69xf/UZJ8WC4+SIyjq2mj1G62vMu+dYaraTLWZiysyuQ/ie6zJRoVemjPbYjX+S2707+PICnSR00gndYUIUS25ffZl7Dz7hbFkjopT+8BAbd1mcXrBzxTO/WFMODdpHIAiWcRE2HFEkMFVFdZFTjNeczu7xyemU669+icODQ5y12I5h69aQ9XGOqwROekzlKIrHzGcnDHsj6qpACk2Tl5zev0c6GFOLFHUtJUu6bO8dMqlvcPHJEbbJmIxuEgvwOIz3RAaa+ZJ4L2T90NdYl1OvC2ys8M7RTAN1YWvLxdlTimyJ7A7Yu/Yq/f425+tHOAW+sAgiaCRCS6ShDRRb4qwNN1JPGLMJuyFhN8OvUF+BunSDyLboL2Sd+DbUUoWSTvm8bA8ZKB2pZJtjKEO3TRvOpqRCSPVcW+Ha8//FKaIKJ20IcQugRbKheAJkss63Oq2QWLzJchHyhcJNIdp28DAdAR/ASyu8bUrLctnQ6Sj6I3WZ4SIIMfnWOKQwCFWjdIyLarxNEKpNGLdNCE3zJdL7dmIUI2SEVAkyUkiR4lQXJULoo6GdhPrws3ipUComikF6g5QWbwWuEViCnqURDagYGQ0R3WuQbqGkQktJbGusUggG0EJNW7dC6w0N9iMcP9YAxZuaXhwHHrspqKo1dj0D3UHHMUV2wcnTe0gt8WaNLTOSzoRydUbS3cIJRbczpslWxFrjsZjKsF7PcNaQ9MYIEaPiHtl6Qa8/IY4TqnyJdyWqyPHGoKVA6oij++/T6Y65cvMV0uE25XrK+eO7WO8ZbB2wtX8dlfTYuv4qQsc0jUfoiMHeddbTZ0yf3mVx8gkq7TPZvUqeFwil6Q0nyJPHUM55+63Pc/PWq9x/+Al/8o0/5vGjhzhThpErPN+1/hk7pAwLSpIkLKZr1FiiYolyGi00SVYFOiROGI3G9DsDru7c4P7ZXabF9HJ0EnZrrSKfUINuGkNVVNR5TW8rpVjmeGPDgiAdtqlDUmsN85MFO9cnCDSNbRBe0EkSQGCNJ19ldEYx0jqydc5wf9A6SRRSBrGbb4WcpnZEcZd1kWOsI46D88Q0VVgYI3XZJaS0oqlNmNg0IYJfaR12UEKgEJg6xE8b04QejqomzwryZYmvgojOKsfaXpDrB8TRItQjXO7I7OXucRMs56xvSwn95a7NWo917bRlo4h9YSpyKV+5fN9ffvz8bYtE3EaA2AKa9vMpW9zefpOnxX20LRnqPbZshpYRo/Qq4+4eqYigyVmtZ9S+QChH2oERtGN0z/R8UzMPUntwsHIrcH1e736ekodkoqZWjjjusl2/xKl8yIolQim6TZdMrrBak7ghE7VH7FOizhVeH/4EIwaciqfo3R5dJnRTAZHj1s3bqG/EpCKUutV1xry+iki3MRYWmSDa3cE0nZAQ2xTUrqEjIpaLc85XR4x9H7O8z9e/8/usTMpLr90hVh7lNGQQbcc4dYbJJFoMoIaszMiyFXLPU1ZZCCYDps/O2E0HmMRQrafE8ZDF8gQfC7b3b5M/C5MPgcBUliRKiUWN9jF2NifqaHSaUB0tiCJNEqXYtcWVgsaVgW5uNHFvm529Vxh2R5TlgtLlyEThcof3Gl802G6ErR21KzB11W4g2mvTBTv3ZYbf5uaOCkmwl9AlfM63OR3hIgthaCJUDAdth5BI6fDIAFaEQKoQQx/iVwI9Il4EKO3GZEM/yTbDQyDx0l0KWb18rgeRMhgYnHAt2RseQYgqguhVa6QKFnkd6SBeNU0repccnUccH1VcP4DeQIfJhwzXhm1zUaT0iMrTQAiAjFK8DtlQtHoT7za/d9yuIRqiLkI5nIhRMsURYZ3ANjpMRW2ga4XQocFYSvAV+AonHJtXyFqDiCIgQcRbeJ22YDHUbvgkQYggMJbxAKFTjDcYa0LWzA8RZv/q48cboCBJpUeaJXm5Iu1ucfLsY/TigvHeSzR1TT47olqfEyWSKE4ROAaTK6FToHFkiwu8d1R5TRSnpP0RkYzJZmd4O8NpRV3mCCBO64C6o4i6KHFNw8XxZ0SdCfvXbqGE59njD8nLNTde+xI7V28Rd3pcHN3n/OlDltM5u4c3GAwHbF95GWsM69UCi2D/5huMtq9xdP89po8/otcdYrt9nhw9ZVzUdAfbxMlTVudTJqN9hm/+BLeuv8z33/8+X//6H3B2foa3NpRM/Rk8PB5bN+g4JkoTyrwgTUPDrARkJDHGkHRSrLf0usHxsd3fYVZOA/fP82yDjZBTCFgVS6xrgqC1sBTrAus8ZVkSFTIIk60gmxc0pmGwHXz9jbFIBy3VTbO2nD97jHj4AKIJ4xuvk0YRjalwVdiZIaGpDSbzVKua3rBPYWqMq8PCYl3gsZXCqyBYRHjquqVsGtc2J4dF5dJi2S6mzhqccTRFTV0Z8nWJbf9vFEtqk1GJT0k6Oca1/62lqvwGrPh/HqRYvAk6lLCI+zBJcRt9yfMx/EYQu3Fd/PPNxj9sMW7hyAbIXK5dAt/ARF4n2k1Ynx1xTX6e2KxRUiGdILKKWFmqekpWLml8haFBauh0dIjeVoYo8SxWHmdCkaoQUJslS1vz8s5P8rnX/yKPzp8R2xgpNUNxwFX3Jh+7b2E1dH2HTpJipSGKJN1ll57ZY1/f4jA5IGlKEJ7+ZItBPEaaHEfDzt4B3cmEqChIO11UrLjetxzljjwrcL7HuL+PqEPyqilKyjInjSXrbEZRXtA5fsKDJ/f5/tkZe3u3GCc5y2JOb3gVmhpWXWzWUGcl3huMT4k7MS4JtnPrHUJFpP0+4vyEfn+A7grKZk3XLClXjmU252DrFo8XFzjbOjOsQw0VWE3c6WObEj0cIzOHP15CJENRaSbxVHhKjJZEdsiVq2/SS0fYMmdZHEFsEV7jVYxdOWQUI7zANg21L6mzRXCBbMCJeLFwMpwTkiCklY7L8r3NdSxQwbElfQggbCcXG3E3QrTTF9luSAJA2YTDBd1VC75tg7WhPdxai7fBghAoy3bm6rkMdNs4BNkEy3nfhhG2P3fbfI0SIVJfR+ERKZSO2iZyh7Gedd3h0XwAWpP2ygC8PG1YnQdsoLFcjWkMUnpcHeGaAq8D+GovuMtpijUVUsUInSKjNOSoeI2XEYII5UCoCOOhsRbjHPFlpH4Q2XolgU1Giw/BcNrhiMNGy+aAaZ1QIOKYEHADKokRUQ+lUza1z16qFy/0f+XxYw1Q8qzEGOgkAqkUxfIx5eqcWHVp6pps9gx8iUpSZBQT9SdEyYiku4N0lqK6oC4bhNQk3T55tmA6PaY/3kMKRb5c0dnaDpqEOme1mBLHMUpJiPpoLZCNpqlLlvMpO3tX6HanTE+eEnW6pEmMjrv0d66zfngXM33GPALMLoOdfZq6xDmLlBHb27vkvT46jji+9xHnj+8Spym9/k0aY1FRzPXbb9AU36HIL+iND0g7+3wl/jK3rt/kT7/1Db7zne+wWmVY49pgnj87YMW3oUcoQdpLWU3njCdbOFshYkkSC6hCoqO1DZ2kQ6RTtoZ76Nk9amcJic1BhLqhRKQUTFen1LYOnHcjyWc5cTe0VjsbYqabqmZ2viTuJcRpB+tNO3pWOOspi5zl2ZKmWFI8+4T+S58j7cahs8n5y+AnAF8JsoucdBgF26bz4Bucb3DWoXWMVCo4cHxw5WxoF+EFSRRjbHDlIIMOxWFb8VoA3nXZUGQVwsmwvGiPUYaoY5C2aBcy17pyRGsdDoBjU0a5maZY07p2rMdZ2lwQ3/LWcCmHfSHmfgNMNgOW8BpySUle/i3YACx/udZ779HOowvF7vgmUdWgqy/QU3NWOiZxCmk9zpwxz89xkSXOg4XR6hAy1ZeeSGrSxDMYOFZZqJ6PpWan1FRUSKF5afsGt67twqMx3UoHDUh8hzOeUAlD34wpzJK8tyIWAp1IUrnNld4tejKlIQMt0CLCJgahHdJKukmfaweHnDy+T9JJSQc9quIU7xvmhWCyf4txR7JOFpSzKevlgKIs6KiEyhpQgqxa8735GYXR3Lp6gFmekudLot2X8YWFPCFthuR+SbkuyRYRg4NdDI601yFLIhCK0WSL4+PPcKXBTSKcs1TNjG6UYI0lny/ZHt4MnTEYjK6g00fHvRCnoBV60MGdL8Er9GCAKufU9RpHg5eajttjv/sG3WgA1rIsnzGtjuj1tsBImrLBVQadSkxtsL6malYU9Vk4d53DWxvciPJSXt1q21u18ybtXQY7LrJNSJUq6KSkDK6eF3Uj7cn3/HoP/y69bycOAWQ467C2wZqgN7LW4UzQgCgpQG2C5AJxcWlKCNaUDTZgg7Sl1igbdCRCgVTPW8ED1dP+bFLijGdVReRuwEsHMBwavCsDXSRASI3WQbPiPe065vC2wpkC7zRSRK28NtBB3tQ4UWBlhBISoZIwjRUBzIS8Wk0Td6nLJdaa55pboYDg0FGqdR1JGZxbOgrBbMaDL8HVSJGiZL8V5MYI0cW4ElyOFCFfapPNgox+pHX/xxqgOFNRFzN8lVHkoRyp0x3hfU2vN2B1fB+coNvfY/+l14k7XeqiRMcp89MnWFOzmh6BHtInpd+fBDAjoWoMsttnvZwz2N6DKsV6g61r8jqjaRp2rt5mtHeVXn/I43vfpcxWbO9fZbX4AU8++Tb5asXhtZfp98dcf+ULLGdnZOszjGk4PT/ClSWTvRukcYT00Ov1iHSMiDTL0xMWp88wTcPhS6/TVYoo7nDrzZ/gwfvfYPH4PVRvgjCOrVGfv/AzP8MXP/clfv+PvsYH771PWVSXO9g/C4f3nqpuSHodumnMykK2WpH2e5imREjI1yuSfi9QQTpm0BmyN7zKIBkzL87ZmAal/OGdfl03FEVBOfNEcczqfMW1N6/iBSyXOTpWlOuKs8fn3HrretA44MEKnAycuK0M6/kck53Q27/B3itfJu10sM7gCTd1IdrnnRY46YgHHYyrgzXRlNT5jChO8UJRt0Vhss1G8NaihEQqQdM0WGMvmZXQH+JRQpEXBVXW0OQ1tjJBO+HDujAtTzH+CXEa+kO8a+2tzv8QKPGtscLZEIkRKiEsxnis8S0t5J53jbxA3VwKHn2YjwRtbUvdbErPLge9G5EsbOoaNlOYJEroxopIpkS7B8jzhFHnCkXao7sSaO0p3QqLJO2NSfN9Om7EunOKkxUqiuiJIf14RCc5oZMWLEpL6mLeTvfo64hemtCsG3ZGfVxfETuFbRoS1eWaeIWH9hN6VYfZWlKpCkWE8jE9vc2os4W2lqoxJHJINx7gehIjBXpuME3N1njM/ceCnbSD6+6wLh6yXufIUZ+bA49oaqzNsaVhPT9nnS/Y6u0wGlzlfHTKceeIB3nB9vCQg0EPX3pcnYdNedTB50uSRkLTIGVEmZVUiwoTARKsKnFOknYHqJ7C1wZTO3Qkqes1SbIijWNWqzmHo6v0+h0umgeUrBjqEclwJ3S8FBa6GhSo8RCnE7CetTsnsQPqtWW0HtM/mEBlKKoZT6cf4LuBdqhLT7OoQuGmcZjc4IXFyoYmqcIIsgUo4IP2SbhLvVg4WoAhAj0TtBkboawPN1XRhgxuLO6XDExL47QpqIL2+3kfnDYIjHWYJjjcvLE4Y8MGwPtAd2xC31rdrvA2UEpuo4/h0o0jpESh8ZEH4VqhbxCcO1PjTIwRm76bQD+VRiOVZtwroKWkgoU/TB5UpNCRuozxF66dODl72eYsNhMK24APWSVO1yjXAbUJSrTQlp9qqdFJDxl1AjXUTq4uNw1CtqDD4r3CI1DaYK1pwUmBbi3JoTFaBodzpBGNwJglrqxCLEQyxMcpbarcv/bxYw1QVJzQlBmNyLg4PUFEfQbDXeLuiF43JdWGTBiiCKwxeONRKkbrlO54l2IZ4cUU7xVnjz9mnvbw0hPHit5gl/XqHK8Eej5DioZsPidK+8SdEdYtOHv2mDLP2Nm7wnBylfnxA06ffEZnuENiDPPTJ1w8u8fe9Te4/vJbDLZ2GWztUBVLsvkUUxaspyf0X3qNk9OHGOsZjbbZmuzSTfvMk5iTo3uYas3+1dsMt/ZxzrJz81XGe1coioxyvcSqLmu5pFxO+Y2v/grvvPUOv/+1r/Ho4UOMMX8mQIrznsoYUuvRaUw66Ie+m9KgooioJ/Fn05Cx4ATWGHCWSKeMu1vMq3OE2yRNvrCjasOZjClwtabICqqiAa1wtcF4Q5F5svMMZyy9cYoVDcqEHYsxYeoxO12wPJ9Rz59y7e3PodMoWMGNwdTBomJNQzWrKPKCrWsjKlNQVGusy8mP/glJOiDa/woyfRlBACJSKoo8DxqcTowWQcjrCI2j4XcINsfK2EAfVU1b0mWI4wSnPOt6Rq2OiON1sBTSplu2+R6X2pMWqAQgAs4KrBHhrXUB0Fh/+Xz4YRDsWrG28JtUzs363No2N7pH3+oINrtPBLQ/kwe80vRGPYQ0xHGHslOTDsfofpfGTCldSW4rrDMI1eXKq++wmt4n8xcI16cT7UCkuZX+JUxyzvvyDxHRMUXd8MB7vtp/la3eEGE8du1ANGipEMZDo9nV11mIOaJZsVxNmdkzjJRQdOn1J3SlRjSOus6oTUPU0SRb4PCUy4wmKxl3d1jWnkaB7vXI5xklkp5Ysnx2jvEJy/ICUTk8EfPzxwx8TH+8y8HWVX73yW+zauDt7SH9WNCJPNOjj5kNDtnavY61BVl2Bt6RaI3SIliaa0deWBpRUeZztB4R9ftYa7CFIRr1MXVF0Zyhky1ElbCuMiajLbb6ezxav0fhh4y710NJnI4hcnhtUZMeeZEx7xwT2T6yGVK5C7RKEY3F+JLPTv8Z0+IB4+F1jNWYyuBMg+jGAY06EHGEEZ4mXuPlc92HwAUthzfgXUuT+Evv+iX40C0YaEWqiFa4urELwyUI3tyaJT7QvG5j7SVMOD3hmqoNrnEYE1xMxgRw4ZVnky8WZCeiTXsmtBU7cQnGw3NaykV7hHBt+JunqUPZo4ySy8Ay6xzWSSqXUFYljx8v6N+J6aZJsCq78DNIHaYZUkc4a/BNHX5HH3QjQiV4JxCixHuHs00IuLV1mwzsANmWE6aIqIvwitga6qRDXS+DyNZWOBuHTJbQ5IOg1fH40AEWpkAhlkBJidIJKu6BAGszlLA4GowtcCYL3WbREHSMcOZHWvd/rAFKt9vD+pJyfkY+XyK29ti+chsVRazOPqHTrcB9Sjl/QLH6kLhziNQjpOqyWpwgZBd0SplXVI1ltjwJi6Mp0PoxSaJJkw6uXNMdjIk6Q5qqJC+OUVJSljn54oLZyWMObr3FYOcGy4sn2KygO95hf/cGdV2Qr+Y8+PQDtg+uMZlsE0Vd+gOPaCqapuDk8UckwyG2cRSLcwaTffavvkQURWHUOzvn+NGHLKandCbbxCpGxV22egP6114ibwxPHz0Af8jZw884HET8e//uX+ez+4/48P33efz4EYvF8vKG8mN5OGiKhlzVRIlGxZL5+ZyDXop3oKSk2x9jnEUmkm6vw6AYc5GdM0gHlxeZ3cxjRUtnS/DeUeYZ0g7JZgVVWWEbg/MWFNga5qcL4q7C4fFOUjeGMstRkaTKKh7fvUeqBY2VVI0POSbG4qOwgCkFxdKwOsuZXO+jIol1oepcxwrMCqm3EHIUBHlegwNT12HMjsO4Bq+Dsj9WmrIy1KaisTWrxQWrxYJhfw9nFK4JVkurLKv6nNw/Je5kQZAoWrqm1Ztcil+dD/TNRpviuYzId/b5Y/O8TZT9xt2+0Z0479uwNy7L1UOJXzi8dxtN4/PpC23HR/hS1HWN05JeP8E3gsGwxClFKh1SQuFy6jKnyVcUWUmyc8A1/QWOm/sQvclP9/8qa3GPaVHxeuerXNFv863sH/Np8T5F43GdHrFIkI0le3YCeYeeHqNRWGfp+hH7ySGz1YrTi3OezeeYeBvpBnQGXXxt8bZmJS84Ug8Ax83kEAHkKierF+ieZtTXrExNki0pvKOxK07ufxMxSWh6XRbuAukdJquJPsnpvfcI+ZM/x6dH3+buw3OQMSrKuDf7HvWi4NFJhPzj3+Onv/DTvH17n26cknQmyMYQN5Z6ucYpQX6a45Rgnj2hq2p0qnF5gy8q6q5EOUldg1HnRNE1yqZima8Z6y4xKS6WiFSFEyFNQ2FpEm6qxek5s2bJ9fgaa1MRp30GyTauqXnv9Gt87/Qfc2P/taAD8SkuX7ai0qCRkw5UorF1Q1Y9wbntoJswgWbAbwL/AkCRzqGiMC8USESknoNif6nPbjVlgUd5gVB9rs3w4dzz7RoQGEfZAnKDbQK9Y0wAJ9a22Sw+RMbjBV62+hXvLksoNxFLvo3pRxGmNNIjZIxp4+Fte425DWUlFNZ7LrKEs5kgjTy9foKKQ6M63iNVivXF5aRUqRAmaTfTDiFxQoQoeR9S1J01NE2JlA6lSohrcG0po9RI3UVGXSQh/yROurhc402NqTNUlICKWmcUl1Mg0Tp8lK5xTXBReakQuoeKh+F5tcU3ObJV/ThrMfkFUj7B6QRvos2r9a91/FgDlFBbnTE/e0Yc77M6O+a0Okf3ekSdLr66oKOg8TW2mWGMJR1FjHeu0k1izk+eooTDKIvs9eht7xBHEdOLM2xThXCmYk1V5pw8fcDk4BaD0QRvLCIeMOhvsb44plguuffen9AZjNjau0JdrmgufGieVRGTvWvYpuH44SdU+ZrBaAshJN3tq7g2S2XUGdLv5tg842L5jEV/wGR7D528wWJ0Tl2uOXtyj+npI7YOb5F2BxSrDNPvM97a48q1mwgJSf+LnHz6XVZPvs8bt17jc2+9wdOnR/z+7/8+9+7do6mb5378H6OjqRoW52tAMY46ISW1tjSmadX5CdZAXVukklgbGi5iFdOP+8QqpbFZKzjb0Alc8so0mqY0GJejIrAmhBEpJSlXOcfPnrB9sENdGViDNQ1KQr5ecvTJEYvpmvFr1zDJFS7WpxyWFZUHlXvitEOZV6zPS9JJF9WNMMbiGotWPa7efIet1/+X4COc7oSbvAk0TiTbOnMB1A5XOoqi5OnRA+7d+5BHTz/jYnaOdPDarTv89E//WtjNGRtye0zFsnyC7p7hvHkBkISRtLMtxf8CreNsuC/Z9u0m2t5e6lX8pYNnk4fSsjSte0Y8vyFsqHYAH24cl707LrgypLxsEbkEO3HsqOuaQdpHxJK+6LFaWrQU2KjBmpqmLsimDzh72jCKXmWUvMzB+hZT2WFgD3h97wss9DkXi4w79s9xffQm766/xv3FmivDG/SaClMXxN0J1bKhSUs6cZdYSUTUYXuwRzV9yPK45sx7bm7fYDLcJdUJ0oZeF4diJ76CJ/yhrKvI3JKj6i65W9AfW5bFObbZQiR98otzqjpjPYywdUbRWWF6TaBAas8oTzBPv8833v0WF1kDyvD1Tx6gU8XurqKzNeHdHzzk9z66x/X9iHdubfOTL/0sbxy+TkdHuPUapwXNPEdt91k2c0xukHHoommKnNViiVBb7HRfa2mgcGNfNyt6qsN+72XS7T2IQkaHjyTrs3NsXdLT4OqS/f5reB8j0ppxfEgn6fNo8V1+6+5/ymRo0b0vIuUAV1p8aZ+HskkFurXSe8vF7DOM6QexaLOx9270TEH7oFT7PhIpNV61+ifhkcGtC2zAx/O1zV8Ck3ZS6De6qtaVRrjBe2gpzDZt2TwPJPS+pXXaQkCl48vz9fLr8zxsLUxWQnaRQmAMeBOuFyElyAgvNKHsUFO7mLtPI7IGbl3T3L66RZLGSG9wtcPLAIyc9wjncM601LRCSnU5uQnfX4EXWGto6hopXAhdswVSJwgZrMUhWj/oQXQCSXeIKVKoV2DrkBQrowDIghAPRLBjq6iDsgZrarypEG0fkJCboLxOCG1THqUFzpc4U2PKJbZegxj8SOv+jzVAWZw+wekzmlrgy3NW8zNc3SfKJX4yJhI5461DnIEyK8jLBl8tePD+H9Ad7HP1xm16gzFN06CiFCsSzp49psos3f1Dmqphdn5KXmTUxlI/+YzzI42OOxjn2dq/ThL3SKII5yrmx4/Ae7YObwZPeNLDS8nJs0eMx9uMtw85ffKApqwZ7Oyik4TlakmxnjHqDdm/8RJWOZSTzIs1q0VKrzdkNN7G+S1U3Gd28ohiNaXTHTLZuxpEViJENSvfELmCK7ff5FE2Y37vXSYvfY5X77zM/v4+H9/9kPd/8CEffPghjdlEDv94gBVrHcuzgjiNETR0el2UiqmKhs4wpspDN0i1LtFRsH1HUUysI9K4QzdKWbi8vTluxsVBWKm1wLe24HW2ZPfGDjqRVEWwnZ8fn3FyekJ/a0Bd1oS5gKPBszhfMH1ySpoMGR3uUs9K/ujd/463fuKXiUQH31jKrGR+nKG1IJlIFos5EkVkNYvFgrdeexPRGaJqQVE3KK2wVbCvC+lCngqe6fSEb737Db73wXe4mJ/R7/S4ffUOP/XOL3K4d5PBcIL0YXdplaPwBSI2SLtASo+xz3UheNFSO6IFIs8nKUGwuLEe0nZAydZ1IIJTrAUg7oXcE9ikb9LuKDc7sFZWKDYTk1Yf4MN43rVOoI2A0AMaBUVJXaWkQ00cpcRVFopAhyoAuNLgRUpvpCmefEZy4wZXxRcoOMW4BikirnZvM4nmLM4XjM0Vvrr/P+N0OGPguojsgryqiQ9S9LbBZA1KSrTWiDQh6u9SzLcZHY+QZc6k2GIy2UamFUu7YKRjBukOHdfgsSGQzVkMDWfNJyxWx7huxfrCUXcE+9tXyR98CtqQq4rGVjS6oB6U2KamI/YY7NzmePYxd4/PKB3EWrCoPP3I8M4XEv7a37rG//k/mvPNdwsGk5Jf+p9e8Nn7/4Rv//5H/M0/91dQabC4S6fAaQpZsi7P6XAAcoKjYbk8QekIrwR7+7dZUoRAQmdYecNAxiQ6DlMwLSjWK/7gv/1tok6Hn/u5v0iuj4l3uyRRF3/SY7tzjfPmHv/0+O8zt0/YVgdIpYhcj2a2QjiLHqTINMY3HoEFLXFecj4/B9tgG4OlCTUKL7jIpJQ4rZ7flFWEcDY8pKQtXboc4wUNVJuK3LrivPP41jZsjQ9aKmsDWJYtQLEe6+wlQAkloJuSv2DpF0qFTjApg4YLH8IafeinCkA8/Jx4GcTubUyAxKOimCjtkHSGoBMaq3g20/QSx3Ci6PUj0s4AFcfgDKYpMPUC7yw43+rFbJjoiAhxSU/XyKiPkAlexXgkznqMqVAqwqUlPnYIESGlDsYMXBDfxj3i7ghTjnA+J7TPmlaPIhEy5AqFZmgNwqN0B6lqnBcInbT9QKbNd4lwUQfpDRECL2Kssoioj1AdhIj5t8bFo6h4+uwxW90Bjbsg6TfIaElneEB/MEKqEQmeuq5orGZcGdazOY0r6bBCuTlnxyfsbF/DlzkX0xVnp2dcHD1gOX1Md7BLp5eiY4cuEqbnx5RlTTftkMYpi5PHRN0uSRLT7Y2JkiHT0xOy5YruYMj+rZROf8Boss9qOaU/3mbn4Brr9YrFgzm7B9dQ6YD8/BnL+TnV9VuMbn4Rv7wgySvmp4+pemNGu4eYsiRSmis3X2Z5ds7y4immKRmN94iHHdKki5ea6bP7OOsYbW+jZM3yyXdp1nMGey/z1V/5K/z8L/4Kf+/v/Wd8+5vfoqorflzi8eNOQhwlLE/WRNGQJAkhZuXaEXUahI5ROthYmyqMXzu9PvXTmqau6cddZuUMdSmgC10ZUnoiLbC2oSoMRWHxQlBXNUoK8qxgejGjsob5akaerbEuCUp45zh5fMb8POf1L97AecPWZB/nYu49fMC13VtEUczqomQ1XzEzz/j4T9/H2IaYhN5gwB9++M/4Sf02X/nZd4h6fWxpoY6xwgGK2noePLrHN7/1NX5w912EjnjntS/x13/1b3G49xJaJzSmDiVdhWWZZSBrTEexrheI6gyp6ja3RLS7U8HzNmLf3hCCYwm/oXvCON62E5XQwPqcwnG+5d43AtjNmNv75zbQFoBsBnYbkfKLgYIbUkcgLv+/956qqvFVRXGRk/T6iDgi7YcoeJGCUU1wNhWCOB4hkxppJWN9k4kwrKs5RbYmThL60RjDnAePH/PW629xfRRj85rMRMhGA5LeYZf8HogonGuql6J0l3K8y/Wda5w2jkGcEvUktjrlkycZb33hVZSVuFLSuEAZRElE1I0xTpOtDHM7o466ZGffQ1mFwdMfxpRqSmMJbqzU0yQVTV1xMn3IH392l9O8RkqPVoJOqtAy7Pq3tyy/+ks73P3knLow3LjS59bVmv/j773Pb3+vy1/9xb+EXoHqpJg6J28yzvOP2fWGJB2h+z3qdUZelTRAHPcZRUGD4kpDIzyV9KR1hUzDa5zN1sjOmDSOKbIFS3dOvOih97t0t/Yo6wt+9/F/zNP8PeqmZrFaQaXw3mKrGtVJkElIgaa2waXjHUJoZplhoH0QpfoG691lKeVGxK6sBB+hVEiRllbhpEI6eakwcS6koQoXqJRNequ3NugPrcUZj6ktdWPDBk3QNpUHetE5F9JS22vBGIO3DiU0UkiUUsj2IfAYG8LcvLFtYV6MF+CERynCcwkFfda7EAYZR+ikA7rH2bngfLbgzRue8zL0vilpEG4z2RE0dYn0oZzWW4cxFW3CfHutgTShb0uoFKW6KN3B+jV1UyPygjjOiOISEZkQYYBrAUoAWy7pkfa2aMwC6RqELUBpQOPRLTBphcmtczEk68pWg1wDBqk6IDRKeqAB4dBCgpeIaITQ3UBd/wjHjzVAOT1fkc9rIu24sr9Hb7RNb3uXOOkRdzr0elsMMCxXFU8vTlldHNGZbGFVzPnjM5Q8pztIiHyOTLoMOoqPjj/j/GIJwGCwJk4jLCk7V+5Q24xuXVOVnqJZ0piCxA6J4n1OTo4Zb03o6JR8NUNFSQjXaSy2yhkMJ5w8fUJ/PGa8s8/y/IRHn37IztVbeC/Iiozjpw9RcYrsTJh0QAnN7OwE5x2T7UN8f4gWHrflKfIZF8/usV5MIdL0ewOE1Oxef52myFBKc/z4fdT5E5yvyaZP+fj8GbvXbvM3/sbf4JVXXuF3fud3OHr6FGt/tAKn/78c0tO/0uX4gzM64waZNHTSmJMHZ/Qme4AJKnMVFkZpHdZULV3i6EbdMD0RgVYI4ASQjl6nj6sFVVljXIXWmiovaRpHvlyxWp4Qp5qyKjh68pTtvR3iJGF6fsbFszO88nS3+ng8SdrhSm/Iw/e/w/Wff4nVRcbZ42M+ffYDvv/0m5zlU5brFdZCr5dytpjz8NERDx4+4uf/8i9QLXJOHq7RecL59Jj/8h//fT746PvcOLjGX/nlv8GXv/BTpHEPS1hM82UOxuMrF3ZvypObmso0OHGBFguwAuNDxkQAGI7nLauu3TG2upRLS3Ggf6x5bi/eUOd42XaLtKNusRHDtqNs4HmfPDxXym7G4i3lI57vpDaL7eb9wtVktqC3FlRzTbqtUQk0+RonBb3+HutFhvUOr/r0txyNMMRM2BV7ZPk5q+U2SmpGOxPG433MZIYrK9IopvYNSTxB9AVmXaNuRMhhg1MKtCcexojIM9je5vXVl/HyZd4Qb17mZajYsawvaJoMkxtcR5Blns5WQ03DsH6J0lk+ssdU3tHvO6z06E6X66/s8OGzE3zjcBmIFJJUkhjNP/rsGzxbFGA9n7vTUJWeyiqkkNx/lFIWHT7/xZd47fWI9fSA2czw6p0Trt+0fHLxXU4rxbjzi7jEUCxWnJ4dc5qfIISkL6+ztX2VJN3HnElUN8XH0NU9ynJNIww4Qa01TV6RDBKK6YLs4pxX7ryEbAznp09ZlwsG/ZSqrik55g8++fvcvfgaFyvPo8clYhwjbkbUroSmxncjpFbBeWKCpdy7mspY7k8tr05CSnJt6+f5O963LjGP1wJBoFtVFIWMDoK41au2KJBwgjofxLbOmBC2uFmDG4Np2m6qytC09mKl28TXVrQaggnD17CmtflLjVIKrRVRFCG0aimihsbYoC2xFikNmw6dNkaEAHwkwkukjtpJTERuOzw8y3n5GnTjHLFwyCR0vimpcaahqYuQxSQFURohIk3T1G24G3gfIfCoyFzanZEKqVMiHZM1a2zVEKuIRKcouclhiZG2QrhgEdcqgBSSAVQzcA3CW4RO8OgQWWFtWDt9KCL1nlAYaDzO5AhGCJUitQqpiFQ4DEqCdxKHbEHnv0VlgWfTBVcPbvPyazc43NthZ2cPY3M66QgfxSTKUlY1/U7KG5Mu1cGE8+kFJ6cXLKcLnj74mN6oA15ydH7O0cmCZ6dLHp8bskrQiS3DLcPOoKZ68AG2bpAKojQBr5GknF+ckpUVu9deCqNCJL2dQ7LzUz5777vsXr/NZHuH4myBVIrTZxmu/pidg6tMtnc5P31GJ1Y0MmFZVaizE1SSBGqiP+H6ZJ+Lk8ccHz1kuHNA2klJO312r94mSXpkqzNmT+5y4UF3R4y3DpBaMdq5gk57dAbbLE7uU9YFse4xPfoMLwRvvvoyu1sjvvu99/jWt77DfLm41ASE49+wqYrzdPuKZBBx9ukUlKDXTzBVQ5FZdOzwwmBsRaRjsJqmMjR1jpSKftSno1MKXyAJ6YwyXGuMu1s0maMo5xA7VBxhqlbHkTvylWW0NyarVswWc6I0Au+Zn15Qrgtuv/4ySa+z8R8y3u7x8affYvrsz3P+OOPp6h4fX7zL5GpEbLZ5/K0zqqrERUOssHx0/An/yf/9/8Z33/0mV/dugu6xNR7zD//xbzOIUv43//7/jjs3X2XYH4QAuarGeIOKJEhPVYZ+Cxd5UAJT1uT1UyK1xpvAzeND0Zr7oQlJWFg3KZK+pXC8EW3MfSgFNN6FGPwN1y5a/coLtuLNbIRLWuf55OQ5tfPixzwXr2wO/zzgzcmGVbpCjgvWiwVbcoeOqqmbKWUpkMkWW3uHrJ5NaaIeUadimZ/j0wF75U0u6jOy1ZpUdkjShNGwQ5oYzqdP2eveRHiJ9h1UajjPn1GWHr0l8E2MTgWuqYlGimTU5+WdL7Dbj7jSbFGeV1Ta00k8trY0TUlTNHilmc9qfM8hdMpwe8CzLMNpSz13dHSCECVRekilNJl1uNpjAYVgp3tIVcd8eraAOpQ9vv6y4/q+54//pOb+LOXxcY/7DwSfe+c6X/6iZL3YpuEpQpxz6+aQ0+mM4cFn5E9v0XHbLGYXzB9VzHuGWJ1zEM8x1QQbC/rDXWQatRUBKUpYGh9oMYWgnBUgavLlkvXplO2DHVYXOUtzTtMUNGVNuVrjU82z/BGn84yHT2B67rkaeWxeY/0aUTtEIxG+i1Ia6wy4Bls1zOZLnk4bbg3BWovBtMC5BdIuUKmh8E9gmhpVhTj7oHkKoqlg823pxfZ8ttbgjA2hhXXrbqsbmtpQVpbGhsmLjlVbGRGi7AOAbtt9WyGqlKHLRkURKtJtb5dDOosU4vKc32hSpPLoSKJap5ExgG/LRB0Yl3K2GnL9wDCSjouLmo8+Puadd1IwCUKmYAqsqRBKh+oMrdBRBDJM6oSIECoKlK2QwV6sNDgVgFCUIgjVLLHQpCpCItE6xUuJ8w4pY9Ap0jWhDiLqYJt1a98W4ev71mptijbCKJQVKh3jqjX4BkyJNyFo0ok21E2GUkJBSOwNfYMlxsgXFoZ/9fFjDVC2Jym3X71D2lcYu6QxfaJIUzYLnAEbd4k6E7TS2CZjNNllfOMtDtcZezff4OnjYx49usdn90549OgJx/OK87Vj1QRrmVGCrDRcGEtHN2wlktRA3NRtz0NNpysw5ZzTR3fZu3abWMeslmuI+pSrFefvfovRzjZXb9xke+eAxfQZdVPSHWXgVgy6W+T5ksZJptMpnf4WNBVPTo+xTc723g2u334Td35KuV6G9k0Eg/EuOkpIewnzo8/Ilif4aEh2/hgnJEl/gnaOwXiPpDNk+vRDsukRkYyJBlcpVzP2tif8uXfe4mDc48npjPc/+pjpxUVYJP4NE9JKqTBWMDgYUi3OOL93Bq/sIeOE9axkfDBod0oB2QetiKUqiyBq9ppBNCArisvQJNUK93ZHu9SrmqwsmEy2QDSURYata05PTuh0+/THAxbHc+arGSiHaDzFLEMqxWB7TGUKOjrGWsfKOqK9Pn/67a9z5/BzfHb2AeerKfPzNeeLJUjPm6/uc/Q0I+2MyNZLHtRP+anJ23z3s/f4/vc+I+2m/Id/8z/grZffCfxz7SlqR20yZMsFW+9onEXECoshN0FvsC6O0HGBtx5QWC/wtN05fiOA9ZcAxbbdIy8GtW04eOs8tfE0lkATwSVFhgiplZsjOHE2k5IfLhF8sSsINlCGoEN5kWUMaW4oLRBxydqc8OxBRKkVfWcxRUHpc4wRjLsjut0BTXdMLyk4Xzxg6RsSv81Y7uMRVPWabCpRyTaqH2ELi/WOWATBZS/ZZlVdsD5tSMYCtXVO7fskjcSZAbrfZTzY43BriJ+VNLqEKA4N1w5sXVBnBU4mWKeIxgKEQ8Up/qame6IY5Fu87d7mWN7HqWsIOSVNUnLb0FUK6y2dtMtiVRF5SekcUnuKSrKzZRgMY6rZCMWEd7/f8NrrJ9y5XfPb/+gjbrx0i8bGdKI13kbINOd4+T2GB5/nzD1hd2+f+8t7PMsLriZztlYFF9VnbO+8Fa6prMCMR+g4ZnbxGcPuLtIK3v36P+PGjRsMdwaoWsLcEOkOxXpNldXEg5w4qki1Yn/rDh88fp/KOAxgakldrKmzChaOcfdqKJvzArNc4SJwtSIvShq3OS9sCEpzG/rQ43zb0YPENAIlKpQIPTy0Ezs24tM2gdbbJuz2Ww2VNQZrLNZYmqahaSymsTTGtQm0AiVDKJl0rSjUO6T3aAFSqxDtH4fpiVRROw10rYgWQjza5lz37SBDoeJNFIHBVCGd9tlJySff/JAbN1fcfqnLYgHfuW95Wu/yUx2FkqCVR0hNp9cligRaeiKtWwu2I5YxXqRIEQeAoGI8Chl1wTt0VBDFHXQUU9c1i2ZORymU1OhOhlQS4WqE6oZUmGaFdAVSaZxU4Awi8LoIoXHIUAzoQ4aKkCEV12qF8Cb473xYa4TSIBzSRljyECXgHcobMOtAYf8Ix481QFmuF1TVkuFgRO0V86IgNY7+6CqdTpe6ycmrFYPeDlKGMri6KXBKcO3qFYSI2dq/ydnTh9w7WXGcn1ACPhF4FZwTwnpqwDlJ3ngSCcPY05OCSJV0YgGxoKqWPLn3HrsHVxhvX2MxXzHaO0AvFmTLjPff/RY3X36VvYNDzj95gneenYNDxntDvPBML86YbO1wMT1nPJ6Q9kdoRizOjrB1w+TwGtOzZ+A9veEI6Sxx3CHdu0G5miGlonEeawq80DTLU/JiibWWaLDL5PAO2IxscYGo52jRJTs9Z7xzjUH/DW5ez7lz6waf3H/Ie+9/yHw+/zeK+skXBWefnDM8GNDd7fDso2d0R12U1CxPl6gk3PyqwoJylFVJ2TSUhUP5GKjpRl1UpRCynZ4g0Fqz3b1G9qAkq2bsxtvURYUTgqZyrNcZ+zf2UD2Nd4ayypk1JYN4RJVV7F89wGtFUWRkyyWLdc70eE3/5ogPPn4fJzTfffg+y3rNYr3EWIuQnncXGZPRkF/4yh3u3r3Pw6dT/sE/+B1Wq4KmcfzKl3+BgeqTr3KUlug2/yCSirKp8ISFDwU+hjIvKO2SdX0Oughx9GKT5Opal05bZubaRNgXQIprS9KsDWLa8PAYI7A2ZK+YNv+ENmwtCOlejK/fNOnwAqVD27PznN4BnudnvTCBaQcv4XeTBdPshFQqxje3iHbD75tdZKxWD8iWz0jUV9AiRqd9EgTS5lxkp8hEkHhImx1ECsV6jj+3KB0hx2lYoBsDzqNEl1FnxEl2SlM1iIFFdBtEI9Gmg0wi4tQRp5JCrGj8EqdilFAon0CzSdptMEVDPo8hNthcko63SLoxw0mHCV2WTYd0lRM3Mw7TmEJMmEzGnIgniNhwOs8oa09pPVpLfnDX8/arns99QTClx8cPj/n6H3h+5ifOGHQFTx/XvPvtmjdf1dTeEMURxs6Z5lPmq2ccmYcMexNYazLRMFclzgqKVUmyH25OdVlRlGviNEVrxXn2ffb6b7Czc0i6M2B1sULWKbVxiI6gPFvSlCX1uqAZGHRV8eqVL/Pdh3/ERXZOXlmc8NRmgc0EduXp1UNMPcKahma1QgwTcBEHnR3G4+0QjWLbiV6rjQr5H+H8cM5hmwYjfCj9k20oiXfoNmm5tZDhrcE5EyhIFzJNjAsOnY01/jIuX9C6r2RIYpebiaAjEqH/SsdRACc60GxCSJwPoD4Ian2okt9MHQShgLDVtSDazhwhmC0r/ps/vM/uqMc7b25R1YofPCz55GLEX/zyVQ52FXFK0Km4BqGjIET1FiEVppzhqpoQGpcgVIqpSny5RKdDkt4QHaX4qEsU90nS8BpnqzVrpel2elBluFggRTsVweNcBl4gVQwQ0rlthbd1yJeRcQCLwrXpvQql4zClcbad5IS8HBV3sUZiTBbyWaRC+iLQRo6Q2fAjHD/WAGW+mvLw42/QUXe4+cpP0Z/sUiyeYOo1Ulq2t29QOYfJligZ0TQ5wnk60rNYLIm0ZBJp5NUdxjsJ9RPf7jafr5jWBns32iKloPSKqoSFhJ4WDKyjlyiSTmibPDl+TJ4viaMOdaEZ7m0ztJ75+QVPPr2LrWtQmif3P2Y5u0ClQ5K0Q5J2McZw8uwp8+kcJT17B4f0dq8RJynZasn504ccf/IeO9df5/DGDXSc0E269MeHzBtLjMRTokVCVa/RaQdpC8r5fayBqDNmb+sGTdVQrmZU8yOW1ZLB1jUODrYYDrvsTfp84fNv8d6Hn/Kd73yHxWIRxv8/RPn8jyesFUFrdSlH2Fhe//mjKkruf+8Br/Xu4IUj7UXMji6YXNuhyirqwhAlGi89pmgwBL7TGdvuwaAXd1FSgWyC0l54utGAsZxwND9DxA1JoiiLgrrxZMs563LBK5NbrOs1SEHjDLqRlL4GKRjujriYHXNxccbsYkqRZxTlkpf2+xze6nP//g+wrg6Ww8bQOEOaJHjn+JW/8CavvnGD6fqEvGxYNY6b13dYr3LuPv6Yf/R7/5D/yVf/XbZ3d9o4ew8boZ8x1K5CdjRVWbBolqzyZ3i1Dg3NAUK0dk3R7kg3YtgwUretBsVZf/n+ZuF1xrYUj6N2lsbbtjSQsJht5K3eXz42DhwgTOb9c1fOBsxcWkJfeG1fpH/85mNd8Vn2HkP5Mm++dA2vGkgNsinI5vc5X+Qk6hqxF2jdpxNruolkPb+H8fBy9wqn5SN6ndeIhKFYztEiRSSKFXP68nnmSlf3cHWFsRZZe5pYsIzPECqlKztEUYhSL+ZP+PTuJ4xufxHpDBiFEjGNnQcqTXnKhUMMarzTpNEAhGAh5jycfsYsWhELSeIbxjbl9YOvYpIjpBUkkaCTWMrGsDXyZEbz5CLmux9Z/trfiLj2yoL/5P9a8f33av7pf7/ml385JVGCP/7mB/zEWymnR47T45wHn3lWK8HxyYdcVM94Wb5ON4lJdydsXbtOtOij4206vTEqiXGVYXF2hjYVoiwp8mfMnaI3uIGMc8p1SS8dQNdQ24rSLvHSUtclxgYNxmQ44MbV17kov0lWFXhtMJGhPxmhowRvK5rVAiqFLdf4bg2V5mZnl3euvIOy0WXwn7Pt9HbD/m3oROsxxiEbgxJ1GyDmgU0jdADMzppL945rp4ONsRgHIQrXowToViwftSWkUjwPDhRCIHUo6lSxJtIKJUTIBXEWT7hWjHHBntwEakrH4ecIUfxtD48I1Kp3gk9PLF4Jvvozt+l34OhszXc/9fyFL+zyuRspSkuKuqYpMrytSQZbJL1tdDrAW0Nj79G4GaYqiOIkTE6kxFQFTX6B66TouIPSCVHSI+32SJKIYtFQZhlNvsIUM1RHIeIezqzA5gipESrFmRrb1IgmR+kEXC8EwCkdAJEMAlvvCXkwSiNCdizeVOAaYNMF5JGyg/dRiMNvpymSf8Hi/i85fqwBSpnXXMwr8hIWi1MGk6ttSwI01YonD7/JeHQTV+dEvgQdUxUls7OnyGSbrcmExgmS4VW++KXP8acfP2WRGTalT/LyInEBuCiPl+CFwHhPZQQzAePCMU6h19VEwrNazknigqooSLMF23s3QEjitMvFyRFNXdLUFXjH+9/6Q27cep041fi4w3hri9Fkm2dP73P3+085uHGHvYMrdLs99q+/zNOPv82jj77OenaL/euvYLZ2SQdj5GKGMyU63UX6hlRa6tqSrSqizhayyqjLNVZKomSATg9RqQj26/lT1hdPSAdDtrb2Eecz/uJPfYl33n6DP/rTP+Wjjz5mvcqwm9bR/5HYHykh7gp0R6LaKGZbQ114TOV/CKhEsWY9nZNd1KRDTTqImT+9oDMekS1LBrkB4WiaGlMbGmdZzpdYE3ZTDo9WMbFOqH3gjmMnudm/hSq6rMonrJsSbxzWljSV5+zijLir8WJTsA51U1GbnNPsnBuH1zk+fcx0cUaer1hnK4qmoqoLxMcLfv43fpH/7rM/QHgom7Bb8Q6q0vDlL73F/Oyc/9f9FbP5ki995WXKoiayjkcnEXlZ8HD1GR89eZdfuv7rQTOSFSGrpaxRA4VKPXl2zoOnD6iaFUlMSGpsjTRuAxhcGzfvW+2JsyFszbbNxK1bJ0xMwseN9TTGtVOTNhNl495pXxMBz8HrZjHeAJH22ExVvHsBhG4mJy885/n74a1SXQ4PrvJstqTI1kSrEdF2hY8j9KjD4uR75Kef8Lq/Raojksgx7t8mWnybaf2Qq+4qzi2Z+QsOGWPwWJUQywhjK851gV3MOMoecGV4hVhqKutxjaNYZShZ4UanKLmLlmFH39SGdT5ldfdb9Hr79CaHdPs7LBYXNN7jseTLNZ0YVEcihaEuYeyvobQjiQ0uP0Xmkq79PFfil/jBo/vcfuvnWNnPKOZndCLPz7zpufvAc7wUfPpgn08+yfnyT+b8rb8e83/6jz3//e86Xrqe4yrFvQcZf/wnuzy433B0VPFf/D8a9scF3dEJtcxJdMLeaI/J9X2297dIqi7DziFpFHbXwnkunj7Crmfki2es9Al6p48ajWnOHMqPQxhhs6SQDZXNULEG5TAmp6oEopTsja7Tn/yAraZhR29x5/rPkYouFx99RhNVWFPia49LamqZ0SjLlrjBL1z7Gd47/jSUUW7yT5y/tPNucoq8D04fK2oMYQii2gmIw7d24RZAbCzFNlA7zrWhajJQxcILhAwdO6oNfVUyROj7tm1cShVEtCLkmdC2fQsrMDZoWpq6oS4NpjbUxmEKS1w5BsYzGkpkFIUNkdBY4TheWH727etIW5At4L1PU96+2eVqd8o3//Rj7n76mKenc5arnEgLJlsTbt+5xc/9xV/l+q1bGDWlahymytC6i5J9ot4YUy6C+8dn4DVKiaCV1II4CjbnummoqwLTFMQokApn1nhrkLqHj8Lvh7chB6UpEJFB6A7oFEESJqGuCrofZVttSQVosAW2znAixrUNzQjNZqfibYl3JcIqfnh78i8/fqwByttvv8V69oDlumCc5cwvjkIVvTGMR4donZCdP2Aw2sGiaFyKSmMOXj7ACo1UivW6IJ8+Ybdv+dytbf7ogxOcEaE+PEwNUZtgHkfbkkobqRyG0ufeM68Fo9Kw1ZFESlIUNZUylCZY3objbQofIWWCtR6tLFVZU9dTPl59m62DK9x8+TYewWp2ynAwRgvBydED6qZmsnPAeDJi99abLM+Psc5w/OQux48+4uDwBuPxDtl6Tm0KOr0RMkkRRY8iL4JmQaWhUwFNlZ0h4yFbe69TVxXr+RnZ4hkuO6b0ju3dq5RFSeoqfuVnf4qvfOEdPr1/j5PTU0xjOHp2wnS2+P8pmVZIiAeCwUSgu55YhRXHNp4yExRLT515TBP0IlEa0xmmPProMbe/8BLWSYrCcvFohrENVVYh4gStdahxb8rWEmyCTkJ4pFf0o5RFs0YLQVTC0EpmFw8o7QwddQDIljXWNqxWUw6u7aOFosxzimJNWeWs1guU08zzc2aloWhyVnlGUVcYZ9gfb/Ho/Anf/sbv000T+lGPRZWRxCEsTkWSi9mCx48XjCYT/v2/+Svc++wH/LW/9RtcP9zn3e99m69//RNOTk7I6ovQsGo8VdZQlTWyB75jKFZ3wTylNuHmb00I3PJygwQE+LBA+RakmBenJi+Ak8Z6jPXU1tGY8Kitp7GuBSciCGXt84nJpTh2Y1++RC/+UnPSygTa9zckzovZKYIXnMnh/3mB94rRcJ/MHrPMZwwZYNYNJqpR3W1cR/DRo4+5vvUSfVNhK0MqrnBl62XOTr7FSTVlX/eoYonodMB4RJygUgWVR3YS/CDj9z/4LxEPbvKTh6/TnfRJEkVlchpjcdWUGY6x7RIXCTLt0NGaB3c/QvfOUbVh743XSSc9TFHhqCnzFbro4FixWh9TLQQj9snse3RLC0mEyyccHvw80hg+u58hR3OQmrPThkGvx8n5ms/dqOkfKT49WfB/+XuWv6McL98y/MSrMd/6pMs/+W9rEIdsD1bc/UCwNF2cL5lnPWLdUGSKaDxkkB7ylWtf5aj7A/LqMUIcMlT7KKGC5qMoyWdLTLGiWCypaHCdmHV6Tq86oJcM0GmHUuRM558GECDbVFhfQe0gM8SRpz/qILzkF7d/jW1/gK0tKk5p5BpjLnBWkFwZsW7WPPYf0NMjXhm8xMOLE3wTXn8pZSiXE+I5lUNYfL31hFpMixUG19pkfeBVuETC/nmQ4Ab8hr4nEYAHEEWgZatnae0NWNdSv6oVjTssUEuB0KpNng7gvqktdeN5eppx99GSk1lFXnnKxhEniu1RxCs3d3jt5T2uHfYpbYRO+gziOavFnKwqWa4njP0x/+C3jnh4dM46K8lLgwVklPD4xPGDT3O+/f3H/OZv/s/Z6uZkyyWKBnyDEp44HZB2+ijRhOmNawLQMFnblQNCCqrGYL2HKAhjHQ5vMjAVvnX4IeLQ5wOh4wfbZqcIgksy3D+E0EgUSme4OsfaMgh16wypemHNcRZny3CdWxNKGW2Ft/8WlQXqTsL17VfxZsX5yfdx5VO6aT+4I3KLraf0J7sIp0i7Y9AdlNI0TQbeUaxXNFVBmT9ka3uL3/grv8EPHvznzJZ1QH1etIKtUPUdPO6bfAePbZ2UwoNxnqaBZekZJYKOBm0Nsllim5Kq8eztH7C1c8DFdIGtStJEsZwvaJqasycPcMah3+6ye+UqvqkQUrKze8h0ekK2WpCv9un1BkwOXgrCMGtYntzn3ru/xeH1t7j+zl/CNIb54gItNTJK2bv+BnVlyFZzhFqHK9V4qvkzFkVGd+clJlfuMDi4SVNVNFVBtZojXcNkMqFuatK85ktvvMroz/8Mk61d5vMFf/+//gd8//s/oDE/WrcChL9Z3BEMdwSDLUHakSHuXXqc8dQlFANLsYBiJVBx2EXtXNvh7rc/Yuugj040uptwcXTOcCsmX66RqcI7KPKCoirIV1lQ87vAi3sEqe6ythFewWCyy7XtL/Dw0w+xasrO1ls4DHXtKcoVlS3o9wfMZxc8Oz1iXSwo6ox1tWbcH7Gs53jvyExOXpVUdcWw1ydzGR+dnjJ/r+CXvvyLJNsThqcD3r//KYWQ7O/uspgvSeKY9WLFH/7Buzw9fkrU+T1i5zByzPbBIVW9YHeyi0RSrnPKoqZpGkRXUixmPPj0YzrdBu+H4CVOOgQhVG1zjramhBCy1lI81gV3jjehW8fYMCkx1tMYT20ctXE09vkEZZMYu6FgNimy+Ocf/7Ah57lY9vnk5F80NQlvg6VUsElLsSuPnyVM+kOKxTOy0w5bPsLvOnySkI52Oc+eMO0a9n34PsoPuZP+JOf+Ux5MP+bG1V9iMOrSjQSLKiJOOiEJ1Fl8o5Bph+3+mP/nH/wXPJn+LH85+VUGO/skqSWvl9i6YiEMjj7JPGbtDLHucLj/JTr7CcvjUwbX7jC4tU3+7AEmr8mKBWruseaCM/MUt+ow6qfc9wvGtktFSn/0M9zav83p9LucXZyz+K5E+zUn54YbVxJmmeSNlwy/8hq89qziH/++5z//zyR//u2Y/e13+OmhYn16ytbOkJ/bP0SUS5ZryxvbQ1RV0O3d4Sdv/BpnvXvc7r2ESi3z9Ud8/Pi7HPA5RmoLJRWmqcjmF+TzOVYU1MaCHCB9Cq5L7Cck3T6yF2Eaw2J9QuVWJNLhvcbZGpFYqirHxCtGox43kjt8YefLRL5PFEGSDMjdCZYS37OkWzGr0yWfPr3PS1ffYVsnaBRCCXQb4y5DuRQQqEnbdkXhHcIJjDEoLS9DBdudY1haXhBlh7btDQAWLfgJAEgKgZICLRTOBQtyiCAImy5rg5jWSYlyHickOvEI6bBO4Il4crri698/Y7G2NLWjqR1Zaclqw13rePejJQdXSj736h7Xru4zGu9gyiesTcMnT6Z8+OnHfCIleVkzW+Ss8xotU7r9EU5voWWfOjvhwSef8bV/8lt84c0tzp88IF/n9AcnvPLaK1x7OaU/2UdHEUI02KbE1hm2CVRvFGmElExXGb11Tr+qSFwAOLg6gBCXIVpKRgmDxYOr8CZvr1+FcwWhcLHdmAuJ1CkecHWOa0q0HiB0P1zTNgdTtGtHCJOjzjFN/CPdKn6sAUoxPyaRKZ1+D1MvWSwf490eRpdU5YJOv0fuckx+Rl6e0x9dw+Cp8wXCFGSrI2xjSXWXZOdlZK9hf3ub+fJZsFS238e5dtkUIZpGtPbIwMltmlrDc2rryWqIhGCYwnZXsFpVLLNnXJxeMBw8ZP+l15nNLuh0e+wdXmW8tcfs4pjp8SmfvPcdZhdn7F+7gXCepqnYO7jO6dFDHn70HZLemG63x2AyYTicEI/22HY3GBzc4cGn77FzcJPheJe6qYkEpN0eZVkx2buJb0qOH97FFgGA1KunxL1tdNKn0+2T9sZIISnLgiJbUK+WDLZ3uPbKmxR5xmo+ZXFxyt7BFf7O//o3+fv/1X/Nn/zpt8jz/IdtpP+KQ2nobgmG24LhRJL0dMgHaCUKpnYkPU3caYg7nm5f4rwn7vfo9COO7j3h8M41+jtdTh+es5gvUH2Iig5aS/K8Is8LslUWMhHa3gwVKWKvgtBOOfYG14jiCet8yEV+jorukQxitNjl6OIxuqOxXnJ0/JTT6RF5s2KZL1GxQmlBbWsa25BXGVlVo/AMewkLlzPqdTjcvcKiXvNsecLR9BQZSfr9LufnF2gdIQR0Ownf+P4n9PsJ3/vgEaOO5vjkM9565Q5721e5sfM662lBXVYt3VjT1GsWs4/Il2tyMwiuEeGxvh2L0076AppowURYWK0FY1r+fCNMtC1IaT/fmMDbNzbYi59378CG+Xcv7E43lE4bt/Y//PzlqfHcwn5ZEvjCv22+Ph7kwCMN6LMEEQF6jl/uU3VL1BhG2xPi9JxVWYcNBCpcm8WK5MEOqpsxryxXjaRZ1fgkQqQW4RSqo2FVItKIlwev8Avbr3O8tngTMix00qWmoPGGhoZ1umZ6mqHVgLjTZ+v6qxy8lHIqElRe01HbpPtnzO+dUxSnCGfxdkZuHFf0bRJhiBOFEAPK/HU+f/AmiYi5mB7TKEkSpSzPTimcCBqESvO9jwxx7MiOHX2tcXbM0fSQq1cMennCVmSJVicMfRfdlFwfDUm7W4zSl/j8W3+J3a09mLyK1xnlasXt5Cf5zuojyo5hOwm9KfVqzfpihqkabOywAuJoTLd3hfHkOvXZgkglrIoFeb6kqFasm2McY2LfoTZTRqMtGqvIzIzxcMSr6ZfoJxOUjZEOhNA0vqGRBdEAFtlDHj19wv7xbVzs8dslAtA6IpJxS73IS2u6s659X16C4RCoZnGNAa0QXiF5PvHenEOXwux2oielQClJFCl0S+8IJNYE/aDHX+ag1E1DUzu8iND40K5sHMZZojimahq++8kFZwtDXobrBq9pvCNOeyS9IZ6Y8+aAb1+8wmcrj1y/xyu7M17aH/B42jDPK4qypqocRWFR6R7J6JDByz9LsYb6yddosqeA4aMf/IDpE838Ys5yZbBOsPvHT/ipnz7ml/7yL7F95SWEbFOg2xRdKRWRjpBSkpcVD47OsSrlukgZHuyjlEVh8baCJgvXehH0Pd66kGHjJZ6Q5CvbniPvDKEVORQjOgSuLrHFDJmMESq4l4IbKGh9nA25Tcb+W6RB2Zy4KY7RzstQT8mXC2xSMNy/g017KF/jzCooik2JtyXSZHhTofCouIfqjLBuSpMdcX2vxyf3BcZtRtg/rIVw7eKKCBqVy1H1ZrotwnOsh7KBZekYxYJU1zRNTZavmS5X7OxfwXnPvU/usrO/4tqNW0RRytHDT5mdn3D86D43X3mD/mjA7Oxjdq/cZLK9S1YUaK2YnZ1z/uwBiZLcPIiJBnuI8oQnDz9jsrvHZPcKs7NjpBQ0VU1/u0d3ewsvBRdJxKwuoCioi5Jk2BBFY8psQVXl1KamNxizu3+dPFsSp0F41R9MkEqzWkyp1kv+6q/9Ze7cucPv/t7XePjwEU3T/CuBihDQGUqG29AbS/rjmLS7ASgS76FpDFo5hPQIaUijNotACrrDMQ/uPWLrYIdk2KE/7DJ/dkHcS9k5uIq1VaCtshV5uQ5CPm8JPVo+8M4KEtHhsHeD2fmS0+URMh4w6d+hYsrWq1vY4xm7W1c5nx9zPH3EulmxLpbU1rDVHYZNgrOUdckqX+O8YDyYkKZd9q7fYLs45P0P3+cHH32MTmNWqxVaa8aTHsvlmtWyIMsykjRhZzzAOvBWcHyyJMscrtHcGX2Bnh1TlSWNLMnLBR/c/zaL7Bjhl6hOj8RqNk18QgYOX/p2rMcmOTaEX210J8Z4TOPaScomsO35BKVpNSjGtsJav8mA5VI87i4nJ8+BhoDLqPvWJHF5/ItOix8GKJvLqAUqMZjdNX5m6VzsY2sQPiXKu6yjpxhXsTWOcWsHXqETjyokQo4ZD9/mJw66LESNyDtUlUH2BN7UOGEgSkLqcGWhNlyP3+Clg0P6vRhvC2whkEoj4wShBI0rWUVrRmaASLqk4x1iXdGb7OKKNXY+prczwomMoj7H1SndOOG1/s+xK26wNHcZRwmr7AZvv/ZVtpIh2JonZ8+YZQbdz1kuM3q9Dr3RkGIx43gBv/V7JZGD3GpuJdDPz2geL+giiXDIJkebmuF4G6n67L30ObbTKww7Q7RUaNsnHo6wiyfcHv4E71x9QjN3dJMO3jZky0CPei1BSVys6Hd32N67RdrrYS9ykJDP5pRlRlOWNGZNQUPXjvG+oTaeSgxYVysOBje5Ll6HymK1QZiwoStsTiNnuBpOFqc88cf87I1fRlwo1pwDHh1FxFGKVALVxs8H67EF2YTTzoSI+805HfQNG1W939wS2vbsF8+01pYsBForlFJEkQwaFu/ABVDkCNNC4zzGQ+08xhusi5leVDw9m3E6XdHrdkh7Ee9+NmOVe7zso+Jt4kghuo6v/OqvsXvlDZ49esLDe3eZHX/KfP4E5RsuziIenec8PpmSlYaidmidojpDUB2SuMcv/sqv8rtfv8v87n+DjjtgM8r1irlTuMqivcSLiNWy4mu/9y6Dfpe/8Ovb9EYTvI6RkUZFMbbOkICWHuskx4sO984rrh/d5QtvXTCY9Ek7CYk2mGLF6vQM6zvs3rwdKJ8mQxgT+pNc0GAGY5XB2xJM2DQJoUI2bbnENTlS9nH1EpNf4ByIeITSSchb8jGw/pfeI148fqwBytVrd/BuzsX5x0h7QNrpYqmJog5aWyKVY/FEWqGlwrsSY3KMyVEyQXWHoQ25+iYmXxCZbV65NuJr35AI7KX4TxBCrGCzPrfj61bxLYRvB4NhuhIW6LB4FxVUlSfRMOpKukrQFGse37vPcDii10t4+OlHLM5PeeXtL3Lrjc8xPTvDNRX3P/6AG6+8hvKGH/zJ7/DGl3+Bnd0DdJyEYjJT8vSjr9M01zk/vyBOejgkeZZT1Q+wTUOdZ1jfsDp/ymhrn05/yGDrENN4ivkp1WJGfn5MZ7jDaOeQOp8xPb6LMBGD0W0QEusavK0xTUWUdJDCkfSHrGbn3DzY5T/4X/0v+MM//hO+8Sd/ynQa7Mn/34BKlAr6257eUNDta5JeRKfTIYpACoH1irpxeFfRWIdrQGsZMica6A56WLXk5OiYHX+FTj/hqGkoHs/ZubKiM4zIs4zFckbZ5JiQuYoUIVchUilKRQzViI7v8/D4CSubcWVwDUEXu6gp1kdsvzzBZ5qToyeszYrK5KyrjF63j0RirKF2NYtsRW0cu6MRe3tj1r7go++/y3Q242w5pXEGsSIsjFpz9HRKkkYMx73gHDCKz736Od67+wGffvKEJOpyfWuPV/fe5uboDYrViov8nLPz+6zEOc+mc8ajLXQ8wEowHqSzYRHxgUPfhKm9OM0IRWmEXZINYMWYYCe2oecOYwnak03uid10otCO0tsX8TIBVgLPbw7hnzbx9+3hn+tRuPx5Wm60vaICuNnwQLQ/b0NVzjGJph5Psc966GybwWqf7MH3mbkluB6jfoqQEp3GxNqhdm7z6qsTuqM+ZyzxxlI6wyAWYByINt9BS3QjGBy+w53OIWXj0BHYqsEhEZ0YT0NlcmpT4FSEaARKJiQ9TVWu0EmHNILsZEE07KI6UIoM4Wr2+tfZPbyCeqqgfMLF+hYv3f41bm/tQekp3YLH0wWrwjFczliuaiZbCVd3e8yk4dnZkouVxTWerV7My7u7TLzClj50fFnP/eO7qKjk9mAHUVYMTMFkIFkuzuilfapFTndwgLYx+bMVP7H/M8ySBVEZU1cFRbYiTlPIwUqHi1MGk6vM6ozFvY+50blFIwzGN6H4tHAQ1TSiITPnxI1FTAtyNcSLiD37Kn27RT1fYzsNKX1wgkXxDOfP0Mf7LAeCdNgjTUbs+h16kz1E8ZgoToiTYO2VbWCacyHNNYzbJFY0QUu0ASSbkxqP8GH9cBuFeGslblfq1p0TgEikJHoDhFqNlrQWYRxO+tZ2HF7ndSG5e2/GYtWwzksWRcnD85rKw7oAVB/0mNrW6N6IZLLD53/+Vzh7fMyz97/OxdED+qMDSinBGfLC8f27UzwNjQUdx1jnqMo1ShVE+irHH32HpmponEW6hrSNv88ySRIN6Y1HDG98nmR4i+mze/yzPzpi+/A9vvIz76CVRQmLJ7hqvA+2kVXd44PZHWxT8tGj9zk+n/L52yMGoyGTcYfU55w/PEX3dti+IZDSg6uDRkVrvK0R1oSk2A2lJqPgIjIWbwXOVKhyAUJSLU/JTx8Q97eIJuNQDinzDRP3r338WAOU7YOrjCdvUuW3USqogwf+KkJZ4u6AtDPEY+gkI5wrMDYgvljHGFERRSminIEfEKc3cN0uvc636aaKsrZhsWxtlcCGngy85magLTa8XAtkXlycw5OxCIwRFJVjkMIo1cTSki3OWcygmyqqPGMxPePmnTscXL9NHMU8e/KAh59+RC9NGEx2efTpXYZ7u/T7Y4QzXH3pZQ6uvkLSn/DkyT06vRFNsUJrxbWX32A+nxJ3uygVUawXnD29h9YRxhgm+1e5cfs1nt77kKqpiCNNr9uj3005OLzKYj5nevQp/a1rVI0kHSb0en06aY/Z7Jy8KIg1rFdLvIz49X/nr/BzP/Oz/Omf/gl//Ed/wvnFFGvs5QIBAqk93Qn0xoLuQJF2FEmiiWNBHGtAISzgPE1siRNDHQeRclM1LBYZSqcM+mOOjx4zGW+Hv7+WrIsli3mGVz2MbTibnuBkiRUGKX2YdjkfygGFYi/dx+aGs+UxSlkSldJUNbUzfPDuEXpHkSY5TZyjpWC2zonjUD5onaW2FetyTV4VbI22iLXi4yd3WdDQ1JJVtqY2DRsFaBQl1HVFnGi8s3STHpNJj75WvHnjFX7+C7/Id3/wbV6+8TpvXHuDvuwynZ/wdPohD5efcv2lfQamj+zskWUzKhuSKUWbtHkJmr1rQfMPgwLrwvjat02uprUWb5pdTSuMNSbQPRsh7aavZwMoNpORdoh4ebz4/f75z78IVjdJsS88I0xO/rmFq6rWnH1wwupRjx2/4CLx6PGE7uI6veWbvKz3UZMBr/THCC/QMiGKDUJkWBsxiPv0On0W2TGroiaRitLZAFCcQyiJrKDb6aDHQ+yTDKl12EXbBllH6FhR+oJ1PkX7A7xx0AiUF0RxRJ0bOpNdiqfPEOsB/fEune0RUZHQ7Y7pd7awcYHyEf3eT/LawS10ZfDWkxdTTqdTmrrGVJK8sOxJy9npHJn2WNcrCiOojGVXqvb87WDrApSkG/e4cfVlHj/7mOMnj5kcHpIVK0ziyfM1zjnqvMBmDc5K8tOc8WSLwa0+zaeOVXmBdQ1pZ0DjGoigO9xlPr/A1xV7gwFp2qNSJU5CbQpMXuOHMSrqINMBTXnO3Cx4Yo/o7r/Brn8VZSOK+TmRGBAnYe3xOuFsdca6cRy4O9xoJhzIayF+PY5BhuyPuBtoGCFCgKKzBkGYqgbBd7th9HUgGv0LnU7Ct+WfbZigB4R8fq5KjxQBUm/ahqVUraDWoaMIaxwqAo9DoMhtn7uPzzg5W1BWFSod8dpX/xKfffKMz37wLlXjaEyGFCV4Q+EqbLnk//2f/kecnx3jLs5olsdk5QLpShCei9KQ5xVat+LcLFAqqnUNndz7Nr9zdB81fpWqmNEfKWKvsUik7OGJieMhk71rHHzxq5hHDfOPvsM/+d3vsL3b45VXDsFWYCskHqkiCt/hs/Uedu8vMJr+Nqerku98UnB1u4+QNVIOmFfw6GnJ1l7NTa9RscILiZQ26NsaAxR4EdJrhdShokcnqKiDsSW2zGnWFyhTk50eYfKSzjgJr5dv02r1j6ZBkf/qp/zw8Qd/8Af8+q//OleuXEEIwT/8h//wh/7de8/f/bt/l8PDQzqdDr/8y7/MJ5988kPPmU6n/O2//bcZDoeMx2N+8zd/k/X6X3/sszkUDikMneEBUXdAlGp07EhSh1IrrD0iihqitEO3t0USK/r9Celol/7gBqouoarQagsraxbFQ3QnQup2xLgZZbvnC7vbhP1sRtwbZ4Pd3AAg1FRzWWEfdgPhpjDPPEdzw7QInK+SsFoZ8rKhaXIWsws+/fBDzs5PGUy2GA0nLGZzHn72GbPpBWVeUpUZT+69zx/9zm+R5QU7115la2sXZ0rKMiPPl5w9e0inN2Y2v6AsC6I4pTfexXiPNZbZ0QNmszNuvvUV9m6+zmT3EFSC8UFcK1VE05Qszx4hhUPrmDROQUDaG7C1tcvO/lVuvnSba9dvIIXn6pUr/Mav/Rr/h//9/5a/9e/9NT73+Tfp93tBnCYh7QtGu5L+SNLtadKOIooUSiuc0DihQ5eEog1fUiGjQAmKIuf4yUOaypCmE6bZOav1Od5b0m6HsplSZjlNZcmqFatqTmkrGlsHPUYQcIAXpKLHgF0Wy5xFPcUh0VaS11OW9SnPzueYM81sfoLebuhsayY7I/ppFwkYa1mWOcs8Z9Dr0+3GRAPF2jfMlnlYOGU7Z251NXVd4Rz0en2++IVXuXPnkLyoSdKYg8mEn/vSn+c//Jt/h5947cscn57yO9/6r/js4vfYeX3EO2+/QSy2Waw0q/UFlVkH2sZ4vHGtviTQMRvr8GWnSFsb7+zm/A00SihkC0MFa4O7xxiDtS7wzxux4aW+5LmdWAiBVv9Du6C4fBuCbS4/Fj+MPsKHm2ydH/IeXx5VnWP2Rmx9ccRgdJ2rqwNwEkrYuvUWr1z7Cl8ZvE4vSoP2RNpgp24CANFe0YtiJA0giXyMlwJvGkTt0JFCK4H2kqTTJ1ES4zRWenxc41yD8IpOt0Mcq9A5sm7wtQ3ZEU4gpEAlA3qDDubC0E8P6I8GREn0/+HuP2Ot3dazTPAa4c0zz5W/vHM8e598jrN9Dk6oAEOhOmrUokGNu1G71YhW00INLWEhISF+0K4/SF0qAV2mSwIhcAE2GBvb2Cfvk3ZOX/5WXmuumd40Uv941942ZaB8Gsol15C2ttZcaX5zvfMdz3ie+75uEtVHOo0ioNUGN7Y+Si7TTp/Qi7m3/w7nq5JBJFgvl2igKQ3HFxWzizXLdcuqMV1ezWzFl+8ecbhedZoJ73HBM0g2uPXUMzhvKJfnLNYnlL6izQ2Nb1FSUi3XvPvGN0lUTOQ0cdSFY1bVnKAESgtMqPBxwpXt51itS3rxgH4yIB4MqHxJHUoasya0kmg95Obu9/KDn/rf0xs+xTwKVJlkM7rONN6GxlDP54hL4I5CEw93uRh49m+d8/DG2ww3R+TNEFcHmsWKYF3XQUlTdJKhkhgZRQitkVGE1jFKR+hId4Rh8YHwuuuMfngZSi6Ba50IVgiBUOK3AwEvr7sPxhLiUoyrpEIpjY5joiQm7vXJN/Y4WHhOT+bY1pIlAza3n2Wy9wLr5ZIQPMZ0UQfOVnhnaOZH1LOHvPbVX6c6X9GfPslk+yk2nvwkW899lEZEpFFEP4/p9XIGvZzJZMhg2EMrusDSZk21OsbM3uaJm5v82T/z4/TyGHygaVfMlyesFge8+8V/xFf+7v+Di9d/hcbVvPXOPv/d3/9Vfv2Xv8jZ4SHBG+I4otfvc2FGtMkt/PJNxvoRz+wltMZwclFeOpUcsjfhynMvIrKM2XyJjHtoFROaY3w9h6C7fc91VmSER0iBlPrDiIC6LlmfH9FcHCOEorexi04SBF2YoNAJIi5+x53if3p91x2U9XrNSy+9xJ/9s3+WP/7H//jv+vzf/Jt/k5/7uZ/j7/29v8etW7f4q3/1r/JjP/ZjvPHGG6RpCsCf+lN/ioODA375l38ZYwx/5s/8GX76p3+af/AP/sF39VxOzu8j5ZA4BalqnH8APERKTZTeIEs3SdMh2DmSorNqtidILCCQEpJsk9osaMwpaE3Rg14qOL1sG34gtvq9rk6S8u/7ht/uJbQucLbyLGvJMJFoAq42WGupmwdMp5v4UDEaTdnavko72WL//h3q+j7Gttx44hm2bj7L+9/+IvfevWDvxuM0bYnuIi7RccF6vSbuLdnevY4xDd4YoiRno+hRrxfdxh9HSKVI0hTb1sgoQ2ioW0tjLI89+1HWqyWr+QyvBUEImqq8DJdr8aahqUtCcAwHI+YX55w+eI9gPR9/4Vk++fGPc/fePb78ta9zcPgAF5/RH3vyvibJFTrurN5OSLzr+gHhg1FEAGQXORDo0oYf7d9mPO6R6QQrHGdnZ2TZBBGlrJqGi9kZ2TCjrCvWZkGu444OeQlN+CBjYiSmqLbgYHbKaVmyWUwJtJyVa07Wp0SJZt00lJVlfvoQXcRExEzHQ5azkrJtWFYrkjhhkBUUicZHFSo4JIFltbp884oPc0VaY1CyS2P93/5XP0GWZvw3/++fZ1V54iznO2+9yq+/8hu8+d5b7J/uk8aOH/74S4wHT9PL9qgWhyzKC7xbE1AIOuGvvCS0CAJIeXn79R8G+H1wJYZwaSn2l8h6rwiXXZJOd/I7OieXyPuu2O6CzoTvgN5CBAQBJT0yiroxk/cE/G+/V8IlneIDoS7dGPS3xzndgdhdPtsPuicfvEMCgbZdcLZe0u9vYq9PGYQp40YjqfD1iPSxXcZujZ/X2KbFkSOCIxhPIgV+vYSihzO2cxtJQHTCQZ1EqDjgNF1uk4LeKGexNrQTh4483lQQBMasiLQiVjFUDu0VoWoJWdy9Jl7RG01YH+2jbEKkJWXjyIZ9Yhfh4zH9eEAabxDJiGAcxjV84503MGXFJ7cTvrPviFVgURqSXKMihwec6zZB7+G14wX3Zms+uTXhxXSXIAOKiJ7cZvea5fToHuXyhOXslHE+oDFLxvEG9WrFzsYVnHX0wpDFeoXWCW27ZpLtIFqHxbAxucG1vSfpk9Lvb9CuV4gsZrW4oGwuML4BKdjd+iSPXfsMsYy4cf1THB4/pOcVu8keou2Et+vVGZmZEuKARNDb7THcG6Ck5Jr8BFdnL5MNElqtWMoVrWuQUYyM3KUI0yP1BwfAS3qskgQlca4rDCWhu6bC5bX3gQZFyMtC5RJwIhVCum5KJMLliF7g6TJ9Quj0LUiBVII4jjEh4nRZsX+8xDuI4ph1bTh+/zav3vn/cHxyjyiL2Zj0WS7XHeOHbsSkowypcrJiSDIcsPnUi8zritXBt3FOMEwT1sHiggEVUTYtEZ440URaIIXvimp7wFNPfIJPfe+nePUrX+fddw5ROsHU6+7wZaBoHeHiX9B4jalOee/BLvN/O+DL3zzi85/SPPlYRmU0r9+TXJzu0w/3mVyt2Bz16fd7tHXLfFWRDR15kTHZ3WB9cU5ZV929w7YEXyKyHjLdxNuS4M1lx1N0byoZ4X3n0jGmRXiLVhFpf0JUFJ0uTgRUlCNkjjT5730z5f+PAuUnfuIn+Imf+Il/7+dCCPztv/23+St/5a/wR//oHwXg7//9v8/29jb/5J/8E77whS/w5ptv8ku/9Et87Wtf4xOf+AQA//V//V/zkz/5k/ytv/W32Nvb+10/t2kamqb58OPFoksbXp8dMnP7xOkZSW9NmlRkaUzMAG0aRFhjmneRqsCLAVIPEcJcBjJGyChHEEFp0bYgGMFmAR99csyjo6YTaIUP/m3f7Sv1H18BaKzn1AUSLRgkkghoasPZbMZzz9/i8GCf1/YPeez5FxhtbnF+fMDJ8RHL+QLvara2t9i7+RyHBw8QUZ9IR+SDEWeHD9FRxOzsHjt7N9m78TwqyVktl0RakQ83CN4wO3lIkuaMp7usFnO8aTtCpGlI05zBcIPpxlXW6wVnJ/uU6xV1ue4Aa0mGF4LxaIp1juOD+0jvGG3tcvjm17rO1vQqTz12iyeffJKL5Zy373yLeXsPK2cQV6hIgFAY282BPZ12xV1qILwXnaVPCLSOWDenHBw/ZFzs0MtizhYnbNvHKNKMNI25WJ4zXI5Y1nMqV5KjuveQEnQbX8dS6Lsh68ZyujonAKnOWLYtq7ak8S2ZSmlCg2sFppGUruHqjTFZllNXLRenhySRZlL0SHXExhAerkt0FKFEQ+tbkjgmLxKCF5Tr+sMRTB45Hj18h8duPkU/1hifcP/oLv/0V36NO/v3UUKQpSlP3XyJz37kjxKJjJPFPqfLRzTNHCk0UlzqoMQHHb7uOpUhEEKH4w6XmSXiEksvhSSOFATZiWgTeZm3FFBad72MS3GisQ6CwHuLUAARygBCECdJV0I4TxwnWNcxZoyxCCExtqGpK+pLh1OXi3JJaZOSpmnQquuwlNWasl6zatbUbcO6XLJuVkRSk7orbIWas/OHrGuJSgvyVpKZFc1sTVUWyH5MEgXWtiFYhZaSYDxiMEGNJXWzoqrosulT3YHCnCUYg0hiZBYQVpJECWqUU947p60FST8mhAZvLZVZcro4ZFgV5GaElApnW6TKUcKD0yRRThwCvhIoPSIY0EFAI4miCXG9Ju4qMhKhWDQXvHr3AQPlyZqKPobDFprWshU7QmvYiyyjnmBpIoyQ5FFM6zy/+eiInemInKxzpNiErPc458MZVb0kPFrRTM7Zj1vGV3YQoUVWBiUTBvEW5eIUA7TecHKyT6YVUX/I4zdeJhMxqzhDak3em9CGkmV9TBOWGFUTTUfcePxFohADkqvbT/PIv8TRxR2maptmueTw3m1W81PG9nG8sQjvSaIekeyxrZ/iOfMDDNwQ58uuaIjA4xFSIuTlTVaK7jpWEunkh7wT/0FX7sMR5uUM3nt8uCzWlUJ8kBmjNFLZ7h4fLp1jdPcckISgCPiOD0InnvfBMTuv+JdfO+Teo5JhLLEGFo1l3SxYNxc445DakGnJMFW4y7FoFMVEUdxt4uuHmIXnoj6lnB+RpRmDJGU5P8HikZHC+pa6NugkokiiTguDwBrH9mafz//o97O1fY0//Md/lJ//b/8pDw7mGOtonGDdBFbeoMQShUGHmnZ1RrtqmV/5Kf7RVx/yzMO7xFHDSdnn5Pg9Qj9l3RqupBm3Rn2kjqhWJcenS+LekIGOcVKSpCnOddoVqbp8HaESQmvxoULqCIICFSN1QlRsguoTvMBVFwQpUPkAmfUIwSLwiLhPQHYW9u9i/WfVoNy5c4fDw0M+//nPf/jYcDjk05/+NF/60pf4whe+wJe+9CVGo9GHxQnA5z//eaSUfOUrX+GnfuqnftfP/Rt/42/w1/7aX/tdjzerOUa3CCpiVaHpk2VPdC08rwhBXYbCpcgo7xDA+QYiHlxiwx2mMYTyABkCqW/wfsnL13b4jfScqql+t9PgP+vqOCuV6cSIUSGJlUIrxdnREXu716ltQGJQAm49+RR37tzh/OwM4WokcOXKdbzKsesl/cEY50wHqFueM9y6xuzslOX8t3ji+c8glaKqSuJYkSjJ3o0nESpFRYpev4f1EFaBi9mMKqzIez2EDyxmx8g4QSqBjGMSJUniGBUcyAgRJDef/giL8yMWyzmzyFOevM9o5xreN8yO7+N84OXHXyLKf4DGLHg0f43D9RtUvu46MvjLjS/Qtp62cTR1oK09Vnmsa5nbNW89ep0X9lJilXNUHlBWF2gSfFDM1nOmFwsWq3Os70SssdDdyelyxKOsJrIJq+qCs/KEcTYkjfrUbs2iuiBOYgTdSGZtapRQ9OlRHTWYm56tJzd4cHLIJB2iI03RjxkULfVpybKuqJ1Ba01dN+hIkWUZxjpkABcCF0vLP/wnX0XIL5NGPa7tXUUqz3PXHmezt8FkPOKFJ5/nmZtPE5rA8eyQO4fvUppTtJS4S0R3CBKFIhYpcZSTpBlpmpLqnCLpEScJadzrTjsf2HA/CEQzAWc6sJOUGq26RFehBMWghzMOoUElGu8DiYxo27ZDwWtNCB4lu2sXETpbKII0zWgbi22aLv/EGCQCbzxCKVTUdWCklJewq45uaZylbgznZ6eczU9wowV52+eW+xTPTgvW1Sn1qsUtGsr7bzEPgt7OABUP6cUaLWp8UCRxjLTgByP0pqAuQTdDUgdxmqGrNdJ1XTQpJDqTuIVDOgk6Jk0STNnihUfogKsMzjoOD++i7VWmbhMRO7AeoWO07nJIlKiR1qKXgl5vC5NWSC8Qpgto85VFaI9yEh0JThaPOD6f8cndDkVgnSdITRppFBpVr5logw0Cn0pqnfHSE7dQOuXh/bfJFo9Qw4KyWTHKcrKmz5WNx1haQ78tWKsFJ9UjHms/yqC/QX2+j6nXREEzCrvM/AUBgVnWxLt9Hr/5vUyLEXa+RucFwVnS3pTj9i7L9piWEh87djefI49SQm0xbUUsEq5PXiaxI2KrcU3L5vYV+tkQhcK77jCofEQu93hcf5LsIifyutsAg6CgTyRiQih/B/jxUuh62fEU4rL7+Tuha/w22ViGy8LjssDuuicfJBDHBKk7O6wzWA+r0hJ7RZ5pnIXX7sw5ma154UqfXh7xzffmvPLegsWiYphJInEpGA+C1jl0LMBbtFcoETB44liTZxFNswIc0mvaZUNjHME2JDamLz216jhDEkkkAjKCVHl0aAkCYhF48skhP/b5l3npI08ifcXzL9ziC3/mj/K3/1//mPPDBuMFFoF1njyLEaZGawjtGWfv/zKTq4/RjJ/nX37rArd8jVb2cVf/CGcy453zf818fcj5SrIzSfjUx3sgPPfvnzBfBYypCH7G4emSIo+4sjMh1w06Mp0uyJQIkeGRIBNkPCIKOSLMsXGEDgWoLh9LZZsIAaY66v6mrv1fNovn8PAQgO3t7X/n8e3t7Q8/d3h4yNbW1r/7JLRmMpl8+DX/4/WX//Jf5i/+xb/44ceLxYJr164xK+fkeSAjI9M7xGkGaozWCUJ5EIogEnQ8xQRB0An9/nVk1AMBtrogmBlFNKZ0C0w5BxN4cG5ZVOZSQ/I/W3XC75zhtz5wVsHmMGP7yh5V2XJ8dEbe61OXLcv5OePtbSaTLdqqQfgIqRLSvGC5WmGampODu6RFj8lkk9F0j9X8gv5ojE4SXv3ar3LjqY/hncU2is3pJjrJePjoHmmUILRECkWaJOSJ4vzwEffbJVQV5XqB0DH5ZIusP7gkFUY0tWF28i7FZJM0UcRSIps1vV5BUz7g0au/iC622bj+Ira1nD98D9M2JNmYzA/ZaJ7FTgIH9n1cKC+BPoamcZja0VSOZu1pkkCaJExGBW/s32Yju4pWEfNqTlkdEotNQDArTzk5yzBtg3MW47swMeiEXniBMDFl3bC/OmIdKsbxEB8aSrOiDS1ZlNI6Q9XW1Lahn+RETtKuDO98512Kq310EaOEJIkEVzYCw74iUZrpaEwbFpehZ462NQyHQ25uXMFULU5AJAVl22KtpZKQR4946id+hOvpLfJsgzwpQMLFasHR7BEPT++wrE+RSnT5LrpglI8Z9LYYD3cZ9cdkcU6aJUR5irCQJilSC9I4wbtA27a4y5DCONbU6wZnPKZtiZMIa7tWurGGopd3RZW3xEmXhioI9ETRRdcb0z0XEbogMOjC8kKg18+o6gY1TDvAU5DY1vy2Zst7hBKoSF1uPAHXWggKIQR11VCva95bfBMtS9r1HR5Uiqd2P8OVzFAWa+qzO1SHx2CeJTYRcZGSRjXegrQOszL4gUT3EuTymCQZkqkMSteNXEK45EXYDsijHb4ViCQiHaa0y4B3DSiQRqLPC+p5zZoGpTJU3uKsQ3xQEMmArUuiuI+qzknHEzaGLcIJpI8RqsVbQRSlRCpGKsN7997G2pZn9xy+Vpx6zaifEkeaJJIkxjKNPGdBU1sHzpH0+2wVOdtuSn7vfcKjdxHjJykrRaJzrrRP41JBKmOO1SEn7V3O1g+YbF4hyXIaVxNoGA03iZKc3dVTjLKMsDtkb7hHLIesTs9J04ywXiD6CQf771KZBVY2RHmf6cZ1TN0iErC1RDSe4XBAq68QWoeWEc4bio1J18WjC5dTXnPFP066jslcDy01vjEEPMqmiCAv7e8d9PFDyJr3H/7/g6yeELqxoRcBFbjE2HfOHhnoKLciIKVGqe6QWtkGax1NZTk4KfnmnQXjYcFnn9kG7/iFr604OFnz6PqCTz+7wyvvnVPXDusDxwtLpCC+xBO4EHAW0khRpBneOWQu2Zpu4VxB3azICs+V7YhUWaRwbE9ieqkGr3jzzjn/8huHBOGJlaQ3TBnlgtHoGkk0Zhg/5Hs/MubGzR7SzsEP0NJz48YGRRGhoojp1uO0puF4/wEhNTgpWVtLjECIkntf/3lC7xbV/JgXf+gnaa59P2+/fopaPeR05ljtfAq2X8Cs7nD15D1u3YxZrFZ8/WuvcHh4xtnKsDKKNM94/qlNPvnyBY8/VTOdFEgSnHXIy2TnIBRCOKTqHIQuWKTOUDpDhBYweF8jvSZICeF/hWGBSZKQJMnverzXGxJnHqsEjVBEwaHMGYKss6JJQfB5F1/e64Scvq0RTqNUjqgNsm6QDURhRGsrosGI26evdFTF/zlrk//RCpedlJNlS/HosIMzhRn9/oDJ9iaT7SvUy5LTw0eMpxv0igJnaiIF+/fukmY54/GYot/j0YP3GG/sUQzHzI4PyAYjIh1z943fYuPa01wcvMfmZ36EWMcsFmfMZmds792gP9xE64jNrT0CgtnxI4pixMZkDx0JdBRzuH+HOM1I421CcERpxvGdV6Ga46sz8IL+cMrytGG9fEh9cZfV/uvIZJPB5nX6ow3Wyzmro4cYY+k12zzZf5om8zyq73PaHmHbQNMEmsrTlJ2IS6AZxVdw4TbnzRGbxZjG1FwsGoZZi5SOlblgWfeRSuMurXBCyA+5NcIrvAmcVxccrc4QEnQUWJoZs3LeOYlCoHYtq6YmjTRaCkywVKYleMFrr75DcJ4nt64xKgZc2+1xsbogiSLKixVVVaEiTZqmOGcoy5JeL+aFF2/w1a+/iZcJcaJovWNYpHzkypRYWPKtLWi68K/F+pzD80Pun7zPoj5i0p+wt/UYV7YeY1BskIscqSJ0FKO0JNYdLTItYrRWl2OYLjvGGYNUnjjtHCqRTomiFGcbvEsQUqEihRSa1jQkcUK9rsHRMTKCASkQSad0kV4i6IoTIQRN3XTJvkpSVTUhdHhs7zzGWrxzaC0xjUEKhTOOtm07oqeWl0r0rpXsvUVoQZTERI1lKMe8f/FP+acXd/n8Uz/Khk4YPfkpVG9FJiKiFkSek8canEfJrguXyAZXOerlnPVa0R+kqCqhUHuIngMs7pJAGpKAWdedKLOnSWeSthaYtKGJS7QY8UT0MYyL0TrpNFGLgPSCJEsQwmPbCrSnvjinKmr6uiBuByRkmKZCyYw0ykiUovVL3r77PjJSvLsvkCLliSd2uH8yp1fE9HQgX3t6wrMIgSMrGWcpkRXIOpBuPUmynBFXM6LBEptNaJbnJOlV+iLDR46H63do3Dl319/hpnuOZDRFNyUShUg0MTGPXX2B5tE5m1s3iWUOusCalrzo08qYpTjnwfJ1GjknEOjlG0Ra4qpO0BPpvPs7aUXilwQpqMoKs5ixsf04Zl51uVjO4B/W6J5HxRFxWiCs/5BX4psGQsBYS9saPvRDfkCItRbbGEzb4i6da1yaDrzqBMPy8j8fPELozr2jFE3d8ujRjMOTYy4WS1aV4N0zQT36KG/fnnH34TvkccTR+nHK9pivvHGb2cLx6KTCtF3umPFgAqx9NyLqZR1VNysGbF57kmZ5Th41PPfsU1Ruil3f42SxJCv6vHRDMe1bJIZgOpH8IB6gRIULMBgO2Ltxk+P7twkiwTLBl9Cs55SH+2j9dfJrzxBlPQa9mO//nic4P7tgdXIH77qui6sukElC6QRNgF4iCO0p7dExUvaYnR+yOv7viR4cM5r0WZYPiNoN9NBikpSvvHLKo4dL5uennF2suXvqOFkFGg+w4Du3T/jXX77HC0+8zo98/wu8/MyQyXhIpLrcI5UqvJHodEzcL2ldQ5Sm6GKISPq45giVji8PSAno372P/8fWf9YCZWdnB4CjoyN2d3c/fPzo6IiXX375w685Pj7+d77PWsv5+fmH3/97XcYvWNsK2XhsfEGrFCoMEa1FR9fQUR8VpahEgq9xVYJxS4xc443FrWeYao5r5wQ8UZ4RZJ+yaS7hbL+PFQqdTdlai5QxSjQEV1NXjmqhO2uzgKw/4OT4iHIw4truFsNeznp+zvH+Q+qre9zInmI43qRpStJiwObVxzg7fMiyXnLl+uNkWZ/F0X3eePUrPPbiZxlOr7I8P+Hw/jssBudcufkMWZaT5j3AUbclKsmIZYSOc0bTbYzzoGOyQYH1Fm8WnN39NWKdEMc5YfWQVFU0dJqJ1pa06znHx3eR0QA93mO4e42s6BPZinK5wD06ZE9rJpOnebe+y7I+wVTdiMdFncM7i8dsFJs8vHiEDhqkYFUtiUnQyoAqaX1JZUu8CJeK/g61jBWIFnxrWLRzSlMxGQypmpaLaoUPjkRnmOBZ12sQkMUJHkFlGhblkjxJKHTBrJlxXp7z4s6I8eZj3HvwRbav9jlat4RZoCwrAKTwpFnO6emcPIoo4oQkSZlkkjZSTMcpyzJ016ztLAjniyPOFieczg7oZSmffvGPsbNzhVj08PZSRwJkvZwk62LQAZSIKHrpJTW2i5e31oD0RKob1SilaE2DM4YoUkRZgrcf4PEtIUBd1h01VnSnoQ+ELsp3wjhjbSce96HbYT4UI3YCZykV3nmc9V1RcqnwDyJ0sDwnOk2KlNi2E+WG4MA1CCFIom7EhpLEYpvHRx/h7v43+NbhhJe2PsJO2md8bYK1NZBh25SsSLrMqxAQaISwrMsVVVlSVQ0yyxkOtohqSfAZwnXCX7zF2iXBL/EtuDSg0gjmDTZtCWnNKlmxo15EeEEkEkQq8MsW7T2RVphqhrM17fKC9dEp68QwiscU8YjISdaNIc43Kfo5ygcuFse8ebDPdDxETCOu7/XYyzYJeY+D/QPq0vGEBi0hlXA1H3F9vEGyqrClx2uJ3LlJX/cZPbvN8f0S6hzrWoTokY1H1KuSKJ4wfvIqVXpEpnbRFzEWj4osOkgm0ZDTeImWiqjoUR1doOOMpCiwvuV98zUO/V0iF9BCk6d9hAwkKif1w65DNFKAIxICU7XcfvubFLFmop8gmIaaBgwsDg/IlaR4LCPJEowvQUmk1Tx88B6N6IT31pjOLelcV6j4gDcGaxqsMYgPcrW8Q4RuLKy0gOA+7NJxaUs+Pq94+/19Hj18xHq9YLY0zCrFmdrh+e/9cd779V/knTuvIqWkqs/BGaSwfPv9cxZNF2NyKQPtHHGhy6NqW0eiJQGLFDXDQcIgTdgu1gx6Dc6UfOf9NW/dXdGuYz71RMZ0IMB7gm1JpOWZ3YyzZU1ploS2IdWS5eI+JIagdjg+c+j2AiGPIC3I955FRD1+9Me/l7aBX/u1b3B+3pDFgtEkpnaSVRVAKUobqOyl0F1WvPZv/xGjQqOk5GIhkL5h8d4p+fqAdFBgzDGPHp6zqFoezTxna6hdoL0MVHTW8/Bkyen5m7x/5xE/9r2P8fkfeYGrextoJCoZ8QGcVGUjItdhLqQSqHSIt3ME9W9DHf+XTDO+desWOzs7/Mqv/MqHBcliseArX/kKf/7P/3kAPvvZz3JxccErr7zCxz/+cQB+9Vd/Fe89n/70p7+r3xc5R+YFiREol+Br8E4hiz2MVrgkQkUpidpF1BcEUyNkC64GqT8UaolIgu2CoWb1GbWruDQj/L6ugGBzc4NnnnmC8/33ODwscWVN2pMUaY+Tw4dM9m6xnfWJdECahqyYMtm7xtlrr3Hv/TvYxlHkKaOtPZx1NE3DeGuXO28ecXh4QNIbM9y4gsHz6OEd+v0JzexdpEo4P25YnB1z7fHnGE03CVcfZ7VcUlcrPD2cqBhtXOXgwdvc+c63ibIe7eIQ7AwbOlGrKU9oqxNCKMn7E7wzqKoLlzIovJSdUFMoIt/wzHMvsGoEr3/xX7G4+wbx8YirwxGnzTmmaTGms9MSAloZpkWfs/KIyjXIOGBtSQgrFuWSqrbY3FLbCiElSvlLyF73t2zKlqqpOG+WBAlaaVZNTWUqxnkfgaC0DbVpGRUDLAFrGxb1CqU1eZJzLU2pzZqtUQbC0aznOCGZTLfI+p44XVDNO0F3mmdIKTGtYV1bfuBzP8wT16Zs5gm/+ou/ytH+Mf0rLxN8TCCirJbUdcXGaJcnbn6EXj4mkhrftKg0JS80USwuU6W7zoTzXWEQxRIX3IfuG+98R38MHe8EI2gre8nvUZ0A2XoQXQSY9QYhNMGDUt3v8N50mSeus6ZXZQWhg85JAUme0dQtzlpC8Hjf2eaV6MLW4ijqMk0ad2nb76i13gdMYy/5KnTdrQ/R+V2EvYgVMsvYkd/PH3r6CoeP7nMYHTHubWBNhBcRjpzYW5JBAacOF0BGMZ6ag/lhpxWJAlGu6O3A+qxCNH2kBdmAJCWSGelkSFUtcNbB2KJnCjdpkEVLnR5xElKeEI8jA0R5Qa0cIjJd8XtxAakmL4YMiymzZMVEbpPIGOEcthWMNgbEQRK05/7B65wv50yu7CAnKUZCniZc285Yns+YnZ7js674S4Pj2saEUVZQY4EYu6oJ/QFtT3DnK99mtHsDkV/F2xbSmGuT5/kvt/8Cx8ltRmnE3B2QxJvEWYIVC5LcofJrMKvQQl2CQRxmOSfv9dFFwbp8nzfdv6KKZ7QrzUCP2UhusOGvg4RKzajEBdQDkiRiKPqsH56TP7BsvHwD51tMW9GECm015e4F/XoCJzVOr3CtRcVdtIVrLV47WtNShhpvO3ty5wh2eGPwxhCcg2CRwSBCQF4Sk726FGGH7hqzxnHvYMXXXnvE6eEB2JKmtZwsYFZCKxa8+s/+DrJZkUhPv5D0NmGcZ2RRhMFzsvDcPSk5X5hLTkonyJWXWpQoDiSqZi+bkSQpD08979x7yNNXNaMi4YmtwLpcc+fROdqkvPRYj+lQYZqKclWxXlWUZUtlLCf33qGXavqxomwOkWnE0k84rx2DKqAvVojijHTzOYrpkM//qOXKXs4Xv3qPs0VBYg9YVS3lqsQ7i/eKNkiM60aVox6kWed6GmQKEKxrw8XBNxnMJRvDwMmi5f55YGUlTndjUBUcadJxnzpQted8UfKLv/YGTV3xU3/k02xuCWS7QGjdddN720hqRDD4ZobQxeXG5qBdYt0cof5d+cf/1PquC5TVasV777334cd37tzhW9/6FpPJhOvXr/MX/sJf4K//9b/Ok08++aHNeG9vjz/2x/4YAM8++yw//uM/zp/7c3+Ov/N3/g7GGH7mZ36GL3zhC/9eB89/9MnnY2xc0uQBmcVEscMnCpeviLUmsY7QtDjOiHWBkCmVKInzbVRaEIk+ovG49ZIgVvikgHLGdCPuqKbf7Yvzn7w6AaE3Fav1gtoEghY4KXj+Ix/lTVcTpCedbrA6P0EnMbNlyYO799i+dp2LsxPef+cNJpMhMtLkvR5tWZEMJvRHU44e3SOKUza2dhhNdmjW53D+KkXR53Qd09qWYdrn1a/+EnlvwK1nP8X1x5/m4vSE5WoBItDrD+n3RrjRlOBMZ5eTEegJprmgaZYEUxFkTL8Y452FYAi2xjcWb1u0CoynG+zuXsGIhLq6oDfaImw3LM4WiJOGaRhzYSqEFXjXWQqDaujlffpZD0GLiiRrO2cS5VzYBZWrWbYz1s0Fkeri2C9fVlxrqU3D0tTM64osSbCmc+7EUUSkI6y3VPWKOIqQAoxtWdQd12SY94hVhBCBZ7ZuUEQNZ1VFjWC+aHCPDrm4OO82a9+Bn/qDAXjDxs6EYZFi5g85jyoWVvHU4ze4snuTzelj2LOAcJ60N2Zz5yrSB5azBc40yB4MNwviJEEqwHm0TPChyxhSSl4q7iXWXEKVQgdcC96jVdSFJV6yWYTs3Ew2SKIkom0Mzlo6navtigjTFYTd/tXZiuu6QgA60gQCzlnK5RrbdieiLE8xwWEaR+M6GJkPnRBSCdm5fZRHCIijiLY2WGPRWnUnX9FpU9yl40cphUg9bu3ZLJ6nvxF4cDrnbDVHum0mkynr5ZJU1BSDBClLWgPxMMcIS1u2RFHE4NqE4TjgdYOP9zm50EziTdqTJT7ZYNxPuDi9R82E8XSDJpwQOYecCWb+kIY1B80r7BQ32PYOqs5RQhLw1J0mIs2InKOIC3b720zMBGUEQUmESMl1Qmg9Jl2xv/81poPAsjKs3JB7+xd8YthS1CXbvYiw7rgS3nebim3XyMEQJxxCOOr2BPfwAWtZEbuKKl7SH3Z7QDzss26WTDa2CEmDCJ752SN6vU1SlXSuxWSMIEamtmPZRBFBWFxbk29tIWPJI/8q5+J9okGPneZjvDz6IW7ox/HrlnN1gC2WeNPRQ9vS0DQNSaN4fPokZRaxWh0T6hUmcngiQiTJmIJIqWcXBKU+7HZM+iMSf0JZ1kAJwXd6kq6vh3cG15pLpooHb5B4tOh4O8pJvLtk4FjHw5M1v/7tfQ4fHpOENbHyZGnK1jhibR2LRYWp75LG8LEnhnz+41fZ3szpZZrufO9Zrx1v3Dnll79xzGu3V9D6y5GkokgitnqSW7sJH71V4LygbdY8PFphK8GtnYxeFvPUtqInFU1T8/BIdO4VZ7mYVSzLhta47hoPLToItBaYtqFe30YXNesQsz9fo3ZiRF3RzI5pyDlaKeb+JoVccv26Q+lNvv7qPkUsSJOMrN/n4AJGV59iWD/ksx8bMMgjxqOUQaYoa7j38JRvvfoe5bpiVQsOLgIXlcLFfUj6qFSi8GS9Cb3JLaJ81E0ajr/BfPGIX/3SHXq9lM99/qPs9beQYY21NWm6jY/6BNcgvMDX53jXokSMDRYzO8Cn6rvaEb/rAuXrX/86P/zDP/zhxx+IV//0n/7T/N2/+3f5S3/pL7Fer/npn/5pLi4u+L7v+z5+6Zd+6UMGCsDP//zP8zM/8zN87nOfQ0rJn/gTf4Kf+7mf+26fCnXikWkDuUKlgagYExVXiJOCLI6J8Kh42rkT8lvk+U53YrQtsSxQXmCXc0x9zKpZ44pAXGQ89cQm//Y3H2Htv0vB/P1Y5+fnHB1LpNbEvRQdJwQ00+kOz774Uc5XKxbzBUWWUwx6LNYl50f3mZ8fMt7Y5sqtpzjev8fd99+nrCrGwyHeWkaTKcvFnJPDR0RJRBYr+nJJFXJWdZ/eaMzh3bc4q1vS3hbr1RGvfeUX+OQP/W/I+0NOjg+oLk6ZTLeIiz696Q2SNGfdm2LaiijNOX73S9RN1YVEKYH1Db5twTmUjIhTgRIC7ZbIdsV8/33mJ4cQOhBWPNhC2IIsCJ7uDTh/y7E8e4g1HROirS2tXeMRjMZD5vMLLLCu17S+ARloQ4XFkMj0txlgLtC2DZVrmDUrvPDEUtFYg/WezbyPEIpVvcB7xyDtweWox1nHdDghkxqHAycpVCAWBZujKUmWsawrLuySp27eYmNzh1dee53tnS1OT87o5wkvPX+LfmyJ0YxZUTcNq7lguvMsu6MNEilJsyFCCFYnDfjAaGMbn3jSnqB1htBYZDhAA63dJYoz1osSIRTWeHTcoCKBUIrWtGR5SnSZ7iwE3edsF9qltSYEibUWIT0y8sjOT9zpUei+ydmOkdLBcPXl6MgR5G+D2pTWSCFoW4OxhktMG+BRUl666CQ4LoWTdLbr0JE/ne26PkJeWs1dN3ISwmDX93j/zSP6Vz/Brd1dzo9a9HSEKj1exWjVUVNHbkISO6pWkkxyRFvSEz1MVBKSC0xWsZIVPl9zeP5NHpUZ4ZFiuPkp0utDHnz7a5j+Cwzz5xgm17HFOXZ2wv3ySxys7/DoYsZt8Wn2tqZwWqG8QOZp596JFCGPQVnU8ZAryTP07BxrA7VtkXFBnEQIHThd3Oefv/I+d2aa/lTz2uv3efGK5bknYXWw4O69BQZFmUWMRNehEaxIE08IOUgHqqFpDCpWRETMZpLWr9gY7yH6ji+d/w+8OPk0sUiQkWI9W3LW3udm8RRCeJBddpPII1QSI1KFx4IGPYpxZcW8XfBs8od5Kv9edq9fRzmJa9ecy0cskwNEq1Ayw1uBKRuaxQVp0ifKE2IfgGvjuwABAABJREFUcXBxjyIpQCpa0TAZ7tJfbeKNxqwbAo5kOKRp2w5oGKAqW4KvIDgkl4GBwYO3ONN2egccMji0CKAESl7Cw+iyeapVxTffOeHb751S+Jok9WidkBRTxo/dYnRzzNe/8UVW8xnGeqT07G4VbGz0UJcoAu8cWer5VLHNxijlvzN3uftojVaSwSBnmCmevzHi7YfHLNc1V7f6vHQjJxcNh7Ml9w8atscZaaK5MtFASt3A/lGJ9JZ1abEBiqwgzTqbfHKZroxIcWWNrY8I2SaNmvLwPHD67rvMl++w/fSP8ug4YfHwjI98ZIdefM7xkWVzPEZg+dyPfZreYMJ//w+/imtKbt3Y4yf+0BP08gQpA/V6gfM94qzH22/fZrWC4yUsjMJnU3y+jXctSaTZnF7lxovfw9WnXqaK+rz9xlssFif4xTlny5r/4V+/iQ+S/+KnJoynPaQquprTOWhXOLdGZZtgDegeSiqCrTm7/zoh7PJ7Xd91gfJDP/RD/9FNWwjBz/7sz/KzP/uz/8GvmUwm3zWU7d+3apakcUClI3r9KVmcUyR9imyb8eg54iRGxQlaRGTZTgeFcgZnLEJl0FSY+hxbVygdozKIWstjj4/Y3EhZr9dcYqX+k5/r73V5BPNVyyiPGE82qGYXLI8f8Bv/+he49dRz3LjxBN/48q9RG0N/uMdquWC9tji7Zr1aMBxvcO3mU0jhMMZxcHpK1Vp2rkRMt66xmB3TLuYUOxvMmpj5qkXKNU1t2bjyBLPTfeazE/rjHdI44uxon+nOjc5OJwV333yF3nSH1fyMOMnQ+Rh0wtbeLS4evUGzUnivUSKlrdb41nddkzghSgaIYEh6GdXDV2jxCJHiGeD1Bo2TeB0osogrTz+Lz2MePfrHBCtwwWC1o+iljJ0i7Qnq0xaCoHEwLMbMmzXzcoX1nr4SnQjPW2rrqJqWyhlK05LICIlg2XadlBA866akamuKJIdL+JhSmmnWJ1VxZ4IOAREMQUNwmmGec3o8QxOxNiXDJGOcxEDg7OwMgSeVjvnRISSKcdxSNpqHh5IrOy9y/cpNUp9impTTR6cQJOOdLbJJis4V3hqaOqDxmOWapjpGiCFJbwkDUCrHK0vaizD1kqw/xhhHGiVEkcA4RxLFtMYhRCBKNfgYKSWNaUnTBO8cTdPiXRekCKLD27tOdJhkEdXafNiFibRGRwrnPSFoEBYlJG1jO45D1GkAsqxHta6wrcUEixDiw1yVgEBqdZlnqDo8uesSarvxlCPuRSRJQEQapVqUHDDqb5Jdf4zMHDA/KMl6G6RB4FuHjgJeZ+QjCSctPZky83Oq5SlEfeiNULGgv6V4/43XCWJCvNxhfvosu898hmZxxvndu8irjzMcbiPqiqvmY9w/e525OWff3iP0P0VcOSJrEUKj0xiVKoJQ+CIiSgv6WQ+Wc1CSuvIUgz6RElhR8u03v8qbBxcQZzR1TfDQLzLS9h5Pb3i+NYg5XAmiqI+OY2pbkuYpedwS2RFlOOvuSY2lV2yQTp4jTaZIFzPcuIItDK8ffpsb7dP0xRAZJfggMIUkZAH9gfBUSUKk0VHc/b3KFh1LWlOi14FPj75AL5oiWstpeR+RwErvc2beJXiJqguyTOOcwDQWs65RcY8s69E3KcdFhBjnpG3MhT0jKTN6qt+5vbREikA6nFIv9/HBQgg0jSVYC8GiLotbCATXdV0JXcZMJLrOXqS6zB4pJUJKvA8cnpe8ub/iYtUSpw4VdQyV1ls2J1tMkhe4f/c2rllTNw3r2tEae+kouyTNXmqrlJLkcUQeSzb6gs2R5uXH+5S16ABvJPyrbxzzwx/R7ExinroyoJ8qVnXLcmWoqpYs1vSyjFwrlmVgua4JAcbDgs2tCVkWQ6gRWHQckdpAfbzinQdrjh+umZXvYd1bSCFJVET2zUfs7vb5yf/qj7Cz3eP4zV9mtagZDifc2k356LN7xJMbfO684UtfvQdAIEPFOUIE4gzqqqHXy5BRztGq4qIGSxdHYNcnqODI9JQ/+f2f5w//n/5LahT/+Iv7vPZba8TgObJoA1k9wDRH/NZX73P9xlt85nufIyuyzqHjmu6IYleEumMyiXiEUhmRirG1+a72wz8QLp7/0IpjQZx4oqghuBWxGBL7mNz3Ue0lnErHaN0jtB7hW6SQmKrEBYNZzbHVinq9T5goVBKj0Uy3Bzz/wpQHD0us/QDH/ftTpNR1zdGpo78pUUISUxEVGW1dUZvA1vVnuHl+woO3X2W6s8firTcpih7VytHLhlyczwnuLfL+iKTX49q1W2glaZsW21ZEKrCzNeRk2XRk0aZmuHuD5cU5s7MTrt58BtvWHNx9G4ohp+cn1M4TJznzwzsEa2jbCiEjjh6+T5xmJGnOyf59Rrsv0lRzzFKDXwECZ1Z449HeoVmjo5Q4NOhYI6zEpxt4uYnTfdxiSd5X7N68ysb2iKz3Aq+/8Q4nx0dEEYihRHhFXCrKpsW0llGvT3/UZ71sCMHggkVcQpk+CC00JlBby7opwVnSOMXS5fLkcUprHau6QktFHiddZsb6AhEphFBoocmiFIKBUAMxRVSgIs1F07CsWuoQqGyJSiR5FCHjiJ4SbPZz6llJlgeW/RHnVczG5nUeu/4xwvmQs6M1bagYjKfk0x4ypUuNrSTLWU07XyEkFEPLaGuLKJtcosAN8UBhGsf5g7e4881f4CM/8qcpxlcugxU7doyko9lqpT7Ee5u2JVK/7aixpiaKJUrmmLZBSo33HmM8Sgd0FIP0BOlRWuO9I88yqnk337fCIGWnk3LWUtY183LRgeKkxrkWJSQ6SbrxiADnLVJphFKYquuooAQykohKouIe06df5MXsmOaspjGKycaARaPZe+wGNPeYH55SPHYLgkEoic4VUdKNk2TTEUa9E7R1Sx01pCpiML3FzhMZtm6pDt7m7DxmZ+c5JiPB+eEZFyeHpMPHySZ7PLH+L9h44SP81tHfoyxBpBHRJCMqSzAe0VeIfvfafJDCq0xn6fau0+wMewkyiSnLB3z5tS9RDBLoF8xOu1TcykRczDS9ouKT13LuVzG5zsilJt8sGakCZxwxmlVTYdvAaDCkN7yFiPYodIpMYyZXb/DIvY7yEWY5p7IOL1NIEmRf0aQGtVY0qxUuclhpYSNA5Ahlw8V6n8Pf+DYfff5zTLIdfPCci/vMl2dkuk+bNayqGWk8QTgQcYRtW7zzWBkwwZBmPZSVDP0G++dv8tzoezDCkckJhRrQBI1vS7LhCJ0VXbrtJfvEGgtti8TjhcfQuUSCNeAN6gPgouq0bh6BuAS4BQTeOQ7O1xxd1DTGU4rAqvbEroEmsPjav6GyX+fs7BykpjcsMCLhdO7p9xryPIZLzMFybTk7r7n3sKUXC248XfDUlSGjImFZBr769ikvPrbF197Z5x9/8SGP72Z89NaIjWFGnkUsli1lVXb6OyRaapTs0PAIzXAyZGdvSpIoqnqJtYYoS9EOzu6teeuBobZznDNdYRFrhltjXnxxzGNPXiHRNfgBSZYTxQmohNGgxq1PyLdu8rkf+SyDRHH68GHHkNF5R9/1Atm09AvJYDpl+c6SWV1TNg20pxACKtLodsH5vXcoTiuKWwMwa569cgXz3Mc5XZbY5SHN7d/k/PYv85tffI9r1yfcuB7QMgKlESpFUCLwOGuQIsV5R6hPyZLvLl3nD3SBksYDUtWQyz6FHBN7iWwdPiyxbh9ZTHCmwfpjEAkyivDlnKb1tOUp9fIOtBXOr9CjJ5Ba4Jo1cRrx0kc2+NIX9zk7t/x+u3kWtcO7jBvXJzREjK88jjGGxWLJ2fEx1/Zu0BzdZjyZ8E6zJlKByZUrXNkd8ubtIw4PD4nO54xGQ+y6ZLK9TRYrbl3b4trNF3hwdMbBwXtsbF0hijNMazvHw/KUi+MHvPSpH+ba489Ttw1H+3dYnR2T9fpkSc5q9YDFoyN0WtA0jqpesbH3PKONHdq6BJ8QRExoV509sBLE2SZxUqDNEpX0kK4liofI/h6huEJjQSjN9iDDmApnatrFOX5V8vnv/z6+/ca3cUFSukBjPaUJtOaCSAimwwJLxXJ9hhRddrGWXXiYCx5nA63xtM5RtjVpHCOVZN3UFEkGAZb1GhcsvSzlpLkgBM/CljSNIazPEQhSFbNd5GwWPUZRTKolVVVyd/+Qk2pBAHZdQASJ8Y5+kPTiDGMtF6ZlZRK2k5i+6LNbPMnynmFu52T9AhHVlCwp10tWxzPmZ3N6OmPSv8rG3gbDrRyVBYJw2NbQVmtWDx4S3Bnl4oDyrGbzyousljOS4V4X4uUgjwuauunE3kogteg2gtBB8o2x4AVSRgSv8UEiRETb1kg0sdJdOrcDa8wlc8J3r62T6CTCd7jJDsjkLcY6hBSkeUSUxLRNg3QKrWOc7dxFWkkUEILHGY8IoHWEu9TVIMDZCJluM76pKO1D5mcL8t0NBnFAFRM2ngHuPGT+8C5MdunlXeikcJedAufwOLCdSNk6AWmCjods3dxChSXnxbc4f/eb6NOEnfFNppNtVstzLvZzNm7skjSwk36CP/LMdfZn+yRJjCIQ9xrcuoVpjOp3Ti8ROueN8zVIqM2SECT9cQ+RB95751u8c3Cfad8wfaLhXuyZn1kOZ/D+fcm1HvR1QybzzvqtU5wuIWS8f/eQx/euYmtPMRwz3rkKYYwWCVJH5P0tev0BZ+cnZAKq+UnnsIo9UnnasGSdrvBnDet3zljmB8gsYjjcRDQQNR6Zw/r8nMZYVLDUcs5FfYKjK3aL4VVU8j5EGqECutflw/g4IDMFpcPFkjjKGLkdXFPS2+hT9LZBaOKLBlkkVK7iaHXGNn2caeGDcaJz0BqUDHjhu+LE2Q6IJgNaKCIlUUqgFSjZWes9Xb6WQzIrLavG0lrJcaNY1xBJjxIVUVQjo5bRdBcnCuTwCov4Kv/fb89Jv/wdBskSfEtrPEoIdvKIrXHG5z+xxSDrsn+CD0QRNN5xdnHO9zy/wzfvl3zn0ZqViPjkYxkDtaRfxAQ866pi3bRkulMz5rnC+q4DlBcxSaKwTgG+uw/XjtnCoKVneygRQpFmOVevb/P8s1cZjKeUVc3hnbepZoekMuL+KRycn/HijQhTV4TqlOH0KT7xqef5xfff5fTomN4gR0U9uHRial2yu51S5BFx5TDO0doKCPhG0riaX/mtf8ir/4dXGF99DPLr/D//7/9nyrTHv/jqCe8eTnnrfEGV3uPbb7/F3q+9xk9+vmRzx5IkY2yzQIkc3BrUoOusyBiZ7xG11XeRxPMHvEBJvCb1gdhBJvrI5hwv5jRmja32idY9KpEQZ5t4IEp7tKsTQtA05j4mmuNzKCZPIAYT2maOC2sCgSduFfzAx7b55/9mn9b9/hYoNsCsarm6WpJM9hhNNxiOJ6yrhnvvv8ny4Dabo5iL0yPOjo4Yjcb4ZsXJw/Wl5U4idMHFfElTL1ktzvnEZz7NCy9/Bick4njG4mLOerng2rWbWHvGarVktVixtb3N7Xe+zXjzCrapGE93iJKExdE9DhczskgS2pa2rTqXiGk5vvMK8/0MKT3Nch/RnnbhXvkeKoa42CBSEdrXxEmfdnaKcz0a00Oh2bw2oVytmZ/OceslVsNZdUG1WrF75SZbn/tRHr79Lu16zf2zA9bVGYRAL89RUnC+OmVeXSBFwPhArESX5YHv3CrB09q2G9FIxbKpkAhipWmsoXSGUZpjvSVVGofnxmiLyhqOVheUpsJKTxUkNRkHi1N2Boanb77MqVuTz8+onCHIFkWECh390jpLPypYe08/G7PXv0Jaj2mOI9q+Yd/c4VtffZV5dcRHX7jJt995SKDlicdv8OmPvMSdR4+YHe5h7tY01SlZWqGsBKsYjcdsbF9len2P3aeGZFlGkm7Qlg0iBoLuBMxe4LyFIGgbh+IDXZXvaLSRQgaBVpfzfCtJkoTg6AS2wmN8F7OuZdyJZIMDIVGJQjgDwXbtWxdQkSKWGqm7tCAZS6SVeO+QWpIlGmsszoTOehlAKYUz9kOAqABC7fHzHulGitxradf7NCvL+EoP6RTRxgabuebs3bvMZw9BbFIUsmsr47DC4IWlqdcICUqu0DpChBbf1ARgsPUUZfk1Dh99FXlh2c6ukKcZ9dkh8yhiMEkJq5qs2OHmNEPIFoEnGsb4C9O1zzON9B3PRcWCIFqIPK2yDPeukU0Vy/qQX/ytX2J/MWd3U1AYyctP9nhTrXl0v+QVBPFujCCQA9ZqtO42qDjk1DSsVU0UFUw2B7iQE4sIESnitM/WlSfIRxlnDw7JIk3jligfdVoNHKoSlMMhIhuwXMyYzw7JxZA2z6lkgi8UciHYnl5DRRkNa079Ec2q7lxYziHWmsn4WVbtA1CBEHmC8QThkHlMOHNY6fBB8N7r32Z3b4thPkVd3cSuKsLqjHS7R+OX7H/zHfLtrBNTCoFAduM/Zy8zbfxlfEPX+Uu0II4USaxRUqBk6JxkssvdQUmcC7Q24L2AKMGphFldYVqDwjEoBHvbE0b9EftHxzSLOcmwpaLHaTnCHlzQixpu7aZ84qkxT+wVJJpOA+O7jpj3H/zejLfvXfCJJ4cM85w3D2JcNObuKmFX1Wz3QIgEFyxtUyOE74pypbDBcjFfcno6YzTMaOvmcvRZs1q12Bamg4KrGxIRPFHeY2NrjLWwWNWQTEk3n2U2v8fZoxm/+eV32d3IuvtpVeNtBRL6ky2yzQ3evn3M9rWrKC8JVhCMBwS3rgx49nrBfNViXTcyw3uUcwhvuVhdcH77O6iD+1zdfoxX/s2LFNtP8H/8yZf4rTtT/sbBnLYF/WjCW++9xydeWDLsXRDnewjZ4s0KgUNkE4KvCEiym3+I+vgAHtz+Pe+Ff6ALFHNxjhU13g4guoapTrChxMQXaBl3aG/dR7YPUSpCtAleeqLeNvHgWRANCEOU5rjgCU0n0pNe0+/3+UOffYFvfeeCO8fffdLyf8oKAfbnhiv9ir7Z5zzrsbG5w2RacPvN1zi8/yabw5d4ePs9lquaPAqMEhAy4eLhGVvTgutXtnm4f0hZ1Tzx1LN8/JM/yJ3377NcnmMRjEdj3v7OKzSrOTtXr1EMNlnMz3hw5zZXbz1JXrdAQHhHqJYUww2M8dSL+wRfo2SEc4bgDLY1UJ8ipCXKBjSmIJ8+TVxs4p0kjdPudNs0hPkjdDTCyQ183Gc0nTDeu8Lqta8R4SllRBIJkkggB6OOmyAjnLccL445PjtAK4/SilR7Ds9POFme07oGLSEEQxSlaBUIwV1SKKG1tsOOO4dxlmk+QASY1yU6CCKtWTZrFm0DAp4Yj0gl9CY9VtU5USLIk4TGNTil8Ancev5F7s5PKC4K3HJFP465srvB11JJ2RiySLEx2eVWMeT04pxX3nsD5yKE+BZ3jh+ybBYEAVdH28hlnx954vs4bebYpuTVb7xLP01pFiWx1EymY/Z2n6cYTEmSHnne70YKUuJci2kqrG+JZIySEV44lNKd88d2HBItOrCViiRRKnGua7cGJ1BadzdzCUEpul5UF7JmnKHIMoTqhKy27UIGO0eQ6NKoAed9FyP/AY7fg5YJIpGE0Fm+vXfISOKDQkvViW69R+oPHDwdtE3rgFzNaU0E8Yj+zorZUU2LIG477VIy2mDrRYl69S0uThxRIpEavLB4bVjau5SNJxMxuDmRilE64EKne4nlhOnu05xc/Bvec2Dw7DSbxB6aR/eZVQOKUQFLhxy5ruh1Gl1kmFnd/dvjiOC7MMUoUQhlscKh+0OGW0OsXPHa6/+K33r921ysDUks2bs/4truCH/DMTue8cZ+w8Bopr2UbCNltVDIECGkRBMRxQE9kkRqyplZ0VM5eTYgjiKG4z229q7S2hmPzu9xtcgxoqL1S5SXiGCgDcyrE9Kkz7o9ZV2VJMMeLgisNMgiRiUDWn/OO4uv0gZLqnuY2RJRRAQR8OuWOC/w1qKyDOtqnGkRWhHiCBeqS+2G4snnP048SFEyRg4yIglhmCKGOdlqxHZvC/B40UUFSC8vAX+OD5TtWsoOOqglSdTxf+JIokTXHe2us07jAIK2tQgUSZwQqobGGJraEnxAB4iE5uzkjPlsyfm6YmOo+MQ27OxMSaOENFxhe6zZmKTEUSA41xGpTadzCaJrPDZIFuua84Xh8HTFi7cGbGaSWXXC4VzyaOZIVWDS1yBSLhaOpjU47xHO0hpDWZd437I17hNriVKSxJXYuns9jtd9soHniS2BC6BURGM9pukOCjJo6vgGX/nm11mVmo1hivewWq4olwvSjRavYsbbI371X32Jja0pV6529OM81UT5kBs3FT/yWYPzmm+8PaNqHFpIYimxzrNYOypj8faU98sL/ubf+r/xzLM/hI/+r3zldIldHJENR/Tly1BZ5vO60/PoAtUvMBfv4JsFscoI3qHzAaGYIJff3V76B7pAWV84ZNsimjWmfYU8kZ0YszEMh9dowhk+aYiyhLi/SVJskBXbpHG/02WYE5xf4VjDZcCat4FQG/rFFa5vpTy98yb3jtddds/v0wrBU1nB7dM1z08bjt97nTjNGF97gtnJI1bLOV/78lexriWLU24++RKZbplefYL2K7/JwcEhj26/R0PCzVtP8f2f/0nev32HX/+lf0xwLZtXbzLd3OXm0y/y3hvfpKoqnnxhwM7uTdarJT7AyckxaaLZunKT4B2mLZls7bHWgWa1T11fEILCet8RRU3FYPI4G9ef596rv4ZTfaK4wBnDfP9dxtt7FFmfVmQIGfBxiur12Lq2x8nBQ0y5Bp2gUkeaCNIowlaWumxwsqW1hjsHdynbklRrejKnNRXLqqQxDbHuTulpJEgSgZYC20IIorMqBouS0HpHHqckOmJtGnywxHGEsTVSOGLpyJMU62u807QmMOr1cKEFF1AyRQnPYHvExvUrNP+m5vrT17j/1m32tgu8KcmUpDfpsawMy6bk6nAPlWqMkRw155zPTmmainEy4sZohxdvPMU038Y6y2P968RZTBIn3Q06jemPJvT6Q7I0Jc0ybBvwtgs5U0qitSZN+oQo6nQfIqBVRJAdgl5KiYzAeE8cAUHibCCKFN45goDWNBA6sWuSdT8n0jGtaUnTrBOyWovzXcq3dx7rbdehl7LjoyjVpdpf2oSr0gBdXooSCtN2LX0hIDjXpScTOvz8ZeaVCGCtoSpr5oslSVGQZD3izQnp6oi6thSXSbdCRejBlI0Xb9F8+TaVq5AxyARMe8y9+ZfJRp8k1zE+VDTlGp3HHYcn1vjWE4tdphvbfOf2b3LRL3Gj7+cxf4VkXmMWS9ayxUUlUZKSD2KkFIhUoy/FwDJVHQnXSqTQBGvxiSTtpZAZ5vN7vPPuqzx1dcL5OyUnF4737Cnbox5RUvPC4xl33wadJsRSQNkgRUYsE7SIidOCfDRhI9qDQWC1lPTTKVkxJE8zptMrFMMety/e4Xh5ym5xFSNaZKiJ9QghHWV1CjOHUxXz+SmmbqgGBTqcETY8ukips4aj9j5ffv1L/OBzX0CcO2g80SBDojvLuOuEtHFR4IUgCElbr6B1CGdwocEmjkwk2HqNjDdxdcNyvqBfpKgk7mgucYJQAecMUZZDLVEioCREWhJJQaRVR6mNBHEkLkc7AimA4JGic6wJpT4UuCZRxKiXsKgctrWI0GlcklgRC8n5qqZqS9JM8qmnJ/yR773GaJwSjCVYjVKaIAQheIxzl/mWl39nIQkeWgstASclh7OWjzwmSaJAZh1bfcndoxn3Xqv5wefGbI9igos5d47WWnABYx3OO2bzNcFAP0/RkURVhnVjSFRL4wTvHGZsTSIm8YJ2dgdXjFD5hKY85Pi84b17ntN6yngTdrYcsWpI4ojVxRnp4gSZbqAkHJ2W/PKvvMpP/fERV67fIs8iJCXOFDx2Y833rxuGRcIbt89ZrWrSWNLYjiTbVA7vAt5bFutzvvzKP+Ob/5evorIJxZWXmGzfohct8W3CWRkwLoCQyCTFB0cQKbbaR/duEKRCUpFM9kB85/e8F/6BLlBmiSWkgigNeNUJvyKliWIw6ZykmJINdih6U/q9XaIoI9IR6pJuKlVAiAghYkATK5BB48saEefEIWK76H9XM7P/XMuHwEntWHrFVNQcvPUKx4/epV4vqNZrLqoleZaSJAn3777H3lSz98L389L3/BjH//wXuPNgzs6k4LFb13jrrff4tX/5zzg7PiROFCtzm4v5nO3pFlcff5b3vvMtkuh1bjz+BOXyAut65MUAqRWL+Zw40UgEbVOydesjNOVNzg7eYXF+H5X2iNOM0Bq8ilguVqhk0qW+eouKBG19xvq0RU9ugtK0oXN2bG6NsKaiPTtGxwXeGYooI09kh7bGc147zPwOHk/rG7TqbkRKBKq2pHVtF1MuHUhHEmliDd4ZCF2HwQuHCoGA7KiYOsEFz7qt8BgaZ9EyJo8SxsWwI2Oabh6dZpr+5pR379xms5/ipCUYx4sf/Qhr1/LowT3+5J/4KZrzOY2E+3cfkfcLnrx6hfcO5kRZxhsHdwi24WC+RAbJZ55+AW1jYlGQxymRUFTGkOY5STFgMBzQ7w9J0pgkjomyAukl3gZoBJGWaJ0RZzEqlgTfIrzBXmbjQJcQG7z/cGaiQ0TEHFyKlxoZJKZpQXScGQQdf0JJvAOB6jQqocs1se7SyeO6YsIYg1JRB4tzjkhHGGMJHuJIdZwMT+e0cI626cLGXPBA9zOc9wgtSdO0a09ftp+9DcTS4so5a1dTr1esZSAtFO3ZjGSSM+jHRFwWQ4MJk1unLC5AKIeTnjX3OFo8ZCP/KNtZTPALGrsEM0Z6AZHC+4DwKdub38Pm0eu89ugXOCve4GLrT/HRxz9OMSuxxmDqNe68QakBkdLIRKJ7gtCCGmiC7NwmUoBpW/xAEpRlVZ1z//132N59lo/YY07OjjhatxyXFUfngr7NEaHh1saAvCegXCJMTqQ1UidsqG2yvM/23k3iKCUqBkxlyrh3g+nOFrpp6E828Mrx7slrnK3PWbVjRllCJARBalpT0pbntHZOLWcYIwmlo5znRGJAlNT4vsXHLTZ4dvpP0dcjXL0EDSESeBlIVIyRAoHCOYu3jrPDU2w7p5+PEdZgtaVVntR3ImjSiHrZsn/3NpPpBpt6RGNbkisTwtyABDEpcIdd5y0TmiTWxJEmihWxVsQatLq8jGVHZP0ARiovRbJCSLTqipphGjHONe3aYmTAechiydo4rPf0Csn3vDThRz91g/G4QGLxOLz0ILrrTwiBlKrLmgkgfAcSJHQF1Oawz/6FBN1DiojGChatRMiMq9MhXzpc8hvfOeGHXxwzSBRZLDA2dCwgAkkSk6X5ZaxFjbx0DS7rCo1meyB4/7Tl3cM+P/mZPaguqHxFcGua0lHrDW5+7Ac4ePD3eP5WxM5UIExJkiSYuuTs4dvEGwoV5yR5zhu3D7j69XfY2dsFoYmSIUIpojiiF9e8/FjM1d3rvHt7xtnZnLOlIY81skvaQgBNE1ibGru4T1ofsRE1FHqGSjJa4/B6CMSY5gI1eAGVbiLiIUIEUN1rE+mE5LvEdvyBLlCSsSIaJshhBnGE0QoRD0myEdlok16+Q6+/TS8fEEUxSgak9N3MXAuCE9hg8cEhSYlDn0iPaO09qvkZ/kKhlbl8Y/w+Y2WB1gWOSsvaBkaJpecW3UUTp8QioLKEhVecPjxgY/w4s/MFJ4/ucXJ6zrTQFLLmvde+zmv7a8rlCo3HOkdtV7SN5/zsgv5wSp736emWfjgmmwxZlg2r5RylRpyfHJCkGUVvQLWaE1SGUoL+5Doy7iNkTG+8SbOaobVmPV+Rb+xhfaCqSja397jx8udw1RK3nmOWp5gwRfZzdKzZf/8taBuCUozGI3xwRKJh5QVRqqkbwfnBI3ya41xDnnT8i9rWNKbpMj2EAOFI4u7U1aWFOPK8Q2avms5KSIBCx8RKszY1gUBlDcLSkT91RLARRgoq21C7hki2nM0C/ThDerixs4NZ1zx/7RnCZRJwm2YU4zGrsqGXdJk3dx88Ymv7CncOj7FlTWUaTpcLHtvd5JM/9AQPvlOi65w01yTZkH7Ro+hnDIYbYDzeSprzlpBrMIYki0mHaaf7AELoyLHC03FkgutGXL4BUrwDrWIsjsYaTLnAVl9htPU9SJ3hWpAi4FxHLtFa4qxBqU6jYq3txjFSkEQJDnlpB+5EsEJYvO9AbFp36bTeeaI4wbaOuulstJHS3SZ/mcUTfCDIy5Op8wQXqKr1hxjxgEcISTKasHV1k7ODB5zef4dHK8fg5lUyEVjfKylWQ8ZXd+lPUnQsSEcDmlKTpoKFvMCpFk3FfHlGUDfRaYtvPa1pkD5GNR7XWFSQqHTK41d/kLfv/7fcO/46x2cPeDj7k/zgs3+MvXUE65rKrzlxhiTN6Q9yokLimxaIOriiFKhI0lDh4hiso1ksgJQ4WcA64snRJoPonHnasKwWbCZDTH1CL4lxUcRSrNEXnt1rQ3SSkKVTit6EoR939vgsZ5KM2b3xHHtbE07v3CGb9mmY8+rBN1m3NYerM8a9CGkSmnaNMSW1XVC5GXVYI9scYSWNGeJ8R/a1waDTlCwZ8vyVx7DzFb51qCxFxposzUl0SghrkmRCWZ/RWsvh+3foDzMUAuU8uZpgXE0v6eGrLi7BXGosZrNz4uMBtqzINnpU81OKjTHv6gPWYc0w1hQiJklikkQTx7orxGV3nXYE4g9GQPKS8i0u/QuBJFZMehGphgRHIR1eB4QWOOtQsWRrEvHxp6f82GdvcHV33HVjfGetl0J+qIH6oJMnhSLILjqi69IEhLV8+qkppRjRH/fZn9fM1oEgFUWRsjP2fPLxPu8+XPLlN2d88ok+SaIYyITGWKx1ZHlBlmW0bctiXnVxD0hckESRYqdvOV/C8fEZZ+sxT16ZUhtIRzuIs5jjcsLBe1/n489GfPbFDdZnd5ktFsRaMZpOaJoatzqnSCP29saczZbcezBjfnFKEgviJCb4Fq01eZEDLS89/hjPvBDz/tvv887759y5P2Nd10Sio1XPVhZVOyIl6cWB3D8inC5w8Yg4yfHVHt6NETIDleI8yHaNyob48oSgeljh8W13QPm9rj/QBUqWp8S5JU1zolghpSLPp6RZTppNyIshSZKhdYySCiU71LfzFcJ7gjP4yuBCjYgagiiQKqae76OihKadMp6M6SWKi+q7yxD4z7G8h0UTOFtZ3nYwLSTjQYpICkLUonoT9o9LtpMu2vr09IDXv/obeFMzlZ7IBap1Taol+40jkYFCC4rgGPVyVlXDMIVPf+YH2b//Hq9/53V64wEi3ePwbEa/n3Htxi2S/pByOScvBpTrJbOTfUbTbXqjTbROaOo1/eGUzZ3rvPqNL+FC145VWiG0Jo5zyramXp7jG0sjGpSHZr2kLWukt0RS0K5mZL0I6S0CS9xUpA9fI6kUVZYRRQKpPI2rMB/g3mV3slKRItGeca+mp2uubjlu3gIlE77yLcWbdw39VHBWJrSmGy+E0GkoMp2S6rzTbhComop1U5PFgmULsQWtApWxpCFwMD/h7be/gp7t4myLr9ZcXKy5vjvEjgcIjjr3UGuYL9akEZwtlgQvuTa+hSLi6U88yfz9il7SJ9I98BLRKJYPV3hr0VFEXORIJQnBUhuPm7uOcqsk3tUkSYSgQ91rDdbUeL8kTicIrXDiUndjDMFHxMn34ZqCYAOubXEygNQoJTFNB2FTdGmwgY55IkTn4GnbBi0V+IBzrsPk4xFSYmyLNQ6tI6rVGp10J0/bGlC+65RIibUdS0WKTnOgtaa9tOUqJZG62yFC47FtIPS32Bj0iActs7fvYiykkxTjZzy6+4DDB/cZTCf0hgl5ZPF1QmIUjVrhBcRaU5mKtq3RWQQ+EFoBHpxpKQ/mSLtBnkZk9kU+M/nfcW/+OjN3xNHs3/L1h1P+0DPfR3qoMATm52cIsaY2G0wKjSwNkXeISBJUl6bbUhNVPeraU1WGkAiq0znGxuz0HmNvtM2sesisrsijKdfFFQabmqPzE6JijCxrhvGUIslwRUJWDOiHlGr1kCAVGoFtKtplRTfXkDy8uMObB2/iQuBwOefGpKBXTymaa7g0J2SC9fqQdr6g5zQq0thQUds5YtWiy4giGZOlBcpHtOs1wgVUmhOlKVnSQ7QeFCR6yNHx68RZwWTYI9qKODt4n9BGDNMrWBwuCrhV3WXoVBaJxrqW43dvo1YtvY0xcS+HYcHX3voXlMawm8X0o4wkibvuSdQFUCohCN7irO3oyKGLEwy+y38JvgMJRlpxYzPm4Ynk8KTjpqQKokiyrj1bA8XHnhryAx+7yvW9cZd07H1naAvisjj5nb1y0R0CiEFJbHDUq4bFvGZ3FPGZJ2PunQneO4vY6Ak2xwV146jqBY9vRVwZ9Xh3v+bdgxWP72VMBz1s8FRti5AR1jmquqFuDc52gMQozpESVKiZJgFDgnA1Oh2Qp5LedMT+Rcv84dd58saQm9evEUeeWkUYY5gvFvTHG5TVmnr2HfLxFp/86GNUa4uO+oSgiNOuUx28I4oThtNtglohhKDfH/DEk7e4cnWPj5yc8ejRCYtFy/lFSXZhaYy/THYGJRxF3pD3SvICYtV2zJ3ykKi+irBtl3aejAm2RgiBFgLh/leYZvwfWkpLdJQglO5sxCpDq5w47qGUvjzpeUJosK6zsrngwK0ITuFbg68crjWEvCEIg4wClQlUB49I5BabSc7NrTHfvn/y+06VhUBpBLHoRI7nleOsLkE0HePjwZzgYe+Fx1kaSfP2t8lHQzaSAr08pLEerKGX5SAllXMMehk3r0/50c9/P4enS7a3t/nK11/jzddfw1lH2mvY3omJI4kzAVMbpNZQlZi6pOj1KPpDTg4eYL0nK/rIdomxS8r+mGI4AW9oqwVaCar1Em8dcVowK1tE29KKFlGuKctex6lwHtOe0h9GTDdvcnj3Dv1iD51ItoY9bi83+OphidZd/HrjPd5b0siTRV2CrdQRO7nlqamhV1h60wipU157L+N8XfPsVc9mv+bdw8DrD3IaZ2ltS6ETRukljC0EmrZiaSqUdsRpysq0VK5GA/08ZlUumVUrTpcnjLXkycf3qGYH+OqM1UJw+/4Z0mmuFEPyaBs/EdTOcqFrrHfsDW5x7/0FvR3LxmhIdVxxfLrANp401iS6R9xTDKcJzgTaCgiKSCY437Wp4yTr7tASvJBIFVBxDFohVNqB1OwKvMHSkGUjpOh3tkzrES7QthYlBQKDFwYdX6aMis5+HHWKY6TUGNt1SvBdvH1XnCi6FJ+AUhrvwPtAXTWIqkbp6HJu3xUzQiqEkkSRRCrRJRzXllgqjJQIJcBaghQoJ6mXC8rbD0hGGXE2YbQxZykSVJyi1BQvYX0242j/gvPjiBSBlDFDeohkhnU1kcqxPqEtPcU0AdfgRSfW1UVCvAmr+/u01ZiMHtf7P8St/HtobItKI/LBlKhOCUVD2Vqaat2Fnc2WIHMy4ZCNIFIxwRqcsgh6rFcNc7OmdRXl4oTZ/gk6ykC0FNmUjeI6Z7NDXCPQMjBKC+6uD/GRIu4pWhXYSaeEIiLJUjI1ZBI31I3HhjkP77/C2buaretPU6k1X7n9q1xUF2S6x2PDF3l5+0cYyV0W9QF3l99ATWNq56jrkjjudy63NKIJK2haknWBkjHBeVzTYKqKSCYgfCec9BHGNUihSJMhi/KcQhim7R6VK3Eobjz3fYRTAULQWoNQgfXZBa1XKB3hTE0TGpSE9eEJ+ZUhb5w/5FtHX2FPvUSeJ/SzQBxHaK1QH9BVAW87cbW4dKCFELrn6gNWgI6698JokPDyY0OMrXlNGJYrR9l2wuvPPDPlMy9ss7fZv2QDXeLxfaBDsQjUZVKVD2BFQe0Vq8YSpym4hmVdkWYROop4YjClP065/2jBaeuRJielInhL2zaMi4SPPp7wzqMlD04q8iSj6KU4EWGco6xqluuatu1E/D64zhLeGkxr6cUSpEW6EpHm+LJEeIf0FcN4ydOPXaWYjJF6QNasyc6OaZqG4+NTjPfkvQH9PGE8UujvucFb7y46ka1KcWZFvbroDiRRhFSK+cUFmRziRIpWhieeuM7u9oDGZazrhlb0qWtHvThFek/R10zHGf1+nzQfsbxouTiz5PmK3rUM3d/DlScI24DUCJmg04SoPf73b3X/gfUHukARInTWUtsgiFHKYn2F9R7rI6yLcE7hOmUVwdcEoxBNSlAW4TRSJDh3ipnPEGqAICffeAKzsJizU6J1w40i41XRKap/P5koAaiNZzxI0cExWxuMtYTw2zQ+pST379+H9YLrG0M++j2f4+z+u7z/2hzfrDCus3cmUcRTNyd86qMf46WPfYzpZMLDky/yK7/2mxzuH6C1RGpFv8jIdJeXEmUDjo5PGW9fwSEpL5ZIZ+n1CkLbsFpcUK5XFKqmn21x8PABxjQUvR6ukVSrC0ofGE82UVmOylNaLzAuB2cJIlC2LXVbk8rAzelGB9+LU0aTPdRqRT97loFcwFGJ5wNhZdf2ldISaYsLliAMxsGsFCzDlGCGvPHlGScXhqoW7A5TJoXlyZ2SwwXMTwRZlNCPCxLdFSelaahsSyssqYDStDjraIOjF0X0ipizao0N8O6jO+Qn9xj197j6+LPMDm/jMPQmmray9NKYcdJHpi0bg8e4OXia26fvINeeaJzx5lvf4Xp/m6G5ifGSrJfR//+R96c/kmVpeif2O9vdbPXdY4/IyK0qs6qyu5buZneTQzXJAcUBJYozGgEDfRD0/wjQ6IsAQdsAWoABORKHi0iKIruK011NVteSlVm5xx7hu9t+t7Ppw7HMLgrQgCWA1BT6AgFEhLubu5tdO+c97/s8v2dvwGg8IS8MWZmRVTl5WSINZFmWske2MSbVlnhLEOR5SivWZbENCYyYYoyRAWtfomWPZ4PUg3QadIFimNN3HTozKJ2gbVqrhK43iriFREFILXYpcN4T4pbQGcD7VMwIlXJQpFDICFlm0mtkFEqoLaI9CS0zJREiwePilmERgk1UUylApUCzfFhQ7Q9QdcPKdkQlkSROiowZ+fAImRk2Fxd467FlSVF4NvERhA2db0B0rJvnrOZ3qI7GEDxSeYTvEXpIuTsixDl9s6ZpF3g/pTC75M2IzA4Z9xOyZQVGYfsWZx3R9HT1kigD/URDPaOShthE1t6zjoHG94TgsCy4qD/m+nKGyjTWNAQrGcUJh7tv4rqazfwcdx54+/A1Pp4/4s7NNyimI1SeUeUD9GBAMZhyqEpOXjyj6TrsagkzWB8e8/T857z/9I/5+uQ9/uDNv8nX9t8mw3AdXuGHMzYv57Rn1yxWHbQ7TPdt6hRqhY0OWk+9maP1MHUkug7hAqEUICJaFAhvkDKiZI9RQ9b9Bi1K+k2g31jeOvxr3Jy8Rp2tsVcrhNaMplPcusEqSaY1Pkik0uipwtysmMeG/+qf/5eczl5yvPsNiqpgMJRopZL7Uiaxathaj1N44JaPEhPlOIaI1mKb6B3RxnB8MOS3jeT2/ogXZx1/9MEr7h4UfPfrRxzuVogQ8H2f8sO+HBchEfHPEotXvcab4+TWE1cAGA0HexX1puVsEQiy4WBoKfdX/Mtnip/91FPEmgfjkoOix3Sessh4+86E51cbnp2veFBMUUbjY4skomRKG+97R7R9Ilh7h1IwHkiC1Nx58yHT49vMn37B7NlHSHYJUjEYD5AEhne/g3A1q8unvHz2kiBqbj38GruHewzHY/Br3n37iPGw4vr8ivrOkizb4hecx/s09i8Hu+wc30XlA9rZM4aDMSZ7QdtaBuMBxfSIweSQXEdUTIdFRY+SFd474h3Fq89fcH2tmbiIa9aE1SlK7KOHd5BZhS6nUF/+Snvgr3WBEqynqy2+8/hKEWWP1BbVZUi9SohspSAKMpUhYkG3bFHXBXG6RpsM4QPKDbFNgw0NTvRkA02vQcgeFQX7UlFpyar/9x8f6EJkg6G3X+ai/H8USCESuo6zVc/+Qc7pyQl7R3c52PScfvozXAiY0PHOvV3+xn/43+PeW9/l4198yN//x/9P/uhf/Yw3Htzht3772zx+8pTHXzyn1wo3srTOMy4G1Ms5q/kcU1acnr5kOHqdvckBZTFE4Jmt1igxYB1Kmq4hOovuDYLI5vQLzPgGy8uXrL0nywzDGzdYvFwiAOctVnpMrilzw2K2IQqQgxE6d+i157pRbJhAnKWZOck1pKRAS4USIIUgCsVlr5lfZ9w9uIlrJMvNGik8N6c7HO8OeH5+xr0717x5J/BqkTPSQ3KtsQRWXYtzFistSgSk0vQu2RRD8Dx86y3my3Oul0t8iLx6WXN0OKDUjp3DPb73F7/F06dP8SZyed7TOsFidYX3kavLa3DwtfEbFAi0E+hgePTiKX/xnXc4PN7DGIk2GVortDIYUyAViNiTyRwRJQhFJGC0AWRy07ik6YhsxwxCJA2hECAzAsdEqRHRb8WF2+wSkp1XJN9mKvaRCTkfkg4kipSXE4NHCIUyCq01xJRvpAhICUVREELK5Qk4fIxolSGkQGuF811iLMTESflSD5QXinZTp6yerYtHS0kMASEyZDlFDYbktUV3F8Ta4voMVQiiU5hyn8GRoF+sUKagmLb08Zo6Luj1ihh6ZpsnXK3vUi6PGI0Pkn5H9vS+R6pILCKEJavVE/p1ZNl2lON3eTB9C7zHr2qibtj0S7rVBlFGZC6I10A+Bu1RXqI2GWvfUscaF3qWPOel+hy+pTC2Z/1+h4k5vohsmhVt3TAc7bJ3dIfL+TMGasi3j95BVAXlpEIVFcVoihkUFDvjlEbsOzYvV+TlkJ3jfTbqkk8+/AnvDn6T33/7b3I4PsQLx7x/TtBzjie3WXQP+KMPPuOidpR5xj3hyLQmSInvG2zXwswhRUH0gm61ItSOYjQAHynyIYYKERXeznDSs1qvKecZnW3Z12+xo24S20i1u8Pj5iXdxnJztEs0DttYtDJorTEjRb6vYNATmpbjtmTcTQke8txQFEninToncSvIjiml19n0xzu833bxoiBoudUHJqF3lmuO90dMhgOa5iWHo8hffu8Ge9MUaeG9J4rEGBFqW6SIFEzofOR6E5m1OiWT60hhPDktmYZNr/jsNDCbN9zebakKSTXS/ME7U46Haz55UvNqJumqEVL1CJMSkPdGQ17UC548P2dv94AYfSpKRHpPIz3BB3prk3BbCoRM8EIXDJKIt4HN/ApZFXzy+CXZH/a88fo93rjfU+0eMN494OpijswKjm49JCtiQgyIDCEa9vdyfvjDxxSDgts3B/h2zWazZnZ5xWy24Ob9ferrF6jRTbxzrNeXqKJiNBrgo0ZJR1VmCLck2hVmcJdol+jBPipYfL/i4FgzO1vw4mc/ZrqbkWtNCJboa5CJHBx+NdL9r3eB0tUW61pMBr2f4XyODwUQiKLCqAwtB8giJzgF0dP7BeieLCjoPcYPMVHRd57gzoh5j9Sgqki+dwOU5MZmw9tHE37y4hr373nKE2Pkarb4//pxHyPntcfYBYfTIaH7gNn0mOrgNr58wp4BbSTD6R4/fv8L/sn3f8T59ZLhqEBozXvf+y3+47/1N/nFz/6Y//3/+n+DdR3Pnj2nHI84uvcWi+WKZ48+YbK/R4iwrtfUdc384pSjG7e4efsh7eaas9Nz1puassrRIiAJvHpxSjlxTHemVHlJvWjoXWTtNDsTSXAtudFMxhVZBovLa87OzhkbhX35EcOduzi7xn0VCBa34XPpRJOrDC0iRZGluW5w3DuMHIzPWPSRq6VEhWTHXDYtz88jj65ybuwqJnlBqQ0+RuqmxboebRR4x954yHxTo4SkjRYEOALLZYu1kd3JDnvjCU3bswgb/snf/Ts8uDdkfHyLaVcwGRmU1RQjgVsqMp0xPdqhqkZU44guBEuzz+PlAi87BmONcxql8rRe6eSAiq1KehwhyHJJJDlF+i6gdSLiSiFpux6BQDlwSHRmiD7QNH1y83iZvi5unRMxib6FTBjurksLf1nkqaDVXy4LMW0C0UPU29ImBbn1LoUahhhpmhYEKK2QPuWifCle9sGnZFopsNbS9f1XCcbWtkgUMQpsFxAx0vQNMUTqZs7F2SNyVYD0iOAJtsPVBl1ugV1WIsoDTDEg9EtCrLFdTdOf06keK3rq3nG5fEVxtSaKgnExAjyda9ECggpYV9N0K9q+Z9W94OOLZ/T7c46qu+z0+1Qhp2s6fG8R0uPKSGxqwkyAnlArQ7uZs1AXXC0+ZtE858KccOHmDLmNvTujnUXE013C3BHyApUHQn0B5S4He3e47F4wLW4yHe8hc4MZlujhgGI0oByPyKuMPXnIs6tPYe55cf2carjH7+7+DW4NHiB8pO03LPU5nX+C6W7w6k8+52TTsbKGXltMvqLxc0ww9O2SYFv6dkErNjgnmLib9LYnRo+yLYUaU+ZjpBXIKLBtTxfWtK2H1mCmu0zl7eSKsh4ZFOvQ8q//8T/i27/7u9w8vIfMDSrhVxFDhaqGqQuycrxTPeSJfo4IoLVO3cGY7oMYY7K1W4fvLa7vE83Y+RTRYV0qnr0mxrROfpmKLZUiyyJGBP7Cuzd54+4ucqur8kAMIY03hUrfT0DnNVc11LGg2jsi2gU6LJmUoHSBUyWrVU0MK948EhxNki5t3Tnm12e8tiO4P448P+95fum5bMaYwRAVW7RxlEVP262pN3PyMiPg6GyHCx5jNEbHPxtzhkjb9+RiwPNHpzx4+yF6MMbFHLu4wNuazx7P+Oa3f5tCdKidmywPXmdn3hF8n5hEIiO4GqML+rbBe08bAv/iBz/nt765R64Cbb1htVywXDXAY3Q+QO9Y2mZNrkGLjuHxWwz39im5JJMBOdjHSk27PCX2Hd4FTJET7AoRGnb2BL40LFeRoTAMhwf4KBBBYm2P3ax+pSHEr3WB0mxA9gJX1DgXcF1L164IUQEbcjVEsUDEMblOcdcharJCgAvgFERNrvax0tHVK/AbRKkRI4/sd8EsGFRD3rt1yLPrFWebxHb479IVIljneXR2RSghywfktmWx3NBIz+0Ht/jo+Ut6JxBKM5kMOTm95Ohwyt/7r/8h/eaa84tzikzhEWwWHX6+5PTpp7gI1sFyuUALhbPw/OkXiGC5M/w6ddvjui0m/tkj+ragrwbJIji9jco0XRtwzYZQd9gYiXlFVRmkt4yrnExK6kXNZtOSlTssHn3O+fkTDl/X3HjjbcpcETlDSo9QEqUCmcoozYBhlpHnhigEhXK8cfOMXDTsBrhzPOKnHxacXc+53KyIMTAuBVjHQWVZ2YJN2xJ8YFAUzPo1Wkk2ddokdabo25TMfHrxguFQ0nWC9968z2//5d/lH/79f8TVvOf86inH4+9weXbJLx69QjGiLDwVJZOb9zFyQD5MY5u8EDgX6PuOBw9ugmzIjERSoIXZCklVmv/nqQAJVtH7kLQmRJwNBC2QRqCNRqm0+ccYEVoTkLjOpY8JnXQgKiZhofWJBrvtnCT+SUQqmcaBSqXTXN9/FQ4oUIRoMcbQd5bNpkNsablZmbJ55DaYUSuDDR4XIzL4Ldk4EIVGZZrgfGqzR8fO7g5Xp3OCjUghvrJ1xgjOrJmLZ7g2hcY1foN1Ab8yyPGAapIhnEd7EOUEKkW/vsR1PbW9YhM3dL5PoLnZjMvyBb2bkN14DelB9GuizHGhp2mX9P2KzgaUzFnOHnO2uUk89CzFjN3VPsKmkzsuoeAjjnjZE5Uk7he06hXz7hmv5n/KVXfCmVyw6hvE9Tm9XWN3cqa5Y+/RMXHVY60jZJI5FiEOOB7d4iqcccgtSjkiKwuyUUU+qsgHOUVWYH2BRDEyA9b2Mcflu7w5/RYxOmbyik/rn7Fpn3M8nFCJgqHf46BPsMOdceRwZxfXGZp+Qd3PtsnYDe2ypl1tqPw+NqZDX+xy9or7ZFmJVBLhA6G2bDZXuH7D2NxgXB0iFo5wIAhR4lc1+9kB+W3F09mP6eQ5w2qH8eQmNnPkxR7OWtrNCusi+uaYk4/m3J3cAVJx8mXHMniPsxbf99jeYrt+m2qcipMQAkon+m4a/SQUPSqB27xzeOe5e2sXbZJeagvpIQr5VaESIlirWHSGLpsyHu+i4wYRlgzziFKGkI2xahcvHnN3X3I0zBB4QgQZDEXWszcVeKuwTlEUCpGP2bQ5xIJp0XPndsb19RldtyY4Swzpd3AhkG87p3HLXSEEfJveg/VijmtWCCJ5ucPm7AUHI0Uvc45f+w5FVaKKMdn+a+jrNc3sklcvTimmE6RfonBoldac3YMp7390widPMn7zW3cZlGMwBZ27YLnYYKqcYqTpY8lmsyK2DV22ZN1KBv45h8c1e/e+i+/WyGyM9UtCEDSLK2x9iW9XROcY7UgG+2/QXmguX87YORoTxBxvDVbkv9Le9mtdoPRtJLQ9oo0Ug0jXerpaoHWBEh1GzMAOif2QUApULIhNjbIerSqkUIhMgxlSTG7RNhtc/QpcTxQdVxcfUz+9InjNyHm+cTCisXNWNvz/QTD7336FEJivWxb5kKmN2FfPEucCwer8gnujnJtvf4vDu28glOaDn39Av7pg9I0RV/MV3/+TD9nNYVppJjtjhCm4ujhlunvA7s4Og50Drk+fs15f07cd9+4/xDrB6avnVLnk8Nb9xGSIlk8+fJ9N17Ferbl97y6+rmmbFh8lvfeUWaTvN+S5oe8FTd+zWa3JyiFRjVC33+HVh5+xqH+BMgU7b72DkrA7ckip6JxioDMmxYjC5ISYWqStU3z8aMTDGzUHR4KgLUI3eCI3xhPyieXGdMlmUUO0zNtICJpBWdK4Fht6yqKk95YyzyEGjNIIGTFC4B2gBOv6hKoOfPvBPT588ZyLS4dhxPn5kpOzJQdDxcJ2HN34BkUxRiqJMZrc5EgJQq5Yz+bsj/YpRhMQFdGnx1ZCp9OkEQkGJlQiq2YapQXOWxBxa8dV21ycgDYKZz2ZSg4Zk2mkTOGAUko8gegDSrIV0W4fA4HOFM6FxJUQkhDCdsGMW+R4Ksl7a+mt2+oBEmOCzhNFGgkRA0WWYTubEOZRIITGyYAk2YqdDXibHveqW9B2PWVR0PUdmSqTjRmI1ZzZ8Pt8/NMfc7WITIe/x53hA0rbYdctbqgRSqB7DzWI0QAzvIvpn9IvLpk3p2zaFi1HZPmUuFpyGV9wuHuEcpa4zbFxIWJDT+c2dM6npN0oqOczVsMSkZV4ExGxxwULzqKCRxtol0vaywjlAdEILhcfcr58xUIZLrqa9brB2g0eqA4jLwfPke9lHD26RbksUhBe71noC0xxg6PyDm3ZMOn3yURJVuUUgxKVCWQmkJ1mEvbZu/Ua7zz8C6zqOZf1BXokebz+mO9//o/4nTvfQA0nVOUubDxZ+R2euY/Z7J9z/+Ztrh7NqG1LJTumNx9QP1+yvL4m9I5bxfeo+yu6dsP5L864efs9BJoQBQiFC5ZFc0aOYZofo4PE1Q1ROLwTxE2P2gT2f+c1Zhef8vzqR4z7IWt7l/0738ALaK4ucdbiZoI4zDjp1tzerl/eWkIkjXGsw/ddCs7sOmyfRjxfrnUi9eUIMYllgw9IDTIminHb9rgQKLaOsq+YKTIV5iDwQbGxmo0vUMMDdqox/fwRwl8xyCNKF1g5xIsBrtuwmzcM82zrLJK4WFAVFbeLBUpYNpvAoBhQlANEMWDTOFzIWc4t1/OOYCVGl/hgiQi0MfQuhQhqY+j6HhegNDk+ODZtz2iowPZ064bV1ZLNsuZopFjZDuUXGLlPcGsOjm/iuprP1i2XFzWDjUB0MyQbysqgTEGeKyaTnE8fn3H7zj7jgWZdWxbLFu8j40GGDBEXFV7kBBrmZy/Q2ZK5m9F1Dm+ekhUVuUy5SToriCZi+zU+9jRXL8gnJwg5wF2+j/QCwhuEviFiCGr0JSz43+r6tS5Q7ErQtZF8Cr2KBCNwbUCpbdhZ7NB2g/FXKCcxcYBqHEFkxJEkGoXIJUJHlMwZHNyEK89mfUnsFnT9KRhJNhrhr5ccGsHX9jJerB3LPtDY9OaI/x7Tjv/bLuc8l8s15sULTGFookdLT98rRrs3+I3f/5sEU/D08484mg5ZeMu3f+v3eXZyymiyx2I2x61nlGXFeP8IES0P336Po70dnj75nOvUgUy4ZaP59KP3wa7Zefh1FrNLchV48PBtmuWKn/3JD1henFDvHSQ6YdfRe4UzCqMyTp+/YlUVRO+pqgrbdPiDPVztqZSimx7Sr1d88fQV06szquMdvvfNHmLO8xdDfDtECUXTW5RUhCCJRBb1hJfnLZIVXS64uFaUSid7XFixnNdsrGLR5jgHg9zgCSz6NYMqx0iJxKAF1NYiRCKkRi+ou4bGWV4tOn7y+c8Y5R3f/OYEwoDBYY6/cGjhCf2CUXWIkTtIldKRg8/o2464cbTtJQf5Du1yQ9iFwIquiThZoaXE9S3aGJASpVOcvNIKKUCqlPpbDhRt48icIQRPVhqUzrZBew6daUyRY/sOrTXCJW1IlIoQwGQZ3jmU1imobQunCiHivEsixZBgbwIBMglblZFIo/HOJVdFCMgklkFJRb8VZYetziU4T3CRutmQmSy16F1ya8SYklqFAlNkRJm6VqITRNXCaEN1o+OL0+dY8RZHk9cofI9frWhHKagvGoW0gVgLRLHLcPe7TNtPeTV/Rt0FovSIqWbP/Ba1n7FpFuTS4TaGoELq5kiPlw4b1iANlZT4i+c8t+8zLn+Xg72blEWB1x0upN/Mq56rq+e4sxGiMFQ3hjT9nOvrSL5/i90DzdX8I7ouIAW0S0+5V9DfbDmdvGD62TF76yMmeoRUllauKMU+mQ50Rc2w3kVqAzLgfU9fB5afXjJW+0x3dsltjsgkJ81TLrpX/N8//78wNAMG2YBsNMGYnMl0D3fW83X1bX7Y/D1W7YLWremaFWr9lEE3QY/2uHrxCT4o4lDSxxWtrClGQ0pM6jT3CUNv3ZqT2UeM1JSBGePrGmfAi4gMgeDAz1sO3niIuB14+a+/T7+5oty/S7m7R7taUV9eQZDE2hCnER8T08Q7h912SILzWNvjug7Xtvi+JzqXbOIiJpCaUAD4EPEubJk6niAdIUg2TUeeaYxRbKEpW7Ft0n30XrGyOS0jJvu3yETEzh+Tty/IMwhU1LFE5DsolVH4c0ypUEFDCFgHJxcNUrTsTQTrOnByGUCNUhHvG27cuI02GT++fsWjly8ZDUYc7U0QrMkICOHpekeI4COsG0vXeRik4ktA6oA6T72Y8fzpGcMSDqcVYdGxePID9vYmBFqkSeyvIATz2Rm+nyJ9g+8WZCtBXg0JQnPreMqHHy/54P0n3L05ZL1aMputyPKcou9hvcDLAT6WCNkBDtt7sAq1iujLBZNbD1HxBO2vt12swGCyR1GNoJmjCBTjXcTha7hmAXILfIspGPRXuX6tC5S+leRVSV5Z0hMZybSg3UTaPGB1uqGjDATniDSIKJGDAFlEZQaZJ66EEBYzKBiII6LJWT5dY8YKFUpa62niC0KQjITktYki6pJNF5nVHcvO09hIv53Jx69KxH+/RUsk0Fo4ny+JWnNUpZ9j2XhUK/jhjz9mqAPj3TFnZ3PE8084Z8G11fTZDu++910m0z2qKkfqDOc8i8WSz54855Ofvc9oGKmXc6Z7ewihwCXGx3pxje/XHB8dstnUaGN493u/y0c/+pcsrk+wwz264IlA01p0FxBRgQ0MB2Nc19ORs7q6oH/1nF+8OufBN9+lvTrn4vqaWWPYvbFDdJK2tRgZCRh6GwgSnOtRQpK464rTxRGvlgXORTSSg/GMQe44Ofecd2M2nabvTGJ0xEBteyyOImo6m070dV9T933qfmSKdduhpcAIzfW84//1Jx/wH3z3HQ4HiunNAYPbO5jPcipyDIJKHbC4usa6QB96nAsI76mKjuhgNLzBcv0pq90ZZSHZXCik9EglyYoMIbvEgdh2T4RIVNyYuNvYlUdpRe03ICPFoEDnBcYopIJoLdGLZMVsG/LMQJAJZCcTiC1Rw9MCL0jjHiklMUSark9dEJFga1KCc46iKP9M4BfDNjwwUWGT3iSilcRZn9w6iDT6KTJMnhE2DYMyBxkT18KTOkIhIohIuW3Vix1UnjM42GN48Ir59Slr1zBUGXQb/LLAlRqdpSVMWkfwAl0ec3zjP2HRLDi5/hHe17SbV4jdb3K3vMF89Rx5eIvQX7GaeaSKtLajdjPa4ImxwYYOe9mxcXNC8Qxbwk5xiDnIaduOQCQoiVM97XJFPZ+jBnuMh18jducoOeL2wS4vnj3CdjWqkmTjnGKU0dQ1K5Zc3r7marbgm9Vf5OHkDs3ijEV3iuwCIrtiJx5DE/DDjnZe405T92rvxjEDPQSluHSP+MHFP2Oa7bJjSm4f3EVmBTrLCbln9/guXdtye/kew6sf84V9QhEFtrP0Fy9puw0xlFx3K3aObqHzjG7VUmcLDg4eUMYc4WMKypMBJxznq3OO/W2UKrCuhsIQQsT2lth3iBDYKY+oywv23v0G8w8+Ih/t0NsN6+sTfB+Q7QAqSx0b3LYr4m2Pix0hRLxLIXu+75LjJniESJqpSBKFJ1hhTJ8fUnK5hu22HlmtW4ZlhmTL4RECrwQyapwYMO8zQr7HeLRDri3t6Ydou8DIQFAD1M5rZNUB2WCCEoJw2YI9R0RJFJooC5b1nFx2PG8ET083LDeB3d2C3cM9BsMhq82KVycveHH6nEDqwFlh2N29T7QN9eKMyWQXXU6oNzWda9j0nk3XMczUdtzc4+qa0XRIVWYUxpOJyO5A4haX9PPH5Pv3qesa16yZTktW0wrftAi57SbVbXLdoajynKP9McvlhvmwwPbggoDesVnM0ZObONshVEqlR+eobIJtFI33zK5OkcMryoFHqgExCqTUKJUR+5Z8OEXqDFPtE3c2yDxHZUNE6AGLDP2fHw0KBITxZJnAlCO6uqVvLCqLtOuIywVOSerQ4PSGygQoC7JMAcn/HjqHKTUoiVEesjHDMjCa3uL00U9ZPTula1v6epH4KF1Co1cF3BoOuDsd0XrLVd1wtu5YNZ7OJcuaiwlL+OXr8e+8XImCxkUa5xkWgsFgTKk0kxsPkHnFj7//Dxlrz9e+97s478gmI744m/HjJyecLi3//J/9gOFwwJv3j2hWK+Z1ixRwePMQFQXTu68zuz4nzw0Byf03v4HAc/biEcOqIkQ4PTvh4uqanYNb/NZf/dt89KN/wfPPHtO3DaPD23iTsWobvLfIpuP0ap0YCJlnMDvhxYcveNEGvvNXfhdbDWhGO7R9TW8jL547RDA0vcD7HqMMUmi8j6hteFiMgca2tEFTScWt3RlZrFnNLVplNJ2mDQp0TK6W6HF0GJKg0xPo6yUueKJQKCmRCOqmoyg0SiW6atO0/PSzF9y4nrL+ySP+9n/6bUyXUxQKLQzrekO/fEFmRhRVxu54yKAcURQwGEWKwYQjM2IeZjApuHvzDoScCJRVhTYm2XvxGGPI8xyQWGshBEyutu4DQRKFp8LCkAqHgMD3W31S19PTJ/umkvho0+MJATGJcJGJTxKcQwpJkef4EFL3JwaijRiTYb8CqymMyb9KeY1Spra1DLSbLoVJumQLzooMgsS2HSZPIXiut+R5scXdK2LvgESjlVLga0XcHJOZe1T7X/DF4jnLbsbe6IAsWPxqSVsq1N4E+eUpuXf4BvToNnfv/yecXF7w6cvnCBfp1i1R7oC19EGQFQ3L0w3Wdli7ZNPO6Ww6lbfeooUm1JI+bJOVQyQf7WFGNZu2IZqMyc2bKNaE9Yr1tSAf3aaoMqQyFDKnKioW6xpRCjoi3dWcEGRiXgTPUlxy0j7joXqPtyffYDcesV58Sr2E/eE9husdmuGa9eUcU43ZO3hA4SZcnL3kPL7g//Thf86jq894c/83eG/n9xiOLEFberthky/Zre6ze3yP2Ed+k7/O/+HZ/5ZOXFN4SREl6+aSGEBMFUe3XyNblLRxjTVL9o5fQzQW27bpJtIQEDw/OeHt6W8jtEI4TTQCHx3BB/y6Ro3KFBAXJcIMyEbHDMQx68UFTbdE+RIZJG7QsFguktg6grcWGzqCj2kE1HV4m4BrSoASMnXkQkiZaclNv9WspD8IkAhciNSbjp1xSSQkzUdUSThqhqjhGwwHAmMMhBrqC7RoQEZ6MqQ5pprcJZ/sQreivfgUVs+RwaXHi4JNr9k0gVkX2ViBY8DdN29xeLjHZjnn7OwFVxevqOuaTEsOdsbcOL7BvYf36F1gczVjb/dr7Ny8zeXlNR++/z5KJS3KfNOitGKgJYtVC16yd3TE6281nD16RHAtt4+P6dcrFi8/RixOWS89enjIZKgxD2/x6c9+jlQlg0FF3wdc12N9RGaC3ekI31pcgK7riaRRLDJD6gLRO4TKsP2GGCMm87goWK9qilyxOPmYcn8Hmc0xWqKm+wS3AmWQWYHQCtstk0an2CG6GhF78Ntu7K9w/VoXKKpwZGXPIC8pqh167Zi1V2yuWkoZWalrTCjoM4sxjjjYRxcZ3kfCxqX5ei4IrocgcE0kOCCMqIYHZMMRi+YFrulpQkgCQgRtB9F2GA+7Y8necMgkK8j1kktRU/eBLgY8ghhEandHkU6rItGVv3yDfUnQjyF+SW3+6koxKukU+8sfijH+0sv8b3ZrxLa17jysO4He22PWeBYvn7GZXTB3Ha7956zbwHQc2GC4nLXsBhiHDt1GViee8+sFGxeY7u3x7NFjbhztM58tENHT9pazl08ojEuCzthj8gnonNVyhTaabnlO6AYc3nqL4fiQJ599wmK5pIkbotL0rmFU5Syvrji++4Av3v+YUbNicOMh8cUZP/ujP6XCs3t0m4PX32S2egXtgNoN6cMApSWBgCYilMYHCHi6vkcKgRGKo+Elul+z2gSWfcarTUkbBHJ7BJMypaJeNxGjDZkWNDbQ25RJo1XqynS9Q2jBsm7JlWFnUlDbmrtHN9g53uPln17xJ9//Pi9fvsAg2cvuMZS3GB1MEEqSlTl5rlBmKyzNW/JKIcINlJRctpcMql1kdBiR4UODUQoRw9bam4oKqRVyey9Zb1Oiq0pJxDGkWTZbi28guWogorJInpeAoKk7qizH1V2Cq8mYijAliEKQq0S5TECs8NUdJrePJdnSPYHVvEZrjdyuIt4FdJEDDh9ASIWOEtd7pBFJfyNI7iOlkNvkVLnVE/StTTbjCMJp8u6AgbAcDR/zaPgxq/wab44QBOJmjb2W9IVBDgqM0Qgivu7wQpOP3uBrX/uPuFj8F4Re0M5XbFQFYUi7nhFHNZv2hNWyx7o5tl1je4WQhlVnGQoBXhOcxhPxIqCLEl2WUM+ou4bM5GhV49qafuFBRLKywImWrlNMJkNenV2ymgfivMXHSIgp18UoiTGCVp3xfv9P+XT9x9zKX+N75bsodcHJ6iOG5Yj66imL+QVHx9/msrtgNfuU0w8eM713l/sHd/l8/jEn/lMeireYtgfYqqUNDcItaWXNYDSlGk15I/sOf1XO+T9/8F+woKOQgYMqhWruVgdMp8fotcZhkTrj9sE3UC97+s0aZTKk0Eg5IdiCg8EtlosVMks0b5UbwqrG1x3Z0RQRJK4TbBY9k3iAPCmZlc/p7ZJhW8BU08qa52dPafsOgOAcwXfJodNborPp/pfpfpMqdU9EUGkkQiLIxi1szYc05kFD3zrquuPm0TitjELgZYkv7mD1HtPhISau0HaGCCuC6rCFwYcCM3mNbHoLU1X0V5/Tn3+BskvA08eIRGEdvDhdc3axRuUVB3cecv/tdzE6cv7sQ86ef4a1HVql1PjclEwHQ/YPp+hhQR8Uk+EeoU9F18tXL1mvZkipMUYipOVi2VFnAofi2dmGN6cjdg4ynn7myWWFyjTl/iFelKyff8547yZBB2Yvr6mXlzx48x6u6ciMZrnUnD57gRCaSEBpiVKpsxm8IwVCxwR2rGdkowPqzQKpNN53hHpNVAbrHL0XZP2GxdkKMwkUgxLdl+BjEjFvY58FPTLLsctrhG+IMSKlx9Xdr7TH/1oXKPkIqjGUE0U1EJR2gG0tF/OWdhYZ6sBGLqldh3IdYS8nF1NyF1ERpPJ47xFuK9DaRmwHZ5E+Mp7uY43g6qrGOlA6I3hBsNAIkLInl2vKTDMcFByKAcEGgmiJfcT5LaMihcMQE0IixT9ssyTC1h7no9zCq9IlIhgJRgoKJVOqZ64wRqckz7ClWYiEOo+EbTRFTMI/L/Cxo1ld0F1fI0iKfR0lF7NL9GDIhUvgoT0tuV8VHE13mRzcpNMZH8infHTygqvFilx6VqslT558zs7OGBcNw0pzdXFO2zSMRwNCcCyWCwSaopyiVaQa71A3J9y4c5e3f+O7/PBf/oAPP/iQrrMMSsVOVfLg7re4/eZ3eP2Nd/mXf//vsjk7Q+eG6+sVbb8hOonenRK1obcH9E4itEnZHCR1upAKHx3WpygDFyOFaCj8mlUL523FRVPSeI0SAa0CSgs0EiEVdpPC7ogRJQTDPAllfQhElRa/IsvpsZhMc+PmLV7ax/zeX/8dvvGt36d/9Z9zcv6M1cqyq3eozA5ZVqaQtSKgTMoCCpLUflcVUhXsDDJ8eEjYfMxV+4KHx+/imnRvdG2LEJ7QBmyeY/IS+g4VG8xgQoxJxKqUSlkeMTEXBIACoxQhJOJrnlcIEbG2w2SkrysNMkSQkmg9Ukp656itI/o/o3ZWgwFd31KYLHWYhEeoFPY32qno2568SONAKSXIiMlS5g4I+talDooAH5NexruA1jqdhoOna1LIYFlWqRiqt7kotqTKbnE4/m1eO1wSip4gYxrTKkuoV3SrDJnJVDjk6XexmxaPYVC8y71bb/LpswvqdsamG6KaDH9R44Om7i64uFwTpUVHn7KAFNTWoXTi4GkPPkBUmiglQhjMaBcjLhBS4Al4PN4v6Zc9QklQNW0XUDI5rMaFRGQR66FtItFp3ty5z62dMR+dfcJJvcGaNVGVfH3vP2R/MOR69Rltu8CUAw4GY2zrmJkzYoj0dkN9uuA7X/9rfHz1M9rcspzMsOtDTAu9b5BBs+aaURgzGEzw9Yw/uP0fcbJ4wT95/E+ohaN1MDCRvqlpNpcIoLWKw/Hb7I9v0Zw/T2M3kbp0g2zCa8M3KIXh449+RLk/Yu/hLeTWgRKdR/aK/DJylN/gxfJTpu415FLS9muWV1d0K8ne75dcrU/5ySc/w9qEPo/eE0TqxMSYxMrKpDGHEmLbNQlpMw0RGSGhfSJ+6/qJMTnVFssNQnryMk/jTrmDHN8jFPsUQqDcjJxrVFgiRMBqRRjsk5XHqOER9eqSy+c/ImsvKaQg5jmiuoEo90CVXD76lJOrLyh3b/HwG99m/8YN3OaS62efsXj5GUp68tGI6eFNqmJKs5hj+wZV7lNOb2H6wHK+4INf/JDzqysuZzOU78izDOfEdh1K8p9l3fHTDz/nwdu3KKucG/fu8MVnL7DqkrwqCbZl92AHXVUsreW/+aOP2cwv+b3vPaQocyQS2zTb/cZTFBl23adRsUjQxBgjzvbYdkWsrxC5JnQ12fgQF7ttUKMhZiURQyRjefWC6WAH32+IbkBEIE2OLgb0zRqzvETmA0R04HqCSGtN+PPUQRmMJIOJZDDWTEZDnC2xTrK4mHF92UMXuXPc050E7CajfKukR2HHHjMUUJqvOhsiQOx78JLQe3CeUo4ZV/s8cec4H7FrS90lC2WMpAWn79jUDWUQZCIwLjTrPs3rrAfPl+GbaVEX2w5Kas7HVLhAAo5to2ilABUhk4JcR0Yadgeavd0ho3FFliUOhFCp8kkz+0BQESdTG9QGieug73vmdcNy7dHZkDzPybKA9bBprxllgVuv7XBnOOV47zbjvVs466nKiqfzK+brDUELmt7jRENVDohihZYFF+fXGCU4Pj4mRontO0wWyMtRsgL6gNYB163wYY93vvUbtPWa6/MTRrlhWFbsjvegabhx6y6/8zf+Nn/8D/4O/WxOPxqisoyzy0vCJx+z/86bOFFgQ4cJkUxLQoy0rsd6jwueTGVolSyvXcx40Q25riNLq9MJOAtokZ7XKEgLX9xSULOciEeKFMKXYusg1ya9iBGk0BRaIwnYGDl/ecb9v3abw1t7/On3f85QlIDhajGnKCxVNqLyCdktZUZRWXK9jxm2RJPh4hBd7rIrbzGrH/Pq0fscHnwTIw1KGaKSyc3QWQwOIRVBl7jWEZEok+DcuAB48nxAby2ut6gi2YWVlnifTjYCSQzJJi+3JNHgUg6O1jKxgoQElTQqMUTazmJMQdv2qC/zlUJiobiYdAFd16fuYkhW/+ATcM3ahNL2BIJPHQapVLI9x6QLyKsc2/cYnSGkouu6ra4l4Jqe2Cmq4jXevPVXuPTX2KaDWCKDShqNpqFvU2tcGUHIBKHp6NcdsZLsH/02jxf/N66Wz9BzTd7llNkRmexpTjtOny7Rk4zxQNBahzEZeeVwvQehyBA473DbJGbfemKhyEdT8noJwtOFDtuuaeoZvWgox8c09opVvaQoFXfujxhNc3y0bOqesfoaf/Duf8Y0ixx98Hf4r3/8Q9Zrwb3JO0z9DlU9ZKB+AzlVjIaHeNHzcvMEF2YsNhdY39P5FTvtQ755/7f5tP6UJltyZZ5zu32A7XvUIHLtz7iVvU45mLBazShtxX/63v+My/UFn85+nNLcVcT1HfVquXWoZbx192toUaJFnpxYSEAyyqd8ffdbRBw3j/cwkyHoBPTzTYeIElE7zKnj1uQmr+wRY3dArgdUao+gPb1sqLnitOv45PnJVwJWKdKmnO4RkFpvYYzyqwA/l+qkpEERKQsqkuBrwSeLcr1peXV2wd1bhxRlSedATe4yvvUWfbuiu36Esi3SbNdbXaDLG5jyOK3pixe0rz5A9Wt0ZpDDfczeA9TwDl7lNKsFnax4/du/x/Gdt5G0LC+ecP3sU+r5CQLLeHeXG3feZP/W64Q+spnPEuHZlIhil8ePfs5P/vSPefr8OW1nIcKkFCjpsdYnErRK7rsY4Wq+5OJswdFkyPH9MU9Oe66Wa/SjF+wMC0oilZqwmb/k8tUVzXpBP79GdhmdEGADREvb1OjckOcTpExAPLEdnykV6doGERwDI7BaErslRZ6hlEZqjaXCiJTDE2TEuxbE3pbuC8F1xGCJweKaOXk+REiNjz59L23Yapv/ra9f6wJlWBWMh4LBIFIVhmAy4s5tZjsz6qszLs4cXFv2tEZQoG2JbDNCmaUsHiRBGJy1KCkw1Q5uswSVYbTAyA3jcocYcpZNnea1CkyeOhhSgo3Qdg1YTzDbzcgm8Z/zSZ39paMhsoVkCeDLWlKKbXUbUhX65X9JUCLioyCogCoc5dgzOhCUlabIi207UGw5E6TkzS9PGxG8i1hrcb7AhpDyirShazZYC87lKCGZZAN2iimTco9hOYLWoxTcmI5ZbDY4F7labHjjwZRb9x9wdXGGtZEQWkZ7I5TOmC3mRNuTFRWjnQNCkJw++4y9g0N8t+H0xROKasybb7/Fo35NW9fkO7uYQuP6NWcvZgzKkm/9pb/CD/6r/yvt6op89wiloLYdEbAizcKjCHgknbe0XcolKvIcLQURlVr9InDR5glJvbtCCMN8NUi225gQ1yKm50lIiYygpCDIQKk0sQsEHxmXJeu6RWiJ6EFUisGNIfaJ4w//8fe5c3TAp8++wDtJ3cNmeYlhgZI6uYFURIkUXV5mGiMryixnOpxQmAFFecF4PGE0mnK5PKEaHVOpI2TvERqMMhTFEK3TIuKjghiQ2myhdUk4613Ee7eFPhnariMN/BzRJahVIBXiwVskkSzLcX1P31t8TEGEzllCjCkpWQp6a5EyFbpCkIpOs0Wf6/QdtNFIJXB9h5YahELIgPOOEENinwjSKYpIlilcDASg2wLykqAvEEQSmuN7bL8ClyMZsDv5OtJ/xtpaUOOkTegcrrO4tqXLTXIJ6UAQFrfpcAKkPuD4xtf4+PxnXFz3DN0xkl0GakQ1O8KeXtEGh1QOHyU6G+A3a2qbtDi5TOGRnWroqpSBFK1AjgvKyR5Z+YLFbEHNOY1Z0hcLBkVGJQa0L2uqYc5wNGR/d8JgkGNixXHxuxyNd4h2xdcefoenqy/4/JHnrf3f4PDBG5RRIdsAWuLw1KKhHwtWT+esl0ucj8jpgGA9v3Hnr3Dx8pRZ/SmlCdySD/Dngnk4oStrNvl7TAYjilGFXVn2Jjf5z779P+fv/HzBiid0zmG7lpPnn9If9sgwYn/4GliHUAqptsWygEpW3Ju8zmz+BSM9QBXDRHntOkTv0TJLYZZSorzktniNkdgn+sCEOwzGOzwvfszaPeF67Wh6l9K4Aa0kRsj0Ho4RKUUKkEwYnLR2uiSIDc4jpExRDCHFJYDEOTi7mqGzjMPjY2oK/PiQrJpCe4Vav2TAHBklVuwgBruo4RFZsUszP8HNHhM2V1QaKA+o9u5ixke0NrBZXrKqPYvrc+6+/h6jvZtcPPuEy1efs746RYaecjJhf3SH0e4NBnv3qEYH2HaF0iXL2TlPH3/Ioz/8guevTrmar+m7iPcJSrfuBFr69NqSOufItD6t1z2/+NnHVL/5TbLRMW14zPL6CuMch+MSGSyr5x/Ryglts6HvLMvraxgV1G1NXgwoVOpQUc+o9qdoGYiuJjOaKAwh9qAUN492Ob5/g3VQLC5XhGAxRiC0I5SCqtIMcuhETpGlrLuAgNAT+oZguy3H5ZrQ7yZqr9jm4m2Bjb/K9WtdoCjTUxSR4WBCVe7j+oq2twzHu1xm5/gY2KwdlewZ7Rdk+QghS6JXCEyySBIRSiJ0TnCWrCiQStI3c0ymGYx3GZRTXsxqImnskhnIVCQzAq0kVgm8SJktbS9ovE9JseHL7on4M/2ISP+XOBHpjScBv+2eJPJycmpEDTKPyAEwCMSBg0FEDQ2mzMjyHKEEEfvViEck0AYB0sjKJ/Fi+KqXY3EhT+3RmCdNhMrIlULgCKpFG03hPe/d3+NiM2e2aGnapD2RSlOWBdeXV0gik3HGxcU5Tb1hMpmyXK2pP/2IYC2j0RhrPevVhrZzDC0UJuPu61+nrhtms2sWMTDZ2SeXDhMt92/ucfXeu3z+4Ue8OnmJEoqjUhMIOJ8sxQDrtqXrE4PB6IJcG6x3uOgRRKxvUHKDNpbJJFAYw6p1+JAlR0AAosJ7T6kNfejJkGQyMUukcymlY+tiKfMc33XUa8dHP31CcIJXl3P+F/+r/yMiCIZmzN3xQyZ5Rog5PoI0IrWryYj0ie/gBN5ZFusF67jEEDh/VTAZ7LF3a5dXLz7gzn0J7ZjhqEQWFl0V6FwjRcRESdf0+NCne0oXKCOJUiNV+n28D5gsJ/jEi1BZRt93qXuxzZJ33kPXE2zY3pvJVeNsSMWHAu8Dtu8JzqJNju09WimCC7R9R1kWybUWIXYeo7OEs0binEPrDOdj4qpISZ7liXfxJbdiq+nyLuBDiykyyjxHSYWPEY8HOkKn0X3GQB/jzCI9hu6IqidsOnwekIVEGJHcQdIT+g1dDbbqKMub7N59xvnqEtVl2PWSWE3Zr97m1uQVJ/KKTe8xEvo2UI0OWK9Pib6nZUXftXSipm7LJATsBEIFvBSITGFdSxM3tLJm2W2I88cUVQHCILXhYt0gqgKdDTkYvMPh4CEipqJxWNzizRsPmM+fcuWuebU+IXMR0QdaseLR4hdsZMthtctmvaFeL1LhZyRdsEziId+49Vv8s48/5kq85FXxc44236SPl/hbnmsuGJdTisMx9eqMoZvwxvRd/uDB/4S/9/R/h642sK5p5hvCbuCwOuZgeIxbrQGBzApUkRGI6OgYZBWP/AUHZp8gAzZ0qFajewWZQmc5apSjcsNBvINqMlq5pKgremtZq0tC7fnsszOCdxQybUJKyy3BOK2LUrENe01rZAxJMyasx4eAUgl58KVAz4fIct2zaiOH975O3HuNYnAD5yJ++QTXzTHSpST4bA+G9wnlMHW1XvwCsTyhEBaZ5aidO5jpPXQ+ZnH5grOXT5kvNgg94vWv/ybBbnjy6U9oN2uiEBzdvsXOdITKBiilk64qq7DO0dZrzp59xuPPPuDlqxMWqxVd2yNFRMuIjxHnoLORBR6j/qwwiwRElHgf+fknr4gu55vfzJgWIIcFedahjUfkGtto1nVPDD3DSlK3LTuTChEEwrfsTitGA0NX1+jugkr0HO5OcdZjraBpAtdXHUW0TEYZu7u3aA5b+sUFUjqQ6dAxGA7x7ZomaPI8PbbwPYLEUQoiEnyHra8xgwUyKwmuI5BtLd6/Wsnxa12gZLmiKCZUxZvobJ8oBHH1BC+WBBGIKiHKu1ZQ9ekJdE1DJ1qq3CDLEnBbsVXiTRAt0ig0Y2S2oRiNyPOKumd7MidRPAtBZgTFcIAyGd47nLdsoqVTqXsSVRrjbLOstmIkgdwi2788GaBAkwRT28KZrSkldQxU+p5BifSYRiKzDFXkSCOJwhCjS2psRMptceCjRSiP14ogxTZ3RaFiJAabkl1FQAmHp6XxC7zrUUIRs4YHD3O+qw/4wQ9f0LvAo6en+PBDppMR2pSp9d/1iLajWdeIGEFmOOuS6j46llcntG2f3pRSMussRW4YTXfIqoL59Tl9OyfTiiozKAO//1f/El/71jf44uPPeP74Cfmo2FoKEx2VoFAqUGUdfWwRMuJQeMCF5ByJ0aJVZDJwGCU5nztizFPkNxIhJJ1NRdcoL5l1GxSSPkaED2RCoSqD1hlaxSS+VQYVBX1dJwZJnictE/D2jbfZz44oq5wsK/AYghEoqVMXRUWyzKPUkOCg6xNCP3Qt9WqBcNA7QbHOOX/yPqPyLpuTAX2EwWhMNS4Y7A4YjQeJMOslkkjbtqg8hyiQ3m/HSYK4FZ8qJZFCoKVGSoH1feq0ZBnRp0wQ7x1FkbJVlDHbIgUg4cBDCLi2I8aY8kK236cJkaw0eOvZrNaUgxxvXUo/VskloZVGKIO3jj4k6/KX7XgdBEIl9kqM0Hc9Wpkkzo0yZRpET7Q1du2Qo5JKN4Q2neyC6AhOENeROMgTMiCTeB3oZUtb11iVLJbT/ds8qV6gbM/BICLzjJ3BPe7dvs26uWYtBd5JBjs3ePPdIYNHHR/99Jo+pHa2cy31conTEtNqlFPMFs85f3lB5zpcWbOol7yadVT+C0wJjp7z+Yq4Vqx6SQi73K8ekhdjJKBEid0IYl9xtTnj7776X/J0+Qlv7T1g1Vzx/tm/4snVh7xz8Dt87+h3CDLStRucSwRUrwJu1fP2/d/n08kP+eDxz1GDSB0998N7zK6f8Lj/KXdvPkQWBWEQaPuWIUO+dfgfMGfJ4/iI3cuan178Cc55Hh7dY1oNoU78HCllQtEbQ9/UrLsFJ+4pR9kRTehZPHrFbr5H1eYM94bo0iCkBi+oVLJDW91h2g7rBct2xScfvOTnn1ygFNybThnkOcpoTJ5tR0opi0aofzO9mBgQfgsUlClFOxXcGu8lGxvJD99mcOc7FIe3WM9OWLz6ORPdEsuKUByS7dyl3H0AUbE4/4Lrk19g3IZRNUAVBaYcY2VJkBOaGuqmoO4z7r31HloIgt+gjGEyvcEXn/xTMtlz+MbXqYoddD4g6pIiK5lfnHL57APOTx7x4vlj5os5fddvU5kh09sRvxNfjVoEIIUiz9LhOQQPpPGJc5GTk1Mqb3n41k1G79zELV+ijcdbjyinPP7oMXVrUUUkhGQx3t3foWsWGC3JTE6RGWzvmY409+/vYwY7LM+fMZtdEXuHpkcFR2ZKsmmBGBbYZk6/ucYUGUZHgo5kOyNCjIlH09eIvETlJTH4hPQQEtfMMSKNdBEGke8iXPMr7fG/3gVKZlLr2wzIshExtGgzpW8/SOJUBU4GbG9Zn50xPziHYYXwGX53hxAd3hu0EXjfoWQagdi2SeApbSjKkmo0Yo5A+khJ3I4FBLnRKDkglwaZS2RosLGlbhrWXU8IqVPypWbll/3GyW2TjgfBf9k1SWmagjQ6CgFUB62ElQ4UWY8yNULILRo8phBErVE6R4kBEoW0KRPFtx2tn9EVa2KZejXuy2RnCVGkFOAgO3pvaWnR5BhRoLQgjjNe3z/kpHV8+uMzaut59vyc1bphZ7rD0V6kGBygTc6m6TFGMBpmLFYLwJAPRrjNkmq0S1vX7Bze4fL8jMY7+osTlEzC4KKoKLUjdAsyPcA2PdEv+O533+F7v/97PD+7xjc196ZjzjcruhAolKcNLS4GZNjQep+KAuGJEqTwWCloekMz0yy6HEkGUSbrbR/orKf3AS0SrEyalO0jAZNJBoNBEuB6R/CevBDYEKibOhWX1qFlztsPvsmRuU2eCaQoCSIDkn6IGFBRpVMiBXkxQhvBVEq0Lrc215YQPO1ygW0URjjc6kfceOOvM5jcZb1pcHVgcbKmPm/wIZIPMoqqQBUSpR1aSYJtiUojdbFtzaWRSaJWJhdEOSzQvSb47TEVifcqWY3xSc8UkzMiQbFIrqHgsH2PJH2utZ4YLPUmkpmCpm63+SjbEY2Q9E2Plipl7wiBUjpZjZWmszaN4wTbfJUEhQtF+r4IhcwK0A10nuBbXKeQeUbUK5xocarHq0ioA2GTI3JJLnJ87Ol1g/crrN/gvEUP9xnvHvDpy457twdUwwlFaBjkY0yrkNGy8SBKTZCRzFRsmmvGeYHOM2LXs5lfUvuA8QViHnj+5Be8PLlmcrzD6PZtLn5xRXcu6LOa6qCknGjapsPOoTuzvDa5x05xEyk10QW8UCTbyZCrK8Hl+pzTxX/JD7IdWrugtTVSRI7yU+q9hnxQ0NqeqBQYhSwNfdNQ9hN++/X/MT//9BGPLy5oq45S3WQv7vDpyY/59vS/z9CUyB3D5mrNUEwYF3v8zu2/Tlb/Mful4dXmGdZ23D/6BqWpUKyIlcKGFh0NwVvaiyueLZ/yYv2S9/YkTbvm6vEZmzBhvDvljeNvQZYKTrzHqAKMSPEHWzv6F2cbfrqccXh3h+ODKd8c3iLWFUrrNOoTAinkV8yTlHbt8SKAd9vRTnKEKaUIQRGEImYDBru3yY7exSvB+uwTNmefQbuiG+xQjN5FjPZgcsByueD6+Ue0ixN2pgcImRNMAeWYphEgc1SI9FfnuOWao8O307qQFQwmh1y+esKTT/41O6OKhzfuMxjv07lI1BEZe5aXr3jxxYc8+eIT5rNL2rZJYEMREydIJrJtYTQDFFGkkantewQp0dk6iM4RnceHNPy/WC3AdWjluX9vl8mkQqrI4nyGHeacncxSHIQTNG1H3bbkZUbXWZRqk9YrKwBJlUnGA4kqOsrjCaOhxDjwrqO7vsTsNKjCgKvJNJjxiOB7ou3xXU10PcFbghSELAVL+uAR2QC5BecF3xOFQFa7RJ+0byor/vyQZDNdkZsJeT5B6wqrPESb5tkKgk6E2Y0IqKiZn52Ry2NG4xzrOpyrMDEm6JQE5xpkVIiY5s/ZcEhWLdnf38dozcL3NBEKD5MOtIio2ZoiyylHYxonsY0k9qA84MNXNQnbgDZINuFIclOkYiVdUoo/2xRCKlCig9BD30Jfd2zWnmZ3Q7ezYbozZjgdUmwj2fNyQiZzNBrlSrzwyC7DtT2ud5ApZCaJatvBUUm3EuPWphcdVhm8jpjSoNWISnq+9bsZn39yjV54ZAjM5xusDQS/xrqG0eSY+XzJsNrn6P7Xuf7pjxCi5+T5c5wP5JtArg2ff/YJahsad+PmMdcvH7G4OqNeL9nfKRgXgiKThB6MiDx9/DF7h7e4efSAV4/P2evf4cEbLe8//ZB5vdlyZsBLmTQNsSUKj5AKlKQPinmviUgEGiEC3gtcL7F9wPqA8wEfHKUpWfcdwyJpWQa5TnqM0DMqC5quo+8TD0NJzY3DEaIPFPk+LCOfrx6RG43RObkpkDFDGlDGUOQlRVlQVD1dEynKPAWGZaCMpszSySMzUC9q+sYg8/s8/sk/4PbXv8Hk9u+iDzRK7dE3Pe3KJr6OtTgbWa7aFJCWK4SxyHEStUlpkFLgnMVHyIxJtucix/cpPRUpyEyOUoIY3dYd5VFSk/QihhgEbRPQShNcpN9C3LzzRB+wrQUh6eqkV5EqWb6DD9itwFEIkdweWweGdS7phoqMGGLq9JicEEMaD2UgM43SJTGzhM7SB4tQGbLQuHpDGxuC9GBL+mUgZIGoxnjpcbIlVFDtZLh1SxcMdx485KMP3+f8uueNUiGFQnqDCqme64OhGIwpqhvIYkHvXxHCIFF325bN9TXdegOdRgp48fRznl9teDjcZ3/8Hrde37DZfMYFF1SjIV4tkUGgZpqh2OFB+RsMyhHeW0LnsV2DDS25nqJCTm97WmpWXb3VVqSf6/nqklZDZjTOt8RgaLuaYHboNi226Tncf5M3b/0O3//ZP6CU1/ycf8Zv8R9TdhWXy1N2Bm+ye3Cb8/UzLq7OGI132d2/ybfy36ZV57x37y9ju47dnWNMniGVAKmZXV9i8x49LOnrDR/PPuJkeQ17kJnIO/e/yep8jiwNaqCQmYAGgg2wLTBECIggCFlk/43b/K0795mO91kvTtl/UnIucqQSaKO23RGdHIlbV47wpMOc9Ns2Q1pPZZYjdIXMRgxvfx1T7bFer+lPXyL7FX0HTh2SiT261tPHms3p+7z45MeUWeT2/Xdo6w4hKzQjmkvD5npNzopnL37BrA04mTHZv+K1b77L9XzBZz/7YzazU+7dfZv9G0esFk958YsfkmVDSiNpN3POL085PztjtWlS5tLWnSmEQCtBLiRGGwZlQVkVZEWOs57rxYa6SZ+f4jtkOmh5j42R4OHMbchOLhhVisF4Dy0Modhlueq27jtYt0n1KIROI9qguLyYkefped6sag72JxRKIH1DVJGQaUyhub6eUVbnFLdb9HgXnZfY+SNCvyaS2vrSVAhT0W2u8K6HZonKK2SxhyynIK9w9Sy976VEZTv4zQW4DTH+Ocri0WqINlMkCWKldIbOBpisQug5UaVOceccdd/SS8lyPWfUFUykIFhP7FtkNibgkUYjVQYqI1iLMRlSaYZ5yeF4xOLiGkvExkjjI7PaMfUNlepx1xtc8PTe07iAC/ErxgkkCaz86t9fCmO3N256H6fAq617BJEEs04moa3rI7aFemNpFo565mj2e6Yby2A3MAolUlqUydFeIIPEe4FvC/p1oF/XiFJCnoGRRB1BC4TWoEDIZDGS2mzpgVO0LonSs3ej4O3v3uPjf/2EIoDJMzZ1w+UMrhcXjAY14/GA1XrBp7/4EcvVgul4gI+epu7ZPRqzaR2+7ZjsjLHzS65OAqv5nK73rM/OWcwCt24eULcdo8GAvuspyymr1ZrRQUTJjELcI2sFX39N8ocf/iGdyEEFXAQZIjI6otxKjWOyuSZQabJK9V7gu5gop6jES9EZPghGStLYnrPFimlVblkfye0zX61wLoDSlCZnmBnymHN0dIs9dYy0AmcKCA2uE/gOijIjy2WiKqoMeuhcoF+3tLpDGYUpDGVVkFeCLBcYMaMqFN6NWK5adHYLzCGd9di+JysysmFJMSgQItLWGySKEBXBbmfAIbCaNwgpycqMLNdItYW3yRQG6F2EmKLsjTH4LQ9BqbBF14vUUZIKKUXizWSS4DRBJHibEFvkfdNv4VkB7+PWVqyTpXCLhY8hWVV98AB469BK0zvLZtGkFjcSnZUgAl3ToYcxiTRztb1PBcq2KeVZOTp7zaLeQBTouMIvW/RojNqOBkyV0UeLKTUDlbNZ9TDY42tv7dE977B9ACNRoUBEgw0dnYfOJgHvePeQnf0hRu6gc02MPc3iiuX1NXbjUVGDl0yLirhY0zzpKKZ7TAZnzMM1Qo4Tf6aqYQJ3dl9jZzCh3Syw7Yp+ZWnqOVFHfC8YZDkhrrYjDRAxrQMhCi7qDavQUvRpbOyVp+829N6iRcDWHX7tuLv3Npn8p8TYce3O+QdP/h/8rdv/I2gdIiqm9pBWznn68lOkKNi/e4cbaGpRUUXP5yePIAT6+YxhVhDI0KZmM7umiEOCcDzZvCD2gkKUHIzfQ240g+MpHStkbtJ8uk22eukErvOEziKEJisNb3/zNWzR0NYdy+tHPLS/wyWpYyLklo+j0rYUY9h2elPGjlQadEhGAlOgJ2+jigOiyaAY8erpF0jv0H5DufuA8fAmIUSWF694+cXHXF1f0rVrxuMRRw/fpekDPmbIXvLkhx/Tt6mj16zWnF7OWUcPeeTrg9t89LN/xfzqhOP9AW/95ndw0fDq2fu4foWRGc38nFm3phiMiCjsVhheFEOatsF1NZlRVCaFm44HBYNBRVYYssxQNx0xOIiBtnUoCU4mrD8RnE+i8qgky6bhYrZgvxmivWe9saw3PaNJQWYE0adhv3c9l5dLvPOMRjvcvnePerNmvWwZD3NE9ORVhbeWwnkyo6hdhxMaoRRfhYRWuwTbbB2vyWGVlVMQ0K8u6OsFppqQ6QKlj2BwQLQ10beEfoWQyXGJbfgzkMa/5R7//1tp8N+VS0BQOLdGaYVSGaPhParhZwhzQlRx626BuulZrBZUo9v0XYN1aXbZ1S1CacywSlj8mJwK3kekVJhMYLRgZzBAXF5/NaZxEVwMNG1A43DbDfGXX4Avscupet6CS385ZHD717D9u//lr43gSELbDoEMYHxk08OqEyway9V6xXhhGc0bpsuGg/0VO+WIsa3I10NcrbienXOxWdLKGaoAU+WoQiMzgcgFKtMIo1PL2MgUVpcVmGyI1gWBQI7mt//yW9x7bY8P/+VTVMgQF+fYGLBe0vSeuG7RWjNbnaKEJoQ1rRWUmWa5WDGre46O9iiyAU4KZlenhBhASRSezXrDi2cdxuSMRgVFppke3qMsR8yuz5CypBjkFHmBqI4JQtFjtyc0u5Uhp9FC/JIzEyUxigQks1ukuxfEaEBoQnS4mGzZRkluj/f49PKU0+WSzlXc2t/Fe5dGFNKTm4xRlfJObu6/zrg4QLtIlhdoU6BkxAeD8BICtG2HUIpipCjzHCmyNOrIDNFHXGexm4Dd9CA6qmGLCxPAkJc9w9Ed+q4iLJZb621yMeTagEjdmSQgdOhc4kNAx+0pVGt85+lWbdIZZRldG8iyxCCRCqQyvxSiliFVjtTbmbf1+K198MsbNSKIUqacIEhZPZlC+ATScsqlcMDOgZYJ2Ne0aWQktphykjjWOovwFqEU1rr0c2wdSUoqhEiEW2EMKpcErfAbS3AetMAJz7J5RmczKp2RW4mSOYWsQBdkOzmmfUbbn9B3Dd56XMy5c/+Y+Sx1foJSSFGhZEbXge1bnnz+CXt7BYf7R7zzzYe0L3fQQmP7ls1ixmo9w9YWQobOKsYaYldz/elLqtcqdNRkCnp/RWl2uHkMtfa8fucu/fUZL9cvaOdz2nlHT4caKKKKZCbny1s4cY3SZkAEKxwb2zKWks6l4mrT1kkXVSjWyxXCBLr6iqpIJ+1lE/li/gml+BfcPnyD+rBmZPbZrW5wab6gnl0Q4ttU5S5CRMYWNmPPqJqQ5xLtIqFTjKZ7CDsDG4mFIUTLzeyI3fIWpZxSuxnRgqw0qkjaE/qA0jmmKHHtJrnOEOQmR2tNGz3r9Rlm07Gn7/KoXyW3R1LGpvcvELe6vMRdCAhNEn0qQza4jdp/g2Ajs8tzlp98RGyXVFVBvnuD0Y03cb3l6Yc/4eTZY5q2BSm5c+91bty5RT7aJ4aMYnjI2Yf/mpdPnmJ7hVeKuu6p2w17D+4T/Dmvnn/CYGfE1994wN7BiOv5GS+ffMpOJSjznD5AVmYcvf5tbr75W3zwR/+Q6+srxpND8nzIy9PndH1DWWYc7o3YGQ+oqmJbjCXhenAWowKKiBQxudSSQh/nXBL7CkHwkY0NdM6zWtbkRc563RC84Oj4iOLRBXXdbxPoV1sLf05uDHmhmF9Y7jy4TzHcFnxIpCkxPjKZjIGSvKyQ2qQ0c1kgs4jKF0Qb0OWA2M3xrkGZAoTCtU0S5OsMhEaWU5RJRYnv5sQYUCoZMvB/jlD3ghwpCmKUKZobS1Eck+eDZI0SMQknc9AOWutoNkuaMuI3HW22wRiJdhYVtmrH4JM1M7b43qEJaOHYG40SI2Pry/nyChH6XxaX/NL1y8XKrxp+/G987Vb34iI0AdY+Mu8ir5aR/LKmeNkyna64dXjJg+mQ4zikXORsVpFXtua5u6KWK7IMBqUmKxVZpjCVJqs0WWFQhUkiqBhRZoD0EqU0WiaKaSYE9w4n3P6D3+AHf/gZ841FeYvUEgqJlopl3dN2DUVWEJcBIyVFVXGxOWWyM+Hoxl1+/qM/Jlu9YG9vzLIJWOvIi5zOOMrhkIuLM2aLJQcHh+SDNX3bIYuCGEoykzE8zFjWNYGIki7RHQWE6JNIWqVijijxHoIDZwN4gYwqtY/RxKjQUqGIeBFxvcRo+M1bt7loWpTS3Dk+YLNqqcoKOk8pS8bVPtPqBpkqiJ1AqHTayIphqo+UJzfpsXcZUzceoWOaq6OQJpIVCiUNclIS43azDCDo0K5IsD9tCUGwuFxTDRzFdJIAgusWW2bI7Etdh9pahz1SaqzdClHbFJgpxPb5sTZhxJtUymW5RmqF1jq5lkjdnhjTrFwIkE7irKPvHDEGREyLZ/CpSyXS7IYIOLsdD0WPC45oxVZ3JQnWJmCW+NLVFpBC0HUtUult5ycmAqoQ2GApRNwubAaVaxAebcF1iXkTZIkwgmZ+gRsM2Z3cQBuwqw5dFVRmn2yYsbCRxeIDVosGRjuU1RH7+5Jus2bjBc7l5GEMakZUgdnFM97/uea9977B7VsPacQeITRs6jnresmmafHWQwhkUhOtQ3pLf3UOYoKUJXogiZ1lKPbxeWC8e4t7d+8w/9NPWK+uaddL+tYRSzDjkmr3Bkqm1N2w7frJLWmaCD4GVvUVVbtgXc+wmw5/ESjGIwqdkQeBxDNffkIm+8TwER4nPD9a/gkPn9zmYHREMRhTTvY5unWXl599Tr9ekg+OKfIxuAWv3/4aRWnQkwK8Ry4i2aajKArspqfKp/wPv/Y/wJ3OKOUAQkBqgVCQTUaYooA24Ls26U+8IjqfOnBSoeSIPFas/RVNfc6ev0GV7RKbZaJCie18cJs2DOke8kQ8Cq8K4mCEqg4R+S7zxZqzFydcn7xAi8Cthw+5cfdt8mrCannN449/zqcffohAcHh0m9sP3mD35l1MNaIXQ6yzhK6l1IooHavNJau2oSpG3DzYQ8oF627O/vFN3njnm1SjnJPTz+k3LQeDDKk8TdNz/zf/Iru338ADZ68esbmecfP4dazvePHyMZv1jLIwTEcV01GVkBg+caJMJmm7nsWyoetSB0UQ0CoJZ2WQWONQXiTwZ4TOBmbrntOzNYOBY900VKMBWZZyu2JrKStDlkls7+idx2jJ+ZPPGO0ec+uth/hmSZTJ1KBUjg+C8b4BVdOsV/RNh55mBCmRukCWLSLOEnVdKHAdwTuk0omuvlqCFPi+I5scpSJLRGK0hL5GViVKSuj+HJFkpcjTAugVTtQIWdB2V2RGU2QZK9UShaBWkMcOn2c4EQm9wM4X9FlEjKb0vScLAkEghD5BdZCE6Mh0xmQ4pIz+V2Tg/bu7fIx4B52PbFpg6bi4dFyfNLTTFU02oOpy5k3gcXQ87tf0wlMUUBSeIk8jhbIUVAOoBppqqKgGFaVtsVEiRUUeQUpF164Jqxn5MrIfD/mb3/4NdBv46PlzrO/p1xtuPHw9BeN5z2rdMB1PiCpjtdywnL/gs88+4cc/+gn9Zsm79/ZYNT3f+ubrvHzyFOcFWhdsNh1d1xGi4vxyhjQ5pYqMihI9PGAw3iMbChYvPMaNsAgK2eKiJwiFEMlx4JzA+4izkRgEIiiMTLk9MUq8d0jhklgRSSZzSmUojOHWZIf7E0XdNpilZjc/pMgK2t6RhQEjOSKjotA5Uhri1tcfnCTLA8ZAjBpjMoiRvDJkVZHcPFJuicVpjGKMQmdJUBtDJIpBwlHHZE/uuw4VFb7xtPMalRkybQjOUowUKhdfJQm73oH0KK1T3856vOu3xYhJYm3ntkVDJOKJLRijaSXJrbQ9NUmdKJ4Jhx0ZDCq6tk+ANZ/s3sE7kAnUZjKVRlBa41QKCey7L39PiQ2e3vaYLEudHedwweN6i9j+zKk7lPgWXjtSd3QbJigF6EjMIPZdygtSCpXtkakl3abD7qV03+AcrnMIoZD5iGH2OnvFnAv7MzbdBDLDYJTRX1xjvafeNPS9JmhQOhKs4/zpF/yrfsXr91/jbnmTbrOkWVzTtw296+mDRYYM+eXz4AUqgFoIvFQEchq94kX/U6wRvHP/98hUoJnNmZ9dsgkzrIvIoMhCi6gmGKm/YoKIX8ISfGnjbpo5S+tYzc8IfUBowcUXnzMY7LB3PMWu5nTxGqnAOsnlKonb1MDzUfYDfrH4BtPnu0zffI3pvdc4ffQZ7WzOYH8XWZmUyFzmiHEB4yJtlKFD1R2ZSdCwvg1898ZfQ0xWxHWPsw5c6vbk4xHSaNy6TV0yoQm9JdoOpVI6uNSG3BVE2bOZOR5uXkfsCqJI+TpRJNKoQPElmsEj8WicHuDKI4Ke0vctF89eMjt9BX1HlRsObt7jtXf/AllRcfr5T/jiFz/n7OyCg709Dm/dZWf/NtXOISbP0cUYqSqEDQjXUUuB3htza38XfMB3PYvNDEPOW+/+JoeHByyvTrh4NiPTGSo0NK6nGk14+J2/wOT2mywunzO7vOb65AXSe67nZ8wXl/S2ZzLIKXPDoDB451gsWmzviFEhtGFRt2kE7r98/UFtsRMxRrQSGBW28SgR6yPXyxYRJVqv8dFyO5NkeUFuYGekeO3N15gtIqV/hBaRuq0Z5h7XLfFdTblzjHA1YJFSko/3CGqFXDY0myWz51+g8iEmz4l52mexHaFfp6IkpGydGBKDy3YNm6uOYtgitcYMJwkUJkugQIg0do+u/5X2ul/rAkWLMi3sPoBM7M9ck16oYgyhI4a0oUcRqBdXbELger1A6p7j6j5RKZRW+L5PEBkptgtxyj5RuWEwHvHgeJ+DJ895tV7/yt2Qf2dX3HZaIvQWLhYRXztmckUR1iwjnITIepskvFqB1AKpIcsgKyJlJRgMHYMxjIYto3HGuLF0fWQw2CCVwXVLxGJBPpcYxuwMdvif/qW/zCt/yWfzl/zog895/+MPmEz3OL79kPXFGV1YMtwpGOxkoHZ49PQFIgSUEPzi8Rn3jqY8e/ScUnr2Ssf5ynF+dUXoW6TJCK7g4198wRsHO+xMI2ICxV5OEAHT3uC18i9xXn9G6xqqzLF2aza2JsjUTlZElAhInbQCMQj6EHDBo4UEKbEBBipjkBlAU8op/TpjUOQcFCPKwZjRNENXkq4rcI2k2fSslivqzZrBsMLkQ8qsoigMZA1Gpda01DlaKehaikziY7INyixiZJ4WcB+wTQofLAaWtsmIokdlBUKZbb5MQI00fZPm+NIYvLPUy5asyJAD/dVoksh2kxcoI9Ba413ikAghyIoM2zuc9Tjrk0ZkaxX0fUfj61TgaEGWp5RaKWTacIzAe4nSCiPTwml7v3UZBPQ2W0dsyZ9JQOvTYxWJwxKjp29tQvDHCCFincW7VNREIkL65MSyBdRFstZnSdCK8ATVEfqOENukIVJD6mXLalnT7EApAq63+BBRG4EoK3aq7/HGzZLHi+fEoMlkgbVr2r5nuV6yXFmWGuIYhI7E6Lk+OeGDdU352n1Kn7HezGlDR8AR8MTot69pCjgMISKtREjIuwGbbsnGd7RFiZYZy/kZ626V3GM4uuCRbeIVFW3DsMzZGwlcBKNSM9d5qDtB7yyX88dIL+lcQ6kPkGJKX1uqqWY0OqAXcFQ95OXpE077jlXvme5K7t464OjGDj+v/4Rvye9RvDplcHzM/t3bzC9eMb1ziCoMcncAnYXdDEpFWDj89TU6T6+58BKx6XEuku0cE/Sc+tU1SqhUP5YZ3lpc0yZOiTBEFxAe8rxCth1ZPuKt8D36pudnnz/i5u5DunxNED5FLghJECJtZigCGis0nZjQxB3abkC/7rg+e8lmcc10OGL/1n1MliGk4PLxz+nrGcvrE5SE1x4+ZLJ7g2x0QJAmFTtOINYzlOlBmsS4MQWTe6/Rb645PjhAOM9mU3Nw+y6hW3L+9GNwHePhkMHuIfl4TD6aorQi6IKP/+SfsLq4TAVZaNCiQ4lAninGwx1k6BMQLQbqTYOzlr7zWB/pfKS1PmkfSbqbENxXeWupmyLR2uNCGnFFAY31XK8atCIRnU9nHCMZGM90J+fwYIfV6oRoMhQ956cX+P0xB2UaeQtlUqJ8cGnMXowxHkY7Pb39f5P3Z7+6belZJ/gb7Wy+drW7P1304QhH2AYrApMooUhbKSovCkol1QWgElJJVtgSmAsEoiQQAgv+AO4QXJQQlSihqCJL9NikjY17O9oTpz9nt6v92tmMti7Gdw5YQIpDKQuZmNLS1l5r7bXX+tacY7zjfZ/n9yRun7xJ3F8ymx9Tnz2iOZ4d9pwM0RF9R0oH0KXSIBWjc6ixZ+i2CNuglCr4izQUCYRtyCn9h3ay/+j1O7pAOZCqyAcctcgOqY+o60LmlOqaLCIxCfYikFfXbISmmTa0STJGSRVl0QIMHbKqDth7T3SupGr6EasVp0cLPnt6ykXX4ePHe5H//3WFDFcH4I9E4HMm/DsfjxFizDAKXFc4KxtTCpV6Cu08MJsHpuuR2WrNdDKnrjQ6RSZ9oNrWDKmmig1qMmHZal55uWHy6n1u9nu6vaPvv8unHsJ8ZplMLEpO+NavDQglSqBfhnXv6bLmxe2eOvd4H/nky3dJvuNqDdshcHlzyVJrHizPqAl4LbHTipB6VFS8evdT3Hd3ef29b9LGhvOqplfXPN5dcO2uWdSGpsrsxsikqVG5ZudH9r7DBQ9R0eiGSlfILPA5cN2tuNklpk1FzZz7xy21UMwmksWJIFPhY4Uyjjgq9muL6x07NzJ2ismypZpWmEZ9BLSpm+owxtDkGIgpFeiVFlRNTY6OcegYuuJySTkSY0BkgdJFQJWUACuQAtq5JiVTMqRScXYJqRBakWLxK1WVJURf3DZSFZW1yIgcETmhtcBUNW70uMFjNAiji2tsDMio2I/F+mytPWhaQBuFVppoykhG64QbPGPXk6XEh3K3KW2oWvDDSEqRLEBbS4oRJSRxLNA6LYsbJqVMDB6ldbmJNSQPYSOQSWF0ja4FlfCkao+L18TtiiHcMCSB6zX5asPu3LGoDGE/4owtpo+tQi8a5tMv8FBWXA0bRNT44PFhYBw73D6iGkHvBFUD9VQwDuC6jtXtc45TS9dt8USyiuXUeMglymR8DMSUYZQYpTD7Obq6JbZ7tIIYB26ur9n6DSkYshAEAjIpVIz4caSeVjw4NQxDPIzKiotvYjMhJ4Z8Qc8R7fQeE3EHkSpGBjbDY7abM149+0E+cfS7+cIP/V5ef/qrvHX0LqHZwiQRneO717/G10/e5vef3iVuVhw9epV3f+1XGG6umUzn0FhwDlKxA7//c7+KNZZ7r72MHDM4ReUouSouodo55sgxrnxx6ODp12vc7RotbIED7jtMUxXBuQ9oYzlKJ/yQ+T/w6g/+IHrb8aL+NlBiBZCmpGILSxIVUZ3gYsN6E7ld9XT7G3xw1JXh5dc+z2w+ozIat73g9uJ9xm6DrSpmixPuHr1EYkJ9dA90TTf2uBCpTQ0503UDY3+Ddx7f77i5esb+5jmNgbOjYx699hrri/fo1itmjWWyWNIs7tCevUxGsbp+wuUHbxHGEZkTIo9UIjM/u4usWuyL98gENjdP8aMnhvLsZwQxlTiNlDMiZbQA70ZiPnQkUvpIjyQosRFGl+iKICDlRBeKoqvJkjHBB5cjpt4zrRVHjYZ+y9EUnl7uMZWmqgxPn+1wTnHyYGBxz+D7geg6QGDriDaWZjpj6iNuuCJFjx935M0lZlYcgTmnQ5e1QWT5EYdG6IrkE1G1JCq852BP9ZBKthf1UaGc8vQ/eU/7HV2gyCzRSaAxSHlcfvlhQMuWSXOX2rxHl1MZiWRBlRN919PPWtY3tyXWXiZ0zrhWY2Qm+rG0pnLZTVMM2KMZi/WSz9w75ZuXlzzf7f9L/+j/0StlKFO+/7U2z4H+GSm6hFEw7GG3EuymMFkmmllHPempG0FlBMdCoMMMmy+I65HcWbZ1x9VkxW7iQCfqhcDMIGWPyz2p79Fyx71PwCtPLO99cyhkUeCtJxc8N4pXT6dIHfHvvOCVswk5KZ48f4oKkZdeOkavbpHnp0itqOuaLGsmzRwhFGePXkKKhjfe+zanp3e4Zx+xvLrmafeMp8ObVPUMkyyd35BF4uXpPZq6YT8EdsMOR8/oAkrOOG4qFhONNg6B4fp6ZLd/h8lUsltV6NtzUj6hms0wc0s9s9STGUIYtNQMu4HoHPtNQHaZ+ZEGLdBVQ8wJLTJIU4qBHA9ajUKNNE1DShItNNI0xBhKxLzWxJjxvUMKwOSPQpuULBLCZBWmqgqfJME4jIx9wFY1TW3JRqJ8ZHS+jE9yKinIEpqmIjvP2Hc4pw/3ROmqCCFQUuL7EppY1RW2NozJIRCEFA+x3FDXFTEFatMw9AM5xRJiaDQyZaKP+Fj+fziEwGmBEpo4jEURLsUBTlXuzRg8+91AljVVrZBiTm1qlG0RWjHkZ1zeXrHpM7vdBDk4Ng9Gzk8b/H7HkArACgfqtqU6nVMfPeRIX7Efrhi9w8eAyJJlvWSsV7yQO8KQcU4yW2pcDqw2j7lJc3q3JeREFIksI1kVoa5MmRgiSWSEl0XP2VlmkxP65YDPmaG/5HZzzTbsMMwQ0ZDknhwzYzJ0bsPN1Q2rvqRz51TIqIU4DZUW6GypuU8rTslBs/cdvX1O5UDtDHUz5dPTH+KTx5/gs2f/XTm1poHV5j1ev/oFfjn+G37m6/8Tn3v0JV5qG6rBUteW26dPqe/WqEbDxBbuyIsN/eN3GI4X3G1eJQSHS45WNRgX6W93RKOpTpb0/RrpBb3vSGMgbtacHT0khUhyjmo+LQXZuCcL6FyPGzpO4hFxNmV6fsavPf9nZLkmqcKFSWpG1CcEsWQ/jPTjnv2+J6eeO3fucnR6hpIZt19ze33JsL1GElmcnGEnZ5h6iWnu4Po9oruFyQl1u0AhiUkwbG+IAXbbPc/e+Tqxu6GtLK98+YeZz+eMqwt2T98j+ZE7D1/F2ki1OGX0iYvnH/Dk7Te5ePaMSgims5rZ1LCYTrApU01OcSTqynJ18aKQf0MqOU+6OHaETDRNQ2M0RiX2g+dy3dGNxUatJOR4cCBSqM46QVAHrlYqIbM+l/sFIUokSk6cLlp0dkQXmRhYzGpsVfHKp8556/X3CH7A+xGURtkJbtghUySOe4QoTrq6dei6JklFbqbUy+UBAFrGz5BQ0pKlRKoiFpd6ABGR9RI5vUMSghAO61bm0Jmtkd9LHRQ5DKg4x4gZUggSqvAeZKYyM5q6LarheBCz5sTeeYaYyU3D5vo5TauZNHP67UBMDhEjCIGwFpEjxEhMA5W1nM+nfGK54LLrPpoN/9dw5ZyJHqLP+B66naBqoZlm6hm0E4iNwJieJDNN7AgxcTvuuRpH+n0ulu4sSEkeTgGHTU5JrJGcfxrWK8nVB5F42IBcCOwej6w3PV/81AOebTP9docfHS+dnDA1DeHuA/qjY4wCPTfkZJgvjui7Ne0c7j+6j0sj15cvOP/k55g2M2Y35xx1p7x1/Vu8cnzGvPk8V7sLlNyg85KXTs8KQEjs6fsVq7Cm2++QacZC3aduZ5xWgL7FTC6xVc/lOwNN3eE3E4bbmuZIUs8T1UKirWI5PULJ4lLYrm7wvSeEnjzXNFODURmUIyaFbSYHknAZv+SYkIf8G41GK8XoSmfEWIVWFf2+I7mI60eqaQsoog/lvg+BrBNVZWltc9CaBKQSWKMKbC6VhaWaThlHR/TFGqwrUyyFQuCHAArGbiwjGg5ONmPZj1uG3pasH2MIKWGERuQCVgshoKSmbWrcgf1QVxUpZbzwZWH1vqT9hlzeHwaQxU1gjCYfuDSlNTyw71bkesrEBeIokVhUOKEWitNZprv7nOsX38W1BraZcePwS4cfd2xvV+x3O1LnkWaCvT6mubdEV4nhckc/dEQ8WWhqO+fM3CHUgcuuxz2TdJeWyWuZMT9nExxBjERRgVLk5Mt45xADE3Mq9OIkkfFQtA2nHMWB/c7TX73OuAt03mOERsdCPU4iYVJg391wGW95NgQWlWBiysIiAJ0VC844ia9QxyNyFIzdjsv9c/rJC46mLbn/FusXj+lzzxfu/ghn0xNqc8S8rjhVD3m5/RK/9/7/iTevv8Hq6jF3P3OXWsPi7IjLx89w4x3spIVKQ8zIjeP+a5+i85EQA08fv4dMNXX7KipUCL8nh4ReTKjqBbm/oh+29JdXCO85S/cJzpUQysWU5ANxp5BNzdurbzLubvm8+UxxLV4IVDJkUROEIouWbE4YQ81u13Nx8YJx3zNtG2aTcyaTitTfsr69pN9cY2SimU6oZ2dQH5Ooid5T5R3i6hlBW2SMqPMjfMh03Z6hc7x4/02sFbzyqS/SVgorIsP6KWEYgBqpHVU1IegaYTRP3/w2V88es9tsGfY9PkTsoqayDWfnL5PGHT4Hds/f5eLyfcZhjQ8OWc+JHpIYOX7wKndf+hz9zRPG1XvoOJYMn6o8o9ebDh8SIafCw0ofZq2BERIvMumQ11aem0IHb4yiqTSLVrKc1ww7z25zixCB2bTm9PyU4ztnRNdze92zvbri+u03OXr0KkKuSeNIYIO2U7JUGFMxnc/wY3HcKSkLU0nViHEPfn+IYWnQuiILhRlGnIukBAhbdCmujLq0NmQUKQRS+B6yGYs4R/ka4RVStSglwScMgqleUOk5Iq/IgXKTZEGSme1uj1k1xLTn6OQeKWSG7Y4sG7QqyZqiDyQ/EGOCJNG1ZbGc88nTU75xec1mdHwsv9TvkCtFwbgHP0C/Fdg1tPOMX2bCzLOrA7UuhN6diKx6wbApLqMUKWOMKAih/F0SkQasFbT3oFqB2wLp4LLKgpve80uvP+bsaMn68pK2MhyfnqDu3mVVzdGy5kwKqtZCNsxO5gxdT9UukTLzyiv3GTYb9ruO+w8foNWWuY/cv/+MVf8eDXf4zPJLdMMt7zx+G2ng3slLaDnj9HjJIxX44J09680lwe04y4bF4gSpZ0zmDbbO7JeFyKjzQJUtaasZx0jsRqYniWj3mMkc2y44mZzhBrBK0+/39JuOPJHUdYu0NXVtMXXGmIr9biB4jUSUtrPrUVKijMGNjqEvEDNlNZXRpJxww4jKh5BILZFGQC6If6UVVVUjMuAH/OgRWdFOa2LwmMqiK0O/68vrL2VxGaGoW4PUApSg33ZEH1FC4d1IzokYAg5B25aukEslmlFoSc6S7e0OZSRaa0II5TSo9CHBOGMoIj+tNIlIDGXWLvOBk5DzYQZf9B0h9SUmwTvYRmSwiAoEUxr5KR4s/vekz/ws74vvsn4vIZynH0d8v2L74hnb7bacFrNBr6+pd3NMJelerBh6RzYloVhiaPIDHlQTBG8wWIMZa2xXcfRJkNsd8RayqpCxQqixFCSFVEIUJV9IxoCTILJAdg3Ty/soec0+XpOzxDmBj5ImtYesIYlIAbfrcZ1DJVilzD7AwsBUWRbiPkfhZarQlII2REa/p3PXuKpjFwI+gLon+Tf7/wdKZsbdl7lvH6GsRiOZ2GOm1QknZ58lSk/aepzwNMdL5JMndJsd0/OTshscQJfVcs7+zedsri/59m/+Isvj+5x88j6taQ4ZSwGBxuoagWC7fUa3vyJXAi960rjH2pJJpTLoSqEnDfiR/eV3kMvvo5rMuX3/HYL3jKnGMUGYJV2fuLy+QoiG+fwEuwzUVpO9o1td0G1WBaA4X2BnR8jmmGxnZGFQPlC5RO62xXVmNH0/0r94zGazYr/fcPn8A46OTvnU538XCk9/9RQ/biEkfBjQtsL7QIye8fIJt5dP2a5W7DY7UhhYLKbcWZ5TW8t8foSwLS455Pycp9/5ZbzrWJ4/YHr3EZM7n2TwMGlOOF4uCf0163jD9dYhY0CISG0NbQu9t8RY4jo650lRoFIpULQpI/qcM0EUzonRkrrWHM8aKg2TxtDUmuQ147hntlwgYqBpmyJszZmQAlcXl0yOz7C3l6jRgcwkdQi71Q1W1UwXGe8S7WyOOtB9pW1Q1ZyUxhKfYRuSKC4e03ZUsfBvEBZZTcqoMgwE7xDSF/Al30OgNtm15I2Cw6kuCYEWhRPRNidM9RIZPygcjJgZRUaOHatxRISIaA2rVcdkcU07seR9QClQRoEb0KYquN5gUNrQzKa8dP+cV19c8pvPnv+X/vH/N7qK6DYFSKGMf0IProdxjAxHULclxDArkGRUhOAhBvAefIQ4CsKYyU4U9TmgKKJuMVBa7wiEknghcIND7nuMthydHJMnM/zsmM2YqMI1d05OaNuWLBSToxnryxWmnSOrTBKS5dlddusd2giO79cHPdIJb79lePedp7zy6h0ePfocTX3CB0++ybP0gvOTB0yOlkhR8+onJPvNy2y3T7m5ucJ5wZ17d1HyISTF/Zcaxj6xu10x+A1NNaW1pxAF/c2heGKkniYWp8foqsWNPZPe4MeWFD2uC2yu17hGcHTeIHKgaVtiPISx1RWEwOhGslComEnRl1HLMBJdpGnbkhYrJOMQyFIgD/4y78t4KmcQOEhPqOuXCFEjVC7wvpRLV2beEH3GxCL0jKMnhAhCsjiZM5lNGfZ96dz4RIpgbYV3nm5fbN7mQ6FdzuU0xwH8FstJKoQABKw1ZSRUbBkl3VkLgvPkWAS8OSVijOXZE6JoZgjEfs12K8lSIjqHXBh0Y9DMmMkv8ImH91nYn+fN4TuM+1vWF4m4vmJz+4LNUGIBSBkx7rH+Gq0qwpAJMRcsf0rkQ3aVGiecy4f09UAUEnaJ+AzikYMqI3a2MCskBF1s1RIOCcyRkCUiFWmjGgb0ukbrll1c4XURmIqYEaHBq0zIjuTLSFRuJFZJ/CQxBgii5YhHLLmPjpocIzmp8nCpHpYDeZIZ7UC7EFSzh3hzydPpb+Lslt3+87zmvsCxWBCswpgi1tVGQRNIYs+o9kyXC/LuYB9RArxHGIGZNKioiF3PdGrQw0AKO9ATtLZlZCcUuppQmwlZOnbVLdkKmGlaocnSEHPGENBthawbZtWC+eT7uN4/Y/ngk9yzn0OvfgsXIztXgHqbbUddzzg9Pac2mbC/pl9fsF/dQHJMZjPM9CH18gHRTEjUZXzpOpAZ2U7w+8hgGwIVj997n/pox9HJOTJ1LF59lfniBNyO9cX7aKlpZyeEqme1umWzekF/+wLvHX3nce7gVKpqlufHnJze5/zlzyM17K4/4L3H3+X6+ilCSI5O7vLKF36Q2ck5anaXZxc3SCVJaeT5d/8pavOUcXeJCA7ve6RI1LVhNm2R1ZSYMtpqbtY7dp1DkJFo6tbSVpH1fmTvAzFnKqs4WbScH02QRKaTuqRJTyfYSqLVAW8RI26/w7uAsZqYI/vb5/jNBUenJ9R1jTaR1G+Lrd9UVPUUSY9S4hAnU4TIShUtTBaeHFwBKCpN1S4PYnGJUBppJuRxX6JUoiMGh84gDmLg/9Trd3SBEreZXFdkG0l4ZF2hq5YQe6xoaMyCFGSZRWfwEgwJXGK1ukHHlt36ktU14CZE16B1pqo1yQ3EenoIqvKEKMjB02jBZ06XvHF1xd77/9Ivwf/mV06ZsS/Jod6DDzA7gskctCh5bnUNUkPQJaMouVIQigg5ZkiC7MAlIAhUVQIUbRYYq6i0opUSQ+bOyw9pjGFyespqvaG2cHJ2ipQSa22ZuzYKZTVKaFQrIE84Pr3Lfvs2Yxw4OpojwqcY+jmnR7C6+S6bzWPO7zzg5VdforU1777zXW5ePGGxfIlqflS4MFVFO29ZLu5xe3nJ9fMd1tylXUywVYu1krpdEH1gf9txe9GzOJ/SNjNIgrgf2FzuCT5wfOeco7MF417S74FUMT9SzI4S2/WWy2cbKqtYnO2wk3OkKURbGSJV0+BzJtcRN/R4V2y1Qgq0VmTv8QmkKqhknSXKaPzoGPoRqT1KCnKYYqoOrWuk0GBKwnC/74vzQmuqumwieVKTwoGhkkvsgvcRmxJj8h91N4y1pJhJORTxnyxdlpwUKQmCL+1pYzRKCZxzBOdRlByjGCMpFo5IiAkpVIk/CKVQCmMAm5FGoHLA9yv2EmimNLKHWBMWLXZq0dJQ+RPOj/9b5Pc3vPVr77F92hH2G7p9x+gHgohkBDIOuI1ByAZS0VpICSJmMhpkJE0SZqzxPpNCKvbudyDuLBqNjA0pjXjtCQQ8AYUkiRJKminKQEEihYwaJSlJktTsTUf0kioKvChiYp8LCwMhUK3EqEgl4Ewec18+YhqOUUkWem+U5FCyXkQdaI7nmHOJbQM+r+n6F+z8LY9ffJ1wPtBPrrhcPeHT8Su8Kl4u48eUyUIUmFY9wdgjmpeP2L+zw6077JEp1lGdEVaiq4roI8v2FCUsWUSykMSmBM4lEqpumFZHPLr/Qzzjfbr9HqEVVW0IpiWmiNSusIysZJGP0FLxxv7rfOu9X+L3fvr/gqoqrm9vWK099eQIKTRWa7zriH2H2zwDv6GqM8g5sj1HLx9CPUMEh21nCGkYsqDrbrlZ3xDcnnHM7Po1ISfuzCfo3HE8nxGDY9xekl2NtjXDbsPVi/fpux1h2JDDiA8R5xVCT6ltoraCszv3Obv/iKHveXzxmMun32XcXmK1ZD5dsrj3CezinNn5I7arZzz/zs9wfbliIjZMZEdrMrXREEFLdXCQTqhPX2W+vEeSlttn30USiCESQ8a5gBaCibW0lSQLgfGRkANNpTiaWo5mlra1aC0x1hB0QUekmEjagFL0vWMcIt1mVw5PzpHI9LstSkrs4eAjpEaasqDnnIrWX4miH5MKlC4so4OWJB8OR0ppTNXiXU/qb4hKl80haQThEACair7zeyWLJ2VFGgRh49HKImMihREdE9JlqvY+Kk/Jfl3+gYBkc4m8j5Hd4Fhd3WBEpH7pQUEKhz2p1qgaUgjFQqU0MSmiH5Apcn8+47WjJd+4vPrtZNj/Wq/iLGNY52JzO2h6WsDWoFSmtiVxWRtQvaA7SNCDhCxLAF92kGWBqeUK/AhtzhzrAtTbdAN6s+Ps9JQuCUIcuXN8itWHRdwqtDLUjaFqFLoRqKbkyEyXLZWtGLYR9WBGNlN0qJkuIy+9WvPBu99hdfWCB5845+5Ld6hbxeMP3uD66S1KKebHR1RtSwiWNG9Yni64vdzy4sWak6hY3JlS1ZZq1pAzNAvPsN2zuVqR3Yqje3eQlSX2ji4HhLjG9T2TxTHNZFbapdOGqDaczs7phxnSQwwbwiCosijx66KEYMrgEVrTtEuccwxdjxtGgh+wdaYyNYMTaGNxLmClxFQ1BF/ot8aQ0px+VNgqMo57mrohJY+pDORM3w1YrYvIVkmkKK17JRXWCpSeEtyUvl7jR01wkRShshXODQVhr8ucPHhfrLHOHWiguSx4qNJCDoWMqWwRQno3omNhI6QcUEaShSIFQUoJXYGWjmHj6VImJEFuDbbrgUwSYFtV+BquZrb4Mvc+5Xn/l99lf7thGHtcdgThyUKg0OAiCYkSZawklUAEiZDl/tKLCil6ug8geknMuaTrPjEoPSF7SSAyZEeQUOXSeSjk01w+P5Uk6ETEZY8MAjNMSGlLSJImlTFdygKXAxzIuagKayRnHHEnPcS6BkQRQ4osEUEg8eTJQHaapXsJaQyd3TKkYz77+d/Hr/zmP+adt98lRhiOPM/jU37lnX/K581/z4/c+f08Gu5TL+ZQy4JDbxUcaeLlwP7dC4SeoIwpQlmRGXNg8/SK3dUNzekxF5fP2RiBd1saZQgqYNoJ1jbcO3nIef8tfuPmHyNvR9IrNbk2WO+QCHJdk1RmFio2YeBbu59nt30Ou0jvKkLXs5jOqeqGHBXjsGd3+4LWwmzSkkXEe4MXE4xeYlSNciMhJoYxMboN2+tLVhdP0CJjZGnEnZ8esTw/RcuE6/bE6Oh2K5TQ7Ddr1qsrdutrCD1KJWKEvgchDPPFnJRHmnbBnVc+x+gDbzx+m6fvfIfoPIvFnJdf+wwWwc31iidvf5f5yS3768esLt6l21xhZKaZFgZKDpmQMtIaqsmS+dHLqOYe1WRBCitWz14n7G+oteBo3hBCYpt7RCp5WkiFzIlZY6iqiuWy5u75kqZSVG1Ljp7KGqLN1LawoPrOMexHRg+Jcn8H57m+uOH4aEkKB0zHQa4gBChpkaocahKh4BHCgJQF7qhsiyCSpQFVI41AxhGpMoKI31+QRbEuIyBHR84jye/IcvK9Q5IlRbIoLoE0CvpuD1ohTEakmnZyj7sPPsfV5a8gcjlViuYQ370X7J3j6vYKIxOT6QxxHNF+IA4RVWlM5bHzE3CB6HuEzFTTmqkPfPbslHfXK7bjf/1dlA+vFKDflnTcxAHiNQfbSozNHIr1ksx8UKMPEhDF0owoC18AyIKYMyEk+tGzdYmA5vJ6xb2HDxFkzk/mtK0l56HwJWpTZv8xoLVGaZAmo5OgmVqW8yNCn/B+xExqTJ4gh5Hju/fpdju26y397pzpUnP68pJ69gmevH7DsE40zUjdVrQTQ0yaLBqaxZLNxYarpxdkpbn38immrQo5NmjamWGymLB7vmZ9teb44Tnz4wXO9YzbQIqevr9kMq+xVY3UiqaZoKQkqshs1qI5w+0dPmUWyyk+RuLoiT5hmooUEvNlQ9M2bFYbrFKElBFKM51LnItIoQ4MkYxSAikL0M0HCN6z7T1KSypjMcaSUmIya1Ei40b/EblTiJKFYnRCSEljaqglVQ2uH+n3A34spzttDEJotBVMphN26x1+cEgJo/cQBUabguPPnizkITSwiEqVNtQ1hJDw3pXvX5R/I6XC1JGmVgw3nr7fEQCpTlnWAvqenoCLNdXEoiWIEarmjHb5PrePISbw2RNVJGWBFwV+R9LFIZU00ktMykgkRE3qNXJSIHbEwuKIIqOjhl6RciLqwJAGPAJDohKKLESJsSBTUGOlt55iJCNRacIkztklh4wFi5BEcUJJKRl9Ru80i9kpZ+YOOpcoAUQZ6+QsEAT0qcPVe8b3EuLdPcpJ9qdXjLPI2G3Z3mSePPZ0m3e598gxn51z1b/Pt9/8TX7zg5/lD7z8f+R3PfhhTuenGKuRQWFSzdCu6bLFvbOBZc1suiCMgSe3j7m5eZ+AY7av2W6eksYP+MQrn2UxO8UNI7quUcaiRcPnXvpvebb/TWpTsdnv2GyvePjKQ0Q0ZKkheiqRCb7j/NkxY9ry7sVvspu8xtniFAGsb24Zhw1GK+btlHqyQFqN7z2+9+RWEwZPMnv6EIjNKT5Av9vR7bfce+k1pu0MEQfSuCEmRxj7golPGaQmhsjq5gW79QofB7TOB21X6QjMlksmjaKqGprpy4x9x7PH77DbPedoMuHuyQnt7AQhy/N3ef2C3eoFWjjWfsWahJEwrxW1LcGjQkqSstjjRxw/+gJJ1IQ4sLt4i+2TX8aNxeGopUVIz9RqwqwuI9U+FORFGAkxoqJnVtecHU24e++EatKijGXY7fHdHq0VUkv6fo9zHltVdENit3OonDDWFNaMUISY8T4UY0MuGkIyCG2RgEgOSGS/IxFLQW0MOUmyKGGeCQ65XSBFIvsOt73EUhomhIIsSH4P5nsI1DbuOnxVIaazQ+tYQU6kUYBIVKri6KVPI7/xDdIQUDWgBHJRRhe+g84ndvs9N9e3KJFpZELjUYNALIHd6tC0FWShsZVidtpwb5jy2uqYrz+9LJky3yPXR0VK5mCHhEnKiGnppmgNlQQoBERtYFACLzNBZqI8kJIPp+BgBHsHLgmCSCipaOZLaitpaotRkbqSxeYmQaFQ2mLrBmVAmUSWmsmyZnlnxn7r8YOjXU7BQtIZGWB59pD1xfu4LjNOI7NpzdHdM8I44frxBSIZYhxQyWBsTdZg5pp6XtEsaq6eXHFzueJOazGVwjQ1yXmUMbTzmv66Y3Oxopmfc/bojO3lhv1+IIeI1zuUgNUNNE1d4H+qQklLCIl6OqGSmdGNSKGZzOZMpjP6fo9PvlBGNRydnOJ8T3aOGMuYTAhNxh+swRKj5Ue/K1kbZtWEHBL9biD6gNG2FE67iLVlvJMo0A2rJb537LqBummQ2mONwVJhTIXUmqHryCmX0UWCoe/ZbrYopUo8O4m2MozdUFKRhUAkkAeokzTqkFgVi600ZIRUpOgPOpTSAZJaY6ctdjYQY2CMHfvdDmMWNHHE7XaEfcOwqLBNcSFl5xG1KvDKThHDYfQiDg4zIUoIXy4iq+TVAesvkCHjrjvYDYSQyFGSk0ZmScbgc0SIhDeOIXv6IDDSoTGFH6MkQUQQqXRdhCSITOkXaWYskeyIiOJiIxFlJptE7hXW1bR+jggWZHH4yHCo7nGYY0f9Gcn2XV9E6S5Rv6gwUbHrrvgn/+Ifcn21Jezh+daxuvqAo+M1OTr6vuPX9/+YNy9/hZ9976t89dX/gS89/AHOz+5QVw84nl3z9vu/xYu312zXI5/4/GeZHbe8/fg7uLBlUh2jdxltRmSTaE/vUh89IF48o1+tMUaSh47j07v8d5/6v7Jcz7jpd6wu3uLBpx6RtvFAlA1c+w1v+jcZ28BJf8ykWvJdVZEw9NsVfuxYHJ9wcnpOLRJ+uy4ZWiGgc0KmyL7v6KOmC4L96jlN07J+9hbL+QyNp795jCJjqwqtLMlMWN9c0K+v2G+u8WOHGweMlkybijEZKtVipKdup8ymE6JboZUixz399oqj0/t86pOvcPP4Hbr1lnfefIvdvqMxoPKA0ZG6sszmNZXR1JVB6wIttHXD5PwlJo9+CJEqutsn3D7+dbbXT9jv9h/plrSCRgYIDiVLjplVgl4mRldCTpXSIDLGahSJ5DpUWyFywNTTQlnOoci4pCSFiJeBsU8YUdLTJ9M5MYHRFj9GYpPIWZFRReDazEtl4YGsS8p56BB5j1AVQpSxo0gBciwEb2VQukKqHiEhjFu80ti6oQQ4ZMiHUc/HuH5HFyiyqg8iN1FOK7E4x/0+FEKlTzRaoU3FOO6wVS4iKilQC8E4wuAim2Gg3W6ZGIlsKpKNiAgqQQrxENQGypblogqeo6nmi+dnfHCz4aYf+K/R0fMfu3KAYZfJucDXPpxyZQG2FhidkQ0YTYGC6YyzMA7gVXEIISA4wegTvit8rro2VLUhhy03F5ecf+aTVLrCd7dULUUInQVVW1HPGqSVNLMKkSTDfqSezTBNxg9bpExgKaO/MXPy4JjbpzdImdGUE4BpBfc+MSH6yG7nuX/3DKUKSVVXFdpKlFVMj6a0i5pnbz7n9mLL3dfugJFIpVF1ybqxM429qdld7jC14ejhCZO9Z3V9gds5Ih7VamzlGfYJo4uVuKkMSh9Q+XVF9J5ut0cbSzUpi0FdWcbBIWICU1GZiq7vC38kJpScMPrDKSVmki9ZHk3TsLlel8wda4m5kFtTymRZdEXK6GIjRKIB0Vgm0wkxRnISKFEhlGMIAVPZApJLiTBGrLJU1hC8I2VQoeD1vYtUTV2Ac1IgMGWBCoWdorXEp4wyFptK0rTRmnHoSTEedDCJZBWiqtGtYxwcbrjk9jbhbSJtBsb1DeEaqCrstCpZH7VATBNipSAeigGRSNJD1ocFTxTaaRR4IYu7KEXi3hG2gZAKkTciCmAvQcgRocGJzJhg3yWMijQ5k0Qi61IERZk/ZM2RcnE5ZaULmylI+twRZSKqSLSgbMXJcFJErOJwwEIgD+6NnAJyMjD5QgO1wF8UO3hIGdFnqu2CoxbWfoW1qihhXGC3jXTbFUaDSSBSJugrfvnZ/4dvXv0rzr71Ci8ff5HP3v0+Xp2c88brj3ny9lsMq5HrF89ZnJ+yuXzOYn5E1qo4G5vMt6e/gbid8iMP/8+0rz2ke/cdvBuxCHTbcC5fQeaReHnDzC6QtwIu1ohTi6gMb6XX+db8f+H77/83nD2+y52HX+DJm/+MbnNBbWrO736uJFKHSPIeMSREjgWX38xxako3JPouMoZAij1q3HC2nGElhO01Vgji5gW9MuyD4Hq9odtekaNDCk9dGebThsnJfaYnDxjHHr/bMGkajFZEvyO4Mm6dTGfoqojcnz9+j3ff/A4XF1fsxggkohVMKkFjDct5zXIxpW4bJqcPmZx/Dt0cIXKiGzY8e/sNVk/fZnP1lPVqhTyEy7e6WIdrZZHp8PuXgkoLJrUiZo3zriREC1nWMKUQQuH6iDq1ZErooKlrVJbkOBCjJISMd3uSDzR1JvgSjiqFLllPh4BGkAjdIKsZwrbkFBEiAB4hDEJVJdDRtMVH0W/K3P/ARULqgucQh8jcMBL2tygR0AqESMQwfm+h7v04khqD63dEoUq+SpakYJECxIFW2S4WbLc3IDJKllO9bTO5A3cL3RjpxpFuu0PkRCNs+TNpRIqgW5TUJS8iS3IONBbOG8fnjo/4N8+eE9L3ToECpUhx+3L6FOpwnx8MGKYCrcTBEZVRpnRWtAanoS9hv3yY/RwOm+Wje2ecHh/j+5Enz17w8qOX2edbhs0V56dlwQ8+IYxgspwUnUXOSBExjaFqFTEmks9AQCuLUJKUPPWs5uzRKcN6j6kKebipWprjKfei5PF3H9NtRx58+oQUBYNLZW4gBqZHJ1T1MdbWPHvrku5mz/LhEjPRCEp7WGTJdN4wbgOb6z3WWk4eLGhmlpsX17idJ+eRbXJUlaWnZAINwlHVmWr+AL+N5BRoqpoYRtLO0LbNgSdQXtu6agi5YOdzCCgp0VagqwlSZHKURB8I0aG0oZ3MsNYy+IEQPNEPGGPwoy8aCa2wdUXKkZQEkVQ2SlH4JF0/0ljBpKpAlFDIYeiprCW4RJKSqiqnpOBGrD7i9nrL0I8YWx2sxEWHVE8rwlgorErqYtMVGUilYNAlT6ng9V0BoolQghSlIKYt3UXHYCyiHxj7niENRAV6OqU+mSCbKXkWiCYjvCWLkSBKVD3CIIVE5WIQzqncO1JJZJRkX6ycIUh8Kv/GxIISV5T2fyCVOquTOB3xJh3Wdw2hEGWlArLAUDqGJa5JIbHYA2Br0BFhao7FXepQFxaMNmRZ9Ck5gfSZJAaalxV6VrH65hZ/XULjYk6MMSJ3mqa5SzU5p5ms8ScD6/Gamxc73JChF6hRoYDQlITqGDYM7us83nyT15+c8MPz34276th0Hav9jn0K9LGMA3xIBRhWaT6Yvs0b8md48s6bPDj9Ep945ftpX7rLcPE+yXcFVEdLsppx19EcVYQ8kkTEDZG6CpxNTvgflj/BfPuIUN1gtobsE20zZTE9pjGWfnPDdhywKdLqhDSGgGLwilFaRKU4nR4h5eG1Dh21zMTdiu7FB1xc3KCkIyrJza7kzVhTyL9NPaddnNBOl9jpgjju0NIwvfMSbWtJ+2tGJKk9QmiLauZcXb/J43e+yXZ1TXARoy1TaRj9SKRk6lijmcwXHD38BM3yLs3Jp9hu9uyfPme/ueTd13+DYbsrsgTfQR7ROtBIzXQyI4dIcAPSGpTRBdaoYDqt8CliVD7QmyVSlYLeaEHTWrTOmHaKHCL9ZkCZiigyo79ltxuQSObHc7SWrNd7nA8l7ylxELhDlhrVTBG2Ks++NiV6wO3JyX0U5ChUVVKlZU8mk1MoJGsBpESKnpQ8yY8kF9CVxui6gBiDI44fD3L6O7pAyTEybjomZzPiOIA1RB8QOYAxSF0RhgLVyRTGhzQZYwXGZOo7kotNYh8y6/1AIwVCKzAJE2Hc91SiZuz36KqGJAuOOSViN2Cl4BPzGY83G97f7Q8hbN87Vwrg+ozcCYpoWyBlRkjQErQq3Sop+ehNfPQmGHUmacijKMF+wOnxMW+8+QaXFzesrq+pjxqePF9z57MCoy1hHKnqGuYahKeyFh88plHYiUEKRXAOP0R0A1mBkCWd9+4r93jv199AVRndVChVY6ctZ48qcojcPL+k7z0PP/GAsR/J0WErAapitCO6qTG15erxFeba8PDz5xiji78/BZSSHN+pqeY1t8/KYnTvsw+oJy3Xzy4Yuh299zzevofSjuXxPeq6wcgF/a5HIhncQCIxmTQIBJtuBzkxqVvQGbSgtZqQPCqbj5LFqsoQnS8ZQ2R01WCsxVSacRxp25roDcnD6EdScCilGIYRUsYaTYip5H2IgsZWSiGVwGjBftuV5GYEbdPig0dWAR8yCEllDCMJawzHp0eHvKIBJTXjMKCVpN92aFMVS2hwWG3AaOqmZrvZELNEqARSkNBElUEVLkqOgphH+vWK9SCRfsT3u3JI0QJqg14vaO4rQu1wJkBWZXQnAkGAzrLoPyRkkUtir6LwMnIg+oDPvhSACbJQZZSWE1GKQu6NIJGYWqBkOuDKBSA/IlCXMzDELBAxETIHJa1GpERiICnJsT6hdi3CR0QW5Xs6kHTxguBHchshN6x+dc/6/S3Bx6Khy6UL5J2HF4m48kTjOf7ykuYs0e/24Mr/a5yikjC9W7P1jn5Tumht1jyo77C7WhP3Dhd6erdBKIELUyoM3a5DN4arccW3r/4F8WjLk+uv8z/+4l/lj9X/N+4dv0R1vGR48R5iL8nUhNuRNDj8dM7P/4ufI4TM6ul7/PB//yO88toXEGLJzfvvo1Nm7LYl68l59k/eQdgKoyQiCpppDUqx6R3KWoYUaI+mqBgZt5fU0xljKM/dfhjwm2vG9TVXt9cII0BFKgtNrdH1EUI3tMcPIEdCHKmE4eThJ5GmJfqe7vYDrFQ0sxOUz2zXN7z+5r/m5vIJfbeFWFKBkRQoWc4czY94dP8ujz7xWe699nmUrbh59gHv/sq/5ul7bzMOA91+jx/LISOnAZn2VLpYfmfTCZOJods6kkiFuKpKrIT3jhbLMHqsUfgQkCQqo2krQ9tOmCyPMeZgFJjN6NdXDPs9wXe4fsRHaKctujJUlWWK4upqgx89wXmkENSNYRgGbIzI6FHBIWXRjOVcjM5IW3K2EKB0MY8kR44jUKCmggg5kqMjBUfKuoRpCpBCI4gkt+XjTBt+RxcowQeCptzgSpSTo/fYyhDciNtHck7F+lgOakgpsKZYY6dHMO4sN489e+fZO4VNCeUjqXd0co0gorwmp6LwU9WUnEu7uw6Z40nF9x+fcjs6tt59L016AEgO3B6EFoW1oYotLYtc8mN0Ec8KUTQkSRzYx6J0VnxVgtHcVnBxecvZyXWx01pL3zvSrNgjhZBlru8KVyOFsg1obUqcu84oq5BSYdsK13vaY0FVG7reE1MgK4GqDClGpvOjckIIjkzi+KUFIic2jzfUn/0EZ+cnDPuhRN3vyrx6MpMsz2a0s4YX710x3A60D4+pGksMgWHo6UNPc2pp5ne4eveW6/dvuPPaMS9NHvLi8VNuVhu0aPmNb/4KQf9L/psfVjx//oisvp/zO/eYTht63+N2gflsTiZitGZwZS5W6Zqhc0XAVxlCDDgfStpwLIjtIEuQhxKaLDNVXTMOI0JKpJVYJSCqYl0eXfnYIXQzUrRF3XrPZNZQTwpjop1MESi6vgegUgZpLbtdB1kiosKopohdtaCZ1WgrCWNi6HtSCGhRCh5dWaQXEDO2agq631SHgENJp1rGsGdIimQ9STtSF0nR4dya3daRR0fs+7Jha0keBIxb+rxE3p3g2xvCZgLeQBoIqlh7jShFSlkOEqTDOIlESAEvHIFimc6oQ7ChKFlFBGIs4DwzyVgyeYiQJEkEspKIXDotSYHPJZE5eU9CFV5NLsXyXC+YyBbpJCkGsiwhhTlIiJLkR3IckV7TveFwoRQrokul75higSJKwEVEiNQTQ+0ESli0EkiZUEpgK00zkbz0mZdQreXN777L9QdrlmpO5RXbzS1lRiWYVROqaopAklKiH/cMfscH199gJS5RnYSQeHvzr/jZx3+DP5j+GEeTKSln3FVA5B7qhG4t15c3/L//X/93Vl1HnUYm9+ZMHtyncR359hbqCudccUK6joVRVDIiK4ND0gVPCCW3SuCYV8WK3SeB0JqoLF03IvGIsWd9u6bfj4i2ZrGcYGTGNhY7OSLJinHoGYcdbTtjujinXZyRkkCEHhF31AebrfOB66sLHr/zW3S7FeM4kFNCCVno2LXh/GjJ/Vc+zYNHn6adTvAu88F3v8nNi+dcXlwxuoMWJAl0uYWoa4sfOoJ3TOc1pycLKisOLBRNkBLT2DImiZGcJcFnKiWZNrZwdMhUqhSc1ii0OeRZjRt0Vbo4/TrS7SLel7BUW5c8sITE1BapRCEpR4keJGYnMDfX2HZSxLHVpHQxfQApkaYtRoccyKTS5dSW5AZy6MlxPBQqZR8GSDGUIr/Q5Q78/jKy/DjX7+gCJYYexIRhf4tppkXQFhzUBu8cKUncvi9jGj5UFINwUE0FlRV8+vsXfGO3od94hhTp+wGyoY4B1Q+wTjRHC0TMKHuAYFU1dV3j3AuqynA+bfjc8Qm/cXnB+GFm9vfIlTMklwkdeA29KYmwZR6ZMUKQVUaojDks0BIOTI9MqCBVmbSV7DaO1995Qmt1qeBJfO6zn+Lu+VGxhe+2xBgwlUJqQQq5cBaEIByyVSqVqKeWcF3Sc6Mf8MGTExijaE4mjKMnqoQ2khBdcR/VcPLqCY+//pgnb37Ap3/oE1STMkJyMRBdwGqFkJKjBy3Oz3nx+Jp6Yjh/dEqiKpkbQ4/UiWoCdz95wtXjG25fbHnw6gPuPHrAMCTGLvDpRz/Az//G/8iv/epvkMySX/itf8z5yct8+rXP8ZlXP8XZ6SlZJnKMVJUt44isEB6MMPjo6EYPGbSpkFIRXSDliJQlFNL1PVVtiUjM3OKdLxEEsiJ5j1QSU1n6YWAcQ1E8H2BdSii26x1ZCJxSZTSidUFvh1Bos31ACoWAEnQoBUYIQs7UTUW/7+lCx/xogrFFTxOCJ2VRNEj9QIweJTWz2ZRh1x1Skj3juuPiCpSXxFSgVsE7XNzTu540ZlIYcdGTCze+pMVedugaxmbPWijaw8abciKKor1JBxstuYwN40E062WgJxSYeCxjwsghYRdV7nevMMmS7IiQkeyK6DalsjhnDZDIUpEz+JgRIWC0QJW6HC1rpsKivIbhw8iMCOGAzvcj+AGhILnEEEbMyxBdwqeMF8VJR86IQ2CPygodNP6tTH8TIEqijFgLlczkeUROWs7uvAxVS4q/yfF+gd92DGNEywYVNZWeYFX9kcuO5Gm6mh84+wrzecv0ZI59pWE6myGqxOb2bUy8R4yB13/m67z85Ufcnb1KVddYO+Djmse3z5ipin/5D/4eVgm++OiHC7TWGGwCJRWz+YyJEozOMUoJpqauWyoticNA8D1CqCIEbVuG/RaXJVUzZ/38bdZP30KFnuN7dzk+OaOqaoaxQ1Ytwzjihj2zozsszh4iwraMMLIjDh3C1iXAEsHti6dcXT5ls76h328OsEHQxlJXDWfn93jp01+iqSeMQ+Ty6TOePXmX/fqW5AZ01TI7OqaagltfkP2A1A5rBDHtiXHPbFoxnTbUVgEBpSUIC9mhRDrk7ThAoIxGG/WRO1IJaEx5zkTwiJyQKFLyCKnQdgJyC2qCsg4dR6rKUtV1oeruO4TIhODxHpyRdD3omzXtbIW2E7SdkLUGNyJMg6gXCCXIoSv36qENnlIAtwNxeAai//DsSYoR7yPjMFK1ESl1eYLSx3O9fqwC5ad/+qf5e3/v7/Gd73yHpmn4Pb/n9/BX/+pf5TOf+cxHnzMMA3/6T/9p/s7f+TuM48iP/diP8df/+l/nzp07H33O+++/z4//+I/zL//lv2Q6nfLH//gf56d/+qfR+mPWS0qRcnEFGJ1wPhBzpNv2KFvB4NjdXpOEIIZMGCFLiD0YQMpMOxV86ct3+MWfe8LOBYzckYNG1xU+Z8QYkF2ZDaYUUTohq5bgHFIqtBJMasun5gsu+o531xu+twY9hSDLCLovB9ZeCw5N70Oob6GMSpkxddGs5DGjtECFTLZw9Aq8+Fbk4uoWgaRS4F2Psm1BT+dEP+wptabCpZEQR6SLxCgYvSPEEZFlce/IgBs7sjQkOZZ5vFLYpWF/scK7HZPFKfvtHicOs91KcfLKgosXz1lcLlgetWQUxhR+BlpRtw2BwPlLCx77PU8/eEFzOsNaBTpTTxvGsWffbdHGMH8wZX25Jj/OLI4mnD44YvAD7bjgB7/4h/hffm3kW0+/xZC2PL55wbfe+S3Oj0559eFrfP/3fZXj5ZJ2tqQunlymeU6tK4yoqGRFCMXCq4RCWlXIj0hSPGg7QkRIhRISWVXEXHQSRtoixFPFNeLUgAzFwlzXJUQwdYHtasf8aE6KGTf2WFPEcFppZCNxY3ENGW0wQuBGR0oZqyVHyyVaKFbrDcIoKmOpcmGuxBQZu5qx7w6zP411AakVopMMqwue7Aa0nmI7ieolPjvGsGfvB1JUSCIeRwyUE58U5G5LvAh4E9j5HTItEFkVazOqdDhyMQWXXkTB1ZMFPiZ6AjoZjDSQdEmYlQIlAkk49sGRU4OWGlVpkLl0P9KBm1ImAIevWiCPZElQCqsO2VRJI11AyEgYyviZKCFIAp40jihZ7vMQI/oUzEPB5df7QmxOkFMqG01KUHAyeAd2qzChoq0qdtpjRBFTdqrj+e0TZotT2vqY4+Uc04HzjgDEOGJ8QmLRuYD0SAdux75mol7l0fTTfOr8iyxPTpBakmQgxBVdvCAPjjS+QzV9iABMbTD1krun93l8dYVLkec3T3n913+Jh9UDXvrcp4hqifQRtbdcrT5glxP1dMndR5+imSxIY8/28jFkjfMZEMio6ILHZ3jy1jcZVy/QfsPdO3dZnnwao4seItkZMUpuri9omobT03s07YLgt1SVJIREHDtMVTH2e3Y3T7m9fMz69pKu2xK8L8JvXTGZLjk6vsOduy8zWZ5y9eIZX3/719lue3KWTKctR8dnzI+XnNy9Sz2bsL+95P1vXTNuHNv9DaMbUAqOZy2TxqK1QlUakQvt0mgJMZKSQylDVdclAHAc0VURm1sjkbLoTkx9cMN5T25bpDzEW7geU0/RY0ZXA61UVG2FbaoyjhSlyZ9yCeaMMRJcoN/t2d2uqSZLdNuhk0HEiBSmdEGkLqMeAR+S1nJwpHHHhwb7nBMp+NLZC56xj0jT4dsJRlvyh8C3j3F9rIrgZ3/2Z/na177G7/7dv5sQAn/uz/05fvRHf5RvfetbTCYTAP7Un/pT/M//8//M3/27f5fFYsFP/MRP8If/8B/m53/+58tmFiN/6A/9Ie7evcu//tf/mmfPnvHH/tgfwxjDX/krf+VjffMZUyKokyCkVELR3Jr+dkfKBv3wUxzdvYN6540yix0FLiaCl4RVRtUQtgNf+ORdrp5seOutFSaXCrZKEQ2FUxA8Yr3BThrE1BTErzDIxlLLTNIONzg+MZvydLtjTN9bXZSDgww/wjAIhIFB5tKxUoJKFDKolAIrS/tbafAuHxZcgVRw/ApcvVlOiiHA7e2GUE8QywcIBxKBNpLKKKKRkM0hF6TwN7QpwX1SKaTtDptEKvkyBGJQVK2iE4Kwj+g7mem0Zrvbl9wZmWmWFXYtuXj3MfOjT2KURekKZTw+BLa7fSlU68Tpgzk3T7dcvnfN+UtHaFUoGNZaQNDUlohCMme/7bl7/4zZrC52aSmRm8wPf//v5/nmlqfrK6LI9GHg8dVjnl094de+/RssJjPOzh7wpS/8AMezY5bzM5qqolIt03ZK27S4wSNQTCYTAgmjNUoLko8Yq0p4oCyjN6Iki0iMiRyLfqatG6rKIpJkHEe01ocOgED4QA6JHAKZzP6gAQoxUVlLThEXQkHRC4nRGpk8Y+dINmEnlsobfAjkLIsb46CZKRZciXOeYRiJWZFjKZDcesX64m0GZszUMVPZQHIMoeQVBW/QUpBFwuPIUaKSJjuBvwmEtiixY4ImFaeSkPnQ8it4+lJYUEYMOeNFIuVIThIwBWEvirVdiIKm7+KOjKatLCra0r0RkpQDwgOmgAhJqZB1c0QGkC4Ta0GWAo0Ap5C4YrcWkpAghxFiKFBDYQlkRBuZf65hJW7odw4RS/BjyiDS4QcszRRGXwL6Gj1hqeYMcsAmTZIRJyPPX1wg83e5e/5S6biFAZ8EHgEhkYOgVlWxkeeMiBGXItuwJXbv49+Hen7G9Ow+9aRFpkwYLTHsCTjufOaLLO4/JHSOq/3IN37162gH99o5V/2WlCRX2w3Puebuye9h93xLAFyKjFFycv6IozsPoWoZJbixZ/AZESK9i3jXsbl8xs2+Y335jLh+xvnJEacvfY7l8RkiDAirWW33XD99HQkcnZ5wdHIHUuDFs7epjcEcnZOCAFExdp71zTMuPvg2fb/B+4CPkaqa086PmM1P0CkSY+bJB0/o3niX3W5H3U556ZOfpG0sZ3fOkDKzPD3H1jWbqyc8u/qAbr/m+naFH3sqI5hPamazCXWlmc5rTK1IKaCtJYWI0AopCkNH2aqERcaErirmizkhbtBKMZ1NaNsGpUSZDggNqiRGCyWRqSSR13WFqA3W6sN4paQlG2MwB7u/EOWgmFJgd3ND004xWpO0QdsKOanI2UMq/KlMLjThDCALrTb6gxOocFRyLnA3Nw6IfYebO5o2U4Lu1MfaWj5WgfKP/tE/+m1//1t/629xfn7Or/7qr/L7ft/vY71e8zf+xt/gb//tv80f+AN/AIC/+Tf/Jp/73Of4xV/8Rb7yla/wT/7JP+Fb3/oW/+yf/TPu3LnDl7/8Zf7SX/pL/Jk/82f4C3/hLxwW999+jePIOI4f/X2z2QCQhp6kLKHvGeWitMNmS8T1DaEb2L//Br0AGT0iZ6aq4ng6YT6fMI5bZD/n9nLDeqF5+dTy+F3Jto8I6TFKoEwAeQB+hEhKGWmqorUwAtM2JJGwQtAsWu75wMuzCW+sN99jPRQKXdaBH8prI7RAq0xWxYYrpECbAyTrULAYmQkm4n1xO6iHxZZ89VYm9OCj58Wz95ifv0R2AalKEJ2UgspqckqQJUoLqsqwZ0tOxU1kaoFRAkmAOBa6ZwpUbU01mzAerOjKVDRtSz/0xaY3tSzvnnD99IZhH2lOTMmaMJbdesft7Y6qNjR1jTnRkATjzhN84OzuGcMwsFmtmC5ntG0JGJxOJ1RW8/zZU+7dP6NuK84e3mF4e8/De1/g9/2uPf/w5/4n9q5HqcMJMGc6tyOkwDCM7G5uOGoWHM+OOT06pm4WzJenzI9POTs7JzvHGBbMj2bIuojSkoDGVOho2e32aK2p2woVE8iIHz1KGHKIGKPpvSsjoVxsgZWuyUNfoF6VJOWEERalDZnMmEaSAGNEad0KhdSKMEQqJXHDAEIzbac471DGEkKBwouYDyLcojGIboc2qojqkPhOsHvm2YU1fqJJVUTmxDiqwjEBhFSQDVk4kgjAIRJ+1OTUYEW5GVRuqHMs7byUD1C4cu6LIiNEIJGIMqFihQ6lwMwUpgmyjIRcHhlz0cTYpUe2ifzCgi+sl5gCYhTkViCRJCGLNlYmEMXmnETh/egAOQSEzIWeGwtToozwS15KVIHFJzX1y3D9WzdkXx0AdBzEuaU4ISqSKMWdcA6lLY1YcITDC0/XdAQJ4z7y9rvvc3uzpnUBGysiikix0VlRHV6jRAqRHCJJeaLa83j+Hpf2CeP7O4bkeO2VL3B0fMzFk/e53XwLKTWBLV3YsLoc+cY3v8773/kGsR84nxwTU0COIzYJ3n/+hKM3XocQ6F1P8D3nj15jeXqHen6EaqeErNnd7uhjIruB2+2e3ejYPr1g9D0PjpecffYLTCYTrNLFwioEF0+e0/vAnfuvYGQ5dGxunpJiolEGjWYcis5odIEX736D9dV7jMOelAXG1MyPT5kt75Bz4ubqkv3qGiE0R2ePePDp7yOnEiS4PL2HtYrZfIESsB+2fOvX/wmXj99gc/mC/ejo+5HjacXZckJVSbTVVJMJ7WyBMokY+7K5y1QybIRGq4IwEEIh6GnaBqRlGB3T6YTl8ZymqahsSQlGWhCJ5HcIVTolmYS2Fklx+pFziR3JmarSTCc1wRcvpZRlfDv6yOam8MCqZkKzOEJVDuF6RNaFHcRhgaWIyEv7ThyE27Fka2VZDqekogsNoViahUR8TPL6/08alPW6IOSPj48B+NVf/VW89/zBP/gHP/qcz372s7z00kv8wi/8Al/5ylf4hV/4Bb74xS/+tpHPj/3Yj/HjP/7jfPOb3+QHfuAH/r3/56d/+qf5i3/xL/5775eVJY4OmQa0HkHdJ8fI8tHLrG86orCMqw0pOGIGXU95+eXPc3zvmBD3kCTT5oY33+iZ3kQ+MVV8a5XYhYD1Cj305KARtUWIGmnAuYBII7ouZFM7mSJVx7BXNFbzhfMzbpzjehj4mL+L39FXTpngBXkAqTNSC7Quxf0oKBoUk8HIcpoVCmRAiLLIfmg5nt0BVQuG55rZoiUMHfPZnHF7UyziUpYkTa2oDuMGjCSMAm0U2hqUylStIseIiAKRMpXpQXqkukM7rwn9gFASoRTNVONTYOx31I3h6O6ScRd4/s4Fk2nD/Kgi50xVVcxmE7QW+OhAQrOoqRvYrbfMF/MiUm1qbNMglSSEgSQc1bQiRMfzp885OTvj9M6SYThF3qz4zKMf4vlnnvJzv/UzSEEpnIRCS00lLa2uqNAQBWM3culuaWxg/aJj0txwPX9B1VS0swn1zHLn4R2m8yVkyRgcVmmkzqTs8EmB0Ix+/GiTJkZEUEjkAQEP3gi6sC/0SIoOZgyhiKBNIc7mGEuQYCgbeYqJ6IuTSFlNY/SBp5IRRpbAyMO/68cOYyvMzGJCJqQ5IQS2q6EUPqOGvsX4cnIbq7EAE32FzYAu+R85SZIUJT9GpNKGxmCCpZaRZBIiVbRpTkxFoJ0QJbkylUU7U8TbQihsniCSosiM5QGym4nCM8QBT0RZRZ57xpnDZAN5jljXJXQwRnIPScmPwtWUEOjDgp0yuA8DFuPBjeMSUvxbIWEkEkSkvSM5+/45Gy7o9yMyl3TgEEt7voAL/x3RbwbnM9suIYeMtjPSdIeb7YgJ0gjjGNitrjlvLVPK78QfmDDSmPK1crHOhxxJdiRNIk6uSJ+a8K74DUT1hKvHX+T8g+/DdoEHr7zG+vYWtYDNxY7v/PIb3Dx+m3H7gk4Hspbcdw2Nagkusdus2G6eMZvMEbkwpKrZnOn5Q7Rt2A8DXb9jOwxcr1ZsLp8x7NZoLZnNT3jt5c+wPDrDVoKUHLfXz1mvt9jFHSbLOywrgc6B7voJEk8zPaWeHyOkIUvLenXD9cUzbi4+YL+6wnmHQKKtxbRzXBBcX12ggdpqjl96xPHdRyzufpJA4OL5E+p2QdPUVHWFtJYX73+Tt7/xC9w+e7+4PpVgPmmYtpaTmWU+tVSVPuRcJbKI6KrBmgk5BHzfEXMsTQaRkFLgfMB3HShDZSqWJ8ccnxxhcRijMM0UPZ0glCKngGkaVHtC2Oxpc0ZsNwWEmBNIRQqR4CIxRJSSaGVKZhoCbSuizwz9QN8NSFthUyK4rnyvdUNW5WBS5qSHA4G0RX+WIzkMRRclBUorlCxjnxACIQVsLoiBj3P9ZxcoKSX+5J/8k/zIj/wIX/jCFwB4/vw51lqWy+Vv+9w7d+7w/Pnzjz7n3y1OPvz4hx/7D11/9s/+WX7qp37qo79vNhsePXpEcgPKZsz0BJciZrtFTI+wsxPqRpDMhLxalzky4KMg+ozQFa1yXD9+RkLhdzfs9oE2a04aydU4slceayyQUaFoJmQlkMOAqQw+BcTQF1hcKHZFW2lOlebzJ8f84tMXuPy9NerJKZO8wI+FNeM1SFO6enIs1m6jFFmWgkRJQMqyuOqATGX0Y6YZ9VLkab7iG4+/y+KlonGKMWFNCcmLKZHSQG0MHkVMEVQJy0rRYeuSF4PI9OtnaPl1ju5ZQvoqoj5m2Hpc57BTTd00TJqW9f4W390ymUw5e3jMi3ev2FxvaCcVJIVSmnbSoA3s9oGUM3XTIKqMGwO7zZbFw3sofcRuv2W77skkjM1koVmeHvH0g6cMQ8/xyYLT82WJdN8P/J4v/e94/OIx71+9i9EWlRWVqbG6plItVjUYYWn0BCtrGt2W01aW0Aeyl/i+I68jF6sLru0tdtIUe+FUM523pDTQyBmqakjq4DAwBpEsIUQGP5K8YjJpC5EyGTo/YCowh5GIMpq6qRiGkdpWuByojMCNEWQiy0gMCZ88OQlsrQhDoeG6lDBIkpJUk7psGER8P6Iqzc3tmnEYySZBVljVIHMg+MzoRz4cXxtVnsucJOmAl4+paJ3ywVIuVKHvSiLRZ1JSSF/IsumgPsnykC0lSky8ihW4EncfKVZkkQVSQMQTc0AKQTuvkHZglInqxJH8BuEkYmtJBHKIhXz84cxeFrJ1PvBXkvCFNgvgitxDWUlOEk8i6YyaZe78wDH1uebtN24Pp99EzIJ40A8YqVBGYlXpnmQBMSXcMBJjoLEK2VKIzaMguAN92ICwkTAG8iEmQaoaZarSnuFAiY4HjQsDE3VKfXyX6fkTwum7PHXPuLz8Fdpffgj7H6NfdZzPH/D4tz7g6u33UBHickq3HalQnM/vM82Wt/sL3NCz3dwynU6JbSbtMnZ6SswK7zzP33+f24unrC/eRw4vOG8l9XLO9ORlMHPUZEESgudPn3K7WrHZbqiriqW6pBEbxk2PT7BYnGCbOegJMWd2+4719ROeffA2q5sbur4j+FhGjlYhkySlzGy24Oz8nKaySDym1kSh2a2fYidzXv3E5/De4bsNfrcq7Be/RsmCfG/ahuWs5uRsiVaQfI/Mkcl0SgbcODAOHXVbIYUhyYOTLEXc4AqQMsJutWXoB6wJTJdHzE7n2FqRdjfYyqKr4qRLqWQ6ifYYNTmnzrcgEjKOuN6RRo/ShmQtYiiFvhQF3kjKiFzcrVGEwkLKhzFOjISxg+xBgKoKKC6Jok8SSISuyDEUqqwISKWLoF5KlJK4GOm7garr0UqTRPOx9pT/7ALla1/7Gt/4xjf4uZ/7uf/cL/GffFVVRVVV/977TV1jrUDXC1K/IovExCi8G5H1hDwMqOSLRTXDZrPi7Xe+yzBsmS8sbnDI+pgHr7xCvCtYvfs+j1xPvxLsxhEpOnJjQQZaEnqwZNmD0VQkfBqxWSGlxliLbQLjqudh2/Jg0vLudve9JZjNosz3AwSf8a6wzrSB7DJhSAzSUWVAFhSzPIx8TOnWk1JGxRIYt/MbLscbfunbv8yXH3wZ50eqw5ggH9rc2lhc7w4wLA42ToUUguQzw35Dt3qHafs2MtxF4AshVlv83mMnEedGlBI0TYv3e3a7HdPZCbOTOdvbLdNFjTaW2WyBUiXzxtoaITx+KDyDxdGS29tbmuaGdtYWq7uPSJGYTGt8FDRty537p2xXO7p+pK4b7pydkbNEXim++v2/n/2/+X+yd1sq3aLRTFRDKxsmekKtGwwVVjcl6l4ZrK7Q0qCVwSiLERU4jUiGHCCqyH4dievM4Huy7lGNxWiBtYa6bcgx4r1js93S73ruLO+WjROQjcJYg/e5hApa9VGOTO96GCUu+GJP1In5Yka3H0tOS1U6UzlnfBhRtaGyhsFl+t4VuqRzuGFku9qRY2A6n7AK6sBg0EBCknDRQyiOj/I8J3IKH7WzCQmXi4gQLZCitK6F0MgcwBXgG7mME3MSh+5IIguBTBpicRlFkSjNlkL4jDIRBFSqRmtLO7VsXU/MUC3AzAJxvycNkIMsHJRYXBUCTYDitkiijHxyIH5YnaD+7SZFJsqIrOHe52bc+75jLnYfcHG5JUY+Gv2lA29JZIESCqMtiFhs0CFyMEij0JhQUQ+anRrJgG4E7RwW55l8Gcg7jZICYw0IRcglwToSSTHg+kiY7lnI+zSNolkkQkpktaefDlxPVtxU76Gfzrkfv8DNey/Yrq9Zy5GrYYNLEaxmmxPLlDlpp/TecztekecDz+279FeWFBy71TWXF8/YXD9nf/mYs2mimjUoM2OyfIhqjrm8es5+tWK3H1jdXuO9x8hI24yYcUWWDXZ6zPL8EaaZ0/cDYz/Sd3ueP3vO5YsXrK8vCN4fNFOK6bTh5GTJ0dGC2dGS+dEJ2lrG3Yq+65C+ol3MODo9JsW+CFm1RrUTtFQoHVkezQiPHjCrDTKOWDUwnZUsKtdDCh5jLDFF6naCG3tc15WRXi7wtyQHRPQE51BGHtDlCqk0Oke0dIghFEhbVYGIZAIp6VJcSoswU3QdsNHhdhtEFiVZXINQBlvXOJcwQWDrIqxNISCVQKVDXtUB1IYohPYUFTKVDDsOnUGQhYUSdWmopISUhqwsqOJ2FErge0dY7ZDKYBDoWvJxyo7/rALlJ37iJ/iH//Af8q/+1b/i4cOHH73/7t27OOdYrVa/rYvy4sUL7t69+9Hn/NIv/dJv+3ovXrz46GMf6wqhCCynArs4RXkP9ZT55Ig+RPbrYj1MMSKAIXpebG5JIbJYzVgsjqhqzWzSIhceMfks+w+e8LLWfPvFJYMr7iBUQmaBlHtyzsickWKBqQwhlrlbShHdaupgydvM952dcONGNqP/HipSMjkJcsyECCqAHiGojFcFkseYihVNZaRMZcwgipHDKEHWiWzKCU4g8Hie374L97+EKFo+VAiFA5Ey4+jKQiMNxhi0MeSccanYzHOy6OlDMBX7fgmyQaiINoqhc7QxE0PCGkvVzvBbwW7b004T549OuXpyyW43Ml8oQhgPjot8AMIN9F1PqCzGlCJmtdoijSrjJmPodjtiipiqpt91WC2oqhrvIm3bInLmzp0TcobXuk/zQ5/5Kr/5+r8p8eXZMtUTWtViqal1i9UNUmgUCistRhqsskXMK035mNAopdC6ZNQoFGkLRtSkMRG3jiFHupwJ4oZMsfaGWN5Wz99ARphOJmAzw3jCrJ1RtxWikujGopUkjj0hRJLTyJAZx7FwG9oKIzK6UhASWkK360kJtutyanWDYz8MjF1HDmCUom1rAGSShJgYx1gKFVJhtKRIkKEEnVE2/Uxx5iWRiDkRY9F/ZKFBZaI4ZPFoSYypnA7TAVckFUkFpCgjjXwgYXIITvwwSj5Ih2dEqpZGGMxKkMzIXvXsY2YuBUF7kvaIYImyjM1UCKApvB0SOnHoqqTSnYmlU6S0LkJZ6RE6cnyn4pUfvIepJc/euOL6aqDxJYMlkA/R9RBzsXIGnbAUB5eC4rzRNcaWHKB2mGDbETOFxVHm+Exy57Rms5fsCdSqRqeKFCIpxqLLSYkQI1EIxuSx6xVTtQPlC605BfzaMLoteb5Cc8r18znr2xtuw5qbtKcfOgqSJ3GtIsucWUwfMMSB23DJMPsGG66JfB9P3voOF08fo2XmZNEwMR5bLVmeP0BVUwYXePrsKY+fvE8WipPTeyxmDTqMNDYwaQxNc8p0fpfJ2X2SUEX8HuF2tebdt97i8vkz3NATU0BJwbStODs9Y7GYsjiaMZnNQCguL5+RkmA2P2Jy/iq2MqAVXRjJvmPaTGin02Ll7rckvyVnR11rRgsmlLXMKFBaItsGPx64OzKjdU1MEdfvEX6P1AopDZLSsbKmRtZTlscLwjtvQg74YY9udImxqKtCfJWlyyFUeeZTcIybC7JUhAB+KBZ+IxVCZqQxtEwZx0SDwrYtOSTGXYFBSiUJPuD9WPg/QAwBhESGiMylIShEWbClLM65FNOBKK5JSSFkCUeUUuBDYOg2ZASV1jRYyNP/5B3lYxUoOWd+8id/kr//9/8+P/MzP8Orr7762z7+Qz/0Qxhj+Of//J/zR/7IHwHg9ddf5/333+erX/0qAF/96lf5y3/5L3NxccH5+TkA//Sf/lPm8zmf//znP863g6wtVSUQwwqhZ1BPy8glZpbnd/AHup7WhiwyDui8Y9dvEc6RxsBZVZPzlOVCMwwD2wgT7/jEwvJk59iNrsS1pzJ3yzkhRAvKkqRCi8L8yDKTx4C2BtsI7tY1n+x7fvPF5fcWBj/nwp0IxX4cgsB5gRgz6KIHSykfxJGH9GNZxpqKjFXF5ZPL4YFbf8mpNaSU2Hc9UtbUUkNMRfxFaecjioA2pg81LUVEaSYTps1rJP+AMQpUNqTsQQq6vWM6BtrKknMmZlFmUinQ7TvsvEbXVSEIIxmdLyLunEmhBOEhi2VPajg+XbBZbxj7ESmb4tSRCjcGhMrE5LFaUNc12/W25BRVhip6jo9n+HCf3fZL3F5ecrO6oFEzWt3QmAmVbpCYsqEJi1UVVtVYWaGEObwdihSpkVIjpD5A88pGKw4dAYEoTpAUEJGywESBiqI4WGIgpcxqvSYT2K221HXDdD7BTqqiL2lrEiW5WMWBWk8Zk2b/fCCkiDkkqgohiftwOKVp3DAW9kgoG22lDUKL8l2VIA9klMQc6eOIjMDBDFxe91SgaIchipCZLCJZflhklJ8NH9BJoWQiU1xiWYoCYEsl4TijynNLKG6aXBgphxkkIoOooHk5MK07theOPCxhV1FzimbA3XqcVORRInzJ/xGxCAYDvpw2JRzsQsicOHDzEbE426IsYxShEnfPGj7zlZeoZ3BzdcGzp7dsV5mcMpND0FoWRQcQSbjoMM6gpEELgZK6RB6Q8dbjdKCONWdthb7nWJ4pjk9bZnXLi+0GlxKVaCEqQkjFqprzIXOpfB3HSJ+vELrGB0NI5UDmV4KQJO1qitw07Nmx7jesY8/e7RlHhxaSrAQ7nbgIiZOdJlaa2AWGnUMh0VHy/Nm7bG6vmE4m5MWch699CUUkuoGb2x3PrlbcrHYoLTiaZY7kC/RsBAy6OmU6O0dVc6rZEZ2L5LAjC8nl9TVvfOvbXF9flMgII1genXB+dspsOmW2PEaJRN+v2T5/Qd1MWJycM5ksqWZTxnFgt9/QLpbkkGhnZyiZEXEgdJeE8bLQgcc9+9tr9reXzBpTMraURsnSAZFSok1VQm1TCc9LIZTIhejIJiO1QbiRKCj3rMwcP3zA/sVjdDOBlEnBI1RbiOdal4TmDy3zMZDciqxaxt4frL/lOZNItGmwZOo2ok1AKM3oO3KKBwBb0WiN3Z5xX0TrksI0kcqgrCVTwISCRM6hjH8OFNlDX6+A3A4/tzigB3arHdOmRtkpmcl/8nbysQqUr33ta/ztv/23+Qf/4B8wm80+0owsFguapmGxWPAn/sSf4Kd+6qc4Pj5mPp/zkz/5k3z1q1/lK1/5CgA/+qM/yuc//3n+6B/9o/y1v/bXeP78OX/+z/95vva1r/0Hxzj/a1fMGa+nzI6OEVKUuLOQSH7D7jKTssA2M9q6Ki1/MpuUqb3HKkMtUxF3uStOZ484XmiuZye4F894sNTcf3nBb333hsF5DBFFRooRLTVS92RTHj6pVWkJU3DvdaWQQfDlh/fZe893r28/ch78134d1reP0o5TKAYP74oWJecPs3kEUf/bjB75IWGWUrSU7BRIMhaBZ8rEWPQFiVJ8KFMEsyW/RWG0QVlFIqEyeGtJOWNlRYwVYfSIJFEil1ylkBm7kaq1GKXL11ICGWXBRTdTqolB5kSOxfERxMGOXFVYbQpPIRbHgzaSpq7Y7/YYY5ktphhl6Pu+bJ5ApmDku26k2/TUrUFqxdHJFKVgv77H93/qh/nW679OGD21bg6dk5IobLWl0jW1rql0hZIarQxKWZQqi6JUhahb5sDq3+nf5bJBy3hw6kgkBV5WlhZ1qOyAVLqGOUtShG47FBz/QVhcVxUxF06CFLc01RwhFyQ+xMFT2Cu6/H5KMedRFE2HMQqEKd2AAyunCP0FcpREEQnSI+OHDoFD94FIionSlzwUXJKS22OK0y4MgTRqpNZonYrwV2uEOiQIR8ih2IAx4GUxpAsEsVTKyHwogI5q7vzAXZbnGy6++y5Pf2ONSwLtDTpMUD7jU2GeRABRdC2JREy+OAgPwsJyKs2oBGSFjAaEJCqHrjOvPFry6S+9jJxmnj55k+ebG64uOvwAA4nqACVEfqihSQQiIQ14MuTC01BKk3PE24CbbVikBUs5pb3Tc3zPMp1OS2Fod6UoiZaQwOSMOFiM80Eky+GVkSbz/23vXGMku656/9uP86jq6sd0t6fHjj32xMnFSWxyTUyME65AikUIlnhFSOQa5AACJTgXG1AggAISyNgSHxAgy1yQMB8IWETiaRmQZUOEJccvcLATsJ1rOzMZz3umu17ntfde98M+VTNtj2P7XvDMeM5PanV11elTp2qfs8/aa/3XWs6ZmF1XN2gL/rgm21pl6cXLGTfHKGTK1BdUvozF0aqaYAwhgdxoikQxarYIfoVQeMKxjOVmjbHPydKKd13xHpYHi/SXBjSNZ1or6tJz+MSQybRgfSVhY9GzvBAHXfQ62q6QDNbQ+QJlUTA+eij2qFpY4utf38+z//4VxqMRiGftglXedsnFrO1YIU0NVVmwOdpEaUVvYYn1ncvkCwMW1y6ino4YjbYAoTdYwZgERY0bf52AQw124KsRoaoRqanrmmI8ZKGXk2dRBC1oTBoF9gqwSWxNEcqKLM0oygmiIEl7aNX2EQtx8dOMhiwvLJDkMUzkmwZcTXshxFBMiPNfLFgcy2y4ukBC0xa3q1BNiUkNSZpj0z4qzxCVUU7HsRJ7GTN4REKcn5FYw2QyJMuiVzr2sGwF8MRFDRCrwgYPUkcjJ8i8UqzW0YucpBatGuqqophMSQflG7qfvCED5a677gLgO7/zO7c9f/fdd/Pxj38cgN/+7d9Ga81HP/rRbYXaZhhjuPfee/nkJz/Jddddx8LCAjfddBO//uu//oYOHEA3U/xmwA9WsZkFNFmvj1kyTKcFeW+FxaUVsuUVlN4P4hm1WQvUJWEM4+kYakM1TpB8B9LLsOur9HcIG5ctc2zieO7FYxgXYq0N8dSuQpcGSS06SdDBxmJZeYavHBhQtWeQplxz8SVsTUsOTovzI9Qj88Vi1Im0YjvlFa6JF4D24CwkSTRevI7i2NZzH+tviMTMhlmLE1qjxMaQRmxb4kl1gmhNP+uTGIuyGhcaGtHkPcE3AaUFnxiMNoS6VZInGlcJoQxokXZij9qOUgpC8FRVRZ6kMdVU6XZFFNuoIwGtNUuDZeq6iZ2EXcAYS4oF78nzHpN6SJZYkiyNNxURkjRnPe1RjabR5VydwIUnMbrPzrW3UU32IG7M/n0vosMCWdInMdE4SW0axbNJSmISrEkxOm2NFBNDOyaGeLS1aKPnAxNaY0CCRomJBggxCxYEL1ETZJVCK8+st5S0xrW03jEdFKHy0SDUFq02oDExU8sYdBJDS1rHeHV8HH/PpEJKR0+OqNZbMfPyoOI4SaCmgcSgvAYnaB9dyyIBJQGPIwQTZ7FWi+K1p1EQpMb6nDa/PPa6IbZjECOI9/gmzMM4aBe9KioepzhLsAEWDYsXrJL2DauXFUwOHGP4fEmNRE+ViYZMDEVFcVUwgmBQziHO4ZRvs3c9EgJiDUpSxGgkKakHDRftWWdjzy4OTg5z+KX/w0i2OFF4piNPAuCjCH2WRTErOCcCTtoeSvEPUht1AUmiYc1jqUmqjL5WLK9kpKnFpsKF35QzebFA1ynaqbiICiE2vwwgwbdGqhDQVKWjGFUUo5LBzhx9pM/icJ26sUzLitoLZXBUdY3UHhMkehuCoAWc0dQhhuZc6Vk4tANNjgB79lzKyo4LGA0n7H3xaxw6fITaBzIL/dRz+VrGjuWENO3h7SpBZQwWVhCTMJoUVNUWvmnYPH6Ug4cOc/j4FtPxBGMMF110MTs3NlhdXSL4upVJgzWWnbt2YvsDaOsGOSxl7eI8k/VI05id6esTKLeJ1sLoxHFGJ44SdEpTjjlyaD/jE8e4YJDSX8xJk9j9OVZtjqXoY82Rtt1HcBhjSHs5iTUYBaGpMWkfmU5jSQvfUIy2WF5bJx0s4stprH0j4JuGppiQLC7HZqm0Y++jOLucDqnLimo6RfmK1PRAWXTSI+stISbFu4bQdiiX4GNBwZiFT9PUlMWUbJqh+gskxIrabb2IeaHDmei7nV3mz4PEFgupoZdb8tRQlbGqbF2eLBfyenjDIZ7XIs9z7rzzTu68885X3ebSSy/lvvvueyNvffrjSfpom2MTFfP2NYyKmp07LsSTMByOoWigjOlPIaZ9czwIoWmovWdHluH0IlVdcPxww2S8StJfBFOxsLSTyy/e4sWXxkzqqi0rHBttoTW6l8deEUTjRaexJDnGthXDA4up4b0715i8dIhRfX7oUWJm5mxiE4KAD0LjY4GsGKKPGVXOgNUqtnM3bTuCVrgYVNvTh7hCqMuS4BwqiSl7IjFNUmuwNgoiRYHG4ELUeziJdUU0Cp1qnK9omhqjzLyTp1YWbRLyLMeairoo2+wGsIlFXBRUJlajVZwQZnGpdCGWkS6LAm0MTeOg8TQ+4EJDr5fj6nhuJmmCaxxGJyRGoRYCYRx7VhRH9pMMDrI0+Ajraz3qcoCr+gyP98hNnyzJsTYhTVoxrEmwJsOaaJxEj4mNrlWtYuxb63ZSVO1NXaGjSjOmxCLtDTyWTFea2DrAq7ZnUjvdtPFomXldlMIojbGmfb9oGOnWY6OMbh+37z9rw94+hij4nD1Qc4Uzc2PGB0/t65iybAw6xPCd9gISM1NUm9EiTbsPH2PthFiKPyiZz1mOCuXb6U5F70NwbbakDq3ORUASlBiC0vh02paVj8atmyRQxKw972rAo2hj7kThbkwfBjCIyhAVEGnwqsZJhQjosEiwAlmJSyeMFzzj/jIvTl7g+MF9FFWJMzCuhNRrcq0JLlr+otqbgwLwsUo2vg3JMF8ZWAnYSc6CXkGv1aQnFGqqo9bBxtDYJe/uM/2KpXgqXpdxNRw9PSFI28U5VpOt67b32XhKcyTQDDPUC4aJGjMeT6jLMc4JRVMzHsfeS4lSsR9UEEQJ3hpqbbFE0bTbhInUhKWEqhxz+KDjpQOHmU7GuHrEhTty1pazWHMoX0alA2qV01tYwzUlThlGWyPKpmE8rdh/4CUO7N9PUVSkScr66gobO3eytr6BEsdk6xjZYJnB0g5samiqEt1fAKNJkx42j83wXDUm7WXk/YxMVVAcwEhBU49wkjKdTHj2meeYTKt4TntPngKDBGM0ea8XtYpa4nVoNU4FnKtpqiL2tAmxMaDNUpRzKK2xxtLr9fHeobynHG7RX17FpBm+KvEuNverJhOwGhtm820MW2qTotI+OnGEsqSqPVYgiAZrY6Vl7xDv4xxhTDRQJOArFTV2IRDwuKqinhaxQrTNAY+EBgmtl7W9k8U+33GOFR2zefRM2GstWWro9wzeBYJ3VFUDJy/31+Sc7sVjewv0F1bwojFZQp73USq6qlANWT8hXchY3LEyt/wMUKHYFEGHwKCumWyOKad9RuOK44cKrK8wWcnOncv0Avz3t1/Avzx3iMI1KDyxVk2JmZSYrIfSseOdUsSQT6JRQNM0aAK7l1colOKLe79O1cbU39K0cR4hhmO8gPEg7Y1PBJqZikALiY7dj2PacUx5U6bNeIilJZDgmU5HVNUOUp2QZykKjXMOreJbBh/Lfse/Yq5/3MnsJhkIOhYCU+jYjdZ5QmhXpz524zQqtrMPzsdS8sGQS9SONHWDa+sIxOPX9LIUJMTqqr0ezgfKccXhvQdY27lOVTucr8lDjlEW3zhEK/pJgurnDLILqYtvITRPsbCSslgO6B27lLULFgjuKLrRpCaJ3YmtxeooirUmxdoEa2307rTCWG1nHgzQRkdBJgod2probd2MuKxXKG0IgWikBEXQAe1nIalozEQ7MZ7kWukYwrG2NVI02uhtYaXYxTqGd5RWbSjupIFCa7TMKuDMHqNiHYUgnsaXaGURZdDWA5pQt8OLIujYD0SEmD4rMVVXt40ljW4V2G31WIdHFG29FCGoECvBzl3WgiZ6UULW0AwmeEqaOmaJVUfHDA83VE00mAWPQqOVAx1bOARRKAd4hZbYRsCbWPxe2boN0XiCnSDWM9YFlUkR4xg1U4aupAlCcEBhWKgXSELW6qY0XrdZSCLz8zxIFNiiFHERGw0Mu2Xov7RBf22IWq+RzZR6ZElyIXgheIutMlTQiGjEtx6ZEGi8w4nHKwhNwCmFzTL6Zgl/MOCfzmGkGJsJXtoutkqYuikHR5v0dcKOrN9qWqLyqUFTW0WgQZxnPBkiZcD3ljl0dMrm4cOkRti1nLG+ewf9wYCglhgVgXxwIaGpyRd30ITA8WOblMWEWqXUTeDFr73AaGuESSyrOwYsLS6wY2URq4RyeIS03yPtLbA1HDOtA0mWkPZ67EhSFleWYz2ZpoyeOV+TugYjQ1x5hGZyjHo6JijhyFbJ179+lJf2H8a5hl6eYRNDmi6i0z46y7B5jgq+bX5pSAYrpARcOWHqPXVdtuGRqO+wSaxO7psSbRXaJGhJCKWjKQqsVlEPJBqdxEVY8EJTlChrUTpBW9uG1duy8ypelwQTS+aLxtUVofViuLKKhqy1+CSNc6drYtcHian2sz5EKlEoHKGeRO+riUb57DpGaZSK2ZNKxUreRhusMaSpIc8MVRW1N1XVwBtQcpzTBorBU28eIl3bhen3UEmKCTXVeIpKMkIt2KxPf3EFZQyNa05WkASGImwqQZee51+asHHhDqYvHMOXFUrVXPS1Q/QHho1Fy5UXX8izLx2kchXGBmzjqKZTkjw2QTNpP+pQVEyRdU1N0ILJUlCOS/wiX+v32TuecH5oZuONIaoE4qpOgsR+dG34x7eucUc0TqIWhdZIieEdYyDkQhDHtNykcbvwIdba0NqSJhloiReYslFOqTU2W4xVDVXsdRIbRfq21LIBGwu7NWWNr10sAuZjjL/X6xHGsTldUUKeLeKdx3tPmqVMRlOU0vT7PYIEikmBBlJrsFkOCJlJmWxuUkzLuWi3rmoW+glaK6qqQpkErTOmZc36Re/CVbtJF1bp1yMGKzV10HgPk2NDUmapxAlWZ1iTRONkrjnRJ3+MnhsOSqttK5ZYRj2K3HRrvEXPiJkbEFprgg7bQztAe3efa0qiYRQ9JsacfH/b/lZ6ZpzMPCnE/4dTXCgnT5eTtkvUizkatPhY/ltbNAYVNLhokaogcyMqtGHBWH1ToZRvvXU+/k/rjQshNrEM6mTNFuXj9jN9bLpoedtV6+z8b99Eb3mR1QuWmIyex09qmjKKvKMN7vFE8bzSAUkbajxiVezurGIHYyEQQvSeGhUQXdAAzgRGBCwGEaFsGhon+Jp4nFWKLXoYH71lGJC0RsTR+Jl7PaCVJxA7twdRrdg3FimsDgn5+grZnilhUlMdSskHCrGO6qiiONRqB2jF0gEa7Wm8AwRXCWxZ3JogxmLKBWSfQ4YJoTF45xDdQCI4Eztii46lzxWCl1iMm6BQBJpZRVPlmbot3MSj5DIGumTjbTn9Xo4yGeRL1MkieTJgJQn4oqEKwujEkKPHjjEeDXHec/ToXhCF0glLO9bpp5aFXkqaWXzwTIopnkAveJTOGKys0V9cIklT+r0ccQVuOsakKaEaI82IUG1R4cCNqEZHGG6N2NwcxToq44pp5SnLEkHIJcFoQ5YnKNv2qUoTEp1iktiQ0GY9QmgITUHSywlN1VYOjoX6XN3MNVhGJwTfkKYZSlu8d5h8AGpEcAW+Nfp9E0hc9PwF7cFXMdt0YQe6abAmI0lzXDEhiI7etbqJRkxbJTiuN2L8XDwxAzPE61yIhqpXCpWkaKshNEgt0RuTRs/z7FoOM3tZqVacHxcrqTHkqaZKNUUp1OeTgdL4hiQoTFGRDkDVNbq/0AoDDfX0KEf2fY3JaDPOrah2JRgn3Br4uvNseaF4YZP/sbKMSj0nNqcUIgyef4kr3/9NLK2k7FQF4+kqLx49RNEEjPHoskSPJrGmgtakAxMrZlYVXprW0lTYNOeCwYD3iuPEV59vU4/fusxasM1SDIXoRWmTDwgqrjS9tIWyAlQi1BqMjSt/1fby0VrR9MF7x2iySeMbfIhl2m0SC4elxhKMwtlZnFSRkMbQim/1DSauerWK4SBtNS5onIsN21obCld7XBO1JErFsJHSirquqcqS/soydWpwrqGqKxCF1QprDNOqZlpsoY2mv5BRVRneBxKr8UQ7oWp72SitKOoCLxJrkVQam+Rochb6sLJW0bgQ+8FUHl0ZUpNi2pDO3Gtik9h4zMR0VW3M3GCZGQhKqbl2geBRCozRUeujZiJUiamBEtpeLLNcXOavR0OmDfPothiT1a32Jb6faScmrc0p+hP9ytAOs7/j+6tWnBsfazwBp6N3TIlGEbMO4iLExvNGAGy73Ah4D61WNJ5rsZtNK1BtnSnElGRR7caE9rM6wGJTxfq7Vnnnd76LSy7diFW93RTVGBICPgQc0UiZi3ZFMEZY2R0YTRtOHI3p895AmhArLNeCEYVVsUaEsYIkGqvjXFJWI1w9oanjxSKNwRY5oQQXXNvDyIBRJInHhSImBBiDU4q6FW8ThMYrjIrar6qombzQw2YDsFNGzwgmM/RWE4qXAn4aRcQg+BBQrQERJJAYTSNCmAqTBceJAw3Jvh71QYMJCc4JYhqwDd54nNKoXLO+uoQqYofl9hsmqFmBPPBUjNMhvTABr+kh9Hs5Cws7SLMVlLKY1JL1lggeStcwKsYcH005cPgQW8MhTdOWdtCQpClZqllbX2PH0gDchKaeMCqmLO1YZWFxhbzXwytLb3EphnyVJjRDehaa0YjxZBNfV/hyiC83UeJoqgnDE5tsbm5FMbFSMUwdhMTEEO/KUp+11SWWVvq4ZoJ3PWgK0sVlTH8F7ybgCoztQTqIvZbEU02K2F3cB4wIqARjk1g0zRhMmqJSaFxAmYQkzwllgfgGMRmurKj0lKQ3AFUjWqIeKjRYIxgrrU7OgFL4xsXMPpOgtY9h35kuLYTYGzJETwvt+RDnAQXagkkRX8VKyTrExYEOrS9WWj9oDD9qrZB2LrDWkKaWPAs4F6iCf0P3vnPaQPGNI11aJl1YQDsXMyX6A9JU46uA6Q/QKq4yCVELoVpZ3MzgawQ2CVTThsnjLxDHNYqo9m7W9EDxa8MAABTNSURBVF48yNvfs4v+QLGxvsCwXubIcBNdB7Q4zHjSpkcKohX5YDB3a0srFlIq6iwu3rHCu9dX+deDRyh9+MYf7lxG2nBBeybOfgcUs+oSCmkFeNF4kVY6IB4wMRvKmOjOdk7hg2NYHKUoJ6wsLONDwLQ1boKfaSBM+72Dan2VPoR2dRLd/UoFtBVsaqLVXxpc1eCqBpsneASbZ4QqTh5aaUR8vHF6idk6OmZt+Sa6LUUJZMm8OygSV4o2jWmF2mQgPq7SxWO0Ie1n1HWFaxrSNKGoKnwAG4QsS9mxtthe6EIoHcXxMVpsG9axWJvE1L9ZKqNWMcPGnjRO0DPjgHlBM9Hxu4gaFFp9SivvbPUHIhInTWlDPEFOGjGtl2VmiBgbG/Gd6sUxpzw+qUHZrjOZ7Wt2wsjMeyKzPjkBR1sCHheFymi0afA2xzbpXOQbtEJEEWjHwwEmtInIMAtNiY9GVmhdeEFcWz3ToUKInynTmEXFZHqCl444lpY0iSrRtsHYOBUH2u9G2horIvha0VQ5l1ypKB4rKcexrH3QYBaE2kBeJqShj/FR0Jy4QJrWOOWoyylu4nBNFCGr2kLdxu4DeIkGZWyB0CNLhZIiCoUVBGUI2qO0jqGqoHE6oJ2jHBWo5zLsoqEpSuqyYde3JpRHAuLaTEQfx9eFWORNo1DGoNN4A22c58ATU5YP9VGFpZQa56NhBoGyafBOSBNNbzmP3tKqvWlphVXxWtbiqe2UTXWEVRcwKicHsqUNdiwvkaR9bJIxnY6pippGLIeOHGPf3n0MpwXTaRmF1QhpmsYmfMuLDBYyMhuQ5gQrO1ZJs1VGW8eweaxtkiQBLyVS1VET50pCNaaSwHhri7JscB7GJw4g1ZDpdEhT1ah2UZMlCUlqSLOElSyLLTW0Zn1tkcWFhMFCRlMHlnoJBqEeHiPxDru4jKCw2TJKaVw5BCw6yTABqnISJ0xrUM6D1qS9XuxwrAzOR6NEaQ1GxXtTCEgAUzdI7qLnQxlIsnnPszSJXY9rQqz/0zjSforpLeBVrIgeM4GkXcgYlMnQVsDFuUrpKOqN9TfbRYbEJpJxNUDrepndTUErQ1AhplYbg00sSZJEA8XHJrBvQIJybhsoSscS3X4yIR9EV1UWKjAZVhVINaW/0MfYjCRLoKrmWZSnWnFBYIpwqHKkQB/IROEkcHxzwtucoZdr+guaC5eXaBrHqBxR4ElMha41OgE1tahEocWgEhPj/xKQRnB1g1GK/7ZrJ8cmBV/dGr2FU4/b1XFc2AKx9AOt1kArRdBxZRXj360As70JhqAQD96CMXH163zNieEBxuMt6pWdpMFT1zEsBE0M84RoAs1El9pqrDd4Fz0pBIk3zXmfFEWW2baZVizwNfNMABSTos28iH06QgiUVYO2KTaxKBGs9q2eQZH1+qCqKERTUXdRNhVGJ+R5RpAKEaEqK3QSG8NZpTFtlk+QimldIkCa5yyvKYqqYLI5wuU1xiVYPcvWad2o5qQXQ9uZQDVOLMroeG+eBdpUXCEZdbLfim6LcsSQxUmjUWYGymzyCSeHVqFOhpLazCFtNEabk6Ge1khXbexGvzykw0yEK60aafZ0G+sRwQchmBCvWeXiNSsu9nDSPTLJYnVW4qLPa1AhtKHEtqbHzHOKQfmYqRIIiG7Fq1LHcEgwWBv7No2+Pmafq+jvTNi4bJGVNQehohHBE0MiIUT3vKDajI1AcVShbcaF73DsfaqJnggHWaIJVpPoHrbJscGgJIEA2qXoUNH4hibMjEEFThPaJoQignINtYBti/Rpk2OTQPBTPA1OaWocibLzUJqVKHp2jaIc1pgCnAOfNZRDgyvVTJUev5P4ZnEhZ2xcSNuADRYbGvR+i5sKAU/RVKAgzTU+eErXxAQBlbTnQdT8BBS6FbN7FRBds5lvUauS0USTBscSgYUkI5eARkBBtrhKPZwwHVXsf+kwh48eo3aOpqnJ04R+nqH8mCzJWF3MyBLQ2tPL+2SpJjU1ZmmAD4K2FUjBdLxF6T110+DrmnK0xWQ8ba/pjKocMzxxGPEO7xrEe3JrWFrosbiQsbyUky306Q8WyHo9rFH0EtA48hT0wgCcIHWJrwoMChbXSZY2kKagqT1eohcDCrS1zPo3SHCoJCNdWkXTxHCRNoTRGKlrTJqRLgzwxRTEt+n+KtZhUoCOHmmaAuU84hqsMYQ0lldwjSN4F4utmRSb9VG+in15dIiJJiq0esFmnoGE0u3cEBDvo8BWBGOiMRVDyNFTplUU6yoCmBRja0LiSVJH5gUXHE39X9jN+GzDS4MPmsEgAylxzjLdHKLSlOABm6ATixFi3wcdUxqTILjT2AZKQYIiVxJFkUbhsozjY8/6ssabBGWEXRvrNCcMSjwhUYQ0IdiEoDU+CMoalIkWtnMBlRl0AkYlrOQ9rqgdY3OIqXdvSb2sMqBThU2BXnRz6zSmEutWZyKo2GAwAD6mI8cb5MwNH93UaMhtnxACo2KLE6NjrBY7Ee3nha6sjemezteIVrFXj3exPolv608oTRBHQ0MtLvYZIeCNQ0JCUiWkysZ04dZQanA0dUlRQ97rUTRTsmpCf3EQjRLfgBN88JgkIe/1Y82TEMW1ronGS+1GuJC1qahxItBao0Nb5K2M4RmMZjId4X2DczEdWlmPyUH1Fb6sY+dZK22zvNh/KOjWY4FBhVbE6lvDQHR7+w9zI2RmdMjMMGFmooC0mS/ycvfXqVZ9a2Rq4nsa0Whpfwcds4V0/L0ttVid9NbMOF1moAsNNk1Y6PdRFtDxeAKxCmwI0fhVQWMlQwcdx0O3J5PErJbAybAUaFSw8eZvAmJim/rg0jblNCXJUqwy+EPC1glPeUQh05pm9wBrHGXRI88DxrTu77ZYj7IKoyWmdE8Ml70jZ/LSlHIUMzlyk7Cs+lifxbEIs3CYJljBk2O9wiQlJoG+1Xh6NE3SCnhjTyClzVzPk6iUVGfUPo0hIG2xbZNE7SwqCCkKoxXGJug01qRJjEU3KaP9KVIabK8VEjuPYGI/LNGYxGBTjR1AKBOMDNBNispMzJRLY0hB92J5fKOioWtta0AvATYKZ1ViMP0UnRm8FuplwUiPRils0kNUrGBaLSxRFQ3VqOTE1hbFpKRsYHO4SV1XBNcwyFPSBIwqWFxcYHFpmV6vLcXuGjSOuhgzKjbbFN+oZjJZn6pumE4mVHVNMR6zdfwYTVXjvIv9o5rYWV0pS/AKq8AkhsXlJdZWB+QZ5IuLaGsJSrDGIOJpXMD7CptkVNMJNsRO3ZmFrAgEGWIQiuEY8QGCxnlNNSlpnMQbu/OkRuOCQVxNmvZBQWN6SIgNNn0wVI2AD9hUsMZjp03srWRAys1Yel+EuihxTays7BqoxePGJcabeA2IxnuDqwONU9Q+dt92ylNj41zsDaYMqEmJbTz4Gu+aOL7eYNI2jAtRuxKiJ1PEIF4TQoIPjpoUp4VgDYQ3ZnIoeT25w2cZW1tbrKys8L9+6n+Spek293HkFNdxuwqU1i37RpgnFsxUjgAvm2Bfuf1rO7DmK9S3Mm/Ej/dau1IzMZe0upD/z523K+tTT4nXv0s13/blQ9gu/E//Rq/xhWzf5/Ydn+650+3vP/Er5+Xv+A33/Z/8xjPvziu+4Fc9JnWaV1/ne71iX6f81bpbT176wmtNI6c4gOaHr17usn3FO8rpv8PX+XG+8dl1+lde7Rw+7b+/ruM4/Te57Shm7/myHSqlT86dcsoWcsr2p+z+5WN1+mv39NfL9vuAvObnP+094HWwzSN42sM7/X3k5f/3Ru8Tr3UlqPn3wKtv+YqL7GXn6qt+5y/byemuFYGyafi9//05Njc3WV5e/oZ7OScNlOeff57LL7/8TB9GR0dHR0dHx/8D+/bt29bL73SckyGe1dVVAPbu3fuaFljH2cNwOOSSSy5h3759LC0tnenD6XgddGN2btKN27nH+TJmIsJoNOKiiy56zW3PSQNFt8Ki5eXlt/RAvlVZWlrqxu0coxuzc5Nu3M49zocxe72OBf3am3R0dHR0dHR0vLl0BkpHR0dHR0fHWcc5aaBkWcav/dqvkWVvoGZuxxmnG7dzj27Mzk26cTv36MbslZyTWTwdHR0dHR0db23OSQ9KR0dHR0dHx1ubzkDp6Ojo6OjoOOvoDJSOjo6Ojo6Os47OQOno6Ojo6Og46+gMlI6Ojo6Ojo6zjnPSQLnzzju57LLLyPOca6+9lkcfffRMH9J5y+233863fuu3sri4yM6dO/n+7/9+nnnmmW3blGXJzTffzNraGoPBgI9+9KMcOnRo2zZ79+7lhhtuoN/vs3PnTj796U/jnHszP8p5yx133IFSiltvvXX+XDdmZyf79+/nR37kR1hbW6PX63HVVVfx+OOPz18XEX71V3+VCy+8kF6vx/XXX89zzz23bR/Hjx/nxhtvZGlpiZWVFX7iJ36C8Xj8Zn+U8wLvPZ/97GfZs2cPvV6Pyy+/nN/4jd/Y1gSwG7NvgJxj3HPPPZKmqfzRH/2RfPnLX5af/MmflJWVFTl06NCZPrTzkg9/+MNy9913y9NPPy1PPvmkfM/3fI/s3r1bxuPxfJtPfOITcskll8gDDzwgjz/+uHzbt32bfOADH5i/7pyTK6+8Uq6//nr513/9V7nvvvtkfX1dfumXfulMfKTzikcffVQuu+wy+eZv/ma55ZZb5s93Y3b2cfz4cbn00kvl4x//uDzyyCPy/PPPyz/8wz/IV7/61fk2d9xxhywvL8tf/dVfyZe+9CX53u/9XtmzZ48URTHf5ru/+7vlve99r3zxi1+Uf/7nf5Z3vOMd8rGPfexMfKS3PLfddpusra3JvffeKy+88IJ8/vOfl8FgIL/zO78z36Ybs1fnnDNQ3v/+98vNN988/9t7LxdddJHcfvvtZ/CoOmYcPnxYAPnCF74gIiKbm5uSJIl8/vOfn2/z7//+7wLIww8/LCIi9913n2it5eDBg/Nt7rrrLllaWpKqqt7cD3AeMRqN5J3vfKfcf//98h3f8R1zA6Ubs7OTX/zFX5Rv//Zvf9XXQwiya9cu+a3f+q35c5ubm5JlmfzZn/2ZiIh85StfEUAee+yx+TZ/93d/J0op2b9//3/dwZ+n3HDDDfLjP/7j2577wR/8QbnxxhtFpBuz1+KcCvHUdc0TTzzB9ddfP39Oa83111/Pww8/fAaPrGPG1tYWcLLj9BNPPEHTNNvG7IorrmD37t3zMXv44Ye56qqr2NjYmG/z4Q9/mOFwyJe//OU38ejPL26++WZuuOGGbWMD3ZidrfzN3/wN11xzDT/0Qz/Ezp07ufrqq/nDP/zD+esvvPACBw8e3DZuy8vLXHvttdvGbWVlhWuuuWa+zfXXX4/WmkceeeTN+zDnCR/4wAd44IEHePbZZwH40pe+xEMPPcRHPvIRoBuz1+Kc6mZ89OhRvPfbJkWAjY0N/uM//uMMHVXHjBACt956Kx/84Ae58sorATh48CBpmrKysrJt242NDQ4ePDjf5nRjOnut4z+fe+65h3/5l3/hsccee8Vr3ZidnTz//PPcdddd/NzP/Ry//Mu/zGOPPcbP/MzPkKYpN9100/x7P924nDpuO3fu3Pa6tZbV1dVu3P4L+MxnPsNwOOSKK67AGIP3nttuu40bb7wRoBuz1+CcMlA6zm5uvvlmnn76aR566KEzfSgd34B9+/Zxyy23cP/995Pn+Zk+nI7XSQiBa665ht/8zd8E4Oqrr+bpp5/m93//97npppvO8NF1nI4///M/53Of+xx/+qd/ynve8x6efPJJbr31Vi666KJuzF4H51SIZ319HWPMK7IJDh06xK5du87QUXUAfOpTn+Lee+/lH//xH7n44ovnz+/atYu6rtnc3Ny2/aljtmvXrtOO6ey1jv9cnnjiCQ4fPsy3fMu3YK3FWssXvvAFfvd3fxdrLRsbG92YnYVceOGFvPvd79723Lve9S727t0LnPzev9H8uGvXLg4fPrztdeccx48f78btv4BPf/rTfOYzn+GHf/iHueqqq/jRH/1RfvZnf5bbb78d6MbstTinDJQ0TXnf+97HAw88MH8uhMADDzzAdddddwaP7PxFRPjUpz7FX/7lX/Lggw+yZ8+eba+/733vI0mSbWP2zDPPsHfv3vmYXXfddTz11FPbLsL777+fpaWlV0zIHf//fOhDH+Kpp57iySefnP9cc8013HjjjfPH3ZidfXzwgx98RQr/s88+y6WXXgrAnj172LVr17ZxGw6HPPLII9vGbXNzkyeeeGK+zYMPPkgIgWuvvfZN+BTnF9PpFK2332aNMYQQgG7MXpMzrdJ9o9xzzz2SZZn88R//sXzlK1+Rn/qpn5KVlZVt2QQdbx6f/OQnZXl5Wf7pn/5JDhw4MP+ZTqfzbT7xiU/I7t275cEHH5THH39crrvuOrnuuuvmr89SVr/ru75LnnzySfn7v/97ueCCC7qU1TeRU7N4RLoxOxt59NFHxVort912mzz33HPyuc99Tvr9vvzJn/zJfJs77rhDVlZW5K//+q/l3/7t3+T7vu/7TpuyevXVV8sjjzwiDz30kLzzne88L1JWzwQ33XSTvO1tb5unGf/FX/yFrK+vyy/8wi/Mt+nG7NU55wwUEZHf+73fk927d0uapvL+979fvvjFL57pQzpvAU77c/fdd8+3KYpCfvqnf1p27Ngh/X5ffuAHfkAOHDiwbT8vvviifOQjH5Feryfr6+vy8z//89I0zZv8ac5fXm6gdGN2dvK3f/u3cuWVV0qWZXLFFVfIH/zBH2x7PYQgn/3sZ2VjY0OyLJMPfehD8swzz2zb5tixY/Kxj31MBoOBLC0tyY/92I/JaDR6Mz/GecNwOJRbbrlFdu/eLXmey9vf/nb5lV/5lW2p+N2YvTpK5JSSdh0dHR0dHR0dZwHnlAalo6Ojo6Oj4/ygM1A6Ojo6Ojo6zjo6A6Wjo6Ojo6PjrKMzUDo6Ojo6OjrOOjoDpaOjo6Ojo+OsozNQOjo6Ojo6Os46OgOlo6Ojo6Oj46yjM1A6Ojo6Ojo6zjo6A6Wjo6Ojo6PjrKMzUDo6Ojo6OjrOOjoDpaOjo6Ojo+Os4/8C6q2YaFnYgDcAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1864,7 +1864,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 140, "id": "af604ea6", "metadata": {}, "outputs": [ @@ -1874,7 +1874,7 @@ "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", - "100 44.6M 100 44.6M 0 0 32.9M 0 0:00:01 0:00:01 --:--:-- 33.1M\n" + " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0curl: (6) Could not resolve host: download.pytorch.org\n" ] } ], @@ -1884,7 +1884,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 141, "id": "572d824c", "metadata": {}, "outputs": [ @@ -1918,55 +1918,55 @@ "name": "stdout", "output_type": "stream", "text": [ - "train Loss: 0.6276 Acc: 0.6352\n", - "val Loss: 0.2228 Acc: 0.9412\n", + "train Loss: 0.6722 Acc: 0.6179\n", + "val Loss: 0.3446 Acc: 0.8627\n", "\n", "Epoch 2/10\n", "----------\n", - "train Loss: 0.5340 Acc: 0.7541\n", - "val Loss: 0.3350 Acc: 0.8562\n", + "train Loss: 0.3843 Acc: 0.8293\n", + "val Loss: 0.2326 Acc: 0.9216\n", "\n", "Epoch 3/10\n", "----------\n", - "train Loss: 0.3838 Acc: 0.8197\n", - "val Loss: 0.1851 Acc: 0.9477\n", + "train Loss: 0.4040 Acc: 0.7886\n", + "val Loss: 0.5586 Acc: 0.7843\n", "\n", "Epoch 4/10\n", "----------\n", - "train Loss: 0.4967 Acc: 0.7951\n", - "val Loss: 0.2312 Acc: 0.9477\n", + "train Loss: 0.4895 Acc: 0.7805\n", + "val Loss: 0.1950 Acc: 0.9281\n", "\n", "Epoch 5/10\n", "----------\n", - "train Loss: 0.7173 Acc: 0.7500\n", - "val Loss: 0.2374 Acc: 0.9477\n", + "train Loss: 0.7870 Acc: 0.6911\n", + "val Loss: 0.3276 Acc: 0.8824\n", "\n", "Epoch 6/10\n", "----------\n", - "train Loss: 0.5194 Acc: 0.7951\n", - "val Loss: 0.3891 Acc: 0.8627\n", + "train Loss: 0.6124 Acc: 0.7724\n", + "val Loss: 0.2191 Acc: 0.9281\n", "\n", "Epoch 7/10\n", "----------\n", - "train Loss: 0.4527 Acc: 0.8443\n", - "val Loss: 0.2329 Acc: 0.9346\n", + "train Loss: 0.3156 Acc: 0.8618\n", + "val Loss: 0.1713 Acc: 0.9477\n", "\n", "Epoch 8/10\n", "----------\n", - "train Loss: 0.2927 Acc: 0.8730\n", - "val Loss: 0.2199 Acc: 0.9412\n", + "train Loss: 0.5139 Acc: 0.7886\n", + "val Loss: 0.1720 Acc: 0.9346\n", "\n", "Epoch 9/10\n", "----------\n", - "train Loss: 0.3591 Acc: 0.8689\n", - "val Loss: 0.2230 Acc: 0.9281\n", + "train Loss: 0.3844 Acc: 0.8211\n", + "val Loss: 0.1848 Acc: 0.9216\n", "\n", "Epoch 10/10\n", "----------\n", - "train Loss: 0.3879 Acc: 0.8361\n", - "val Loss: 0.2645 Acc: 0.9150\n", + "train Loss: 0.4021 Acc: 0.8130\n", + "val Loss: 0.1751 Acc: 0.9346\n", "\n", - "Training complete in 10m 4s\n", + "Training complete in 9m 22s\n", "Best val Acc: 0.947712\n" ] } @@ -2173,7 +2173,7 @@ "id": "790512eb", "metadata": {}, "source": [ - "- ##### Study the code and the results obtained.\n", + "### **Study the code and the results obtained**\n", "\n", "The results show that the ResNet18 pre-trained model, with only the last layer refined, quickly achieved high accuracy on the validation data (up to 94.77%). Concurrently, there is a clear trend of diminishing loss value on validation set." ] @@ -2183,108 +2183,56 @@ "id": "a52933fc", "metadata": {}, "source": [ - "- #### Adding \"eval_model\"" + "### **Adding \"eval_model\"**" ] }, { - "cell_type": "code", - "execution_count": 112, - "id": "e37a903e", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import shutil\n", - "from sklearn.model_selection import train_test_split\n", - "\n", - "def create_test_set(source_dir, test_dir, test_size=0.2, random_state=42):\n", - " \"\"\"\n", - " Splits a source dataset into a test set while retaining the original training/validation set structure.\n", - " Args:\n", - " source_dir (str): Directory containing the dataset (e.g., 'hymenoptera_data/train' or 'val').\n", - " test_dir (str): Directory to save the new test set.\n", - " test_size (float): Proportion of the dataset to allocate to the test set.\n", - " random_state (int): Random seed for reproducibility.\n", - " \"\"\"\n", - " os.makedirs(test_dir, exist_ok=True) # Create test directory if it doesn't exist\n", - "\n", - " # Loop through each class\n", - " for class_name in os.listdir(source_dir):\n", - " class_dir = os.path.join(source_dir, class_name)\n", - " if not os.path.isdir(class_dir): # Skip non-directory files\n", - " continue\n", - "\n", - " # List images in the current class\n", - " images = os.listdir(class_dir)\n", - "\n", - " # Split the images into train/val and test\n", - " _, test_images = train_test_split(\n", - " images, test_size=test_size, random_state=random_state\n", - " )\n", - "\n", - " # Create class-specific folder in the test directory\n", - " test_class_dir = os.path.join(test_dir, class_name)\n", - " os.makedirs(test_class_dir, exist_ok=True)\n", - "\n", - " # Move test images\n", - " for img in test_images:\n", - " src_path = os.path.join(class_dir, img)\n", - " dst_path = os.path.join(test_class_dir, img)\n", - " shutil.move(src_path, dst_path)\n", - "\n", - "# Paths to your data directories\n", - "train_dir = \"hymenoptera_data/train\" # Use the train folder as a source\n", - "test_dir = \"hymenoptera_data/test\" # New test folder to be created\n", - "\n", - "# Create the test set (20% of the train data)\n", - "create_test_set(train_dir, test_dir)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "id": "c6e376b7", + "cell_type": "markdown", + "id": "8c5e5110", "metadata": {}, - "outputs": [], "source": [ - "# Charger le jeu de test\n", - "test_data_transforms = data_transforms['val'] # Même transformation que 'val'\n", - "test_dataset = datasets.ImageFolder(\"hymenoptera_data/test\", test_data_transforms)\n", - "test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=4, shuffle=False)\n" + "Using the same data for testing as for validation may bias the results. It is preferable to have a completely independent test set. That why I choose to download from the internet, a test dataset containing 30 bees and 30 ants." ] }, { "cell_type": "code", - "execution_count": 114, - "id": "8d656c94", + "execution_count": 144, + "id": "cef7a70b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Test Loss: 0.1252 Acc: 0.9200\n" + "Test Loss: 0.1840 Acc: 0.9333\n" ] } ], "source": [ - "# Define the eval_model function\n", - "def eval_model(model, dataloader, criterion):\n", - " \"\"\"\n", - " Evaluate the trained model on a separate test set.\n", - " Args:\n", - " model: Trained model\n", - " dataloader: DataLoader for the test set\n", - " criterion: Loss function\n", - " Returns:\n", - " Test loss and accuracy\n", - " \"\"\"\n", - " model.eval() # Set model to evaluation mode\n", + "# Add test data loader\n", + "data_transforms[\"test\"] = transforms.Compose(\n", + " [\n", + " transforms.Resize(256),\n", + " transforms.CenterCrop(224),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", + " ]\n", + ")\n", + "\n", + "test_dir = os.path.join(data_dir, \"test\")\n", + "test_dataset = datasets.ImageFolder(test_dir, data_transforms[\"test\"])\n", + "test_loader = torch.utils.data.DataLoader(\n", + " test_dataset, batch_size=4, shuffle=False, num_workers=4)\n", + "test_size = len(test_dataset)\n", + "test_class_names = test_dataset.classes\n", + "\n", + "# Define evaluation function\n", + "def eval_model(model, dataloader, dataset_size):\n", + " model.eval() # Set the model to evaluation mode\n", " running_loss = 0.0\n", " running_corrects = 0\n", - " dataset_size = len(dataloader.dataset)\n", "\n", - " with torch.no_grad():\n", + " with torch.no_grad(): # No need to track gradients during evaluation\n", " for inputs, labels in dataloader:\n", " inputs = inputs.to(device)\n", " labels = labels.to(device)\n", @@ -2294,33 +2242,273 @@ " _, preds = torch.max(outputs, 1)\n", " loss = criterion(outputs, labels)\n", "\n", - " # Accumulate loss and correct predictions\n", + " # Accumulate statistics\n", " running_loss += loss.item() * inputs.size(0)\n", " running_corrects += torch.sum(preds == labels.data)\n", "\n", - " # Compute loss and accuracy\n", + " # Calculate overall loss and accuracy\n", " test_loss = running_loss / dataset_size\n", " test_acc = running_corrects.double() / dataset_size\n", + "\n", " print(\"Test Loss: {:.4f} Acc: {:.4f}\".format(test_loss, test_acc))\n", " return test_loss, test_acc\n", "\n", "\n", - "# Add test dataset and DataLoader\n", - "test_dir = os.path.join(data_dir, \"test\") # Assume 'test' folder exists in the dataset\n", - "data_transforms_test = transforms.Compose(\n", - " [\n", - " transforms.Resize(256),\n", - " transforms.CenterCrop(224),\n", - " transforms.ToTensor(),\n", - " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", - " ]\n", + "# Evaluate the model on the test set\n", + "test_loss, test_acc = eval_model(model, test_loader, test_size)\n" + ] + }, + { + "cell_type": "markdown", + "id": "22d9b2d9", + "metadata": {}, + "source": [ + "When evaluated on a completely unseen test set (30 bees and 30 ants), the model achieved 93.33% accuracy.This is strong evidence that the model has successfully generalized to new data, as the accuracy on the unseen test set is very close to the validation accuracy.\n", + "\n", + "The slight drop from validation accuracy (94.77%) to test accuracy (93.33%) is normal and indicates that the model's performance is robust, as it is not overfitting to the training and validation sets." + ] + }, + { + "cell_type": "markdown", + "id": "6db848c9", + "metadata": {}, + "source": [ + "### **Changing the current classification layer**\n", + "\n", + " Now, let's modify the code to replace the current classification layer with a set of two layers using a \"relu\" activation function for the middle layer and the \"dropout\" mechanism for both layers. Afterward, we will rerun the experiments and examine the obtained results." + ] + }, + { + "cell_type": "markdown", + "id": "347d6172", + "metadata": {}, + "source": [ + "#to modify : After implementing this change, we observe a slight decrease in training accuracy to 94%, compared to the 97% achieved in the previous model. This suggests that the initial classification layer may be a better fit for this task." + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "4d688142", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "----------\n", + "train Loss: 0.7161 Acc: 0.5772\n", + "val Loss: 0.6127 Acc: 0.5425\n", + "\n", + "Epoch 2/10\n", + "----------\n", + "train Loss: 0.6813 Acc: 0.5854\n", + "val Loss: 0.4021 Acc: 0.8758\n", + "\n", + "Epoch 3/10\n", + "----------\n", + "train Loss: 0.7460 Acc: 0.6179\n", + "val Loss: 0.3701 Acc: 0.9020\n", + "\n", + "Epoch 4/10\n", + "----------\n", + "train Loss: 0.6720 Acc: 0.5935\n", + "val Loss: 0.3305 Acc: 0.9281\n", + "\n", + "Epoch 5/10\n", + "----------\n", + "train Loss: 0.5582 Acc: 0.6504\n", + "val Loss: 0.4008 Acc: 0.8562\n", + "\n", + "Epoch 6/10\n", + "----------\n", + "train Loss: 0.6078 Acc: 0.6585\n", + "val Loss: 0.3287 Acc: 0.8627\n", + "\n", + "Epoch 7/10\n", + "----------\n", + "train Loss: 0.5628 Acc: 0.6667\n", + "val Loss: 0.2651 Acc: 0.9346\n", + "\n", + "Epoch 8/10\n", + "----------\n", + "train Loss: 0.5216 Acc: 0.7154\n", + "val Loss: 0.2396 Acc: 0.9673\n", + "\n", + "Epoch 9/10\n", + "----------\n", + "train Loss: 0.4292 Acc: 0.7642\n", + "val Loss: 0.2505 Acc: 0.9477\n", + "\n", + "Epoch 10/10\n", + "----------\n", + "train Loss: 0.4894 Acc: 0.7236\n", + "val Loss: 0.2599 Acc: 0.9281\n", + "\n", + "Training complete in 9m 27s\n", + "Best val Acc: 0.967320\n" + ] + } + ], + "source": [ + "import torch.nn as nn\n", + "\n", + "model = torchvision.models.resnet18(pretrained=True)\n", + "for param in model.parameters():\n", + " param.requires_grad = False\n", + "\n", + "# Define the modified fully connected layers\n", + "num_ftrs = model.fc.in_features # Features from ResNet\n", + "model.fc = nn.Sequential(\n", + " nn.Linear(num_ftrs, 512), # Intermediate layer with 512 nodes\n", + " nn.ReLU(), # Activation function\n", + " nn.Dropout(0.5), # Dropout with 50% probability\n", + " nn.Linear(512, 2), # Final layer mapping to 2 classes (ants/bees)\n", + " nn.Dropout(0.5) # Dropout for the final layer\n", ")\n", "\n", - "test_dataset = datasets.ImageFolder(test_dir, data_transforms_test)\n", - "test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=4, shuffle=False, num_workers=4)\n", + "# Send the updated model to the device\n", + "model = model.to(device)\n", "\n", - "# Evaluate the model on the test set\n", - "test_loss, test_acc = eval_model(model, test_loader, criterion)\n" + "optimizer_conv = optim.SGD(model.parameters(), lr=0.001, momentum=0.9)\n", + "exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=7, gamma=0.1)\n", + "\n", + "# Train the modified model\n", + "model, epoch_time = train_model(\n", + " model, criterion, optimizer_conv, exp_lr_scheduler, num_epochs=10\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "4be162a2", + "metadata": {}, + "source": [ + "The new model with the modified classification layer achieved a best validation accuracy of 96.73%, which is an improvement over the original validation accuracy of 94.77%. This suggests that the additional layers with ReLU activation and Dropout helped the model generalize better during training" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "e4fcbaf2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss: 0.2800 Acc: 0.9833\n" + ] + } + ], + "source": [ + "test_loss, test_acc= eval_model(model,test_loader,test_size)" + ] + }, + { + "cell_type": "markdown", + "id": "6371a9e7", + "metadata": {}, + "source": [ + "The new model with the modified classification layer achieved an accuracy of 98.33%. This represents an excellent performance, indicating that the model generalizes well to unseen data.\n", + "\n", + "The improvement from 93.33% in the previous model shows the positive impact of adding an extra layer with ReLU activation and using Dropout as regularization.\n", + "\n", + "The results indicate a very robust and well-generalized model for classifying ants and bees." + ] + }, + { + "cell_type": "markdown", + "id": "04dcd35b", + "metadata": {}, + "source": [ + "### **Quantization**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "id": "fd91b129", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model: fp32 \t Size (KB): 45831.61\n" + ] + }, + { + "data": { + "text/plain": [ + "45831610" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print_size_of_model(model, \"fp32\") " + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "1dcb3bd4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model: int8 \t Size (KB): 45043.622\n" + ] + }, + { + "data": { + "text/plain": [ + "45043622" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import torch.quantization\n", + "\n", + "quantized_model = torch.quantization.quantize_dynamic(model, dtype=torch.qint8)\n", + "print_size_of_model(quantized_model, \"int8\")" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "86d9194c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss: 0.2859 Acc: 0.9833\n" + ] + } + ], + "source": [ + "test_loss, test_acc =eval_model(quantized_model, test_loader,test_size) " + ] + }, + { + "cell_type": "markdown", + "id": "5221d0d2", + "metadata": {}, + "source": [ + "After quantization, we successfully managed to considerably reduce the model's size without 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