class: center, middle, inverse, title-slide # Review of the second day’s material ### Luke Johnston --- layout: true <div class="my-footer"> <span> <img src="../img/au_logo_black.png" alt="Aarhus University", width="140"> <img src="../img/dda_logo.png" alt="Danish Diabetes Academy", width="90"> </span> </div> --- class: center, middle # Version control with Git --- ## Using Git, basic workflow .pull-left[ - Version control is *really* important, but also difficult - Repository is all the files in a folder tracked by Git and saved as history in `.git/` - Files that are "tracked" will have changes recorded in history (when committed) - Commit small changes and commit often ] -- .pull-right[ 1. Start tracking new files (`git add` and `git commit`; "Stage" then "Commit") 1. Check "status" of repository (`git status`, in Git tab) 1. Add and commit modified files (`git add` and `git commit`; "Stage" then "Commit") 1. Check what was recently done to the repo (`git log`; "History" tab in Git Interface) 1. Synch with GitHub, if set up (`git push` to upload, `git pull` to download; "Push" or "Pull") ] --- class: center, middle # Data visualization with ggplot2 --- ## Final exercise: Code to create first plot .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes)) %>% ggplot(aes(y = BMI, x = Poverty, colour = Diabetes)) + geom_point(alpha = 0.4) + geom_smooth(size = 2, method = "gam") + facet_grid(cols = vars(SurveyYr), rows = vars(Gender)) + scale_color_viridis_d(end = 0.8) + theme_classic() + theme( strip.background = element_blank(), panel.background = element_rect(fill = "grey95"), axis.line = element_line(colour = "grey80") ) ``` ] .pull-left[ 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)<!-- --> ] --- ## Final exercise: Remove NA and set base plot .pull-left[ ```r NHANES %>% * filter(!is.na(Diabetes)) %>% * ggplot(aes(y = BMI, x = Poverty, * colour = Diabetes)) + geom_point(alpha = 0.4) + geom_smooth(size = 2, method = "gam") + facet_grid(cols = vars(SurveyYr), rows = vars(Gender)) + scale_color_viridis_d(end = 0.8) + theme_classic() + theme( strip.background = element_blank(), panel.background = element_rect(fill = "grey95"), axis.line = element_line(colour = "grey80") ) ``` ] .pull-right[ ![](data:image/png;base64,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)<!-- --> ] --- ## Final exercise: Add points and smooth geoms .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes)) %>% ggplot(aes(y = BMI, x = Poverty, colour = Diabetes)) + * geom_point(alpha = 0.4) + * geom_smooth(size = 2, method = "gam") + facet_grid(cols = vars(SurveyYr), rows = vars(Gender)) + scale_color_viridis_d(end = 0.8) + theme_classic() + theme( strip.background = element_blank(), panel.background = element_rect(fill = "grey95"), axis.line = element_line(colour = "grey80") ) ``` ] .pull-right[ ![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAGwCAIAAADKQeApAAAACXBIWXMAAAsSAAALEgHS3X78AAAgAElEQVR4nOzdeZRcR30o/m9V3a33nn3fR8toXyxbtrzJKwYHA7GN/QxOCAjCyQFsCPF5ISELyeNkwSYxz7/wA5yXEyC8xIkNAWOwDTZeJcval9FopNGsGs3e09vdqur90ZKsZWY0S8/tmZ7v5w8fa6b71vf2dH+7bt2qbxEpJSCEEMpfNNcBIIQQml+Y6BFCKM9hokcIoTyHiR4hhPKc4kEb6XRaCDGjpxBCFEVxHGeeQroEY4xz7k1blFJKqeu63jTn5akxxgDAy+Y8a0tRFCHETN/Gs+blqWma5jiON5MyKKUA4M3LOJccEggEsh5PbnmR6E3TnOm7VlEUwzDGx8fnKaRL+P3+dDrtTVu6ruu67llzgUDAy7aklHl5apFIxLIs27Y9aItS6uU7xO/3JxIJb75XVFUFAG86cIwxn883uxySf4keh24QQijPYaJHCKE8h4keIYTyHCZ6hBDKc5joEUIoz2GiRwihPIeJHiGE8hwmeoQQynOY6BFCKM9hokcIoTyHiR4hhPIcJnqEEMpzmOgRQijPYaJHCKE8h4ke5ZgL8M9DY9vbO54cGB7wqkw/QksKJnqUY8/H4j+Lx1t0fU86/aORWK7DQSgPYaJHOXbadaMKBQAfpc96tdUMQkvKok30nNOhQTI0CF7tuIbmyXJN63NcDjDkiocKIrkOB6E85MVWglknhVBOnWCDZwBAlJa79U1AF+031pK3PRTgII5adrmifiAczHU4COWhWSZ627b/9m//FgDKysp27NjBOX/88cdN06yrq3v44YezGuEEWDqlnO4RoQgAsL5uXloug6H5bhTNn9tCodvwD4jQvJllR/idd95pamr6kz/5k7Gxse7u7tdee2358uV/+qd/GovFOjs7sxvi5QRj5NyIDeEcVHW+W0QIocVrlom+trY2s5V7Op32+XzHjh1btWoVAKxaterIkSPZDHBChs9ZsZoOD9KhQWfFaqkb894iQggtWrMculFVdefOnYcPH45EIkVFRel02jAMANB1PRY7O0PuhRde2LNnDwB84hOfKCgomNHxCSGEkGBw8hHb5uXQ2AwAajZG5xVFoV6N8jPGGGNTnVpWKYriZVsA4Nkr6eWpMcZ8Pp+maR60RQjJvEk8aCvTnN/vl1J60FbmvaHrugdtEUIAYBbvkEwXNs/MMtH/5Cc/ue+++26++eZ/+7d/e/XVV30+n2VZAGBZViAQyDwmGo1WVVUBAKWUz3BuTOYNMa1nZWPWDWNsphHOGiFkFi/IrHl5apnclJenJqXknHvTXKaX4/GpeZPoM7w5tRnkkIt5+VJ4ZpaJ3jCMzFdlYWFhKpVqbm5ubW3N/Peuu+7KPGbr1q1bt24FgNHR0XQ6PbOwFEXX9Zk+a9YIIZ61peu6l81RSr1sS0qZl6emaZpt27Zte9AWpdTLN7/f77csy5vkq6oqeNVlZowZhuHZy7jAzTLR33PPPd/61rdefPFFSukjjzxCKf3mN7+5d+/e8vLyxsbG7IaIEEJoLmaZ6CORyFe+8pULf/LlL385G/EghBDKMlxnhBBCeQ4TPUII5TlM9AghlOcw0SOEUJ7DRI8QQnkOEz1CCOU5TPQIIZTnMNEjhFCew0SPEEJ5DhM9QgjlOUz0CCGU5zDRI4RQnsNEjxBCeQ4TPUII5TlM9AghlOcw0SOEUJ7DRI8QQnkOEz1CCOU5TPQIIZTnMNEjhFCew0SPEEJ5DhM9QgjlOUz0CCGU5zDRI4RQnsNEjxBCeQ4TPUII5TlM9AghlOcw0SOEUJ7DRI8QQnkOEz1CCOU5TPQIIZTnMNEjhFCew0SPEEJ5DhM9QgjlOUz0CCGU5zDRI4RQnsNEjxBCeQ4TPUII5TlM9AghlOcw0SOEUJ7DRI8QQnkOEz1CCOU5TPQIIZTnMNEjhFCew0SPEEJ5DhM9QgjlOUz0CCGU5zDRI4RQnlM8aMMwjJk+hVJKCAkEAvMRz+VUVSWEeNMWY4wx5uWpedkWAHj2Snp5aowxwzAyJzjfCCGMMUo96oQRQnw+n5TSg7YyJ6VpmgdtZd6Hs3iHOI4zD+HkmBeJ3jRNzvmMnqIoiqqqyWRynkK6hN/vT6VS3rSl67qu656dWiAQ8LItKaVnr6SXp6Yoimmatm170BalVNf1dDrtQVsAYBhGOp2e6Sd0djLflN5kUsaYlx+0BQ6HbhBCKM950aNHOUQsk/V2A0heVAKGL9fhIIRyAHv0eY1z+NUvWH8v6+/TX3+FeHJ5jhBaaLBHv1gNuLzVNBVCVht6hLEJH0PMNNENqagAQHw+kkrKUNjbMBFCuYc9+kUpIcQ/DA61W85h0/p6/xCfbMqErkvLAilBSrAtoenehokQWhAw0S9KQy4vZEwhoBMSVNj4JGMyUlHlNdvo0CAdGnQ2XAU6JnqEliIculmUoozGuChWQAIkOQ9OMnQDAFBYZN12l4ehIYQWHEz0OTDgOG2mFaW0VpvlApwoY79bFO2wHELgfeGg6tUaJYTQYoSJ3ms9tv1PQyNFUsZcflcktME342XDGY2a1ujJCkOE0GKHY/Re67DsRsMIUlqlqf8+Fst1OAih/IeJ3mt+xkwhAYBLuC0YzHU4CKH8h4nea6sNfXXA12bZx0xrgx+XqiKE5h2O0WcNcV3a26W0H3ObV/DKGpik0qFB6R3RyFUEFLyDihDyBPbos4b299HBM6K4lA0OsP6+qR+MWR4h5BlM9FlDHBtUDQCkqhLXzXU4CCF0Fib6rBHBEI3HiOA0Pi692hADIYSuCMfos0YUlzqMkVRS1gVFQWGuw0EIobMw0WcPIaKwGAqLcx0HQghdBIduEEIozy2ZHr2U9HSvcuSgaFomyquEDyewI4SWiqXSo6exUbWjXZaUktiY+uYruQ4HIYS8s2R69KYpNQMAgBAAAlICzmRHKE+5Uh5OpV0JActu1rH235Lp0ctQmCRiRHBimm7TMszyCOWxPWnzpXiyNW3+39GxdsvOdTi5t2QSfSBob97Ki0p5fSOvqc91OAihefRcbLxIYQpApab1OU6uw8m9JTN0AyDDER6O5DoKhNC8uzMYPO64PoAY51E2yy0f8skSSvQIoSXiqoCPWfavUqnb/b5VBm6VjIkeIZR3ApTeFAzcU101PDyc61gWhKUyRo8QQksW9ujRVHan01/q6ScAf1BSdF80nOtw8lC/4x6xLAnQoKqNOBEQzQ/s0aNJ2UJ8qedMi66tMvR/Hh45kDZzHVG+caT8h8HhLtvpsZ3/MzI2xnmuI0L5CRM9mtSYEAYllBAACFJlwMU0lGUJzgOUUgACEFXoGBe5jgjlJ0z0aFKlinJ7KBgTIiXEIHdW6xNvjrgIcM76upWOdjbQD1LmOpr3hBlLcGFJyQGGXV6ssFxHhPITjtGjqXyquOCX46opxLagv0JbrCPIrK+Hnu4FXWd9PZJSUVya64jOYoT8z/KSQ6bpSvn+cDBIseOF5gUmejSVKKX3L/57sErbUVFcAgAiECSpZK7DuUiE0W0Bf9YOJyU4DqgqFvlAF8IeBMp/7rIVYNsAAKkk+PN2l0di2+zkceOtV7WXf04X2PcZyi3s0aP8J6pqgVLiOLKsnBeV5Dqc+ULPnKZjIzxaKKWgA/2ivinXEaGFAhM9yn+SMV5dl+so5h93gTIAIIQupFvOKPdw6AahPCEKi+nYCDHTdGyEhxb9nRWURdijRyhPyHDE2noDTSakPyDz91YEmgVM9AjlEZ9f+LI3hwflCxy6QQihPIeJHiGE8hwmeoQQynM4Rn9lkrus/zSxLQgEeWl5rsNBCKGZwUR/ZcrpXtbXI3WD9HVLQkXJQqmUghBC04FDN1emHDsqdQMAZCBEkolch4MQQjODif7K+PKVxHYAgKRTEMDpyQihRWaWQzdCiG9/+9sjIyNSyj/8wz9UVfXxxx83TbOuru7hhx/Obog5xyurgRBwHF5StnAq3CKE0DTNMtG/8cYbFRUVn/3sZ3ft2jU0NNTe3r58+fJ77rnnySef7OzsrKvLq7oikinuUqiUghDKU7Mcujl06JBlWX/5l3957Nix6urqY8eOrVq1CgBWrVp15MiRrEaIEEJoTmbZo08kEqFQ6Ktf/epTTz21b9++dDptGAYA6Loei8Uyj3nuuefefvttAPjc5z5XXFw8o+MTQgghoVBoduHNlKIojHm0ixtjjFLq5alRr/YtUhQFADx7Jb08NcaYz+fTdd2DtgghlNLMi+lNc4FAQHpS7jLz9xLCi61xZ51DHMeZj3hya5ZvpmAwuG7dOgBYv359V1eXz+ezLAsALMsKnLtdWV9fn/mLKooy09eOUqqqqmevOCHEs7aklLN4QWaNUuplW1LKvDw1RVE4567retAWIcTLd4imaa7repN8M50Azr3YZX7WOcSb8Dw2y0S/bNmy1tbWdevWnTp1qqWlJRAItLa2Njc3t7a23nXXXZnHbNiwYcOGDQAwOjpqmubMwlIUwzBm+qxZo5R61pau6142xxjzsi0pZV6emq7rtm3bmW2q5lmm2+vZqQUCAcuyvMluqqqCV13mzEWYZy/jAjfLK9+bbrqpt7f3a1/72sDAwMaNG2+88cajR49+7Wtf0zStsbExuyEihNCM2EK8m0q/MDx6xLRwCxaYdY9eVdVHH330wn9++ctfzlJICCE0J++mzT2mXQbkRGycQnil4cXNlYUMF0whhPLNf4/HI4wSgFJVHfDkzsoCh4keIZRv7goFU1IAwKjrFnk1f2khw5cAIZRvtgT8imkphl7nBlqW/LgNYKLPDTOtnDrBThx3V67ilTVASK4DQiivGIRcHwxEo9Fh6cW00YUPh25yoaeLjg6L4hLWdYoND+Y6GoRQnsNEnwPy2FFJGQBI3YB0OtfhIITyHCb6XFi1hqTTUnASj8lwJNfRIITyHI7R5wCpa3RdTizTbVgmItFch4MQynOY6HOBUlFWkesgEEJLBQ7dIIRQnluiPXqaSrC2VnBd2dDkFpXM7Mmca3t3k7EhGS22N14FXlXlRQih2VmiiZ7teYcN9kuqsMP73Q8/CH7/9J+r7npTPbRH6j5yop04tnXtDfMXZ9ZZUmoE5+0jtLQsxURPE+PqqXZRUEQApM+vjA5Cefn0n66MDklfAABkIEBHR+ctzCyzpXwtmfpNImkJ+UhpUTmuC0doyViKY/Su4QeXg5AAQG1ThmY2wVH4/WBbAAC2JfyLZnX1UdM6mraaNG2lrh1KW7kOByHknaWY6KmimHd+UBaX0IEz1tYbeOHMtjl0rrmR19TTsVFeU+9ccyMAQDpFHC+2pJgLS0qNAABQQn6VSOQ6HISQd5bo9buoqLQqKuHaG2fzXJ/Puv0D1u0fAACQUjl1gnZ1EC7cljW8vDLLgWZPg6b+ODZeoarjLr83Es51OAgh7yzRRJ8tdDxG+3pkpEACKEcPipIyOedJOIRzMh6TqiqD2dxAvERRvlxa3Oe4YUarVTWLR0YILXCY6OdGCgnn57AQKcRcZ1s6jv7KL0UwRFzXbWjm1bVzDvE9UcaiOBkUoaUHE/2c8FBYSSWklFRwt2k5zLmnTGOjMhyRhk8CKMeP8ooqnKePEJqjJZno0ylCqdSNuR+JMMW+5X00EXcpPT/SQuLjdDwGuu4WFhM6w9vdlEpxroK2EFiqHiE0d0ss0UvJOk+yrg4ipdu8klfVZOGYlIoLKlCS+Lj+7ts8FCGOBZW1vLZ+Rgfj0UJaXkm7OogQzrrNMNPviUkMuvxA2nwpHv9oQXSDLwvfcAihRWRpJXqSiLOezrP3To8fFSVlUtOy3MR4TITCoChSUZTjrTNN9IRSt76JVFRnjpCtqL4xMLTS0FsM4/lYvEhhNXgzFqGlZInNo5eCkHOnTChMe5sxwvl0m9B1sG0AACndhqaZBggAQIg0jCxmeUdKlZz9S4cZi7nTPheEFi/XhbGxXAexUCytHr0Mht2KKuV0LwjhNjRNa5iec6XrFDvVDpw7W28QV5ryKIpKeDqltLW6DU2iomrWoYrsfQmrhGwPBY+apk5ov+NWatidR3mOtR/z/eQZmxJ/RVXq1g9A8cwWReafpZXogVLe0CyKS+GCe6dXeMbQAB3oF4XFICUd6L9iogdCeE09r6mfdYwpId5Kpn8VT24PBa72+8IsCwl/W8AfpdSU8u5IqBCn8aBzOMC/nhk8Hhu/3q9v9vlyHU7WKHt28oBfYQoZGvTvfC31gQ/nOqIcW2KJHgAImdHufYS7UmEgBFDKOk64jcvmL7SM/Wmz3bJWGNop21YBbgoF5n5MnZBN/vz5GKNs+Vr/wE/HEwYl/98Z5+m6musCefImUXt6ZDAIAMAUYZu5Dif3ltgY/czJUETpOqUcPajs3+PWN3jQoimkQSgAaIRwnF2J5tOPRmPluh4irExRXorHcx1O1tirN5JEnKZTJJ2AZS25Dif3ll6PfoZIKslLK0AKUJT3buTOp1pN/U0yWaooI5xfhd3wBcVxaDIBui58M9jAYCGTknApAcAkUODJ29sbfOVK10kqjmPrPrd0BkXI8xUm+ivhrjR0UFQA8GbopknXdhQVDLh8XuZBCgGODZqOS7Fmipim9uqLEAiCbfGWtTwv0sf/X13xmb7TBODOcPATxQW5DidrlPZjsq4JfD4Zj5N0Ktfh5F4+JHrJXWqaoOlyHqaHi2ghO3qIhMLSst2WNVk//oQqVbVyHs6FxMe1nW9IVeHVdaK2XqpZXkOQ38jIkIgWgKqBP8AO7OW33ZXriLLgpnBgsOGanuHhPLtydJe3KGd6wTBoMjHTtSx5afEness0XvsVGD6wLWfT1SJamN3DS3/A3nYzjY9LTZeRaHYP7jE2NMCLSwghdHSY+PxuZXWuI1pUKCVCSgCQMs+uhoKM8emvFFkM3MoqqmlEYU60UMxww4m8tOgTPRseFNFCUFWQkowMw8wTfVKI18fGnx8avi0U3Brw+S+vOmD4hDFBj4eMDNPxMdB0UVYx9+rE3sjsF0uoIlw317EsMqKohI+OsN5u4jrO5mtyHQ6aCmGKqKym0agYHs51LAvCok/0BObau9qTSp+UsNLQj1uWQcl1gWndZ6PjMfXQPhGOgG2BY/O6xjmG4QERDKudHdLwQTIuVuBUhBlSVd64jFfWEE3Lyfe6AHgnlf5xbPz2YPCqgC+UpTpIaClY9ImeFxZrRw5In4/YNq+bzfRHB0AnxAYwKDWFnOazaCIuA0EgBHRDaW/LSaKnyYSkVE57BogoKXWuvk6m0xAKSW3mu91yvtRrJhMCPt903yLZ1mpabyZSK3X9hG0DwPZsLLBAS8SiT/TSMOztd0IyIXUD9Nls1V2hKLtT6YgUgw7fOu3pjMIwqGlCMEg4503zPhXnsuaF0nmS9nSBFLxxGa+um+7z/AHwzzhBkERce/s1YIw3NLs19Us93edIjPMQO7vA4sVEAhM9mr5Fn+gBQDIGM1nseokWQy8K+LvGE2VhZfrTGUVhMW9oUo4edJtXTKumjZTK6V565CBtWS3n3P0niTjr68mUR1aOH+Ol5TCLHvq0sYF+UVwKhNAzp6kvIMryYWbhwkcScToyLBUmSspBVStV9aV4skpVxwX/rTDu+otmIB8S/dzV63ppYMazDnhlNZ/2xBU6MkRPnZAlpXJkiCgKlC3cbcQvxzpOiOISAJCKQriT63CWBJJOa7vekAWFwLkwTbdxWZ2mfqww0uu4EUpbjHn8Xkf5B+/neIRYVqbTTSiTbUfneDQZCvPKajIeI7FRt3nFvHbnAcBduZrG42BZNDYmsz2BFU2IJOIyEBJSSkVlnR2ZQtkNmnZ9wL/WZyi43g3NBPboPSJCYSUxDuECcNKkZe1UD5WSplOCKVPdciDEbWimpeUzuhk7a7yyWgaDxLLcUETmUY3DhUxqGus8oY4OgwBeVi5xjg2aA0z0HpGhsL3xahobY6EQVNdCMjnxw7irdnbQ3i7ChduyhpdVTHFMEQjOT7CXIURE5n19vCnlW4nUi/HEbeHg1X5fcGmnNhofp5YJiiqCYTo6ClJi1Qo0a0v6s+QxGYny2npRXjnFrBUWG6MD/TIcFQWF7NA+ENPdAysP7E+ZrZa10tBPWPbe1FIvLUssU/gCvLxSBoOgKBQXuC1gra2tlNJgMBgMBgsKCj75yU8ODg4CwEsvvXT33Xdf/vgXXnjhQx/60NTHTCaT999/f7YixES/sMgLJvJnp/82PKjuekPb+boyPJiV482flBR+QgBAJ8SBXM1WXyjcskoSHydmmsbj7spVItubG6PsqqysTCQSiUSiu7ubMZbJ0du2bfvOd74zuwPG4/E9e/ZkKzxM9AuLLCggiThNxMnYqNOyBuY2fEFtm/zf77MzfXSgX/vpf1JzQXeTq1W12+WmkL2OW5q9LXMXq2Awdd/H3XWb7K032luuy3U0aLqCweC3vvWtAwcOHDly5I033tixYwfn/Pd///evueaaxsbGD3/4w7ZtA0Bvb+8tt9yyZs2aL3zhC5lCQ0888cTGjRvXr1//+c9/nnP+6KOP9vT0PPDAA5f/amho6Pbbb9+8efOWLVtefPHF6US15D9OuUaSCTo0AFKK0nLpDwBTrFveRxJxUNUs3GWNjRJDB8oAQOo6HRsR5Qt3WucyXXu4MHLGcYsYa9CxAwsQDDq4acYsuC4VAnI3a0DTtFWrVrW2tobDYQDYtWtXMpncuXOnEGL79u0vvvgiY6ytre3gwYOVlZV33XXXj370o6qqqhdffHHXrl2Konz605/+3ve+98QTT7zzzjs/+tGPXnnllUt+lU6nN23a9Dd/8zdvv/32z372s9tvv/2KIWGizyXiutrbr4miEpBSaW+zt98hGQNKZ7TZ4VQiBdKyRCBEpSSmLcILvfpmrarWzkN9ZrR0KF0ntZd/AYyKlrWQu1LSpmn6zn3TXHvttUVFRU899VRbW1t7e3sikYhEInfccUdtbS0APPDAA6+88kpZWdn+/fu3bNmSeW4oFPrgBz+YefpLL710ya8efvjhO++888SJE+9///sfe+yx6cSDiT6n0ikwfEAIEAKGAWYasjqRRmiavOc+cuSgBGpu3CL8ebIvEkITE0J9+ReitAwA6Kl2caIdiku8jyKVSh0/frylpaW9vR0Afv7znz/yyCNf/OIXH3jggd7eXiklAGjnbrpQSlVV5Zx/+tOf/rM/+zMAiMVilNLkuYl5l/8qFAq1tbU9//zzP/7xj5988sm9e/deMSQco58u1tejv/xz7aXnaWwsawc1fGCaIKWUEiwTdCNrRz6vstq69kbr2utFdW32D47QQiKEIOduaxEBcKaPpCaexzx/xsfHP/e5z11//fX19fWZn7z44ov333//Zz7zmdra2jfffDMzIv/666/H43EA+PGPf3zbbbfdcsst3//+90dHRznnDzzwwA9+8ANFUSzLAoDLf/X1r3/9m9/85oMPPvhP//RP7e3tmYdNDXv000Li48qJNlFcClKq77xl3nInycYsb6mq9pZr2fCgBLCblku8A7mUCUFjowAABUW5DmWxoorirF6vth8DzmF0RJhpbefr9uatWRsLnVxfX18wGCSEBIPBO+644/vf//75X33yk5986KGHXnrpJQC45pprTp48WVRUVFVV9cADD9i2vWXLlo985CMAsGPHjm3btgHA9u3bd+zYQQipr69fvXr14cOHL/nVyMjIgw8+uH79esbYt7/9bX0axRxJ5jpiXqXT6Zk+hVKqaZrp1SwRVVUdZ8oSLkOD5OjBs3Ufh4fkzbfDbKe7McYYY5k77xdxHCK4zHan/r1TS8bBNKGgaI4zeaZuCwCu8EpmtTnP2tJ13XXdedyGSQjS3gb9vQAA5VVs5SrXqyUUPp/PNE0P8gAAUEoBQMz3qXWcIG/9RtY1qsGga9uyqAQam6f/bMdxwnlXM86LLqRpmjP9hCiKoqpqcpLlo1nn9/tTqSl3EGaKPjIihKCc88pq13FgtilG13Vd1y85NTY4oBzcKxnltY2dFdXHHcfP2BpDD8w5KQcCgWQyqbYdUd9+DZjKG5rSW7ZSdV5q4wQCASnlFV7JrDbn2TtEURTTNCf4es4SkkxoHcdFKAIArKNdlFekmEeXd4ZhpNNpb7YS9KgrUFqurN/MxmMqgJVK8kiB8Op9smDhWMH0aJp9w3YyMiwUxS0syu5SdCmEcuBdUVwKAGZv1385IlxcYtl2nIvbslJzXAj1rd9kjk+7O5XSCtG8PAuHRdkjKZXnUq3kfLHsTLlg8bIK9cRx6fOL8go5ZR2RJQIT/XRJ3ZAVVZCtBasXIFKeH05JSlLCqAPgI/Q3yeSNwYA2jfaI60IqKQ3fxANKQsD57awZA4GL6ecH5+A4YMxq8M3n58talNbDAMBXraU+P8x8wBOdJ31++44P+EMhPpa9qROLGSb6BYAxt3klO3USFBZKJzv1QCWAK6Ut5BWzPDHTamcHO3KAR6JEgn3VVhl5b7K8cF0YGQFC7E1XqQf3EaZAOgX1MxivRNOkHtirv/qiJOCuWGPd/v5ZHIFXVouyCgAguJIgW/DC6JwlkOilpCNDJJmQhk8Ul87frci54DV1IlpAXJeFI/e4vM9xqIQPRa9wR4gk4r7/+L4kRBoaG7D48pVsZMg9l+hpPOZ/5ofE8PnNtPn+D1lVtdSy3OLSWd9GRpOybfXVF0VBIQCwk21KW4O7fDYrWjMjNlijEmXdpYl+bJIrnWh0oS+qnAwdGlSPHRaBIDHTruuKae8J5R3OgRAZCmfmPbQw1jK9AgBKbw8EQyAEtdKgUjDNC2dOsGNHoagIdJ9wHHbyuHPtjUuoEqa3mG0TSs+++IzSVCK38SCPHTlyZKbTllavXj1PwUzo0kRfXj7xdqCezXTMOpKIi1AYAKQ/QC0rZ8lOCNbTqRxvpctbSP17e8ay073KkYMA4KxeN9NCNEjCCRYAACAASURBVKTjBBkdJhIId6XBSTwu1lywDlBwQRgFAClpPq2M45wILtUFdF3Cg0HetJx1dUim0LTJm5ezrlNsdFgUFLjV9QvzIjK/JRznlT17qJlkhcV3rpz3ekGcc3cmdaSp52+JSxP94k3ok5GGQQZMaRjgOJLl7CNHhgdZb48oLqVjo7K3G8qrAICk06ztSGY7VrX1kF1QOKN59IxbxDIlIcRxnBVr7JtuvXDJFa9rVI4cgFCYJpL22k1ZP6P3mGk6NgqqCj7ffG+OQYcG1QPvEsac2kZYtWZazxGCnWjTjh126hpF80oxP7WuzNs/oLYekKblNrco/We0Xa8JX5ClkmTLVmf5qvloEU3h1TffXH7iiKlqwUP7XhJw26qlXhvu0kT/zDPPTPi4e++9d/6DuYjsP816uoAQUV45lzqOorScu47SdtRtXpHDcRviOKCpAACUyuPHMokeuEuYmrnkk0whnM/o8o+d7BDhKBGSU0mBX7KwVpRVpO99KJBKmLpv/vaHIqapvfGKCEeI64JjQ+OyeWoIAEBKdd9uUVIKAKy/FyoqwLjyG0Pp6VR3vQnBoNp61LUscdXWeYmNMWf1xsz/0qMHMi+41KJ0eGRemkNT2nxkrwaSO44qeEdPB2Civ+Tf9913X0lJyfXXX3/JxYWXiX6M82cHzrzae+ZeJn6LO9qJNuu22UxjOIsxXlPPa+qzFt/sRKLk2GEIR4hlne+KCn/Arahkg2cAQFTWiJl8nz01MvIPN76fCP5434n7ervsyEQ3UYJhKKuY19UiNB4T4QhoutR0cvyYrG+av7ZAiPeGQSgh01tgSUaGIRiUigKKoh7a78xTor+AVDWwLdB0sF2h4sSPHBgsKS0cGRGMCkcWS7w5ddnQ7SuvvHLvvfeePHmysrLyi1/84n/8x38888wzk3Xz58mTg8P/ezjWoSn/k+g/pyowRjgHIUiOdlNLCvFKPPnHp8+8lUy5s10pLgJB5+ptvKJatKwmdWfH6AmlvL7JXbbSXd7i1jdOf9zj3bT9VP9Io09vkPxL5Y2Dy1e5G6+ZXWCTkpL1dusvv8A6TpDJB/SkohLn3HpRwed3PJoxd9kKGh8n6SSJx2V0WpcpIhwhqSQRnJiWM83RnrlxWtaKimo6eEaWl/NVU24Ej+ZH/fJVVigYTaXS0ejapsWxPPCZZ57ZsGFDZonyoUOHfvd3fzeLB7+0R3/TTTfddNNNnPNXX331X/7lXz7/+c9v3779gQce2Lx5cxZbndoPRmINqspSFiPsLQl31zWS2Ki29x2g1G1cxmsbPN4l+d1Uus2yV+r6rlTaT+l63yzL0YhAEAJBRdcvyoaMiaIZV1LtdEw/hVWxkZBj10nZsfma1XOeMiyFoIlxoqjCHwAAOjzIOk+K4hI6OkxAug0Tz74X0QJeXa+0t4IQ8qbb5hjDFfHqOhkpANeRkaiiamBfeTG9qGt0TFM5eVzq1G3xJO36/fbWG+ytN3jRFppIuKq6dHRQW7m6aHjIqazyoI6PYqZDvd0X/SgzmMkYaBdVHLHCEXOSxbo9PT1PPfXU5z73ueyHN+FPGWO33HLLLbfcsnv37i984QtPPPHEjO4pz9H7IoF9adsXDMXNdLkvyKuqtdd+nRmZpT3dMlIgpteVmyPiOrS7Uzl5/JfVTcsLiwBYhLExlye5kIQGczeTYn/adIQsiY2tH+wb1owNCl01OACh0JwOyrn+618Qnx8EdxuW8epaYlmg+wAAGGMn2zOJfpyLfem0C1CpKCsNHQCAEF5bz6trgVIlEIBJrniIaUpVzcICFkLEDCsRSsacVWudFS1wpeoxbKAfEnEghJdX5XB/osWFcE6HBqTrysKiCe+l0bFRdffbAOCu3wRe3SQjoaAwdIiNyqJiaXjxp1Tj4xXvvDGdR442r5ws0X/2s5/9zne+89GPfjTzz5GRkd/5nd8hhITD4aefflqbwwqYidPVO++889hjj61YseKxxx77+Mc/3tfXN+sGZuHjBVFTiiSQOwoLH2xqlIp6vgtMFQbco68c2tfLRoZEcelHErGR2BgH6LXtA5Z598nOe052/J+R3Cyt7rDt52NxS8gHNKrrvnU+/faCqNFxfI6HpeMxCARFMCTCUaXtKOGuCIYgEQMhiJl2l63IPGxXKt1m2T2288zYeM+FvekpRmy4q5w4ru18XX/ll3RsdKogXFf75U/9//4D7fnnIOuzv66U5en4GDt2mMbH6diIcrony63nL9bVwU6dVPp7tTd/A9alfzXCufruTlFcIkpK2ZED4FV1eHXXm9r+/aK7U9v5mnr4oDeNzl0gEPjqV7/6R3/0R5l/fuMb3/jkJz/5k5/8ZN26dRfWPZ6FS9/9X/rSl5577rmGhob77rvv9ddfLynJwf4sm/3+N1c0c7+fJRKZaeCipIT1dEndAM492w+PcFcqKgBcpVAfiCFNXWXof9J7psXQAeDfx8avDfpXeL7KdNTlBaoCAJGCwuLTPTeWFjHLdJetnOtxCbmgMy4lEIhE3Q1XkbExMAxeXAoAXMpfxxMrDB0AChkbEaIaAKRUTveyowdBAtxyBwQvvbBgw0N0aEBEC0BK9d23rVsn3d3N9+tfsmNHpK6rgz3kZdf6wET3/x2Hmmnp82e9dj9JpyHT9aOMnTrh1jeBlNre3XSwX0aicPOVt+VcihyHdZ4UmQL6wSBNxMXF84OlbUlFOTvWqunEtqU/G3X6rkQ5cogHAgpj0hegZ7ph7XoPGs2Ke++997vf/e4bb7wBAG1tbZ/+9KcBYNOmTZly9rN26afl8ccfLy8v7+/vf/LJJ5988snzPz906NBcmpkpjdKwpmUmprH+PhKPi0ghTY47azeBV5VApOFT2o/JYIi47pqqGh4MnLQclZ29PaBKkZiysqvkLhEy69GWq+qZ8XidqvYEw5Vr1oNwXd3gpRMvc5s+EY6IimrafYoKbreszYyxiEgBXDAvkxFySzh4wrJ1Qga5W8IYANDxGOtoz2zJQl77lbzrnssOzWWmv3+lOytidIhmlkGpBktOsGkOGR/Tdr8NuiHTafe6GyGQzZQhAkE1mXBVjboOb2gGSrV9u5V334JAkPZ1AwiybTtJJaXP7/EtogVNUeT5QV3LumQwGgDA8ImaOjo8CISSZFJkdafMKbj1jWpfNzAf2JYIeFJcXlHsi8+OCJEZfpCqemFhC/dK+4T84z/+480333zHHXc0Nzfv37+/rq5u79695/ermmV0l/x7OtsPeoyYpgwEAYAHAsT0qqSfbSmH9knGYHhILluZ6dLWquzWUPCNRJICuS4QXK3rICUZjxEpRCgCjIGUdDwmbYu4jnr0EFDmNjTN+u4xSSXJ2Cjourhgt5BKVXm4sOCUZQcZXVNU4GYr6VDq1jeS8gpJGUz+Rtzq9xmE2FJeH/RXqAoAgGWeXaRKCFAGl0155NEidmg/+IPEsZ3VE3es4pyfcfmycIFyph90HRxH+Ce4VKLDQ6KwGAgBf4AM9ENJ6WzPdgIyGLI3bCGjw0I3eGbT0f5e8AcBQOgGeXc3c7hGKa+q4XWNWEb4LEKcq6/Tdr0FmaXdoctSKiG8tl74/ERKsXaD4lUvzdm8lcVGKFVltNDZsMWDFtMFRe2/dd+lP5Vyws/+1Df4li9f/olPfKK3t/fRRx/91Kc+9fTTT4dCoaeffnou4V26w5QQ4oUXXqisrFy7du1f//Vf79q1a/PmzY899ph/DvtKZ3Y7nNFTFEUJh8MjIyOQGQQcPCMVlVimW10rKmtmHclkLt94hA70K6dOZNap0uFBa/udmT+YKcRbyTQHca3fH2CMdXYo3ackYySZsLbdpPafJn09wKjSesRZuwEUlSbizpoN4oJJ7pmNR8bHx8//RHKXplKgavKCCrc0lVTffk2EI8RxRHWtO9t1APO+O0c6pb/5GxmNguuotQ2yafnlG48Q14HxcdB1OVGHbojzx88MlShKyrb+aN/OYCpONJ95592X3w5VTp0gY6NACAghCgqN1evm9dT0Xa+z/XvA5wfbVpjiXHWN67oknXablousfsdcglKq6/os9mWbnaKiorGxsbzaeAQAABTBw5o2atmz+FYuLi6e0eMPHjw40xII69d7Opp0aY/+j//4j5977jnGWFNTUzwe/9jHPvbss89+6lOf+uEPf+hlWBcSldUgpHLimLushZdVeHTZTOl7nVPx3nehQen2UAAAkpwf6uqse3dXNBJSFZWkUsarL9OBM7ymVkQKwDBIKi3DqmRMTv0OsG3jNy+Bzw+O46xeJ0rKzv48NibDUVBVqWq07ShU103YNSC2TQf6QQhRXOLN6OelfH7n2hvI2IhUVKW2bsKHSEWFwkn3QW237AZd0wkpUvx/tum6/1VZNtkjeWGxeqKNGD5Ip/mKea8rYG242pe22IG9zsqVRJ7rhBEcuFkcpKqRSFQOD+c6kAXh0kT/ne98p62tjXNeXl4+PDxcUFDw0Y9+tLk5lxXMpaLy+kZe3wgeVnCVobDUNKW3W6qqvXnrJUnWlvKvOrsbh84YtqV2DBb4fHR8nNc1Sk2lQ4MyEBKRAmKlIK2QRBwmXLN6Dh0ZAlUFywSmaPt2m7d/4OwvVA0cG1RVSknlJAPcUqq/eQmihZJSdvyofcMtEwySzj/hD2R20yVMmbiGnxBKVycdH3MLi0R17SW/VABcKXVChJS3hqcaw5XhiH3jbcRMg98vPdhpT9PSN90KN90KAEZi3Nm3mxL6FuePjCToWGpHUfShQq9KunLOTvcSxwbdcMsr53dVWjqtDAyYZWXK7HZQWTD+aXD06OmBmw31g3m3AewsXPppsSyrqKgIAEKhUEFBAQAEg0HPduZcIKQQrKeLWJaIRGQqJS7L1AOOWyRFQNX6S0oL47FwPE6CQZoc5zX1rKOdjQ3bK1aLgkIiuIwWTJ2SaDLB+vtEMAQuJxfMHBVFxTxVw463UgDn2omX3hDLIpouMuOevgBNJsU0Ev0Y566EIoV59q2pHjus7tsDhqEcGDe33SIaLiqTsMrQR1z+diqdFuKOKRM9AICqypzsy1FV4xq+VCLx6GBstaERgB+Oxlb5fBt9XnyzstO97HSP1HRi9lNCREUVMdMkmQB/YEZlM65IObxf/8V/A2MG5+aDv+NWZH+Y1Bu/33P6v8diGqX/JuTpCuczRZNeUC4Rk+agC69Qvdkhft5JSUwTVPWKM/OomdaOHYVkjACRoTBJJuTFi3QClCaZArY1HIy2FxQVhSOEUdbXIyXY196Yqq57x+GmlAXc2dx1Sj95nLesdSuqJuyVS00FzsFME84vGsImhNc28NqGqU5I08C2Mzd8iG3JK3XBWCJ2qrXt17qvu6T02mDgpoCfZWMcgto26e+Tug6NE1/50bGYCIcAAJRCZeC0fXGi91N6WyiwNeD3U6LMKh5byndT6ZSQIUY3+gx1ngZX/IFxyrShWOboAcoGHRs8SfTEcaSmA4A0fMRMk/GYtvst6Q+SdMpZv0kUzmxAeQra4UPgDwIlwuHK7rfc31qsib4tmQgJAUKqkvxkbHy+E72u62wmdwJyX6Y4lUqtXLkSAOLxeOZ/Mj/0OKysI5yzUydpbxdxHWf95itUHRCCDJ0RRcUSgA4OEte95IuuQGG/XVb6QyHStnM3IWdGzoSlDNx8uwxHRSj8Tto8YJoBSpNdHdVWqqq4lHaeJKoqSyYYfZahiFNTB7oBAJc+wDbVgweobQqf31mzAS7/fqLUvmYbGxpgJ447G666Qo3P/n7jP/61VFF/lzv71171wsq1zZpWq821d0zNlPFv/wKBgHQc2LwFNk1QMkxSQlwOCqOuwyf6NqKEhOdwgbE3be5JmSFGx9KcAWz2z9dKyEJK3xcJ7U6mFUIGXGf9vDV0CanrNJ2SPj9JJmV5JR0ZykzEkj4fjcWymOjPIwoF14vbs/PFFgKAgnSJDM//feaZ3soW06vHl0WX5o49e/Z4HIE3yMgQHeqXkagEUPfutm6bdNkOAABjvKycjo2CBF5aPuFYwRqf8VcNdX98eqCrpLi3cdkp0/ycsItjo0RVfzaeWKnrALCmtytZUgIAUtOpZU34XhDRQrJ8FUklJaWiourCX+mH97OuDqFpSjIlmeKu3XDRGVkmuK4MhtxQeLJCNBcyjh2SgVCSgEuMjQfe+UXLuqxcppHuTghFhM8AAPLOTrnuqssf465eqwrOjh12V67mLdkvK5YUIsQoAEQVFpvnj9BnigqaNC3J+fWh0rJJLg1JOkWkFLOdcc+lNC8+C7e8UhJCLVNUVImSMtbTSYSUFKQU2b1t5dZUa72nQFHBcd1J5sIuCp/jiT8EPejYtRL+nM77gITruots45ENGzZM+LhFT0gg566trvTZkIaPL18t+3sAiCitEIFg5hlcSnrBkFZaSoOQzOhHYfepUU0tI6Acb71ny/Vvm3ZUYe/W1N8+PiY1lSbisnnFZM3xzJbQiXGSSkmmvFcQxnSEpgGADPhpMn7hU1h/n9J6GBTGK2vcusbp1JDhCqPAo0yNcXGsomaDz6hSs3A/UxImxbm3uJAT3icUwbB17Y1w7Y1zb25CYUKHXV6ksAGXb5htybnLEc6l616yqiBI6YciU5UVUno62cl2IITX1Ll1M6hImtFu2U+PjumMbfcZ1wcClAAAEEpFRdX53C9KK5RjR4iqgetkd1cT+9qb7Mpq7XS/WLbMLZrHKaTz7cGujv/R0xUz/BHg9tYbF/O1SXYsgc3BAQBAFhaSg3sgECSO465ed4VHE+LWNdDCIpBChKOEUgB4O5n671hCgPxUcUGTpgGAn1JTSEtK1XUGFa1UIRIA/P6rgKtBf0yI8mXLC2Kj0rbc+qbL7+heiHWfUjo7JKUklbS335G5fyv9PtqTkoYPkgl5QZEDKYRy5EBm9IkO9NNowXQu3sX6TXJkONjTHXQddct1DcGzSWSORG29O3BaPXkcBIdb78zJtnkb/YZCYFSIjT5j9cznipDEOB0aJKrKS8rluZoWdKBfPbSfMOrUN019p+SiQ1mWcqKNRwsBgPV0iaKSCdYQTU5I+N7w6CqfoSjKzpRZo2kNE42tSV23br2L2LZU1ey/4HVNdt18birgCRkKMU0rUihPWyydxES/ZBK9qlnb76CJOKiamM58c0ovTM09tvPrRGqFoQHAd4dGvlZRphBCAL5SUXIgZbqq8oHkaIFWCAAkbSq6selcxQ/p803wJrNt5c3XWXyM19W5K9cC50r7MVFYTFJJyl3W0e40LieU2qvXK4pC4+NyRYvT/F6iJwBw4cXo9G6V82Ak/f4Ps8FBGYkEs1iaUdOcrTfw1etA9/mKiqYZTHYxQjbMerjcTGu73hSFxeC61DR54zIgRHJXPbgvs8Wj0tMlo4UQnd5MygsrBpFLVyNekSvl+TvJGoA1xTAUIfJKK+mvQEpwXc8KinjMVdS4buiphO0PBPJiKskcLZVEDwDAlFnvqGdKaZz7BOqE2lJm5oeEKN0W9AMA2XS1HB4EAKe24Yr7vsqf/ad++AChqnL8MAjprlwjhSCppNLTJSlj3V3S5+dVtaAoE4+TUuquWqu0HQXGpJkW0cLpngZjfJLN3ycIEmDQdRkhRVccF6J0/rYqnLjB8RiJj5OCAjD8c+zS0mRC+gNACKiq0tMpauulqlH5Xj1OSRmI6fYIpaa7jcvYqROEUl5VI2fSnQcAjZLbQ4GdadNPyGnXrZ23knk0lVTffBWYwusa5lrgehrGuXClKMx2Hbop9KRSpbFR1bG5bXeCmLgo8FKSX4leCDIyTF1bhKPZXSZapalnXFelxBbiplDAf1lykeGIO1GddJJO0YF+EFIUl7z3sT98CHS/JCBcppxsd1etc9dt0t96VUopCgpEQaHSeoRXXbqw6EK8okpEC8F1ZCA4l0zXZTtDnJcorObinp2Q8tVE6q1USki4ORi4PpjNydpzRGJj6t53ZCgiT/ey8kp+2QqsGZE+PzFN6fODEOA4mXqlUlHcxmXni1vImRRM5bX1srhECiEvK+Q5HdsC/lpdl6paFgn55m0RLj1zWhSVAKVkZFj09cD0+woz904q/fx4nAG5Pui/NRqhnqwsVnu6XUrjhp+4DhvyYtteDpC8pJwMQIoLg9FLkqwGZMKP07333nv//ffff//9APD1r39dCPGVr3wlW+HlVaJnPV20pws0VYkdsK+9MYu53kfIn5aXdFi2TumEw6YT41x789VMHS7l5HHrhu1nV65GImCmASjjruvzA4AoKbM3X6e0HZahCLEtUVRER4ZEtHCKJC59PoBZjVdwTqSUinLUtP5rLFakqEOue180nKk/nDHA+dupdLWqAsCvEok1Pj26YMp40fGYjEQkZUT3K8eOzDXR+wPO2g10fBxA2stbzt875bX1IlrwXrm6mZjW2OAkKCENujb/tW7I2bcWYzC96SKulB22YwnRoGuBafctkkL8NBZv0jUA2JlKrQoEquY8o3c6Sl0nbvgYY65j+RUv7hsddPnvTVRy9XL3asqfBCa46H/iiSfuvPPOu+++e2Rk5Nlnn3399dezGF5eJXrl+FFRXAoAIlJAY2M8q536AKVrZjijg9iWUFUQAhiTPj9Np8+uXN1+O/z6l2R0FAoKrauvAwAQglhpkk6zzlOgak5jE2s9QiqrM4UfsogOnlEP7AVK3aZlpwtKajQNAGo0tddxL0z0uWSarPUwpdRZ3gIT3lnVdbAs8PlBCN60bO4NiqKSCdZVEJKZjLtAsJPHfT97ToAU6zaZc96yUYZCtOskGD6STJCrt8I0pqS+lkztTZkaId8fiX21otQ/vVv5Qr5XqZFI4tnscX7NVv/e3UOElFIGzSsXzt9xCjU1NQ8//PA3vvGNtra2b3zjG5qmjY2N/d7v/R7nvLCw8Lvf/e7OnTv//M//HADuu+++HTt2zOjgeZXoQYKUkhBCbFt6viXIBOFYpnriOAQDvKAYKDm/pRlZszFVUEIsU4TC3VRJmFadlYr29/GqGhmJ0u5TRDckY0rHcV5TN8vt9zhXTrQS1+Vr1p2fT0o4Vw/syXwXsq5Tui9gUVUnxBLSuPhzW8rYVr8vM3RzayjoXXfetn0vP097eoCC0tmRvvNuuOzv6BaXgplWjh+DVWt4wYJY2n7Ktl9PpKtUJVPwLvs49/3sWVFQCABK6yGlospd3jKn4xWXiquuJamUDIWC4SiMXWG7NFPKV+LJTMe8XFN6HWeZPlEdadtm+95RjxxwV6+zV28Evz/E6C2hwGvJFAPY7D9X2nr+scaV+unTjV2n7OYV1tyu+bz0pS99aevWrZs3b77hhhsA4Fvf+tZHPvKRj33sY1//+tf/67/+69133/34xz/+4IMPPvvsszM9cl4lenvr9erbrxFK3aYVwtsUQFyXDg+ClLyw6HxlMWVk2F29nsTHieu49csvnCYhQ2EZCr+dTL2aGDUIPZNKfhVICEBSRriQACCl5HzW4+/Giz9TOjskIeRXv4Qdnz87GVzw93bUY2yTwixVezmeuDUU3HDxPBxKyM2hwGqfzoAUKfOc5aVk/X3ETEumEMdi3adEMAwApLuL9fdePrWRUJopDqEEAnIBVGE6aFn3nuyOUGoK8VBB+LHyeZh+7rqSnX0nCMYgNuWOjNMjA8EJq0ZPSAWwzw1AW1IYk4yzsyMHWE+nKClTerslYc5VWwHghmBguaG7QlZo6uxKXMyCcuwgcW3a2ExHhpRjhxfL4i9VVbdv337bbWev2I4dO/bWW2/99Kc/jcfj0Wj0kUceeeyxx/7u7/7u4YcfnumR8yrRy2DIvu39OWhYCNp5kg0PAiHs0D5n+52ZEtiZrZekXkK4C5eNI0mA/x6Pr9B1AFD9gfayys19XSCEs3INHRuRQrhbrpt6uQ1xHZJMCk2Di4sfsNio2tHGQ1EAIJQoJ9rcVWsBQKqaW9dA+3oJIySZCPiDt5/uufNEm2haLmrqJVyU0AlA6cynSZBUip08Ts00D0cvL1Q5ITo0yDraZSBIHYdzRzouCA6UEeJOWC9hLsaEaE9bNbo62aLWWfjZ6HgpUwIMAOg/D8eykuilbQN33/tW1nXesIz2dFFVBct066Y7rz9bGCE7igu+MzRGQf5WNFw92Th7OgWqDgBC1ajz3tB/Fl/tS5qjrismmo+gHD4kS8sAgBs6SSbmpfWLLWf0B8GL3q5cQkJwgxD94vAKpv1t19TUdN99933wgx98+eWXw+Hw888//xd/8RfV1dUbN2589NFHZ1RdZ3Enejo+BqmUDAZlMJeVSIllKn3dmc1sid8P50oTu2s2sGNHQNNJMm6vXHvKsikhzZomuUsScWIYXIAEIAAWgFJVY5eXS0rB55dCkCv25dMp7Y1XhT+gWqazZsNFW2FoquDnhiW5lOp7bwhe3yQLi8F1ZbSA9nXToQEoLqWDA6CoV7irmUopHcdBSNHQLIKT9gTJr3+huC4Zj6nptL31enfy9cDnUTMlfT4AkGbat2830XQ5eAYUzbrqGijN5ry447a9o7Mvwmici7+qKL0uS1OJfJRwKQGIBJBzX20vJes6RTvadcdxV6/LrJoGAPOW9+n73nFN0122IrsvyzQ1atr/qiwVUk5VCK+4hHS0QyBM0gm7fn5XXdHTvWrbUVAUSKes7Xdcsvm7s3Ezbz2S9AeN2Dhfs2leI8nwE9IyQb2mOd0H/vznP79jx47vfe97Qoh//dd/tW37oYceqqio+O3f/u0ZZXlY1ImeDZ5RWg9Jn58kE866zZkRTO8Iwbo7lfZW3tDMi0rg3KY5xHbODyuLcIQWFdOOE3bLmpcd90AiJQG2mebt+3ZqlIJlP7Ju0z+YlkbJzYFAs65JcnZs58pZHoCNDMvCQmCKCATUA+9euOk29wXdq69Vdr0FjMgVa/my91bJE9sisVEQAjStGEIZ2gAAIABJREFU33alalSBAE0jjj1VY66r7tnJzvQBIWT3W9ZDnxQT3gJxbCk4jY9Lw5CMKW1HeX1jZsLihMjwEIvHIJ0i8XEZKVD6+3hJmQwGgVfywmJn2/Yrvggz8lIs2WxoGoBQ5NvpdLYS/ceLilst57VE0gX5N1Vz3byXJOOs8wQUFQvHUY4c4IXFZ9c06bp1zfVZCHcusQFMXe7UaVrBqcJGh2W00J2klGl2CKEePZi5hU6YQkdHMneezttf3ZA6fXrF0MBr5dVNFdXV8xhKlv393//9+f8vLCz8z//8z/P/3LZtW2bT8FlYBIlecpcAufyeJEkkMp1oGS0kY6NwQaJPS3nItEwuGnW1SlWF62on22k66ZZXirIKIWVSSoOQudSzZSNDrK9bFJeS2BgFsNdfpe7dRYC46zaeryLJ+vvAcURN3dDQ4B6iVUSjANDZ3ZmMFipSQgiqE+N/3dBsX7AaawYvCyEgRGa45fKiZtbV17trN4DtGJXVcH4gW0rttV/JwmJJ6ff6z3w/Ukylci8RfxAfcSun+iyw8XGls0NGowBAfA4dGhATPl7VZFUdjO6LE6o5jhYITlFXiMTG1MP7ZSRKHBsiBSIcEdECmYxTAEEZmYeLfUpBZvbwzOpIcSGDb9VUnLTtMsbCc75rTYSU9OxBJKUgOMDiWbxKqWhaJiALU6GugJALFodLednbbE9Hx1ZCR8sqK117pK+nunHRF3WYo4We6NnpXuXIAQDirl7Lyy8q7igJIZwDY8RxQFGUvh529KCU0tly3RtUOW45BiEvxhNfKCmq3L+bnTgOqqbs3z32vg+96gu+lUymhfiDkqLqWS8Bt62zE3soVTpOWLe+7/LbA+xke2YZvaqq7rlCpq4ERgDk2dIFFGAWWR4ARHEpOXIANJ04Nm+Y4H3MfcFL5tkTx+7WjVGmukB/6NObNQ009VnbuXHZquXFpSAEkXLCDTa5YRDXOfvJchzXN+ncEtmy+leJ5Mum7RSW31dRvmbyfE2S8cxCB6lqdGiAr98Mkaj+42fA0KltmVsmKHc8R3eGgz8YHgszkvx/7L1nlF7JeR74vlV105dj54gOyDPAABhMDpjIKFEjmbKoYIla2pbFXVlndc4GrXa1WsvSsS1RtlY6knVsKpC2xBEpJnE45OSIAWaQgQbQ6EYndPpyvKGq3v3xNTANoBEHwx2G5wdON/q799ZX9963qt563udR9MuZW1nKywHWu03jrdcAMdiwRXffvIy7CofNRh0MgX6g+tbBtaqsf0iBKLduE8ePAOeqq5cuW83/2JnjseUFU2uXG+faOgB+FOg/yGg2+anjrUWZGDuuk+nV6gKqowuV4lNn1OAwhcLixBGVziIi7H/j5Y13DNsWALQJsahk75EDLS9WFoufWlw41dEzYJpEMOb61xPo2eI5Y2FBhUNyYPiCKLyOJcTYcYrHwfevxHWTGzaxqUk0rWy1/Fjfum/4PhD8zMCg886bPufge0H/WjR5IqC1ZSAvgml6e55EzwXTuk7740OBekY4EWQngSmlgXPgnCF3Y3HMLZmHDwBDObRe9b7rT1tTKsI5hEL+A48aLz6LAN69D0LyilFyhomXewf7SROy/67otwjMK41ioTBzG9qIo5Jq3QgAqFTG/dQvQTEPyfTaqaH3hgHD+NZQ/6Tn99hm4tZqgREZ+15vPWPG5Lgfjd5QMe1qIBfenicctyn9QK9Va/0BR0GppUBmhMi8z2Qt1dahE0mUck056I7FefRcADLJs48f8u7Y9b425oOPD3SgR62Qi9ZEkrgAKWF1TY9ty6GRYHAIGcPlRazXjLlpBBDxpE9aEXCEklIJxoEAtAbGwA98xzEYAwBEeL5ae/Qy4jN6LhYLwIVOpYFztnDOfvYbEItxP8ByOdixu/UxikT93feycolMS1/B+Vp19ZLtoOfp2OY7I9GtWiNi3LbxyY/6Cwtg2S3CZV6pGT8IMxwyLZ5bNA+9Awzlhi3qqukUAADGsNlgi4syk4Urb5Ceb406dPL4T+YX+JybGt3EY8lxpZnrPVKv3J6btXLLqrsHAMT0pE4kKRavKPWb80vfqdY10J/3dT04OCQH/+U1LgEQkDYYErcAQFAQkDZx7ZCqE6lgZCNrNDRDfX6tpk0T2t/HncYwZ1tC78McWcoLqUUSBvjB9RzEF+b40cMAJHfctXqHCbmgVEa/v5Wx7wumg+AvcoU0F0Wlfy4VH1qLa38LQaZFl3hnag1agxAU+C+m2+as0NZq6bZi/roqVt8DOOc3ujv6PcYHOtBrJ6S6etjSAhDorp41HZRa+5ZIxJYWKR4npaHZ+I327KGm991q7VOpRJch/I//pPm1p4FhsOWOgf7BLy3n24VR1fqfJi+dMWHgm6+8QPE4KK1rHXJwmC+c09EEGAIM0zhy8EKgBwAKR9RaTOSiVHNBEOVssFRg9RpZVqvlzoVZpCZWKUOaK7ByUv3hUq7HNHKS4rr4ycP72js6DUQ+flLHE1dnOotTY+beV8EwjWbd/7GfUlcVK+a5pQdr1cVUhhMltPrp9rRzcD+ePrWzVmaGwXxPZzJk2cQ4KkUAf1ksv9Vo9ptCAfz3QuXB8HWVAvVa1nKpLPJLAeAjgwNXr5XX7Z3fa6Od9wmGofqH2NI8MY61KlzHTBzrNX7yBGXbAMB4Z6/30OMXhgpJdGsdiMxnvmYePwwA7qMfkbdtv4VnvgRnXH+daTLEhOBTQfB+B/pLYIwdNfa+SkTBjru/0D34V10DycD/04HRfz95bOv7fOlNm26lK8D7gQ90oEfGgv5BnkgCgU4kr5bNYEwODqHWxBj6XgZxTzS85/xsXaaz8hdXZqMpgP+9o20hkDHOLueJY7VCkUhrmsCnJlRvv3ZCwnfJjIAmtf7a5Yg5qf5wOddlGPVa7fHF2V22xTwPlFa9/a0P8MIyff7PLOSgpP/ER6Z7h3pNkwF9qVRMqmDYD0LVxqOxMApxuYXhJTDfeLGV12Ihm52dvCTQ8/k5cewwGgZu30WxOEjZEXIO1ZsCccf8XCqRjJ8+juUiCAHNOkXjbGFet7Vjo0axGAAUpWxNljjAC7XrZSKbtervz05MxeJC8P6jB/zM4zdZ2fsewKoVfmYMpKa2NtXdf515rfcI2TfAI1GQQbB1G5gmzy+xhbkg3QYXbyxdAAbvsrNIGBAErY467fn/tVCyhXjQse4P36xnABHmllizoUMRvnjOOnlMR6IAYH33m3LT1jU8KW8RBIIEMFsWPe/TNa4AVqtZ+16XmTYAsA7t/+P12zcVcggw1FBvDG14vwP9Bx8f6EAPAMjFdblqxOLouRSNgVJy3cjV3+0IY8Pn5xpieREaNRhYtyLzLsS7u45SEeNqaFRWy8axQ8HIRrn+2uP2Wd/vM0yHYVz6TzvRXeSTZYlTJ1RvP7gun5vRZ8YmMh02QpfvGeOnnN6hJumiVBHGAmZNt3dFc8s1A+ON+jXlD9XoJizkAEArjfyiNwsrZTF+UmfbwLTMt17zHvkQJZLRk8d+IhrTnke3b+elorZMQS3JdCLTVEPDqr2bkqlW7z0ajX6xUEkDNAl+5rKlzxUxO2PPz47ml3QyvZJtuxVxFpsNtnCOnzmt1m/CICDfVV19sOYiw22aLz7L/IAMQfklYlz19L/3BlwbnKvzpQzm6ZPGs18j0zYDz3voiVa12iXQ4Qg26iQE06S6e7UQDEAD/JfzxiP7Gm7fFYxHrgm2OC8mTpPjiJkpbNT0ef1ERIRyGd43p+zbHPublZrDsKnox+O3rLTlvxQKv7+Y2xOJfiQW/Wj8Cmtcr6nYu9mzTZb9YrpdADQYG0p/TzW0P5j4oAf664Vpefft4eWi5uLyLfgrwTh2SBzYh6bFXnqOfeKTOhqnWEKtG11h7+y8GxgDxoKddwc7717zDHx60jx6BECprl5/204AcBhzSTvAlWFCUEHtgSY5sp6Xi85f/bm0nf+Q7fpW36jk/JeW5/+Z8jIzU8ONxisEBTtydzh0rKOnadhPdXf66dQ1p6JB/4A5dqzB2VLvYGxwZHViCwOfTKMo5ZGmu1itB8v5p9oycPeDUCmhkhSOaMtCP9DJLBZyZBrBxs3BxttWr5nuCTtfGOx+uVrvNc1PJK7w0mqNvkeGuRLNlcLJ08QYGQbLLwcbNsONm2PwQoGNnwQAOTxC58d487WXdDpD2TbzjVcwcMly2Gsv0899GsxLz8/qNTBMzRgAsErZOHHsexToV7dh/ISKJRkCOQ47Ow5rBXowDP++PVjI4dyM+fJz5qsvBtt31LfuEOen8MbVjUeu3oBms5X005EoCzkYHCaOQBB09bx/UR4A4pz/bmdbk8hBdkv8ywDgsOf9h8XCoGlOuO7/XKndFx1acyNdx5O6f5jNTwMCNBuzkWiu2SBCQJq7ciXHDw9+UAI9AFiWaruxchVj/xs600YAzLbZ1KTesg0AZFeP7Oy+Lqq1Us5Xv6TjCWDMmDyjsm2qu2/UMpek/Xy1Vkf+K0tzKD3USo5u4McOQzjyZjLz3Wz3ukoJGPuLRPrD9cI75851muKXatV6Z/9RlyOy/3VkyI5G10zasEadLZzjk+Ny/SbV3ae7+j732MdP5pbnIvEdrv+rYRW+sCUYiWKtdlhYBV8udvV+a2Gxc+rMwyanRIpNTQrOVWe3+/jH+NI8mFYwMAShNfY/djjOjqt4UXme9cpzZJroB/7ueykaAyLgXI5uwHoNXP8mWIbMd62v/i2lshrIOXbQPV+ZRQjAmNaSFZZ0KgtSkpLsH7+KDz9OF3s0ttJu6HnatMj3g42bb7QN7x1kGFxr4Ax8n9eqfGpSd3ZfrrJHloXprHj2G7q9AwCMo4ftju7Ho7E36s0wwLyUfTet6GsICHwwTPA92dnjf+KnzOOHmBVSd93T+vuyUp9bLJRJdnHxb29p6GeI4fdSpkDEinlw3ZYYFACMN7yQ77JSHQDMcHTSdbev9ayCEN7ue8RkO5GmwXWlqYU0kaV1lfMz17c3/oONH6BAfxPQAATYqLFyUbiu6htEIcg0r1LMeREqFWK8NQsmQxhjR9H3WTrzcCwR4fwfZ2ef7uydRXgYFC8VAUADtjRcAFHHE2jabHHKaIsy0lbg/ZPcwv85PJzq6hNrFFKvwHj9ZZ3O6EybGD+Frlv2/Lvf2XefZbzVM/wdgEOh0IVqT7Ls4J6H/vbI4f5M9LivrGZ9zq2LyXPgNnijTkC4vOQ//Hiwbee1v6VSAUCKX9osnlukRIoMg4h4bklGYyAEbNyCJ44SF4TeDVhfXUC+QLZNgiEA2DYr5nV7JwCo4fV8YZ4bJkkFSmIQIGeQzvL8srwk0Edj/rZd1luvQTobbNyiOi9iLp31g0UpE4yNWNblU07rxW/zI4cYQPOjT61ZmnAl1JX++3JlOVB9lvGJWAy2bAudOMY4B9cLhkZZbgm0UpcVtQEANJvvZswFR8+7rz08YJnaMNviyrlZDqjq6GZKifGTcniD7uwmzr3Bi4qY/t187o1GPczZXtlon5r+zK1Ls4DWzG3om3X+Ms6cFLOzKhLBWjW4404di+9aPFfTKgagAL0g2OB5a05KAAAMQ46uOG4OujWjUmUEYS42fA+drT6w4C2B4/cVruveqHkmY+yWeC/4RBWlTcQ1fW10NmMeepvVqtTR7ff22i89B54rJscpkSLHQd9HKVvvIdYqrFJuGc69e7xp4tI8q1QBgFXKQd8AAoqJ025H95+VqqPSj3veGca7gZKWRf1D5v43OvzmLBdH2rvylvMU6HvKhXFuZBv1tqWFOcPcViqwSPQqqXk+OQ7hCMstiemzvJBzxk9MC9NkPOHVz5nO7e1tXauaR4Yxbjl/H9AJpaYNq0OqR5UrZmd0PAGWjfmc7uy5EjH0At5pup/Plw40XQnQZxiru5GViqzZBIaACJatkynTNCme8OJJyrbL9ZtvIjtPnJuHD1A4DABYqQY771yxfIrGwDTJsnTvgBgfQ89V7d2sp59mzrY4+BedJBKV6zep3n6dSq8ON+Oe/8VSpaHpkOuFOLtEMtc4fsh8Zx/F4mRZ5pED/u57V//Vtm0ppVJrewr+dan8bLnWJP1GoxlC2JDNBtt3yWhMdXRBJAqMGceOYLnIinmZSuEqVRYyTdaos9wySon1uty6zTq4v+3F72SDADPp651wXA7GKJFU60boChSGz87NtxkCACzGbMN4LBy60Td07ctWy85/+7w4eUIceEv1D8JlNLkWB/FKnCLjrdfMl19gpZzmgtJtxBjFE22H9z44dqhuWKP1yn8c29+WSl/Pwj3x0re/0NbbEGJnJf9rcxOJjVtu6IuErjSWfN/iB3msm/WDP8kXQozXlPrNjmzkside9Qy4T/4YnzhtZLJ8eQksh6IxAjDe3is3bhGnTyBiMDhCjiNOHAHLwXot2HW3vuAIyDms3wLFV0BK2dVFkTgCkGWT5+WlPGU6SW+ZGwJqFd3Xr+Px2v/wP/L5uX9tO09OnWEUbG3W1J333K00vvJcwwk/Vlw2A59su9nxLpG8SXS06Xqahiyz0xBqZIOYOC1mp0lJ8prMD0YdOAjUXiju6aed+SUGoNNtdD7f8nAs+teFcg/DdL160LZP1upbBWONmhYmhCPQmqMrxSplYKhjiUsSVj7Bl0uVUcsEgHca7jrTHFiVTKBMFk+PgRNC3w1WCaJROHLzMSMU8h77kJg+CwDu7Tu1ff594/yCvJfqHxSvvICRKJZy8vYd13/uWT/oMQQDaBe8dFnIbhnHAwAwRgzB9y+Xwr8S/qZQ3GhZANAu+NlAAQCYJvQOsAP7yLL40gIrF7lt4bkZDPxgx6qiX8a8XfeItg6SkvrXiUNvs/ySzrax+RnOUK/i8t5aPBWPvlBtxATLS7Xl+oiz1wN+4jhlMsQ4aG2cHvNvRJxHLJwT4yd1JoO+L6Yng1iCzG4AoHWbd739zq5KBQhAyVr/WistIsznWKMGtqMybcDYo3MzR2enpsOJ0UrJMI3vv5KEW433FOj37dv35ptvfvazn1VK/cEf/IHruv39/Tehlfw+4aTvr7csBGhwdsL1doXWSDfrVEaMHUXfA7epspmVSKeUOD3WUrQXU2fcTOe+RKZKkLWcLfkcRGPQsgvXGuemgtvvAK2No4dYvUEhB93mEUCH8ZOB38x2dCP8y81bdEtu17bV4JBlWbt6eurz5wLb0bF4xHMdJXkxT5o0Z/z4Idiy/ULp6Wu1xmnPsxCfqdZ+PZtK9fSzel0XCy2mDC+X25R6yLJVJHzb5GntNck0xdhx7+HHABkrF0Oe1yZEr21x0FOuD0rJSJTV6ihsUlJmOkBrfvYMX1oA0qqz55L0AgFdyG8gXDrl06Gwd//DrF4n2363xEEpXqupa1ZvAQDAnB/MBEGE8/WWeUF3SHX3Xd0vl5yQfPhxrFWNVErdyJAS5azm6RhjHhG/7EC/p1/sfYMB0zJQIxuuP8prgk8mYq/UG3HGlwP5eHRlHaNjcbnldlatUG5JpTMAQLZjHDkUbNnG88tEQJk2siwQQg6Ntg5pCd0gABgmBu9jZvk32jIhXpyX8iPC+FfdndVrGY9cJ1Cr845SqLV2b0TEiZRExrUTAiKUitIplW1DAH9gAB64f9/k9MFILDUw9FhojYI3ll82xo7qcBRdF4JAdfeedsIba+WN1SIDeicaek8uLT8QuPnUjVLqc5/7XCKR2L1798svvxyJRD7zmc+8/PLLHR0dicRFadObTt14C/Msv8xnp4xDb4uJcd3eef2vHwBMekFVawDQABnBe9fc2jIM3dkjIlE/leVLC0TAatVgwyZWKq742Pn+fsN6i8BHPEyYDIWNSOTlWuOLpXKgdcfiOctxAJFsGyIR0Fr29P2/EjY5VqdpDJjGQ4n48MXLQCGEcEKuMMiyUSnrO/+ItQqrVok0E6aKRHUySeksAHhEXyiW2oVgiAKh3TCyhoGImM/zUh6U0r39wfAGFnKsmSleq7L5cxRPkGXpVIbPz4qzE+lKqVRv7Leckmk/odyP1Ks8HFniRtlt/tbjP7Y5lYzWq8bEaQpHwLT44oJq71ydmxKIURnkp6ftSnGX9DdPnjZmp4hxisZAaz43w0slSmfpvGq8s7gIf/5H4tDbYnGBOrroqmryC4H8s0LRIzjpeYqo/4Y0DzgnxzHD4eDK0VBLiYyBUjyfw3IRGE87TkD0ZqO5y3F2hh1zdQzSmvk+JFMkhB4c8e685xKy+ZVSN9NB8PuL+bLWcca7LfOukPMTycSFlSOFwjqRYkHAZqbBMlkQBINDxvhJCHxWq/JTx2X/4GqlUtao8YnTwBDLZbnpdp14v3iBNmMPRMIfjkV3R0LhUOgm3tC1gWgcP4yIBbf5m+s2vSGVJOgwxIWuvkrqhkJhVqvyhXlWLlEmA1KpvoGW+PDrqbb/LZIt9vTtNawmwR2XOXqypQXQBIyBYfDps2rd8OunxmypAsaWLOt0NDW09caMR36UunkXzzzzzJ133rm4uAgAJ0+e3LNnDwBs2rTp+PHj/f23gNBGSwvi0NtAJOZnVU+fjsTMN17xHv3QtY88jx5TvFJrxDhblvInrrzdRI4D6bRuNPy2dqhVwbLJtlUgxbkZAJBdPV/h9sbZKeA8nUwvxhNLTW86CIZMc1rp/QPDj0xPEGPU1slmpyiRXJ6eStmhp9Od90UcG1j66nnqRl0zBpEoKxQYACEBAosnW++BiehpUgAcoKwpzhkr5MU7b7GZsxSJkm0F6zervkHjrdd0tg1zS2TZrJDTiSQyxqcnKZECgF+XwX3RkIpFb5+pmb6b58ZeSac6+75ca56Ynf+HbJL0+eClNYqLZ7pEu/NLW/2a1pR9+VnVO6CEsMeOu//kU/zoIWNinBhjL1abn/rlFjdGv/0GJFNEhPkF88CbzYeeuMpXnwuCLkOYCCbn36rW7o+sJBBYtcwnTgNAsG4Eouf5+0SsmMcg0LH4mgXSq8HchnFgPz91Qo1skNE4q1VYtcLPzZodXQ/ev+eBzvbLD+HnZtj0FJgmce5v3LS2V+1a+JPlwkbbQoC8VB+ORtb03Q1GNpDnmQf2Bptv1wPrcOx4K0eEtsNcd3Xxc7B+k45EWKUsOrrkB8Ml8YagunsbH3tKFPJvOdERyxEIk54fYXh3+DriphDenfcanKPrUjwBUvLckurqBYAjTbfHEhZAG+d/Uyh+OnWpjhBZNnou2Q7KoGWBILno9hoe48nAfzb6/ScZdMtxk4G+0WgcPHjwF37hF1ruhc1m07ZtALAsq1wutz7z+c9//rnnngOA3/3d3+3svAEBE6rXcG5G73vTTiSQGzqeFIAYDlOt4iRuQCtqN8BwKl1SqsMwwvxqHADGmNmaUV6gmm27AwbXARDEkz9Vqe7PpKMEBU2D6eS878eFQAAHwEgm7eFhVIpqVQq8umEeCvQnijl33frvVqr/z0DvfYn4JfZpiMgYW1n02LYGoFIR0mmoVgnAeuhxa1X97W+HQgfrjWdyhV+gYGMxR/vfwkxGq24kgrZ2c3qSbd2muQnlkqrXOBGlU9aDjzqxuBYGhkIAgJXyvR1tGE9AezsR6OefOd49+GxXf0QF79RoccPIyNZt+vhRAMJddznZi92RfE8vL0TSWahVlWUZghmWCdFIrFZRp8ewrR0AwDRj5TyMbAQAQk6cIxCghaStq96sHst+Q+q0aUiAjyUSKx3i++qv/zOl0gzAPnwA//lnmWkDAE2Ow9kJMg0YH8OHHsNwpHXXjLU06fTe45DPQVe3qJTMmUlcNwoygLZ2kc5YtQrrvkxByHX1qy9RuYDdvdDRbWuJl7Wccx4Ohy+Z6GmCcKEcDjkAIIPAVEHc05hMr7HufOBheOBhEwA8T58ea90aqlWcbPbSUoBEovXVrFuqgnAVIGI0eo3SvBtAIgGDQ3axFPN8ALCJDNtOJOIXrgUAV1k96MDHrm4AACUhFG7diAGpn2t4UdPwgT6ZiCcuf65iMXJsOnoYN27GvgEwzA8XlxVgMvCrwvhnfj1+I3HD96/qzfD9iZsM9H/3d3/31FNPXfjVcRzP8wDA87zw+b2dhx56qCUB4ThO/Ua8PdmZcV4pG5mMPDdLyQyrVLRpQbGg143qG/QItQE6AEDJiw7zXKhUmOPo8/wW27Zd17304NbWXKOxhbHAMGpKbbLEAGki/UylmhE8J+XuTKqBBgiGBLxWr4eAKcWk7Bf80Wh4PaLXaFwiqGSaphCi0Wi0fuVDo60UOY1sJM7qg0Ow6jtGAO4zjQf8Glte9ITBS3myTAgCQNSez4IgaDSE7/FCHk2DGk1th+qWDZ7HNt/ODrwFyMRt211htM6Joxv+sVj+w2gqTZo0KcSUUvVsB96TBkQSAi7pXiKj0dBhF7gQgS+VBl9iveFF4kJJkpLX6rQ4p//qL3QsSQODLJXm4yfAtKjZUPc8FFz1ZnUR3W2bXymWHotFN3NsPSF8cZ4bBjGmAdAwg9lZau8EAH7wbci2nwV4LprqODv55MC6K961IBBH9mOxBu1ZMIyG0m8t55K1Rj+DOBEcP6obTf7SdxBB3few2rAFANjBt7kOIBKhQoF5bjA8erkVbTgc9n3/8kzRk2HnpWrdYTify/1sacFjnFXKwZ4n4eIRqKzUvB8kOO8wDdy8jb/9JgConXdRIGGV5V4LrQGs9UJ9DxCLxZrN5q1V18lo/Z1KNSX4UiDvt80Lr78QAgCkvPQrXwBu3S4Ov0OmDY2aHFrfeiAfsYypaOhv8sVPJOI/HomsHUyyHfBwBwBAqYSNeqJaA9AIEJMBTZ+9ofijtf5R6mYFY2Njp06d8jwvl8u99NJLw8PDY2NjrX8/9KGV7MrAwMDAwAAAFIvFq+RSL4d1eky1tZuJlKpUsVT0bttG4QiFwjqVgfe8Q8WaDeP1lygcJd9Toxt1RxdmEDGeAAAgAElEQVQAGIZxlRYygB2m4SvjD5aX/1TJBOKn0kkiyAjextjKgeEI7+2Pjh2L1Rsv3L6z7PsfWzqXXpz1hoeZddFDwxjjnF+4HNk2pDIT0dhkKDyayrblcyy3JCbG5fpNFI1SJEZCWGPHZSYLSkF3P5QLwAXLLYEVcnft1kGACLBuBHwPlIJABS1qdiIJDz4GROFY7N2Ai+yns+nXau7fowHA/k0mtaodtGbfyt338aVFduZU8/GP8fwSAOodd8pQWN/9gPHaS1QqK1TcMFmtokpFNE35saf8c7PQPSC7uq55s3aYxo72bOvqrYYEphnyPa01aGJeU9r2ctMta9VHNCnVR1k4ScotNV6bmfutjjZzZpJNThDj/ugGSKaxWkEp7a89zXJLQASlZZ3t+P2tO//p7GRbrXwq0z7sNiP968xXvtuyXWSvveRn2nQ8adYqFI6C20S3qkLtfixxecuJSEp5+UOy0zLbEBu+P3zubCiZVAA6FFb55Zb5UQtLUv3Rcq5NiLJUTyXjm2NxePh8UmutLmKMsQvP1fcEynN1qUjCuKbqxnViiLNfTsYLSrUbIo14yXcJgqCmtUBcY6s2nvR33s08T4cjYBit/kGATyfin15ZFtDVXtViwTi4H0IhBEWAAEhAROp72ZkfTNxkoP+93/s9AJidnf3KV77y4IMPBkHwuc997sCBAx0dHevWraWxfiOQGzcbU5OUSKAhvD1P0C1V5WbFAiVSJIS2be/wgVKmLXuleoogQCAyVpbh/7lQeLpcyQhelSQ1/l7PxaleRNXTp3r6NhFZnj/0ynfSZ04B487zz9R++VfAWZuFgoHPT534TrLt/zZCCVLlgJ5+4+V0RxcwZj/7ddXWgQTNJz4mRzbwhTmybGIo77iTIlESBjgOPzspTp1gXgPKBe5LqJepUbP2ve7tvq8l3nDp5ZSiePw/MfafuNDpzNWlMVugcEQORmBwCADUyIZ3+2Zko+ofCv3xv2eODTLQgmGjAYzD0Ki8KmfmGojE/AcfNZ9/FgDchx4/xoy/Xc7HOMsNbY7Oz2UtGbUMsqwv5sv/h4H43LOYSDCpQ8cPe499REyOM7fBl8+R5YAmkFKmM7WunhcHhxy3yaoVJ5EY4Qh8Za5NpgH1OsSTqrNHnDoB0Rhprfr6W/3GGnVcnEcAFY1TJnul9iJAv2mQ4NYFiSSlwLgodXPG8wcN02SY5PwLhdLvdq2xSXAlXJd78HsDeZ7x3DPSCaMK1NBoKy3+3tFhiA5jjTeLAF6p1Z+r1hXQU/HYtsu5cE5IX2sb5iK4LvNdCkVICCwVWqUhmgnUClCDBgrdusTU9y3eE72yp6fns5/9LAAYhvEbv/Ebt6hJoDp7eDiKHL3ewfcyxWD5HFZKZDu6reNduXDGSCnJ+TeK5SCePrpceCweffiylRqbmzFOHQdEOby+JZYyHnhJwQEgKvCV/DKzEcKRy59IG3EzBeFTJyieBABCZpw+Gdx2Bbq364LtvB2LjRJDGfQQTBOmifj0pGYcpYTAN2bOyo4uVi2DkjoSE6fHZN8gdffymRnjzZcplkDP06k0Pzev2rspHGETZ8Twepm9NJqg5xqvPA+hEPpBsOX264nyV4c2TRoZhrMTSmpOKogncHj9zdVDrobsH7ogNfrX84sbLAsAopHIRP+6oFIjwQiAAHh+uVUhSYKh4OL4Yd3eSYbJAcgPEBEQqK1jTzRytOl5ln0W2MPptAYI+gfF4jwBQNNtWYWovgH3kQ+x3DLEErKvHwCAyHj9JZ3OAmPm9GSw6x6IX222gYzJ27Ybb+8l01Sjm96ttAAAAAMhADIBNcAj0Uu73Tx9kp86xifG/fv3+BcXKvPps2J8DIiCHbtvpsz4OlHI61gcTIsAxNgx1dH93m/iJSCt+fwc+h46oflsx6u1xjrLBIAvl6sbDOF4TbCd66wOw2YDhLgw/WLFvHFgP9kWNpr+vQ9Cy3yRcZ3N8sUFIBQI1Tvvvfo5fxjwgSyYQtTpDIvFqFC46XOwUsE4fkhH47i8qIJA9Q20/l9n27FRbx47NFypnewdHKiWvk50T+oiHht6rjk+pm0Hmw3j8AGIxVUsMWJYL1fdrMBEqfw75yaEW8RGM9i+UydSICUwxo8eMuam0RQq242+T54HhoFak7gycdAJgdvkoq4lCcRqPGHJgBdyrFQExlQsAaAhnzNnzupwlOeWtO3odIaXy8A55pd1JIYMybH5/KJ2LFphryvia7wzmFuGlmJBGMQ7+/SOO2U0CuZ7cuEoP/bxyBsv8XIxSGXk+s2if/C9nE0DHG4080onOLvdsQXinkh4LpAIIAmejEWqWr1Qrkmgf9vVAdqDRgNME6QKBkewlay3LB0KY80F1CweVcPr7zNEW71aMJ1+M3LQ9dqE2Lrzbpg4TaRl/9A3G+5JtxLn+FRHV2KVzQvKAA1jRdzCsqHZWN3OujqvKdRyoAVglZJx5CBFY9hoUKbtkrqzzY5dVPr1et3V8OTFgV57DfHMVyGZ0smU8dqLqqPzgl8mKxf5zGQrBWS8vdfb8+TNW90qxaplYoyi8TVOwhleSNDr67A2u3HwxXkxM0WOwwp5LgPDXOmEhNcMvbhfhELouf7OuyiWWFDqj5aWqwEN2Oa/bktfRFnTWkxNsJkpVCrYuKWVdGWlok6lAZEsh+eXVVunOD1GhsGXlxEBCAIA68Dexo8cpv7/bsD7BaxWKRIFRLJscXrsQqAnzmVPf3H67DN9I1kgls8BN1i1orVu+RRipcwX5qBUFG5Th6OsWWdjxyDb8S8MoWKhsUA/gHJDT+9ZxtvtkFUq8okzxpF3wHUxcCmRRtfDmelgcMiYmiRkamS9P7rpeNNdViojxKaLrRhICJ1I//zRg1+Kpfa1dY6Vq2rHbjr4lu7pxXyeT5+lWIzPzVAmA5bVqrGU6QxxhgQ6Fje8Uz4YdsP1t24lyzaOHETU/qbtKrXW7O+Cn3K9Jk4eg+VFU/r+Ex+XHV033cnCtt2HV3EoOb+srOoGcNT1nq/VM0Icc5UG2BVyNljWc9VaCPnusLPLcR4Mh2ayKskhwrkGoMc+TGdOaW4E6zeh75pHDgACdfcHXb3oS2DEy8X41760y7ResZwjd94bicT2N5oiFt2waSsAvFSt/2ku32caVa0bQJ/NvEtnJGEEPf28VCTGsNm4sPo54/u/ODVnIjzp2P/ixJE0ajk8qnoHWD7fMgeGUASXF6DvogHPQXw0Gr4n7Djs0iBqlMvvCkUYJhYK7+rXB8G7XH7GUOubE9ZHJZ0v/lfMLSGAvOt+9+4HLv1AOqs7utjZCZBBsH3n+aMULp5Dz6d44po6Gddug9tcKaqwrKymnJQIJIk+4tZ5JkuMUTjC8jkVS/y7haV9TS+E8EbTjQF8pu3dS7NyiS2co3iCAIxjh71s+0rXrQxdRIjkON4jH0IZmPvfJAJERCKoN9Zq1A8Xvo8DPcsts2qZhKE7uugymp22bd50IRwGKeXQxXIoiD2kt6ngzXIlAPjZt16xZtpFrab6BoPOHvPIO62aWHJdNE0diRonjwWmZfv+r3V0qr7BSVX/WMVzAJtAf1kobxw7ojNZnlvCepU0EUNWKgW37fA7+8XyvPuhHz/adJ+t1rKMH5CNIBa5exVHm1Wr5qvPdxnWrzbr+bnJT939yK+W67/S1vPTSOjM8MV5uWELKslnpnQ8SXYIHAd9D5oN1dWr0xl9esw6dhgYE0o3Hv+YGt0AADp0aXKAlYpYLCBjWMyhE2Iz0yf7hs9FQimpNk6Ow3sI9LcWuUCmhQCABOetSrce0/jtjrYGUYzxVo1ur7kq2A0OeedlTwji/oOPURDw+VkxN0OcY70Giws6kwXGvpps37C8LCOxLBfLUrW2Gia8IGsIAIgy9uVSZXWgB0Td04+WRVLK4fVkr+SRv16qrbcsA+FwpfzlbNunQfGFc+CEAK4xvCHAmmZbKt0GSoEfIEf0PeruAynZzBQjRYk01mqAjKSSg8M3bZ8ijh3CQgHCEQLgb76MO+66VEeTczU4rNu7yBBwXoeHzU2zhXNg2Tg9Kbft0PH3VroVCuPCOQqFwW2wbNvvtLXNBoEAHHCr0LyID/PNSq0ls5EQOKEuJuecXz8BAJyv2NbpjJg4jaYFniu3bAMAQCTDlMgFaEWaATbDP+LRf98GelYpiWOHKJ5AKVFJOXCpAgZl2lQQiBNH5fCovsR81TBgdNPj7+zdJZVlWWHbhHIVQPPjh3F2GmIxYEy3d4pSSbZ1ouuqtq6WnJk4fVL1DX7Djo7myiaiJPhG1NmATNVr08LqAdRam4woGkNAAOXdth0Ackq1+x6fnuxgrJLJwqrSLVxeQMMCr1kyrWXDvNutT6Wzf9JsPkFuyglRdy+FI6A12Q4r5EAp/96HSCkIhVtZYFarQjxBAFgphva91vjIJ9boqdyyeWi/iidRBnJkg27vHDedLweyQ8miJZrcvO1W35o1wQo5Vi7rVEZfOdmdEvxw000JXtH6Qlg0STv5HClFqQxdVd2eOG/FLEpnQSkdi5v7Xm8lIj5arx2ybQsgr+Rdxsq2Sr9l5MuyxzTqWn8idmk9HVmWvEzIXiMZCAAQqtfrpgGkWuZQOp0xJsbJtrHZ1DckjMx542d/yTz8DgZKbbpdxePm3lf52QkwLadc9H7skxR4IMR7SdCzeo1wJUAiINXra9D8W6XdqyBOn2ytUSgSxWoV3lugV20dRMSaDR2OUGe3odRgq8Iu2y5OnyTHQc+V60YA4OPR2GuNepSzgpTrL569UTyBtSooDUrKkY2t6byOJYKHHkfP1bazOum0HIkYjToBmkSVkPEj55Hv10AP9TqEI634y86cgv51rdG+SXTK9QBgxLJCXT1X8tdW3b3YrMeXl5hSuOxCuUDpDCJCPIHlEkTj2rZ1MqU7u7FW4fNzxqH9wFCu24AyUNxgHZ1aEzAMtOK55dc6et5Ip+8hDNnWcNg2NtzGBCfDVOksAEQRazNTsXC0irC+kMP8MvT0AQA2G1xrkC7ZlmJGSMkiMeCcRyINJxHr6IZ6VSycg8D3HnxMJRLEhdZarK6Yn5tpZRWQsTWEFWs16+DbcPoYNpq4fSeFI2Ji3BsYmuvr73p7HzPMNhn83cim70GgF2dOW2+8oK0Q1uvukx/TV1hDbLEtSVRROszY9vNxR5ydZLklYsiOH/YeeBTWqpC6BPo8TUv3DYqx4+CEdnvLemS0YRpbHXv9eSWMPdFwUcmpQIYZeyp+XXv+w6b53Uo1KfhiOPqZch4EsGpFrt9Ekaj3wCPoNckJAb/BdyqZ8R98fOXnIBBjxymTBc5IRmh5Xo9e2dQsCK6nN+TwJuOtN8jzgLTsH7wgo3Q5NMCFZ0uuG2GFHAiBnktX8SS4TiDqji4NsFLgdv5ZpVDYf/hxaNTBWdmM/V862//j8lJOqY87sZ+/OANJnHt7nmS1KgihQ2FoNOz9r7Fm09+wRfYOXLK1UFa6i8hj6CMrB/ijQP99G+hDYWjWwUiAlHrdSCvKS6Lfnl/qNQ0A+m/F8u90tq1IZRGxUhF9T8XiF6RTVXefOTVJpoXlEiBiraa6+1DrYNNtSBoQ/dFNOhTGakUcP4q+R06YV6tqaeHuRPprlUqKs0KgfzFs+rfv+AczvF4Fx+KJWDxpuY11lqUt2ziwz9BKxxO76zXuyy+Hox8HtR2o9ZSj55qvv6TjCdXTzwqFRCj0XLqru1JKTp+5bXA029WuAJqut6ApPjuVbdafM6zfWcwzpF9OJT/VKgEPAjm0no+PAXIi5V+m5mGcOtFcmp8ORdt8qebm4uuGaXAIECPxZGHH7mSz0bCdJy6byb4f4EuLKpkBAGVbfHrySoFeIO68mGyHrsvnpnU8AS0tlHrthuRfZFeP/slPGa98Nzw+/+jXn/bvf/gSWstTiRtb1H88Hu0SYlbKjR1tG+sp7XsqlqBQGADAMC7PH14d6LlYyAPjOpNZGR44B1rZF0Ul8bIs3AoWFsLf/gdczlEm7e95Iui7jNAspTh+hNerFI25G7bAJ39OnDgKpuPdccea56tp/Vq19kK1sScW3h1yIozp7l4AYuMn5JY7VmoCtMZCHpWiRJLllsSJowCwYjhzVWiCWRkogh7jXWINX1oCy1DxJHEOq86Q4vB/dbSteR4AAMYujOLON59mi4uM0D5yUCcScst2ecdufX6xsmxbGb+JGghBw9ri0j9U+MAHeqVYqQAAKpFcLeSt4wm1cStWK8S5Oh84CkrHOY8yBgBJrvNKdQgBAHxmis9MkWmIaiW4+4EWJ5KckP/Q49hs+LvvDflecG6WTU8FW26/JAyxSlnHE2QI4BxLeQjk7lDoL/u6JoJgnWH0Kcm0fCRkTWpz5OzE1uMHnVjcPn5I2yE1MspyS3x2Grp775ble+bP6ngSCjkYHIJ6jc9MscV5llvSHV1YqUBX708fPViKJ7C0FK4W4SgPAP64rccGXc92339u4d9Uvc2RCAB8oVjaKXBTs26+8SpUy5RIMyB3171yYHhvvfm1chkAfy2bbjcEKn9cqZhtu/F4k8CeHI/ko2TZWzu7XYp9g/CJWGTHWoqel4BVSiQVxBNXTBP7HiuXwTCu5AhBSKg1MCYUBDeSaybDoOB8PXpwA7rBF8AqRT5xRidTAGC8/oI/OHJ1ouQZ3/9qsfr1auVXMumfusRAUWs+PXnv6TE1OKw6uq7HyvgqQBmYr7ygw2G+MC/OnAbB5B273Ace8/Y8aT7/LeTc37RN9axdkeC88G1WLJFtYqVqvPRc8HOXBnpx7JBx+jg5YTYzZQLITbehYUphXqme40CjOekH621zwvMtxPvCIcznrBe/A5yxSNLLtIFh8KkJvjBPgvO3l3Qk2io6M/e+6j364at/05dq9X2NpkDY4tiPJw1Da/uZr/PJk6DB37YjuPfhG+88gEaDz0xTJEquC4wzZrC5GRYK69tWRrIZM7xRFwGBI1VucAD+gcQHOtCT1qIloovA2jrlwNDqBZrKtEHmosE/7LuxUt6OxlzLbrhupFTAeJItzlvPf4ssmxIpEhxyy9C7knslzld4+omkjMRgzWWyVmzhHGpJGjEaboWMXtPsbVncgRkMr981dRbrDSU9bhixconaOlitogBYbhksC7SmTFZFYwRMNBts+iyNHRWFAtgOWRZbXlxKZ79t2B8LR0NSmp6LhWV/193z3PjE+PG9IxtToL/khOzzu31Zz8s+/21hmphfQinJCWnPNc+cPDG64bV6faNta4A/XMr/Xne76urNHj4I4Zjpusqk/MiGkGnws2esSPSeeOKe69GZAuBnz4i5GWIc61Xv4ccvz0ug55mvPg+RGCkJvgsDQ6xaZpNn0DSDdcMt+qYcGrXHjgEXJAP16NWUzgAAfJ/llwGR0lkyDHnHbvH2m4gYbL5dh25cOb1WQSFanUcooFm7UqBH32e5pT+aPsfb2jYa4i/zxT5T7F49dOWW+LlZnWnDcokDyMsMT24IxpuvGYf2AwAQoWFq2zYPvKV6h4PBQe+X/pWxqnZ6jaZKn1raTQxwLeUC3miSEwYACod5ucz3vsrGT1m1Kki5mGk/u21Hcmi0e5WYq6/JQgQAE9HXBADG5GmdaQOGbG5axONyZIOYmlghKVgW6vP60JyDUldxmKko/Uq9PmCaAHCo4W6NBANnz4ipCR1NAIB54G19+x0qcv6O+D4rFoAxnUpfw7Xmwn0JAgBQpgGmiW7TOLTfOLBPrd/8E4uzU7ZTNMwurznQvEwn44cPH+hAz5oNMT+3svE4N4vtnVcp88FKKfX23k8Z5snTJ97s7PtZr55iwAo5CsfADmGzwU6Pge0AMq+zG67bXYwQdU8fW1qkeJyQXVKmi25THDuULuSfrFbRbUIkQkKQ76lUFut1SqXZ4jx09bBKORjZyHPLOpVmQoBhQLGo0xm2MO957jfW3x5H8H2/GQ53IqKsIeMcMOBC+H5gWuEgeDQd3yu1IIovL2TKRaNUACJiHEJhRNRa1TWFGQcABsAZaCLo7lt+8uOnFxZqjjN45tQOwTHwsVZly0s6fn0aT0Egzk7o82brWC7TZUw7VimTHcJiHg0DTx7XyYz99Bd1PIFas0Leu+t+YExn22s/+8usXodo9Bo0baXMl7/bsoFlRw96Dz+BpQL4HgPgudyVcj4rd0prXq0Q4up7pHvXoe+REABEPf2QvYI5kdbGy9/144mt+fxtJw//7cBQMpaaTcRWB3rm+7o1N2SMT555T4FeSuOtV7FlnuV7pCQgamZAfhEGBwGACXEVAQk5MGTufQ0ER6I1qbQUcpamqovC7AzcdCQqFs6R4FirLDiho76/cOjA0VD0kx0dI+fJvj2m8Uq1lhE8J9VdIQcA+Kkxnc1Cqx4t8IBzkOcTIJxjswkRH6WSA0NXj8gGQ3mecRsQGYioVzFwEZQbQAQAAJU0X/4uxeKgta52XKl70W1ivUZOyH3kw9Zz/wgA2jLJtESpoLv7xNHDYNo4PTkWjny+e52jVVkYn16auQFJsx9QfKADPTFG5ylWqOTVt7lYsaCT6SxiNhR+aGpcrhsCKcl0UEnV3mkcfocYUjzOlhdZflm3X1tNky0tYK3KKyUIh+WW24FoDTGGahUJKBTGRoNCIRAGVitqcCjYvhtUgK6H60ZAiCCVoWiMcssrlSmM6Ww7KCkHh0qFQr29I5DyVEf30PwM05rCIaxWu5AtjGw4FY66XvCZ9mgm27ah0fSbjQ8VlpxKhZwQuk2QAdZqsqdfjm7oNY2ni5VeS9SkvsOxzwWy2zRGu3t7BoeXarU+x7bPThrHDiIAnz0rlhb89RtX67Fcof8RzosYo1YXpsYX9ZJXN/e9CsIkpSmdgsFRCEfAsghATJwOtmzXsRi0Ilc4fM1iHGw20A61DL7JdrBSdr75FR1PAoI5OR5k0u/SzC+B1sbkGVw4x4hkT686z8LSjlP7+X8ujh8BwfSW7VeKSug2wbQM09pYKizboTCIo4HaWliC9LtbAjqewKNliMUh8OX6S60smOuy8TH0A9U/cM2OZa6LiNo0MfBbbG+QAQV+0D/E5ueY50IiCfHklSqk/Pv3UDTEzk5TR5d/1xouTn/c2VtYXOryvZl4oru9/1cWF1ipAIgFw4iQisugv1yeSaUvBPr1tvWLqUROqQznPaYBAP4du4wjh9C2qFpWPf3AWLBzt9j/JjKm1m9SqQwrFsAw1bUo9g7iU4n406UyA3w8GukwDNU/iD29bHYGgYLh9ZBZyYBhrUrhSKuWhc1OY3dv6+fVwErZ3P8GhSLoNoPbttd//TdBa35uFstF2dbBp86whTkQgmmaSmUGmnWNoIDejsXXX72VPwT4QAd6cEJydJNx/AgABJtvu7qRBSADpUAIQAQiMXOWzU6D1pRMq94+skyVzEAkgqXi9WyasUpJnDxGsQRIDYC8mCcp/fNOQAAASvHpSeP0GJ+d0qkMxRO4vEjpTPPhJ6i3HwCw2TDefoucEPquisYBQHd0ijMn0bSwvRMrZSSN5RLbeJtYXFDtnW9u3Oq3dWbdKivkQEtOuC3sDPT12oy1tpQ/Eg2DKRzpkWW5MiDkGLLZ0CgNjajO7jTn/1NbasIPjrneuC/HvdLuUOihaDhriJBpYFcvP36EhEG2g40af/Mla+KU3LBFd3Wj55Flq46uNbRxuJBb7xBH3gFkct2wXmvbjRYXwQ6TVogMiiV0bGpNRTXpIFix1irmjWOHjYlTamRjsH2VQeDlME2UK0l5DHyqVzVn0Ap3pmUUcsEVAj2rVfnCnI5ENQCfmlAd3Rc05ZE0IonZGRmJ0sDQ2nL2poVBQErdXy9N2uGCDn4qP70xNky+D8U8xOMQj0M05u++F0tFsG29SiweZcAKeePQflYpg2EYR95p/PhPX30nQEciqmeAL8wRF8gDzQB8qXfcwwOXT09BKMSWFnlPH1QrqJQeGLy8NiLYdhdsu2vNkwPA4UCND20EAAIY4UL19BnVMtS0AegoWbccPxG/xBy9xzR64N33Qt52h05lsF5THZ0tbqVOpPxHPgS0UjqrrluO5nbH3mBbkijMGAKA4zQf+6iYOM1M0+9/d3ehRVRt/YxBQGutuVkhp5NpYIwcp8XWBcZUT98Kje3oQWAMGAdSHPBEJGZrtTeZPhDIn7nOtv7g4oNuDk7RmOofVAND15Q2I9s2Th7HIMB6TQ4MiEMH0LZ0PMncRrBtFzkhvrSIzbq+bYccvJR0v6JeqTW6zRbnmC8tYLXCPA9IY7Ph379HDq+H81MMUlLMzfKFWZ1I6ViMBRIYp3TGfeAROF/CwxfPoVZk22Q7CKCTKTAMNTjM1g3zYweDdAZJY7PpMBxUQaTZ7KtXdh4/yNs7IZHW8QQhGIff+f/Ye+9gudLsPuycL9zQOb+cgYccBzOYvDM7MzsbuVxyuStRpCjaFFkiLZkum66yyjaLlkWpykkq2aRdkmkViyZrSZq75HLj7ATMLCZhgEEGHvCAl3Pn7tt9w/d9x3/0AwZpyCVZJY+5e/5CAQ/d/e69fb4TfsFtN1g6e5uwA0IAY/7c9RU3HsYS5yd3bj7+TF+prwezizNGBKc63X4hkpyf8/3DrpO0bVWrWG+9wcplaDeBMRb6yG0zOChvzICwgIhVysT5A+ETFI+b0Qk9MmZyhQcWmLi+zteXIZ4gx8HApxc/G2nDr1/Fjhc+9yLrdKxTb8qledZuUTyBjTqrN/VA/4c2Z1zoeEJevczazejIw5QrylNvkWUhAHqd6NGn6Y5ZimVZHwyyw5AvzGHHw26XqUhP7ugV7xgEzivfZrWqsaWYu4GMm1LfAxoLxiiXF2fes7vtYhgeo2i4XjN7Dlhf+4pcWhTnzvD+AZVIas4plaZY/PalIK3s117irTq/eoksh2wXGINU+i9lk/pT02CI4sOzC+8AACAASURBVCkWBmZskvJ5trkGiSRJiYisWmbvv2svzkO9Kt95E1JpAKB7VhRaQxQ+cAj5WrOzoJUA6BJNO/bHpneroRGyLafbncuWXt6599Dg4LHYtsdW7EMcpiiVpkIRnDvW9Yh/PRkGgdh7r22HKURTKOnsXdbtYFkgLb44j54XHTlG8QcAXnm7xdotYIzIgOveQy8QlQpubWAUYhRyA4phMYwerVUup1NfGhv/K33gH8kU/38RPyBOw3aC5z6FYUiWxVeXIV8w8TgxZlRksjk1OqGOPmqM+TBkCEaRdeIlsm3W9SEKQUp+7Sr19ROAHp0gaa1F0TU/dDjbTzr31hsYBqy8qSamKJUxQRg8+SwIgSoCrXvolBBQASYAAJE16nzuBsTjutgHUhIAIEIY9v6cicVLb7+hh0agr5/duKb7BqhQsN85iVyYIOBn3nv38393jEwpHjf5gtqz/7y0cWWpazs3x3f0qbugYwJR+T6rV4DxRjL7dqfbD2zf5gbPF9CWvNPCoAtKmR4L1BjT0wVzXRYEva0edjy2uQFkTLGvt6nuMhYBfhjOXO/dT+tLuDCPpODZF4BzdeCwOnAYAPjqMl9eMIWSuD6DpEHYbGnBbKy7Ny6HL3zmwcawRKzdplQSALDVgkKp8+Wftc+dQTLmqed04cOBLpaNrSaGIZAhx6FbBwlfWcLKFpLBJoDvW2+eYCsL/qc+/4CTptvlnZYeGsVmA2Lx4LM/wa9cpGyepABI0tws3DfuExfPiauXoN3Ue/YKIvTa4LrQk9i9M2o1FvqmeNcBIxxHPfUMNGr8z9e3/0pK0gZ1BI0mvzHD/ABtyRsaGGPLi7i+og49xNotfvWymtwJiYQ4/z4JbkbG9djkPYCoXy5lO+vme177E8nkLxeKILgZGApL/SyKjjnOESKOiNWyvHaZCMyevZD/Kwhq/o0iirDVRMYeuGzTg8N6YGhdqYYx/Vqn7/ilsFJmrYZhHFJptrrElAqn97IwNEH3tg1ZeOAwX1uCqxeJsbbkP7M67yN3TcT5X1cj6G9RfNQr+qo273U6S6FKMBZv1tnmOgsCcmMPriwQe6MbcmPyzDvAOAsDM75TTezYNtb4kKGNlFKvLLEopFgco4BXtnS+hEAgpCkUWccrj078660aMlwJo+bWZhYMdjtOtczaLaYideCISWfE4ry8dJ7fnKV0+iIT/8YL3q03mI4m1ldQR4CMba6DlCyTlcU+c+0KRCGr1fTQMPM8VqvSLbkrnS+KtVVer5tMpsU4C0O+tHChXB7ZXLXiCZNKLzHxphPzMrkNYe1z7YFOm/ldkhYwlopC+9WXznC56vstrVLxxDqBqFYGtSLbNemMzhUhV8BuFzteNL0bCUBK7HZ0oUjJFGhtv/EKIKLv89mremT8YqR+a6v6brcDBKOW9YCrLoSanNaZLEzs5GMT5MaiW7YSvLwJWhMRiwLcKkPQZVFgin2UybIw1CP38k6hN++auWRSabIdtrlmin2QyempaTW1S2fv3TreWdGzdgs7nimWKF8AIUzP/JbIeu9tDH0II9ZsIIDu62d+l4p9DxhDLc35tarHmHBcUSn7Rx4RG+us1ehlZ55MqeGxO1lpbO66+82vYuTzVgsaDTW2Q2xusEZN7d6n9h4gxK4xHEBeeN9542Uxf4M1W7p/8J6qpSkkdLp2vQJaY7utnn6ehBRbG4yAOm2SFrabZNnUPwhuHP0O29ykdAY7nrxwVg8OgxtjzQbY9j15M8PYZyn8J4w+nXCT8TgAsEbNevOEWFtBrTGdBoDYV34XAJjfZRfORcOj5DwYaOsZc8rr3ghDQ5AT95ZcBuCKH8z4YUh0/7/eG4HvvP49bNbZ0gJZ9gM7yAt+8PvV5lIYfbfdPuA6PYI0q1etS2eBiDdqlMmqPQfUjl1iad7+xlfltSvQaZuBIWCsZ7Nun3qTkqlCuwmAAgwg7o0i8/Bjf8lnuzt+VNH/Bwqs16jdDA39D/X2lCUB8d3l5V/bWGCpDAY+hOGdEGO2vMjLm5RIqPEd252slP4nf0wszJtCIRyfuk9L6kHvSESwza4yiMAZcE6JpE5nWXmz3G4Xgw7nwIT8d57vtFo7ajW/UCpI20hLZ3OsVmHrqz06Dz9z6g/2PzQdj8GOnW92/d3pdF/gAwDF4t2uHweAYil84hnsdpXXwiCIbBsQ+ca65px1PL3/kAkivrJITLSiMBaFHrIBvxs0ygmlVDZ3/PSbbjxlb22k4rHBUh+v14Fx09cfjU/y8ubHtH/Iq84K+zW/I4oly3VfseNHVheEGwPfjx59KownWGULbNvEEnx9FQNfl/p13wACsMAH295WbXRikef9QSfc5VgA8G6nO2lbow8yWGeVLbm1YWIxuHQep/fcpstTLM7mZsXWBiqjJyah24VE/Pb8gXU66Hd0JndX/45IRBhFUK+KtRUq9kdT0z8IfL5Ho6d4gozBIOytc4GIONdTu7CyyW54lC9SPI6tFvVMnXyfVcvIUOdLWoj3pb3L82pcLEfdPTt2MSH05JS8cAYcFwIfH3/qnnfkN2dJSGCCHFfUqsZAdPghk0hiq9lu1N9k8k2v42v1GxfOilweAPjqglgbVmO3tsQA/65S/cNaSxcG/4tM/vM6VGOTEI8z0pROm61NKvWL9TWSwgwMmWQKmw1KJLDnScs5Nmq9Wod6wrz33JGtDXntsnHj6LXVngOmWJKn3t62W6lsUiKh43EQ2/KcGI/xRl1/iMrC2173RhDYjL3e9v5hPjt4d6l0xuue6HhZxl/3Oj8Vd3Y3awRIucID12msVjWZLFi2sR15+Xww8IB1yx/UGrsdGwDinN0IwpIQW0oHlUpfLB5DJNvh12fU6AQYY73+sin1AYBcmtelAdPTsxIi2H/YuXIODQEYAEAAFekfdtuRj2aiZ6vLfG7WpDNsfW1k5z7LsQFgOOx4sVSSMXJjYuby7UTPVxad175DiYzxu9huR4ePAYA89564cJaEFFfOm9GJH8QkzeQL/PJ5iMVBKUokgQi7Pjbq1spi+NDx0sWzrXimuLayPjKmXGe83U5p1Wjr9PQQ9wNijNEH+q7EmOipXDGmpLUh7UKzHtjObxv8067Sl2b+7c6JnZZNlg23YI5RLk/XZigM1EOPYK0GRNGRR60zbxeMvl7oK3rNLYilwwC3NtxvfBWi6BFaoTDiqyFcuRA89Ci4MbaxzgtFiCUgjFLGDKqwIWMJS2qAddfVz7xgOh2IxXs7rtuwkG2JCGPk4gJrN3SuAGHQU6Bkfke7juhur0YFQnS7LSNijRp2uyaeoFSaee1tU8ZkrGflsf3ipX757klTKIFlExdqbIK//gozBEGgcln3K/+ebCcanYgeeey2WjK5MT0+aZ09DX5XD49hp8031/R9mjP3B9lOdPQ4q1YAIZzeFkIBxqLd+8TsDGVzptgHxrBW29i2KfWj1tb3X6VMFsiA51VGJr6byvkHj+Xq5Qax1V0HSgAmm+/89D8Q1apJpWTfANzp7dftom2BMmADMA6M6amd2xdBiHOd7qKNk7alInzfTTzzoA98rtv9s0Z72pYA8n8K+FOTu1OM8eVF+5VvgR1jrXo0udOf2qV3TGOjjsaYgSGybX7uDCVTGPjq6DFWLmMUQrcb3WEI0wvmtU0yDQCUSmO7CcUS3GrFiHHQGhIp9Du45CGSYbzHW74/DMArrXbP8bynB3dPom+SKXIBAMNa0cvftrstnS0CYvjxFx+wTe1pcAL8BRKnzyUTS1HEAEIiCTgbhL9Xa+zSMFKpHioU8gRqcgcAGGM++LohY1rf/o6Hn/iscWPu228QEAISgFB/Nf/Rv5XxUUz08spFKvWh47BM1qlVKZECgAq3YqoJlkCteze7F2JzzaQzxDjIhDx7Ojp8DJSS77/Xq1+IcbY0b+5Ey3xIkO1Ez3wCvTZZNgjBlhbAkEkkEFFcv5qfmv67AMuxmOx4YTr31vGnxhduyrWVCd9X03vBdgzjslk3JglRZHbvez6Z+r7XaWr9VqcD8cSbrVbJa72ZHdhtCaxXf/H91uvFjOof4F4bhDSxuHFi4cEjYIz18rcYEBlAzrxf/CdVA/43vxZE0VSnbRtDXY+SSdSaVcuUyhjOgMl6q1l24zuMIWQmlw4eftR+6/uDCF98+oWlWMyxrE+UCiA4pdK4umQvL+hUWu3ce+cMQVw+b108a2xbtFrBo0+hZQFRNLnTsZ3nk/qk15UIW0qP3Crn2caamJ0hxxFeOzp0jKTFopCkBWFIUmAU8Y01Vi3j5joa0vkiIEIYQCLlf/GnxbWrBtF541WTTEC3Y60smfk+fQdVTY9ORJ0uthsgrQ8zOHxgmHTmfn6AGRqJsjlUUXjkuNhYYSsrrN2U339FHTxKMRc4x0ZTrq+mkXXt5M3xqZswNReE//i2NILlqFK/fP898yd/YGmtXvisGRzGVtM69SbFE5jPQLlihkeC5z9FjPP1FeSc2q0olpDGAACXMtg5zc+9R5zrkUk18IF5U1eTdauTkQw9Y1KMsaV5ky8ioE7GKZWJjj0KAHBHrR0dOIKtBtmuzuWcl79FiQTk8vZ7bwfPvnDn1oG4YCoiIUEpEBIA1P7DfOYSSBs77Wj/IdCa+R2wbCKCMIJOCx4khsEAnk0m5sPQQqwak79vWyYBfEMOQ1XZKoWBSaaZ3yE3jl6b7rsXlC+aTocvL1AYREeP3/92yhiB8I7X7RP8iURsn2u/1elOWFLlC20d+fOzeu9+PTAEAEwIfegov3QBpADPM6N37Xu4jggYgCEgQ4j0oxn9RzLR67EJOT9rjHGQfXb3gQuWBIBdU1NYjvPLF/TQKJU+oL0oO251A4jHUBm1ey+EoViYwyAEY4AxBGJKM9+nwGeeB0Dk2KA0MKazObx7I0dC3H46RbeDrSZZAiyH1ev8zdf39fXvKZSCQv6VRGx2ZXmB6MnDR8PBoR5Yk6QMPv4iNpskBNrOE2Am7PRvrpf/fiYzXF4fX1l4PZV1bIGVCrouQ8ZnZ6xTJ00yZRjnA0Oq2E+ZLIQhX13mzQYAkhB44Gi2r7947BHrvXd8hh7nThgAAWtUUSsT+NQ/sFWt/gaPXSbxidLQr6TSAkDv3t/ZvR8AdgLsBIjbtv6j/5vPXhUAWnBIpHkUss2t8OmPAwBoLS+dtd44YQYGwLJN1mLNenTsg4Hmk4n4hGVFAEOC357Qs401sXCTlTd1oR/7h/WOnWC0uD5D+w9CacB66Rvg+3x9FRkjx+Zb65TKQLsVZbJicZ5VNsXaKhgFyElyCgNQ93ZcJl8Qm6vkEOu09cQO+JsFxeKgFF9bYZub4Hd03wAYg7UaBiEEATYaGPix1eVfnJj6LR8A6Kdz2dwd1ahYXODXr0BpwGjtfOfrnZ//R7xeNdkcMB4cephSadX7hMaYVBq1omxugvCVaq3AeVWZJ6f3dofHWOiru5exB2NOOdKMUAM8G4/Zt0SZsF7HKGS2rR7E7TLZHGRzAMC8NiSSvbKduS7rdO7cOuiBIdBa3LympqbNwBAA6L4Bk0hiGFAyBUJCrWyY7CFbMAxEeVN/CG71kZhrISiAh2Pu8B2DO1arsI73sBPXtvPddvsLta2SUdvgy8i/Vwm5dyM4Nzt3mZFRBXi/nEZozP9aqb3S8gzRPjfxQjIBAAxAEyHiUmkgMTJeTHxAiFXZPKRSpjQYHTwIdwN2VSrPgHpa9QypI//Gomz//4+PYqLnlS0+e40s2yI9sHtfKbk91SXHBcvCZl2+9UbwxMd68mR6erdq1q1zp6nYpzNZ+923+PICWZZYXtCJlE5lxMlX5avfRiAjbbIs1KQHhyiVZqW+3pL2zrdGpSDw5eyMuHiOWk0xP6sKRQgDVBFfWWZSRH0Dn1hZ/vTbr0EsKa6fD558QY1vu0wQF5TNybPvyXNnAMzY0eO7uXNkbmV4bX2uf3CvG/+9RnOAiQbhz6HhtQp6HhqQjRosLeLEpAiVRuS1ajeeWLLdWNfLlzehr18Njy0GUfP8WYd0rhsUWy2uDUnJgMJa9XdGJ70d02NErxjzmNd9JH7fM/32CTE/S4lk1OmyIDA5CyzLOneml+jt731TLM4hGT4/q8d3EBE6rv3WG6xWIyQ1Ocmq1al8MZjei14bA5+SKZKWvH6Vmk1yY6xesW/MdHbt0aMTenRCxONQ3qJYQl67yqKQEKAF1DcQTU1TOgPSkhfPkpTkuMaNoddE14VI0/i9Ui2USKg9B5BIxRN/c8tDAGArS2xrHVsNVq8ayzbJFFqWOnDY/vpXwXXU2AQ57ngU/ovxEQK4p/wj32O35xWMGaWIc6Y1MQ7mjiOKMcoXeiOJMYBfLRY2oqgoRYFzY1v3Dw8TjH1zauLNdms+0itB+Ftb1SfisReMYVvrwAU0NJu+l5N1V9g2K2/K8+cIyQwM38stklJPTOm7YcR058VM5zAKod0kYVEUqNKH8gdTnD2duFd5gpU35dVLFIunO95z03ueGehnFLHQZxvrEIbhc598MFmhF45LD+rSzgfBibY3KgUA/Gm99VOZtINYEvybzTDG2OMx96D7gUg1X1vhW5tmdAKjkFdreuiuh0QfPfaVK5c/t7Foa90R1vl05sFabj9M8ZFM9Fcu6dEJS4gw6LLyhh4Z7/29PHda98RtLJtXyttjeiHAcSCdhSCIvf6KEUL39UMygfWqeuhR+e5JSiXZWhu0RgCwLbIlq5VVXz9fXlQDw3CHBCtr1sWpt9B25Pun9dgYJVPkexApFkU9fQ+YX+DLi+LaZcwXCFHHHG914Y186ZV2++cY7KuVMQjk+dM9IW/r1Fu/kk7D6qplTHFjRT/82G83u7+TLr7QKE8EXVUti3QWdcRaTSOFvHIBvLYE0TH6n47t7teRT/S01o9fucBXl79V6Leffq5va/2pky9jp2uEgFgclao+/fFvaTmBCIjMgH7Q6JM1WyAEAXCOFCEQAaCemoLeEvXaZRNPUlwyILaxFh15xDDunD1lkikMus7Fs+S4oBSfuaxSGbBtbLfDJ57ha6sm5kIQkOMYfveiW0rUCn2fBAdjSAiItPlAkoiB1mBbgEz3DYFth49/zNyNcOALc2LhJgCo8ck7W7e/SchL5ykWAyKIFHQ8NMYMjuhCKXjhk3x1mWyHtVtqYAjuy/LQq47fPomWjX433LOfCWFK/dj1+dIcKaU+JB3nOCvUm+h5ur//w/waXRU+t7b0R7VaIlLAxam+gf3CLu7YfR2w7bgjkd4enBNhqwkAlEx9gN8PI1atGsFRa1bZQP/BRfSHhbh4Dkslanno++yxp2BgCO6TuWa1KoYBpTLmPplibDVNz74tmULPAwAzOBzGExj4JpnqZXnseHxjHQCMjtCJUaHwAVHOGHn+jDx7Su05oA4c3qaD3X0YXveDl1penDME+pVCtiDEnbcGtd7upIWEMID7Yrzb3rTdlIqawmLmB1nS/S2Pj2KiV7v38s1NkBL8wLgfVBNqYgdrNTEMIAzurMTl2dOkIrAs4ha0alAoAWdkQCezEhl2A9AagCBSGETgcEICANDqHrIJq5SpUCIAYoiNGlg2Kg2uGzDalFbKD9I6wmYdvBaGISVTYPQbnWAlip5stzrvnQwskWi3wWtBLg/IADG1vhal0qzddIxRq0tq18GD/UOFdivS0UbQHbBtcf0qEVEqx9aXgXOSYl66w14jS2RS6W+0u0+szlE293yjfsVy1vqH1or9mYU5JIO1ii7251eX/1Fx8H+PuER8Kh4/EvsgoWDH45vrQIQDg+bMu4xYhMSTSWzUkaj7seew1bTOnQatMYpIcLKt8LFno/0H7bfeANsGAOEHBhEsC2x7a37u957+ZJfRiHS/WKuoh46JC+fJibOuF92Dkkyl1eROce0qtlsUi4PWdEe1GB46Yr1/CoAolwuPP0GlvntQfbxRFzOXTK4AUvK5G1Tsvz/L/FUDG3XQEatXNdE72UJtbMLKFo4WCjaAHhgGZKzdws1199tf19O7gz0H71VsT2c7n/9Ssl7WyKPhUQAgIdXUTj02Tlx8GIFIXDwrz7yDAOj7wRe+/IA5jO8nXv4mLi1+KQhW+gde33NIVCsa6QS3rjsJh8KvJtK/qnSOMz5/Q6wuE4AZHFbjU9sutV4LLNkTZ4eWZ1047f9gMpDY7WCnY7/3TtRXgnQWjJGWBGOw2SBp3a57+OqSmLtBloXNhkllmFJqaoe+fSulhSoiaWEUmVtDmLsWJETWmydMvsjLm/zaVZPNYRD4P/5lKJUAQF6/Jq9eNsU+sbYGAOHxJwHgcNz9WCz+iudFxvydTOobzfaeHvwG2Wqkind/VY3rytUlcuPYaeuhEbgvpjrtBpdV6XDS/Tq8/wd+2OKjmOjDPftdvELXL6ndB/SObUTBXBitu4n9Z07lgw7XZEr9cGvzrnfu4jOXgDEDCvIFvrYMKor2HIBcVu3cwy+eA4agNEiOUWDyBbJttrUZHjr6AaxeqW3zGiJANEPDfHmRpKR0pja1659lSgWt2oB/p1ktLi1kpJNYWYYo7EzsvDwwlgHYd/l9D0ApDa6LiKzZBC7NyBibucwRMBbDdptFYaNWVrlCNZdXjJWEGJi9ApatB4e13+UGgBGSkQihm1A7dmClrJFhLMbr1eLQ2OsdbymK8lsbzHGADDDGokAlUl+w5Y6BvoDwgGvfIeJs7BPf0cQgXyIV+C98hi/MmlgyKvaJes3EY6SNvH6ViNSeg+LKeSSK9h+K9uwDADU0LM68A0ISUe+4AoDfHRw/hcwlepXbeU3PHH+6Jl2vVs0Nj8b27r/n9umhEf8nvizefZNppdKZ6OgdEvCIutiHRGAMxOL3ZHlsN+Wr32GVMltf1dN7gCFphe0WOA6Jv77SLGs3zeAwtNvnAU8wmS70ewSm031SR5e3NtcJEm3vIc+LFYtY2bRmLj1APSabZePjptuF8I6UQYBem2IPFvCxTr0NRoNtE5f8tZf1F758DwpFzN9gq0u9PmN0Y6U7PnUUeSGf/7e11q7yGglZnNq7oXU+9MXyYk+EnS0vYqm/N34x6Sx4HnIGjBEim7kKD0r0iqiidJLzGEMAYPWaPPU6dcLI4rzTpZiLYQBu3Pret7TjYBRFu/f1lOPElUu9xlSsrsrLFwiZPPVm+0s/09MaMgNDoJWYnVFT02bwAcN91LoH3+Q3rlEiAbZtYi5fuNFL9NCqm3gMAIzk4sqlXqIXAL/al/+0n7QQJ235X61u3HotwPtOU9M3EEmJnkfxiQeSkBnDGIVGgwRK+D/So/9IJnpIZ/WBQ/bhI5GBXtFdU/r/qtQOKtXvxN7OFj6Zy4rNDV0aaCaS5/0gnNyzd3l5srJphkeMlDQ0RpksIciTJ4KPvyhicboxQ6kMkdFTu/T45Lb55K2nB9stPP22xQU26iCFiaewVgsfeYIQkbOr2fzRUJU2VrzI/OOB8ec7zRbBrxx8qP+RR0HIvX50zQ9cz1OBnxAcfd/ksurgQxR0+cqySaWwWgXHAcb05O69lvWNVjsurQDwCyOjwfCIWlvhN65BvkRtD6tbjPQE5w+heZlLxcR/FLR5EKChrN/56amdjVyuVCgSEHoeNRpqZJR1PDM8tvc+zLL13klx6bJkSHSBDh/Xe0bU/sNi7oZ98tWmtLDbZY4jJiZ5eVP3DYRPfDzKZOgWRE+PTgQvfErcnFVDg3J1A6vrpMwfHnt6X9cDLgrx+CLjr1y+/Dvd8GpheIOsP27UjmvNul0MA8jle/RRnc3rFz93/40VN2dNoUg9iTT/XstmcekiW19jnFG9jTevBw8/Zr39BjgOhGF05BFzH2HqBw3LhiiiTLYMLO3GATGO8M1afXT28p/l+obJ+OVyFE+8WN2I7BgSsI01XtkiN6b7Bz9s1sxqFfn+e2BJ8P3g6efAusPjcH3FPneGNRvkOGTbwAikoI6HUoJl315CEhdkDDCWsCT4/hdVUOwGoEITj8dQdaxYu1ZOD/aBwQ/AiHdgCsGywkefkmfeBmFDXxLqNeh5lTQaILhJZQCgbcx/v76V5twz5ufzmSnL4pfOivPnkTHQRo2Msq2NaO9hd3DIVCtk2wQgL50L+gYAUU1MsWYDiNjmKnIOQoBS8uL5ntYQca6Hx0ypnyz7gcR1EkKPjmO1okp9vFYjKUEpYrdsvAt9OHOJ0ln0vejQYQCQVy+yWpUY27v3QG/D/HO5zO/X6i6yhjE7H+R9aPJF+HDxuIwfSNIAQAQd+wFifD9s8VFkxvL1FXn5gvDadPWS6esHy1qPFJu/eejmzMDGasuNF5IJK4p038AJZa75QVuIl/qG9k5OxdttNTqJAD01AlYtm1TGjI6bfBGSKdM/qIdGgLF7JDv4yrIIAhP4FE/o4TE1sYPyRbF4A5sN3W7VcsXczWucMRN0jaFxrfJc6Eplx9aGWF4YsKTb6fQv3BhtN61OGxDMwHB45Lh96i3aXA+RSb8D6YxOpkiKONCzUjwytfMLpSJGITBGqbQplihXUIePsvIWdDUkYjs2148WC88W84PlLQBSgyNq114s9rmMmUJJrCwZ19Ujk+i6EEbAOfpdbLdBWrcnUfb3T2C33RPGAa8VPvQoCCGuXgqWlzytrMDnrWZ5bCrmxnilrHZM09DInVMsiiXM+JSa3hcdOipaTYgij8tZxmXf4DKyn1y6eaPZzIT+j68vc85/8rWXCrNXxOoyuK6oV0HI6C9YxHHOmnVgnLVbamgUhEQywDgLQ1xbkddnmN+BMADbgXRej0+AUuTGKBbvidPd82J3ad1sf3TCKATAO6vsXrLmSwvt0sCZWDIhRV3p5wUG62vtbld22jKK3lHmxZszrFImRDFziTWbYuEm29rUtywQHMdRSt1mxlonT1APj+g4JC1Kpli1Is+9L+ZvuN/7JirdFJy1GhyI0kWKxcXqMttcFzevGlEHBQAAIABJREFUm3yhp7ZGmSyvlCvVslLa3rVX7j2kd++TMxdfPHdquryxd31lLJMdntoJUqJS4sYMq9f11I67VFdzBfRD1qpBtxM+9XFKpe1Xv4Pthj17NWQcs/kLXd/zuwXGcpb13Wb7+WTCee1lpiLgXHPGLLvz93/JDI24AJWVpQVjWtqk/A6TklUraIivLKLf5avLvVEeGEO5gt65CwCw27HfeIVvrInZa6Z/EOSDMDaJFDAGXLDNNaYNq1chnmDLS0ikin06nUVEMzIW7drPV5asd0+CMdhsMq/do0wXhHg4HtvvOJ9NJ+/RX/tBwj75GtK2MChq0E987K/033/EjP0PEeLSBVPqA8elbJbXqyqeKHW9wtpSNZ1VyCZXlhJxW49N+Ynk9zfLO4wCbYq2s95Xyk7uQK8t3jlpkilx7TL19YvVJd3t6Mmd5sPFmFi9imvLjAsIfEgkVTqDVy6YRmNeG9XxviJiOwj7kW/Z7hc3ls8NjQFjxrFNoQiIyfmbjxiNQ0PicoWEAMvB5UW2vqYWFyqOk2i3SUWsUoFMVizcJCIsFB2j2R3DAYonKA4AYAYGIQqAcZ3N5c6e7vyDXwr7BggA7gBUmGLJ//QXIArF0jw//U6QSMmFG5LzaHofu3whfOb5WyMOAm4RaQLEYt+2jqPgvtGMWYYhct7Qps+yw6PHqa+P7viiiqV5NjcLgHp0nPr6YeEmcvnzawupdH4rm/mJYv9Tm3gRURG2LPnfXnxvMV8cr1ewtsSr5eiR47zbhXvM/pRiSvVkLM3wKAiBURgNj7KOJ8+fJiI1MGy//Qa4Lm5ssCgkIIhCDRoAt3ejRADQ1OZqEADALtu6UwXFRIEIApNIQRSJpXm2NA+Rih55nFJp0FpsrEHgk+34z744zdinuv6W1vsd+1C9srEwWx7bORQEfsf7TKfdu3RifUMPD5JtAWeMDAb+vVJiAACA3Q6rVUAI9LuqNABEzte+ApbFokDr6OVk5tV0PtTRz0m2c3wSAbBS7uka8WpZpTMAYBD/1cSur5VGtDH/6fLcl779tfDYY6zZQkQbmWXMzmbFB0Ct+dwNXeyPAKKbs9HYZOzWzTKWFTz+FOzbD7YLsRhWyowjP3kCgZLnzkW79shMzu6G0ihTLDHhyPVF4FwbzQE5kL41DdtMpb9muQcrm91IzeRz+0+/A0EAbix49Eld7BOzM+i1AcBYrtp7ALpt4BbbWNO5PDJOZNjGur5PJRAASEo9NKKHRqKDh/nFs9aVy2L2GiCaWtWy7eDZT4RT24rz2KxvS6cJzmYuwfEne4drgrHE7QPb9+XbJ3i1rkfHevSC80Hwny2stAz7XCr+3wzeW9ozRkAMyJBBwc0D1rU/ZPFRTPR6cgfvwQyU6qlTJREfSSZWBGe5fJ5jePhhSmVsxLDZMI2aBdDQJn/4EABQPBE+/BhfWTKlfp0vIWN8ZckMjjzQ4BjDgK2u8EYDvDY4LmjdS3ny6uUVy7LbjRSYZ+vlq078qSjQgH+c7y8bUy3mnwW13RMwhioybgykDYg6nWFRpIBQhXlPSRWhIUXGdDro2Oi6gAyvXKRMDu5TetHxJAsVxSRoUrv3AADZDhiDWxuoNWVyPVo5CYGI/ObsyXThz1JZcpI/26js0YricWy3KJMDAJ0tsaUF5ByNoX3bM3Q1NsmvXLLadW0774/vLqUzBsh+5dvAWTQ5HR04Cuk0+l1283rvRerLy51YfNIPgEUZLn5heY500Nk5jUF3vxX/hh+IMAoRD/gdbNQAEHRHvPOW+fJd3DS+PG+/9C0meLhzb3jsURKitzrDbkdeOg+tllhe4LPXMJnSiSRrNsnoHqFfVLYiMqxWBTcGgd8dGv0XG+VxWwDBV+ut3xgoWvU6f/v7zsaa3NzUrqUnp/XIOKts9T48L2+qVJpvrLKlRXIc1l0jRDMwtN91jFLOe2/LS2fTzebPbK1dT6UT7eZD7ToIDgSABEqBDWAMqeiDWtX3+YX3Zbulh0ZN/6ABDLQOEeJEyJAFXdZpQ1NppFk7ftqOTQUd7Hb+z4PH/tn4pFxeZAzvaWnPbpW/1fGnuOD1rX89MPq8lLmz70EsZlIZJIPSAtsFAOh2yHFq0jrR6vQD+97S8s+NjPZLAQDb1k7JdK8bQ8H5zBVjAICAM7k0t29x7g+PPJ43qr25+YugeeTrmCt6Ut5Km4Pbu5MVbWqjEzcKxRaXe17/HtQ2GRe0sS4SSfPcJ7tf+ll+5aKcuRI+9IiYnXH+/I/RkNq1T5X6AACRsY1V1qyZfOke40MWhvzmNQyjaHiEBSHFYhAFIC2MQkqnsdvZNncDMLkCeC2w8iwM1e4DD9x5ON/+uliaI2HxpTkEHR574qdnlypkEPDfVKv9Dv+HdxuwoEECAgBk8Jfrn/wQxEcy0Rf75M1ZiMeob9AU+wDAJFOxweFda6tgjJ7eq9NZACCtfn3uqlerEYLJ5vvbLeO4ANBTNu4RdqCnbd2b8fk+azVAyNvTXnF9hm2tUxCA7Zh8EdyYSSbY1gb1DwxfPNcSQpD52PryV44+JmJOotX8e+n0ZjydGhpI1LNscZ6EgDAgMlSrgNdGQEFGceZcvjBb7NuxtUUAhAhaY7eNQddkppAxxjlceJ8lUuZOdEcUybkbzO9iZUuNTYX7tp2++cIcX19Zk9b61Suxh46PJxMIQIirTHzPdnZFAWvUfj+e/vW5WTuRhFuGmcAxePgJ1q7rfMFOZQAAwlC+8/3Y5rpmEPnh/myFT7/ITp4gANaoy2tXebsd7dpDXCAgba611laXmfXq4OhnMtk9lTLTysTiOpUhhOjYo09UyoPF/Ck3lWnXc9/7OiCa3taj49Hd5t32S98yhZJhyBfnRKGgbq3WQWts1vnmOiVT2Gyw9VWd3AXIQHAACZzpRErOzgSPfYxVNuSVy61L57LDU66TA4SMYJUgHPv+y6ayJao1AoLSFF9dMfBB98PnZtXkTgzC7dPRjTHf74HsxPxNsThnCn2s7e3YXJuIu1bY0YGvgXHS6sBBINbzkWdBYL3+stq1Vw+P0jsn8easkFxeOh9+5gsbUl4ZGI5p3TR0gItCpCkIQVqcgRLC4oiRMrm8qFWgmaNCCWcuUyzOwiC6lQ0DBIkIRhOCIOoCgZRhtmivrpBjQasRHX8cAMh2MAg2pN0vedaLhmKJmSDoBxJL8/zmdYwCtr5OAMGLnwNEE4TIAAyAMUAsTeqfry9sIcturCSK/cCAtbzul3+eVTZhdERlttGbOYTPvfKNHSuLQHQmk2WcASKzJPOaEASsVrXmZyHoWG++wpQxmRwBiJlLBGgSCb66iIGPiRRdPBc9+cxtJR8AkKffZivLxNE9867au59pBVoDRiA4BgHcsVgyg8P+Ex8XG6vacaPbHGkiVqtgGFI6Y9yYuHmdEnEAMI7FlhYXDz68SdoCACAO8Gf19j2JHhAWnGSXUUaHQz8wufpvcXwUEz0LI3DjV+bmVCfQocZuhwAoHsdcERDJAMzNAQAQWeUqJZMAgPX63OKiaX0gaoG5Pr68AAB6YooWFzGKphdvUDrNwlCPTajhMVarWqff1pksBiHEXNZstCammp6XXlqySQMDS6uy4zLgTzgxWchTo5Z4/eUkMuIyeOFT0f5DEEaUyRAX7p/+oc5kueexTocNDJ3OFk90Ancq+0uzV6TSwDAQkoSQ9RrFYmQ0tpvOn/+RHh4Ho4EoeuQJbDfR7+qhYQLYrNX+541KUG//J8XC1PzsUr74WyCHkrJWrnyc8ccWZuWpk5tcysnd2KgBkq0i1Wz7jtsMwmIcAEBN7WSVsslkWLeLbgwAnFe+zW9eAwRuiMVjzvxC2xi+dJN1OmTb0Gnz1UU9MMjaLR0p5+xp5PIo6NHXv/2HT30ydvHMsGuD46qhEZCWsWyTyowAjAAADIdzs/LKeZQCAMgY9Nr25Qv86qXgsaf09F5gDBhCrxEJP/i+USxOsThEEWs1KYqIIauUkYyxbTREhkw2B37Xfv0l3FjXu/bGY3GvXoV4HGy7rXWyUbeWlyCdAQZADNodcGNkO1irYiIBQaAOHAEAY1nC75Lj1rudtzPFV9Y2nk8knglCwzkIboZH2Pq66hsOnnyehx3v2syrA0O6NPSUY6VUZL35eq/54POzJp6g86eh2E9GUyKBG+u/M7XnJ65dVFKWSwM3kpmUbTtSkmUB0CjpxWJ/V8gA4XNgZLWiJ3YEH3ueee3Idm7jFw/mcltbNYh87SZ+rFEdCDrQ6ZhHn+xM77JmZkToiZVlyBV1sS869qi/stxUamlwNJRSRJGol/n6KnS6fGPFpNKUSDrf+Xr41HOUy+BGGQAZkHZtDMBV0WgYcmS62QTBmddEBurgEdhcc7/xJ3z+hprclcnnwvXlgHHBxcPVCiTTJLhRoLMFvrEqL5zBlWUC4L2tcFID5yiYOvIQSYsbQ40qAUAqw9bX4FaiZ2HIr181+QL0LA1S6Whihzz7Hg0Nm4npqFC6B0ZlJqbCO+c/RHx5gS8tkLTYpXPRw4+bgX6s1EByFmqdzoxuOzYDAhiAHc69eeydVPo7peF0FK45sV9eunHPNPGHMD6KiV7MXMaVRZAWljdFpUyFEiDA6rLatfeuto6IXBe9NjFu4vF7Hh1KJtWe/RiG235SXW+WS/BDAMALF1SoWbXMioMYdMF2uYZ2//D66TPFTut0tjDgxHOpfOTGOkSxMHjEdeevXYNmg+VKAABCmuszKtTbB8nohFVrALd3usZ4tO5HP2nHiwNjnpTrbvI3z5wMGWNkROhHjz/Nr89guQyxGMVseflC8MjjYFny3ZNq78HeJLpqYB5w/8ZKxMX/5vv/o9YLxMaQbKMdS/7JVvnpU983yUyfZVWC0NFaMfFUdTPVbqxb8o+qtWdj8T2OzYjJi+fZ1obuHzQPPwa+z2evkmWj6gAihqEZGhLzNzFSLArICFDKWA4AmFicLy6CEBFjBnmpvBU4dvXJZ/pbdeDC9PXfDxsPPvPjslmHlUVIZ/hjT8P/8wfGtlFFzsvf8aUdHTgqZy6SFNjy/NsC9J0OKBUeOCLOvQ+kkTGGqBnv/L3/mFe3xMwVVArjMayU1dCIaLf54lx8eu8v6PC3g4AIfiGfTZABFQGAiSVYs86DrvK76rlPgeuwdgsct2cjbgaGFAILgtPZ4kIssYuxS35QLBYfOdUk0qh0+OgT0UPHASCE7L9C65TnY6X+L1X0nbFB67borpBibcW0miyMTKHIgshUKz/O5Zl9R5VtrzP+gmNzywqfed4+8TIhOnsO/EYytlYuO5wP3ubESmnu7nXiQnxr944ztbptwmObMUX9kErLk69iGKIQNDJhoki++TovlsiySpPTL22WBxr14sLc4yaQW5ugFKkI/ABFBywbGFPFomXADI9hq6GdeHhgnx6ZYu0mCcHnb/KtdQAIp6bR9wHAOX0KqxWTzoq1ZapvCWSMMwACxnQyxStb0e690cOPi7VlPn8TABCxh6fAdoNAqNKAYZwyWSMFixRIAVEId1BejBAfMLDC0KRSZvf+6KFHpZQAYP4C3/Nuh6+u8IUbrFFT4zuAMUqm7Ne+C4UBaHew2VBT0+3HnxUAv1bK/vtacyvUB+Lu/zJ4r5nwVwYn97YbADTR9WZt9+EPe78fmvhIJvpz76GOIJHBSFEySYIDAEqJUUS2DQAYRRCF6PsgBZEFWqM29yDhUCm+cJNtbYChaP9BYHxbOQ9gG17JBdk2MIZaUzodlrfCZNKE/lCrcUPks8U+DpRkTBf7WSJBWiMRESARIaIhsbZkEkkwmi/O6f4Bvro8K2yKi5PZ/POVikUaEC9L90qmyIgIkVxXE+PCYdk8cmnCgMWSyutA24NuqCtVySVultuWnM/kGwa4UQNLC1cGRqPlRRQWS6apVvskEnZ9MLVYEPzLeHWu3RFIE522MRSL/FQmuxaGexxbvPcmeS1KJVmtjN/9czx8DLWJ3LgMAwyVSsSD/YesGzOmWMKuBwZIWqZQAAD0uyyTglVwBPOJAGAqlZqIx3U+j2HAtjaBSOcLcPel7v74l9mN6ybhOskU73ZEuwVGgxu3zp7qfv5Lpq8fPU8NDkIiBQDWxbPizDuAPNqzD5IJ8NqAaBhHYyAW07ExPTDEa1VotTgwENLk8mxzg3U7Ozrebx47flu6K/zk563v/BlqFQ2OYLEEACc6nf96s/JUPPGMhE/0fogxMzhiAL69trGbMQCIMazZCf9LPwPLixhP6ltKuQuheq3dGZcSAALil7U5Pj7FVldQcKxsURSx40/plUWxtGAKRXHp3D7O9773/f/u019+oq+0y7IAINp/ROfyEHRpYDTx+ivT5U1EpETcf+GzH/acxzh/spDHbod1OhRG8spFPTCI3Y64cR37BtBr8ZVFZECahirl/zwWj4IgMTfLotDE46AMJZIYbmKHmTDQO3dDOuv/2E/JpUVjST21c/vkTqWY1zKDQ+DYJC2sVsTZUwAkZq/03BCNEDyZM6urwBgYICl4rWbSKe55SMYkU4SIvdUFZ6CZGtnJmFYjE/LSOXXwaLjnoG0Mv3ZZ7T2gdu/74HdjzH/xM853vglA6qHjZvBBJjP3hzHi4llx45op9mPbw1aD0lnsdEwsboolKJVYvRYef0I4DgD8Wqn0X7oOKmUeJMf26a3V625CAnSQufQjHP1HMtETadRmiYlm3CHbNVwCALJIM+YQWH6XLy+BJaHVgkQaAJMmMsn0nYQUQZTcXMNGneIJIGJbm3pyp0lnWHkTDOnxSQCgVBpUhOUtXSyxRJI8jwDr6Wyhspnx2mpi6s4STI9NiJnLGPjIOKhI9w2ANui1sONBGOqde1i1gmGIjt1FpjiTyA0gEDEhyXVAa6YUeR4ZDVqD7zNDJBjW6xj65Mbk+TNqYJhllWi334mlEJhC2EeGubHizt3NILzkB3s4L83PzuT7WL0G3AJluBsnFc6mckjUFXburdeN4y6USrLe6GVVIx1eqej3T7N8Cbo+xNJ6vF/v2ituzmKzoThv9Y/ZYSiGR5htQ6jATZrCgGx4rFkFAv/AsamtLct12MqKOPMuOg6SEcIKn3nh9tXmjYb7u/8HOQ4qBUMjmnFUGriAjgfuGGp9F3Gx3RZn3qVUBojk9asqmbfaLUDAMIpGbynecKELJczkxM1rZFsQT6g9RdPXT5YN6gOD+HDnLjj060vf/FOZLfSBqQX+V5ZXVDr3pud9td743bGhh+MfnEZfTKdeantpxtYj/VwyPo9IEzuHhBC3GpQkg/AWAtgHynAZjU7weAJ8H4ZGxcoSplLk7opsR8xeo0yGAYAx/7RV0VPjhmA5jOwLp0evXSHkrP09vfeASaWx62EYfJihx/ajbox18jXKFyAMYWszKhSl7aAx1GyyWtUkUsQ4MLAW5vX4hL1wg/m+ceOgFEQRpoc1DRluQb4AQEBkcoUgd4fgcLdjnzxB8YRYXcaNNUjEjRtTEzuhUTPZHPNaYNvk/b/svWewZVd2HrbW3vukm9O7776cul8/dG4AjQwMgBlihpgZJjGpSiqSEiWqKLpKlumSTNMWy3YVSy5nl0nJNuUqyrREygzD4STMcAjMDEKjG6Hj6/hyuDmee+Lee/nH7QYaQHNMsCwanMH37706dc65Z++zzt5rfev7PHz2M8HJ0+brL9F+lQsBgx4PPF2vm69+O3z20/HDT5jnzoDvgtLywYdBa1kaI61YFFovfSM6cX90+jF69KkP/jQ9Oev93D+4x2/WGltNpqTK5m8TN++AtRri+irl8ui5ulTm7ZaOpZqZZft7d95DBXc27nxni6/fBCGYOwifee59G/pTg3aE+M3SxKcbeyvDj2WKAT+s99NfAp1OR31ASeO7wPrSHxr7uz+5fPKLhT+3IeIvAQvgg3TfFAJDRACKoghHKT/MC8Hfm6OwEK04RhmPmlaICwwDW0sk5FpzhnSnmSUZx1XTDABjxipKZjkzhsOkjMl2yLJZtw3IAMiSsSmMUfYJTBvdPjlOSogwirc5DwCZkpEwjqcSKcuuSrkXxRrgoU5TKGkNBrZWYNksCnQUjczQk1pzreNcnjtJDEPodpCxjD+E8QnNBUQhOA7ZtrBsmyEOPRn6bruFnK2NT+dKpaPvfeVAKWAMBz0MAnHtMpg2c/tEBMiB82B8vJrOn0llDjvWSnVX7GyNGmrQHwI3QStgjExTzS6o6dn3ZHs8z3rzdWBsRJmM7zvKmw0Y9KmQV/MHAQC1higkwwTOQUr0XERGQvDNNTAtiCLK54kJjMM4k/sisWSjFpvmYaD7KPrH+Yl6IskBWlI9lHT+l+l3t/MEsB5FvVhOVHdv7O+dKU9AKnMynX4mlXhnoP+4N/jva820in5ZRs+mHL63Y7z5OnGkgyuK0JycUr4fFkrOl/9Y53MAwIbD4BOfilaOvOgOz/YH4vL5Rxg+G7iiUSclkUinshiFwXOf08USKAX3tLb3Pevsqzqb2yCqr17pFkuLyeRBzxWPPBHVa+YrL+pcETWx3Q09OYvdDuu2yLK1ZbEgVHMLhKDLEyAENuvRp55/37n57jbb30XfM1YvAuc6k+ONWvjYJwCR1at6YgraLT09mzv9SLfb1Z22cfFt861zEPlApBlCpuD93V+EOBZ7O+B7NxVRIsmajZG8HRv0dS5PQlAmqz/Q4gAAGEfY7wEROYl3xNQ459ioQbWKXp8pFR89qe/yhmWdFqtX0fOAMfS8+NQDZDmAiN0Or+4BkJqaG9XkiMi4doVSKQDAOFal8dH/331hX/gTAjrY7yKSz7j+x796j4f/56P0XUwr/3rioxjo7T/+fbG79eNHTn/p/9NA/zE+FNJa42hujKy3iARQQikA0MgAIDYMhZiSMjWSHiK6nRPTOqUkG1VcTQujkIgixgLGc4yl+10YuURwJjJZ+24jC6Ww33MQDa0omxsxa1Er7HXTUQimiUqDUqAVhgFHHCTTg3QGomgQxSuO9WeKEppmvEHdNA/lcjN32imTgAwIAJjrBkP3PBcZIofzgW0fs+3UHUq+ALAAsNU0ooA0iY1bOpFIRQGXKj6wbOaLkkjajti4mb11iyOpQik+dbqv9MtDL8+Qr91sJZOf9AapehVMC5QCJfXMLDkp8FxApoulexisE4lrl8lJ/D4zp0PPSaRCxKl8fjqdjuOYNRvY7yJjmvNoONzxfSXjIkEZtRqfUtOzrN1k7SYoreYX30ldYuCh6wIAKM38Ifg+azfJssAwWKej5hYIkVKZkcIBACSTSd/3tZTi+hW+vwdSAhIQ6Fw+Pv3Y+6eFlKzX5VvrlEyNjNrJTrxzqvf8rquXdSqFgMz35NwiWRYQiXYLr11hbh+FAUAqm4tPPfRO4Q19j29vAuMQh7pQurs7jIgQ4N2nRySuXr5NxIgiNT7xPpVT+saXba2X+20AqDl28pf+yXeZ6h/Ex4H+L4MPG+j51oao7v2UkfyKcW/Zv4/xMT5S4AAWEREJ0kijeEQGaXv0AWQcAIAIBE/i+1nihpSJwK8Lw2QMhNAEEVFMWhAUBS9wjqQhCAZSAWdCyYCJCcEN2x5VSNMjCu8doFJmp22bAgAwDMlJoOeh23csyyAi09KpDHAGlk2ICQSBaFlWFEVEBEqZ9Wpqb3uUlpfLR0ZLZhPARgw1NaSURAXOs2GQata5aWAc60JpZK2FWqdJj0ybQWu+doOchIjilJSyUqF0Bt2BaNbZzhb4PiAAY6Apfvjxu5X00fMw8MAwR+qY3+WZozvgO1vAmC4UVXHsbj0cjGN88QWTaLnfIsCOYxm/9E8/1IB+HOj/MviwgZ6UNFvNn6p3vvZxr8PH+Bjfc0goJUiPNKHfKfakGL7vbecAHxQicBCMd30RCQAA0bmr2IhhgEOXx2FKqb+3cf3Jdk0j+r/8zz7UHX7vBfqPYjEWuaDJ6V/X8J++9Ke303BS6rGytpxo6EYE6A91rqiLJQxDvrk+AA0EGEdk2cAZAEgn0Z98twbItzeBsSgKQ2RkWRiG5DjAOcSxmy8pzrg3hEYDlBzlH3qJBGXzlMnyzTWKYgSKkflOAojUxBQGAW/WNMCm5QyE0TPMmTjKgaZUhiyrE/jMDzhpBADLJoAwDGrC5KQtJU2tGQAghsgC0wQA1JosC30fAFzO3y/VwFifC02g7qxYCJFIB+weSlIf42P8tYDHOcD7J/BA/8VXnPTd/hQmZG83T32iUX2yVf9AV/L3Iz6KgZ60xnrVbDdT2SyGASAD3+8Jc99OpAN/srrPUknyXeoiOQmecHDokuCQK7OtdRAGyFguHGTXr9xuq0tnIJ1mtX0c9ICIyhVW21ezczjooudBp0nIeCZNrSoqRaSBC20wbQptcCjkrNVL4PvIGRmWHCvjrSts6GKvRwwHhtmwnGEmmymOTRoGqHA9kDeQ5VEb/e5JGWIqXZWq1WknA3/ec4VWPcOSzCiFw9vNHoUikQYCCHwMQkAAQHAskIpsh0yLEsmqZQ877TPpvGKsm8qsIHxibZU43we2zkQoxKGhKxneTGSe7NaRM4hjFKY2TEqlBgyZlOQOiBkAIFPJr49NJpLJxfUbKbfPiBhBvVR6c3zmwaQz+pRgr8f3t5CgOzENgY+eC4yDYUolW4mUjywdBqxceSevGgMEdwaOcw6ep9tNXyplWTpfwMGADV1CIE0N22mZVpULJI0AKU0V0BTFYBhk2RgFJAyUcaBUZJijIt7oY4xDd8iZsp13mBWodYwQMP6e/ahWcRQFTAAQME537tAD+Jhe9/0JpNHU+9gz9iMZ6MXeDt/bBg0gNTlJYiwqjr1g2GUiV5hdJ3HYSSIC39vRtkOmBYzp8QmdK2B5HFyXHEes3wLTRLePG2tcSV0sEWPkJLjn615XLh5ggz6vVUkYyBgEPhSLujKJ3Q7l8jh0IZ297VVfGIsPn+CJ/EnqAAAgAElEQVTr15nrglRo2iiHZFkoBGnlyHg2luC5tLdlmqaqTKIXTOby463m0LZ1v8uU7AG/nCv+2Pq1pukwrTIyRgCNyEETIA1c5Aw4J9MCqUZNQKAJnAQxhkoSQyBaT6SqtmMAZQzhShlVpr8GWOUCfD8j44RpjUXB6dizTj1g37yhUxnSkvV7NOhngRAI4oh0qIF0MCzkSwXtPFLdUYiEDLWe2gtzg/687SRmF3QqxVWEyRQAYH0fAG6THKS8GoaGYSFAW9PnVcyte8j7WYYBtzalkwCTYThUOm3cWr1Nh5CyC7l/I+NFpQeG8IFpxBOD7me1TGcz4LbZ0KVkmjdq0OsBKASkVDp87BNgC+QEpCjhvC9pa1lWGN4tV2UAk3xvV2Xz8IGtNw6HnfNv7HO+msouu/1xGWakhNvaGCFk8xFAEAYURSEXXiqttV4rjAkZj3OWMAxh2VorGrpA5KZSWmnW7ehMlgwBUSxLY0PzPbQlHPR1p+NZFgkDw2Ak4IO9nmfZSisaEbdUTE5yGEaaNCEbWmbCtChf3JVqT8aSYErGBY6gNUYRJVKeYcSMw0jVIwziKAIGfWEqQMtxGGMjlosaLZkRbzsdIgKRbxjRB4ieHoEkGn3gR59MjTD8Hlr+ciBC+vDal9+D+EgG+mtXqDwOXgCZtE6ldb7YkSrlBwwAhGHHsRy6VhSybgecgLI5jALj4tuqPK7HxnW+CETAEJRE34M4QsZZo6ZzeT0xJQuAYUiZLHhDAADL1Iyx0CepyDDBSai5BXHxPO5sCgI9M6smZwAIhdBaszjmOxs6WwCldDoDg75CiHX8aweOV037F3c2fqa6fbU0OTnocoP7MizOzRe77d9aOrxtmP/h5bPS1gnSM75rxEpxllASAAhY6/Gn8utrOOiw4RBAk2Gi16NMTqfSaukQq++bllUMBhOG2DXFNcF/enFu6e1z/7A4ddj3WBSumcmnGzufblajA/fFc4v2pTehvkPjE2AL8HyybDF0od8OtSalibGfv3C2EHqMAImkIXQc9w1nMDe3b1hP1Hac+cfEzjoV8hgEYndDO44nxIV0xlXx66n0YjYDBOT79tzcdCoFACwIoFmHXE6nMgCQsC1cvxZl0gCA3lDOTNtvvKIxCYyhNwwPnP5hL66EwT7jEaKjqSjD66H/k5k0aW1263jxGsYRAIxGEPvtwG1DEBgX3wbAePFg/NQnRzsJDAPjtW+Zb7wOiOrICf+5u5qSDh+7x5RSynrx678zu3Cr28tE/i3LdpCe3d+iTA4I0HOVITAOcdAHJYeW43LaVzo7N3drcXmn1/0H61eL5aIM/Lg0y3a2tGOB1mK9LnNpcKy1TltNTNJdlops0OeNKraaGIVkmsg5AUAs0R8CMiANRLpUZs0GpVLY7wEAIUPSUBiLkw4YBs/lVb3KG/vaSYDg6A5kZfxdBwUBqr7Nt9aHqfQgkY6AckvLadsQzSHW9gEIw0gnEiwM0B0AcnDs6OSD5NzbvOU260ZrABBrt3Dt2m3vPdPU5QqFoep1AssCIlA6Pn4/ZXMA4Ac+bW9BGIDtjAg/ZBhXLbvJODCuAbKczQtB/X5Q3yeA0eYMHEfPL/n9vhwOAJEyObJtHPR5bd81TK3JC4NGJsu1bjtJI5msmKan9U4sbQQA8DRNWSZ9wPAxABj12uKgj4M+IJKSLjcWPJcR0//+y5AffXwUA71aOsi7nUPFvNeoy5kZPTaek/KLjfaSaYRx1Oy1f7C2I7odWS6jabG9LZRSmxbsbVKvFT34qJpf4gzExppRrwJHYAw4p66ODq0AAGtH4dIBPlGx9ra0Y6HUGPqM4jiW8WNPDFcvZ6qbUBhjqSS/teqffpgxsl/5JkoFiBQHemKCPMXarebCUqu2/4KR/9nttauZ/L+emD5alc90Gn9Qnq64vTznQRB0U9mfv3bhUhBdyFdWek2BYMeqbtmToYcAgFQrlevpbM6xRbtGjAEBZQsw7MfzS+rAIUokjV5nsllVe/vpgncM6Wequ5bF4tm5xQj7ITMBPcPIK0WGyVJJfuMKcA6Wja0WxLE89RCrbUOrAUqbSsbC6KUzmUFfOwnGGQ6GRhg2M5lusSJsxyaKhLCRoZIEwNdvkmnR5PTe5hZr1V9aPvoFw/n7Jk8wHGTzSdsBAN5uW1/4Xe0kWBRETz0n5xeQCzp6kp1/kzjT03M6kws+/zeM66v82mp86gE9O/ezteYftDuxVApQIAwtu9htYJhlritnl8zdHWAMtAZAIA6gWK0hrl2iTBYArSuX9Pyiml9Cb2h++8+Mi2+jaWjDYJcviNl5bTlGvyfzBTU7f48p5XvcD2wnvZVKLfTlTjI1qRPQa+BgAIjh05/WyaT12nd0vgSkU/220++AMNsAS5s3L5Um6wePlLZuKduOZxe4EGxvp6lpw0n8Vqg/xYMfnpgyt27KlaNqcnoUi8X6TRblxe4663YBMSoUeSqFUrNBjxhD0qCVLJeZJeJ82tpZA2GAJtRac4wDFzuB2Lzpu8OGY2c3bujxiv3w4/oukw2xtwOZjC8ws70GgG/PzS+urBiI60pxrcTOFgkB6YxOpmFsXNuOrkze0x7kg2DtBnIBOgJEkJLt7ehc0ZLKxBhIA0Fs3BZ1yK/fonQalcR+jxCAc5VMDmzbkooBaYAiwiHBIZ3yd6N6FEeMT5HKgVYMVTYD2XeZNiwK+KAHlgVh4PrBRcERMd1udQ6tPGzwocY/C4MS5wBQjcMfkj5nHNIZupu+pDXrtFmjhu4AZQyI0O0iwKF+ixCAPuZ0fDQDfWWKRRFtrOml5dH8zgvxc8X8WhSJwDueTujUstpeZ1LqTAGiHUokIIrBslinw2v7VCqr2XlIpdjNVe4OAJBFkSYwL7xBhqmOnADbVrYdPfks399THNXTn7QnpkLPu7R6eWdv9xFgQbdjaIVB1Hv91enavhOEwBCVBq21kuEP/8RA6d+7fOlRbxjGajLwfmh/+7FiGZPJxIHln2TsrXAYtpv/Kp07MBx+lsHnQLoW08cfcAe98+7wWHU7ZNzQynfSl+YPzkqJDElYEPgMSA9dnS/xdtP4xk1VKrNeV7h9UJHl9skweL2O7Zaj1c888NhrfTfba287yZV+CyRQr8eclE5l0E6AkuB51qsvEgEoBYaoJ3NFzw0NMRL45t6QUkmKZFCZJD8UvkdSmhOT4CTi4w+IN89g4Ku5RbW53o2kSqQsISrJ5Eucz5rG3y7m8oIDAFu/3imNn00kX7BTP1qvnspkcG+biOLDxyGV0k5iZAMUPjoGdzon/0llbGnQ+5LvnTHMbBS9lcnvWybWdmnlkDItQI4oCYAQOMQykfaPHE1fuwQyBgLgONJpYe0WMwVD0IxjFILgxq1r2OtBMsUvudEjT8il90ol93rOb/8LInpkc+PMfccDbuQQ7281tJXw/tYvwB2LiZAJ88y3wbBUeYWG/jCbOfLW64yxB6Ko5LvaMCypqVmPnvs8ZfP/Yq/6Unlac/HJt159bXzyiVJZbNyiRHIkjEqmpfpds9sBpQDRbDdVrkBcqmJBdNuktZ6ewzhi3bZVrwIgaA2cg9J6epq4EG+93kesWolMwr6ydPBipvB8rnC3UA4NXXP9ml2vaWHKROJUoxbs7+jJmYUDB+DAAQCAMGSDHiDTheJ3JykCQLFY7Ha7I15c4uwr6PUhDJA0AhIw0DHlC1iraoD4wUfjI0cAAIistWs3ACCRICVx6KqpGchkKwRX/NBhzCd92LYAIGTsi8JeCYIB4zXAE8WxHGPvMyKnZJKSKUBAIkvKntYGACuNHbUdAEgydspxXh96pPUzzapp26C1jiN613EesN9j3TYAMM/VGtCxGQKNpEeAOPvYHPwjGejZoM/2d7E0xm/deMfObcE0FkwDkcybns7mdDrH61WdSun7HxKXL3JS2nWpOIZRTIjAuRob15Vp3LjJZKwNUxeKvFrVlsG/86LZaUVPfUrOL8r5xfdc9+YNL5dT7UY6DF8CdihfLGyu37Cd0xxRKmDIVDzK93WVmgiCyU77WYAHuy3NcGnoTg264TPP9V9/uVyvArDxwE/2etU4XB50xpVU6Vx08oHpF77EMhny/YHWXcdZGvaKszOUSMnZOQwi3NtgSNRug2XK8QqvVdH3KZFkUWQOu0QMSIOR05b45Or5A4HvIV/w3ZTUkS2EN4wt0+h2IZkEzwPTJAAQHJSGOM7ZumXaVm9AQlhhqA0TPQ+SqbF67e2pGccQJzzX6HXgxReix5+OfuCzamNNXL/CTYf73ZvZ/OMbN27NHfxvqlt5IdTxU6pcAQDU+LqkjV7/SKfz7XIlc+n8ibExJDCqu9FTn7pnfLHC4Of2N3/Wsr9O/luKHW30fuSNbwFyuHIhfPbZ+IEHjLNnSCm0rGBsPHr+8yyVp4SDrssQiHE1MQkjH7tUhuVyOHAZZ1pKSiRvb+dzOdaowdIyxDHzh2Q7oJT5za+CkghYhuih/Z2vrhx9ulOfLBWC4/e/E+UxDJGjWjyA3Q5YNiuWD5x9OSIkhobvkxDoJLQk49J5TGVIiK8aactOMCKOvAMEAGRZOOgz09SJpKxMWFcugZQjOzOMYzINSpabM/PEYPzts+gHotUgopFRIigFyWy8OKVzRWrWr6TzAdIflqc+0WmMDYe8NNFVOn/XkpztbvP9XQRgMjIjBMPCMAIAFUWJb/+ZceWiPHhQT89jo6pmF9XMHH3Qiu/PgV45LPa3EBAJNAIkkmRZKp0NPvPDYDvwznkQ1fLK0vYmWDaTYfjYJ96RP1rW1JKyIMTIpfbVof+/B+pwMJz2hzuGJZcP/f3x0vt9wbTmjmm+/hpvNuTSwYMGhgD89IPr1du2sVOG+NFcBt2BiAJsN4gLNhzqfPGdbQoqCVGEcaQTaeYNwBsqAAYABAzx/SSd70t8FAO9uPAGlSvgOKQ0a7fU1Lt1P0qmoiMn+KAnM1l57CSZls7l5fScce4V0WyRlnGruru7A9X9cmVSnHqAyuN8Zwv7XQwjMgRyk0zTfOusPH6/zr1XwJqoWigt7G3dLJUP1KoqkRKIkYysYT8wTJMkQ0JhQCQBoGSIfcvopzMP3VxFTcRxJvSQceebL8jI30lnm5yvCrGfzj62eX3VSZ6IQmjXQEldrrBOEwulpO/bUzPx6UdBKTj/JsQxDLsyX9LjFbG/D4MBiyU5Kea6RJqkBCaAo9bEIxfMLFd6cTgUAKQVAJiRhH6XSuUYGet19MISDj1jbw8MA2MJBAbgGGfuiVNmqx4lU+LmdW+8tB3HOwRva/67ifz/lMmfQkKV5K2Gmp5Ts/Poe2xnq1iZyGno99r/bPvmGGkVaHH2NfXsc2A7lEp9w3EOey4AZsKwb4hRoxCMumHFPaYWMc46TQiC5zvtzwY+jMqhnCvSxuUr3t/++fChp0DKd9QCMAzU7BIEHtNap9KoiQBobFx7npxaMOu7cbEQn34MtzaNbl+bgkWRMm0cutbLL45oTXzowtYmSYkMV7PFpmUdjYI3Zw7sZrM/ns9N37kxvr/Dum1KJNH3WKfNr14B3xPCAssBBiNyj1YxaoWdFkr1nyVSv5JKpzn7k7HJX6ZglOXAWhWFkEvLeqzCdjfvlDiJAKzVK/XKxFeL5WfPn5ND1+AM4hgMg5RChmTYwU/8tMqX+OZ6sLvra7mWSC26/ZeyxYcKldV07rPvTbzwwNe5Iut2QEYQSjVWGQkK2ede5beu63yObW6IXidcOYbdNjOEml24x2sWRRgG8F7/rOD4KTG7APU98eYb5t4mBS4ELmXy1tlXo9OP3v3BkNNzLJXGKIqzObirzOswnDbfLQYsGEYAuJXKbqezLaV+2blXCyRjxt6ujuOgVLLcAbvvKD92CgAWFt5z2+LGNWf1IhkGEAGQ+4OfeyfQD9LJ4pW3OSJrt1CIePmwceEN0BqQCFDe45Lfd/goBnq1cID3exQGWqsPLgypNCbf23JN+SJkC/HUnFKyduP62v6eNkx263rpmU9ZXKCKxbBPHJAUkEIZA4Dx1rn4ocf0O23TYSgun3+osfsdZEkpA4THmrVsGGikG+PTR/s9QYq4ICAcDND3HCfx0/lc8swuCcalMokYgjSE77vJwMsSBIZZEV53YsavbQ0SST+fd4ZDsuz48DG+v8OigAY91umaL7+kDx0GzxV7e8QAAYxBnzyPSLPNNZ0racdBzwchgHGdSDBviJFUlgOmY3SadJsbhIicYiV2t7Vh6OIY+p4uj0M6he5gpOAIyNTCoh1GaFpqYipIZjZuXusSTQX+/5bOLXD2IsL9kQfsDkOBMbV8H1jW7PbGbODLBx6yvvz7GElGmkxHNWr8+ip63g+F8euZfApgz0k+32uSLCARhIG2/pyWZq3BTrD9PQzD28vDkU2SQmZwAAAh3nWvJWKdNut3Vb4YZ7Os3xtpl1IcqfK4mp4Rubzv+wAAiQxKKa5dlitH1eFj4uZVduv66COHKoY4RAJQ+lCzeaY89fXKdFkI0Oo3m51fqZSSo1zWjeuUyyIyCly+tQGGIGQoI0DS6bRCG90OkzGMNAwM8fz2RoIb9926tnn8+PLCUR34xrVV5vY0otntoDDUsE8IOIrzjIW2SNb3Py3lRLPWTaRSAMIwII41F6hJJxyZySNjamGp6w6+euvWVOgDQQzsSH376V5DZJ+AZArCQFsWcqGzObF1i0wTGYN0Jh6fxDgi0+S9HiRue/LBfhVWjoEQqN9NXLB2k/V7xDgkEuLCm2TZGPj0uR+9e4hkLge5nHnxTUIkAiBCzlWxxNtNmcm+exziPSVu3oeKKX61UvqNVocIfj5XeDaT+uAx2Ou6GxtrcWzEcQS42G5+sGrMGzXj/BvEGZAGzpmKRb8r80UAODP0vxbD6bnlR65fnMhkOBHb34HbrHxEgo/ZlfDRDPRkmOLN1zWSIcxo/h52lO+D4ojdDsRxj4tNYTiGAM62mBB+WJqYUuMTamIKt7ZMqaDbYbGMDx4iw2DVXT09P9LPw611Ua+Ocf752O+lMgW3q5Jpj3OM40cTjj6wrFavMEDgQs7OoeexrY3mG2d+Z3zmsW7ruDewPQ8I6sl0jKwcywPuYIJz0mqtULpUnsz1Ok4UqsNH9dg4AaixMdzecq9fs6BlNffF1YsQKzANRAINejAABoQM45gDqUwWvSGEIQYeG/aj+YN03wmdThHn8MpLYmsd4wgVkVZIgNcuw6mHQGvWbPBb1+TCAdZu4sOP+RMzrLovVi+KVhOAWCvdy+UvLR4adDtfSWXPFspZUCd2N0WrClEYLN02gSLO5eJB4IKv37SuXsRgFJo5Cz3j1g1ZHNvPxIkb1+/rtQzGPt2sTj72JKRSGiFaPvznlv4Y05aNmRy5fa6Ush02cJkOiODm+GSn0z2QSZtxNKLMsnZT3LzuT0yFm+vpTkc+9hQlkubZ1/jGdUqk4pWjkM3dPm0qFT3yZHzsFGvUsF5lO5uUSCFnpAN0+wBAAAwwCdIr5hGgK9WcYQiGHamSJsPAR7fH2nUggF4HlSQEIAAinUjHp07Hx05lG7V4OKCzrwIABAE69qcuvwHIJi+8FeZKcmEJOw2dzQMA9roBZx4K4aQsGdsywkye+0MmZbbfk8ywZATCAqJ4rMxIK8OC0Ev9zm9Fxx+QyysTKnpy0H2hPKWAfmprbe6+FZ3OsZdfJMNEy4IwjB9/Oj7xoNjdwmaTkk583zEWhaOctyyXza01SKYglnqsCFHIvGF8pzqNg75x8W2dyzMpMQrDQqkqpWbGzM42lCvvH6itTRoVxhlj/a4i+n9voVfqdtPiexdnv1Aq/L2tW9bNVZ5wlP1JGB8HKcX1q+gk44UFAGCd9o6Ky0EQCl5UagvZ+9551m6Ja5fBEKg1IRJjEphMpgHA1/pL/cEBy+wWx14ojH/GH1aSCQwCjcg0IQIg8A80Z30fgv/ar/3av+9rBEHwoYQW+Np1vrXOTZPCiDcb6sDyd+cMiL1d5nusvm+2m30uZDYPKjYb9YoMbMYom9OZnHHrulo8wD1XJlKUzhrrN1gU8o01tGxizFi9qCwbu21mmI7SPAggm7cBbEReKvFalQ9dsC2IJZCOj570vvGVn1g+FRnGdSd9w04+AIrC0I4iS0YK0Fs5RmPlfKOeHw4mlTyUTMjnPi8XDwCRubPun3v9V4bhuUTmK4Xyg/1uMvSRCOm2kyeQxhEJmhAin0pjEEXgOHJsDCuTwSef15UJSmd4s25dOY9SAjBUigCQMeYHhMJYuy72ttB1MYrVocO8XIlSacpkUSninGyHNev27vZvHTh8eXrmJcPJROGxfuc50otjJV2ZIsuiTJZ5HhEBkPH2OV0oAmNsZ4uECYKj1vHcQs+y/lszcbpRixOJciq1NDGh8wWxtAzZXPxdxppzsm2+s80aNQDCOFaHj3tB8M2ZpTAMnOtXjJ3NTKMqbl3XlclWp/N1Bf+1lbwwVpGCj60cTl65YLz2LSDGem0Wh2x8Ir7j6YpxZLz8IgJgpyNuXQffY4ioYgAAJREZAQrBpx55/GU0TibtMcPYjeLPZNMGIt/fRc7JdsgwjeoeWSbGEgB0Nq/L40Balcbtg8tRoaRSKVCkKpPm1avaNEEIUDFHkvMH+OoF1Bo0oWHsZwqlToO4EEoH2Tzv93kcIxHXqpvMxPl8IpkO7zuO6bScWzKuXUE/QAC+dh37g/iBRxdvrj68t/lMszoPhPUaxjHzhsgYun1A0Laty5X40BHIZrRpASk1O6/LFQDQ4xPEGBLp2bn49BOUzcm5RbrzOeTdNnhD4AIY4zub1+zkdiw9qb6hYTnpmOs3me/z3Q3jzTdYfQ9r2yzWAARSUTIFwpArR+ADuX5fqf+11f133W7NHT507mVW3QMlIZOBuzq3+c1rqRe+yJVi3Q7f31XLh+0/+L/EW28aVy+w5r48dEQ066uNVgeAgLYtx1tamS6P330V1mpgHBMCr1VBExKh5USPPgkAkug7Q6/U7/C1m1XLPNqq5qMgXloWWxsMNAASkgaSjz/9F4s9t5FI3KNN5K81PoqB3vnyHzHSQBoAyHHUzDzdU+L1Dsxzr+lCUZfKWK74lanXGO93eycH3Uq9Lq5d0tkcEtHGrf1aDWKZ6HVYu60LRZCSd9oY+LxRY4UxzdDjIhgOu4sHkr2eaFQx8MlJ6NkFY/WSLhQAEYQBuay87/iVa9dez+bzgS8Zni2WT1Uq0GkzwYhQMT6oTHyz3V5uN24l05qLqUEvPHoSDJNXd+2vf+3tMPRiWfa9UjCcHfRzWgHnEEekCYEQGMHI7IF0sYyMM39Igz6aVvTgo5TJGTdW+damOP8mazVAa1RSE6EhABC0ItJ80CPDBCLmDVAYODUd33ZhRl6vskYNLIuKYydlvJ/JLyP9x9cv3q/lXOgVmzVKplgYiDfOmN/5M+v8OZ3Ns0GPnASZlnD74A1Ba7V4KDp6Yr+6v82FI+Okk9qy7AWpcGrayOYA4P2ltvei5SQGjm3aDnMSxBkg31NyaDvMMEv97sVs/kA6rR0nlOrXgW/4vs95wvel7RimObu3w9otNA0wDFAal+97J9CzQZ93mjgYmNcuMtflSlEYkm3rqXnm9plWAKAyOTp5ei6TyXKR5/xz2fSowsn7XfQDsm0WBrzX1ZognWRa89BX/pA3aqLXYb0ufOWPdDKtTj6oJqeNc68iEDDGYqkyWV7bB6lYGIJpqAOHXnnoSVdLAtiYnt08/fjCzStACrhAxpJxyJ94BkgzJeX0LEaR2FpDy6bRUsZx5NETeuVowkmwRBqadUhlIAxYswEyRq1YuwOWqStTYmud7+6wwJcnH1STd2oNjOnJaRYG7PJ54+Z1TGXk3WRTrcT2JtkOKuUVx7b3djNAWW+4OX9w/IUvjjfq5uolfuUSSmnW9iCMkDMCBul0fORE9PjTcK903D9vtP7PTndf6m8OPSvp3G+a6A5AGHSXTpn9ykui3QSlgXPstsEw+dVLkHDINI1GVR1cIcaci2//9sTstpO4mCn8EJI9M3f3VTCO+f4eBgEGHuUKenIagOKD94FhGIhJzt7a2xsgO436OGk1NvHPD518+sI5QDZqNVfI1GOf+C5z8oP43gv0fxWpG3YvW/fvAhofxxtXNXKuYogDsbWuV47cNnC4I/v+nuMPrvCtdSANQHNHTv5MNm/9y/+Baw1SotbWmdeUwG6zMR2GQkmNTABhtarLYxDF4DiQK7B0xm3UatvbNsMzUj+dSo+NIruMGJFaXOLNprZsDHwoT3HDmK1Mjg0G896gIYSbKyw09ixT+MMIGRnJ1F42R31vKz+W06rUG1SV/JevvjKsTP1DQYf6LZkpGZYGBgxZ07SmJ6cgmeQ7m+TY4ZM/AL5nvfxtUqGaW4wfetz+w9+lMAQueLPBZGy8/Trb2gRSbG+biBhpQkQE0Bo4I+SYzVOvA4gEAJpBt8OIOOcAoPMFJiXf31WlcTZWLmv5d7uNa+u35jrty+VKJQgwjo2b12U6a2zeAMMmxqxvfDn+sb/Jb6wS8mjpkFFoKqX1ymFWmcxadqfR2j1RCXq9uu+JuVkaG2eMEREfbfnvtQlbDcJ/0+6c9ALDdJ4vWAlhEOPJTjt0B2mtmD9c7rREs8YGPVkoHTv64O+lMlOtxpptT3Hkq5eZwTGdhqFLWtPENBbHeBSNzoypFG822f4uDXoAIJNJHocU+JBKxPc/wne3hOlsj5d/48rlnUg2hPmrFM+cOKELJQCgsXF+46omELU9fWgFa1VyB0NhmUqpKA4YS966qeMQyxWxtc5NEZ96OH7iGev1lzUybQFaFo2VqTSmNtfh4CF1cCURy/986VhhhRe4+B+/8NsQRkAESqIw9Nwcb9RG1EBjfy8+9QC+8iIQIQFIpRcOcNNCInzsKbjwNrabxBCQ4cAF0iQVMEQi0dJ2T14AACAASURBVKzxfo+KJYpj3u3cnXhh/a756rcp8BAQzn6Hz83DOwT8fFEfP4X9HnHOxye+UKgcJxUkUvVOO51IkeB60GVSotsnhqi0nl8AFBD6PJmERg1r+zgY0OSEOnj43QENIyIMtWZSfpvxX2AahEDEd/kwcUyxD6SRkAIfAMBJEI0q5aA1wMDl7mDKFP/l1s2OIQpERvnB+H2TZ2xcK4WNKm6s6XQapNQHVng6jb4PMn4kmTosgDr1kuBo2W8USy8G/n/CmaEUACBAm4vMX6yN4HY8+V5ssPqrCPRCiA/17FitjqYNQaARIZk2r1xUtkP5AnbbbHdHLx6gqZm72QJomsxzWbej01lMprhhiCgA0wbGmJIQDGjQ95PZbBxrzQBQIWcqAt+HUonl8oCMIQTtVoqhNozn3jwzMA08cgL8Ib95jap7EEWQyrJ2Ux8/SY8+aXA+3Wv+V553S0NWRn/HMgrdtmbcKRUhDDBTOH7m5QnAcc9dyxVFGPzp1NyiYLiz8Ztjlf9OqkPe4A/HJ8cCv5dMP5GwGQM9t6AWD6JShpI0t6AOHwMArO4Zr72IjSrkixIgdl33/IXC3rq2U8LtAREjpZGNhDzQtEApmpiAQ/dBtwX9HkOmS2Nw6kEwjJFRJ7txFTtNmp7jnTZsbuGxEyW3l08moLY71azisZO4vqYWlvjFtwA5aIkaQSs2OY3jE2w4wD/9KgxdDsBXL/JMdnL14t+K9ZcN82vTiz8yt9DPpgtCMMZ0vWa/+i1gTC8fRtPEi2/ppWWoTFIqDQD/er9+OJHAscry7taAi6Tbh5m5Ur8z4w5fLo5z2znVrvM4Isthqczy+o1njz/wHS8hZLQ39O7b38IHHyUh8NLbr84f+NXphedrjR/PZW7rzhsGCA5RiIwTEPN9ImKWwTfXKY6INFmOub/1WStxLldIKflKtvDkhTf1U58ky4Zcnn7geba5Rpn068nsfzA2yyL1Szcu/s3dNRCGqRSR5pmc1sQSCQpjwzBw8YAkzWSspmf5+i3kHBp15g2p29555Vv/dHJxyrRqsTyiNeu7AMAQNCAZhn7mM/z6ZeIciEApK4rUZz6Hr36Hddrq5Gk8dsraWMO1G+zQfVgaw8DTuaIgqaZnQCk0OQQxq0wiMjQM6HawtgeWw1MpmlsEANCa7++B62IqCQBsOLS6HV25y091YgompgBA+P5/FHvXL19enZr5ibHSdOiREgSciNAwtVZYKDBhUjaDXWD9Hru2yrY3MZenC29qpfSx+2+/qowBaK4pFDwZBVz52GrpcoW7A8oXAAAaVWN7XysCUohEU/P8xP341hls1kkjTU+Ze1sIhAwTpBOIEASqOGbWq5TOwJ3aL55/g595GTTJhx/nCGBa8sCK2ajhlYsgBPq+fuqZ12L1lW7/uVzaXljGXt9QEgiRARFNRFFk3Lsr+J74UFK7f13wVxHooyj6UM/OKRT4touMkZYEQHEMVy5SOo31ajy3SK0mSSkXDtw+OggSX/kj7Pfi4hgzbPjKFyiZJNMGYWDgExH5HtMYE0nORAySoUANwtCptNhcx81bano2PvVwslFrMSy2W4qxnNa0epFpTUGAcawQCYAWlrVpiX/1m2p5hRq1mUxuNhyi79H+th5RTVJpyOSw17GUdhA1w5Vm7WY6W0eWa7cI0YoCmUiOBf5/cfV803bKcWxls2pqpsvNf7u5/nUr9SP91k9cPo+feI4A7LfPqcK4QIzcYVXwotZfy2R+eivm3ToiV1oRAANCjoBcViZHpoZy0KenPslqVdaoqqlZbDXx2Cm5eolfPg/dDiUcbVk4Ns6ajaA8bmxvsjiEdJZV9/TqpejwCRwORBiCjAEBGNeWFfU6xvVVdF2xta5zRQLgO9t6chM6LS/SVjr3mctvdtipN65decY22ckH8LVvR/kiAFy6frXG+OFcYaLZYFcvh596vqt1UK9N76yd3t24unBQLyyXB23c2mC93qFsZtni6HosinQqBUKYUbCczb8QhD/fqs/6gyXOMnGoX/yamll44ROf/p9BzAj+9sANw/Afjd3mfljCBIbMMlkQMAJtGtq0JOMbTjIAmJNRH9l9bv/1fKkvzNO1Pbm0FPV6lAEAYHvbbHuLVXd+afH4YRVCIvmbC4eOB+7xRq2dzhgz89l+TzsJGLjRzLza3TGvXNCpNMaxjGJWrvD9Pb67FY9PaCd5lryJVjOLkM4VvhCofyR4QmkNMLL6C3J5UZ5gtX3W72C3x/7o95hS4coRQyp2Y1XvbRGiml0Q9WqcL8kf/GG+s+EblpxfNG5eB9+jZFIuLqM3NC+dZ60GCC4LBbi2GqezZFrmuVfZtctMSRr0gTGyLM8wIQg++Iq567fODfrfmFv8wSg4YlsqjrHVAK2pVMJuD8plNb0gKxVdKptvnFHJtBEE5NiaNKQzev1WcGdR/zdAtT3/sjCOqegni4VQprg7hP09WLspV47osXHr2iolLJABAJKdwGa9vreb1JpNzBgAvNuNDzjAOZuaZa0WGIY6cBD2dqHVZG4/PPUQZXOs1bDPviqLJQBgb50NPv/jpCQMXePtc6NuSgR4o1Z/Y2ZhYga+HMvJOH7EcRAYIREBAipOwb0ewvcVPoo5evOVb4Ftoz8ELsgwyTLVxBSSplEZ3UnwnW25dHB0sHX2VbazRYYJcchq+3J2njfqIARzXVASkKFpIlGCsf1EIhHHtlKQyshjJ4zNNZ0vkJNk9Sqv7xvdTrbfjwCbyVRqesaMY2zURxZLqDUoxdwe6/coX0B/iFEEWqM7QKUgkSRA3qpjFGPks1qVm2YiCgUhV3Emjv5kbFIo1RXGk8FgEQAJrPJ4tt/hqTTlCrxe/eLQ+43cmC/EV9O5NOn7bYuv3RCrl1i/p0ol1mo6Wq1Oz2/MzB9eu24Kg+KYATAG5CSRgCyTCkUQgmwnOvWQuHaFEkmybUhnopMPWd6QfeMrKEyMY6xVMZ3GMIiPnoBkynr5RdbtYL+LUqI7YGEo5xaNq5e1baMmBuh/+nP2C19iMobhkLWbwBiSWs3m/2/Djqv7EUJMpBk3drbOAD5/4XVsN0EYyrL/HTN+nVsXmPg/TOcpgGLodabnPr++/WPr1xOtZtNOjPe788JgheLLlZmvVqaM6u644MJ1ybbBssDzwHHMlSOPLSwc5Di5u21pBWGESolGLbO/s10oBqYthPEt1/3Zd5pGTcO4epVsiyFK00DSQPSt8sRXk5mtbOGPsqUne619w6jajqloDHDONOSh+4AxfuOK86U/NDod1u2ETOzNzIPtSISuYYeFUjGXc37geSebU0Ry7oA8dJi36qQVCwOxscZvrMojJ1R5nLcaanwCSXd2d/+0WEkLDgO3Ztu/uH4NZYwAwNnwsz+K2ZzO5imREGu3+O4GEFAUGHt7emoaPI/3uroywdtNLJWlYaqpGTUxrcsVMC1dmdQzc3p8EhgDy6ZCiXWaemKKnASLQ1WZEtU949J5ncmh66KUOpGgVAYqE8ZbZwGRbBvuWtWevXjhlp2oAG0xnpDxWCqlJmfV7AJqLWfnqFyBwJMrRyiX5+s3KJnijRoGPnCDxaEan1R3Og0Xmo2FOEwy+DugHrFNgQCjvI1lIzKdL1h/+lVt2ugOkAsQBin1b0uVSqO2ZdoZw7ACV6XT4CTItOTSwejRJ8WlC5TLA+dg2sA5ZXOs3WI7WyN2HPN9aLd4FPKtDRwOR3Vm9IY7XGAQXK9WDRk3TTsi+sGL50Z9DABAjMcf5+j//76Be0AdOcYadV4ep+ouZtJqbhEIWaPGGjXKFmBvV+fzYntDTs8BIgtcSDggFQsDjELgnByHEgk1tyjePAsJB6KIbIfNzE4cWKFUejA+AZzzN89x/v+w915BsmXZddje+5xzTXpbvupV1avnTXszbaanu2cGM4AwBAQIJIJgAEJAFCWGXIggFPoQEQpBEQpSUiioD0kABIGIAEggMBpiMAZjMK5n2vcz/fyrqle+Miu9u/acs/VRPQNDQiIUgtDA9PrKj7yRN26es3LnPnutpSBJUKfG2l+aPvFEMXi83agG48zMLHgetZqY8WA0Zp2ClJzL07APvS6kmvMF0NrOL0JtinpdSBLRbQEShhMyqSnXsN+h4/FwIoftf7V+c9PLeAQrjgtCgBC2dcReltLURhE7zrqfmYkjAk793FuW/t7v/641hsIQggCLpdc/8gPfnJopbz2wQeCQOPY35uMTW23M8snrzL+Rr34sCc8+/tS0kpzLse+D72O/h8DYaUEmy0pyqSTCIF1Z42zBLCz6v/ubVkiahMJqKwQISYc7+OQTXKmCTq3rW9dF1wEpLUkatcECpHG/OPeFcuX5MEisbQAmWgfMPT/7k4M2+1m6fZN/5CfM9tY/dkvnhv0M21w4eSXjnVxZu5okdSE+ure1k8uP02RJCZUm/4dX+iVy86733z783P+E+pOnSfTadNSgYQ87bex3ANcwiikKWCoadK2QNl/IReF/+o0vX5tbLEZBZ+0MlXKmUhXNQzAmffkTOBnHhQLX6urmdbjz7hfczJlwAuPRkuMOUZxO47W9LeOowvS8WTrBSAggNze4UGJEcN2Xw/HnwijT7XT83E9eurhEhPkCCAEXHzInT6dJAgDseiIIafcBZzJ2asa5dT166rlkcdV7901GejYIf8zP/O+V2SeG3d+7f51PnTdhCILSS4/gwhIAAJGt1DBNgAGjEI9nQ/o9CiYAjMMBaA2b9/HRp/5v9ogtlc3p87S/i0ls5pc4kwU2TARgbT6DzDy/ZIUSe3u2NkX9HgJ870+wc/Pql5L0/PpdU5/KOd54Zgq7bev7AMCumz7xDIahzeWOZVD6kafUt75Cx/Na/b6tVjEMUOtjQVyG4CWbvgQG0sTKGltLacpKoTaWCAD0o0+KN76NyoM4AjO5+vEfcmpTuTgiEmIy5DhR7bYdDvSZi2Z+CRDNiRU8OgDlgbXH5G6mptwwYESw1lSn7LGhkOtBoWRbTafZYKMvRPHK3hbWZlHILvAkV0hQOPyeCqfletk/6zl+3+D9SPT6zHn3cB+6bRiOwBp19Kot13E8tH4GG/vm0sO2XKWtB1iqcL5gFlbVrZvs50Aoc2YZ45iM5TSxNQlKYhwxIAmya2fM6XOQxDgecSZr61MUjMDaFPFOtjAbxw88/wsr5/9JNNCnz8FwJNniZMLISMRIXChYa6jbYRKi1Uo+/EJy8VEA8L7xFXHlDTAWrAGlOI4I0VRrotNm5ZAJLUPWJBdDRE5BOQAE1pLnMDKzpeaBLRZTooFQvkkjy4VgqBFkkthcocF6P1v4uuPdYRgsLC8IHLovVL/+NcEAiEYo6zrbTz3/L7Q9peTbSL85jv6Hcr6YvqcERGNASlssQxiAlJgkplgcLq1GV9+q3LoO/R4USxYMjBIgAkIgocNYuB5ZCwScJLY6DWFI3MbxCFyFmazNeIu5bP6oaXU6MOqJfvdKqfLx7tFaHFIcsRBxbeYXEp45OLxfrE7r2NfaNcYsLueTJAb4w8WVp/a3Uum6o75ZPX3F9ZYSDdYWrf1yv/Ojd67oJ56hTgukw0Tq2hU7f0IcHaanz4vRgFsNwWCSKGOMQ3A2GHMhf2nUF+9egeVV2Wyw7/N4hEZnXv2WQWPPXEqffTnd2rFsSakIMQeUR7KlMjGnwPLa27pQ4NlFK4Ts9TCNwfXOuMHfT4OBEk8PmvPzdVsq/6vr09anzXgk1u/a+rQtljCJ3De/rd5+HYBZWz09/+91mv9+6xDaR7Zah2EPwyj6W3/Hen+sSCQyU9PiwQYSWkCwTFHCAJDJAlEaR8NsrvTK1/j5F83i8r9+kyDqE6tYriKCzRcB0c6fwK9/Ba3F0ZizWYxCSodmaur448Tm+jHRU7ct33nrJ2bm/6A+VR4Nds8v//DySZMm8t2rMBlHTz7H2Rxnc4nlG0E4svZEv3d68USM5Ny8ljzzAnseBhMY9KFaAwA7MwfGyO1Ns7L2njGG0bRxz66esnPzGEzSqWmcnrFK2UIRgI5mF4fS+epHPvH8K384qs041Zo42IVcXuzv2Po0WyM27qHR1G4lDz1mjt1spKOfeh7v3iaBtj6FWrNSYK3NF9xbN6nVAOZqMMkr5we37hPRuhIdowFsggBAEmwtCsL/j6jpry7ej60blgrLFdnrGAZwXZYKem2ztIKeS3Fk8yXO5VGnXJ9mz7O5nC2W0XXNqTPR0y9wviAO9mylKgb9g+nZhMFKKV0vefEHaDhwXv0W9dry/m25u81EMggOPP/r9Tm0RsRJJ5t7carGS8vs+c6tG2ANkGBkrtRZKIpDs3oKPJ/zWf3wk7S1IYd9ef0K+BkKA0AEPh6UTBOdvj63dEc63VxuJgxQSrAGSZqpaUBEnSKDzeWR2VZqqNQMiV8uVQ3imWj87KB/qdcmw1fy+c/U5v/h6tmBVHnH3U3Tf1CtLGh279yy1jADW7vjZK5Nz4zypWYcX2sctsPorSAcKNfsbdvxOHP2EruunJlNkOT+Lo2G/frM3WtXPr108vO50otb61JKTADT6NhREbQhIUS3K6IAkgQcJW9eBxLU76CUNl9gY/1Wa2xMNQrHqa6m8Rdmln53/sTP7Gxm4hiA0HG3gsnG0vLMztZb2UJLqY+Gk5/MZ5ypmYX2URRH/0x6DT/zDNnpOKRoMttsXivXxiRSo5dT/fE0wnBC4xHn8iAlTsbm1Fk6anC+gJMxRAnEITFaxE4+vyMdzOXz/Z6o1BARCHEyltsP5N3bLCWmGpuH6mD31KDzuan5vpAvdlqXdATKoUEXggCFxCCU4yFn89Q+ks0GWAs6Rd9bmV+8ALYElnN5TFNsNdB13Vxea/3eURMiZ3Nif4cLBRQSRyPRPMJhH4AQkaJJpzr1HUvZKGoak2GQrmMXTtg/nl6ttdhaF41DQAAGArDEKJ1kZvogNf+0vnAtk/ODyfy7V2Fu4XhUkUYDdfUtef+OaB2xUuw4GIbsZziTPa5bWYj0wkOcy6G1Zm7BZvPouRBG7PkYh3Z1zRZKACB6XbG3PSNplm0ljp49eerc3Kze3xVvvIJx7Ny5DrUpU65+ZxJc73btaPhK8+iE55YQsNPiXA5cD5OEp2ffm4KTiitVfWJVEDtf/pxz8xrGUfzCx2y1JhoH8sZV2euK/V2zdhYclybjwuravxyHDceZK1fm8zkVTtAazhVsuYppCnEsrLXlip2ZE+0jc/I0AOBwIHc27fSMLZWp32XPf6+PhCTvvguOC4giCCQhZjKJdGuDbmHtTGFzXQI4wGBBACTf93P078eKXuzvYLcDWmMYgJaQpKAtTUaczQEJYIvBxE7PmlxOHO6ru7cYyWYyOpOT/a6ZmQt/+McwDA6ah/HbbyyNBpGQIonpYI+S2FZraIy4fRPDAKw1rpKO2vT8lTRJJH1qd0MdEl5/J330Q9b3SQorJcWJ9T3I5a1OaDTU9Sku19zf+jViy9aCMXbxhGErum3t55G1iKLXS9W3Hb9o+Dt+7vdz1Qyn56T61M46ez5kciwELa1wr2uLJVuu8tT0yvrdn2sdnh/3IxJjKSOkiSubQl1gXTHm8eb+w9vRgStbD+5Jk1j73pQ6AZfT8Nmvfv6VtYvv5otTjrviKq/TKrUOA8LPeLm/ee9m3XFp7YxeO0P723zmfLvVqpn0ucO927NzG7MLF/a30BgWxMYCAU/PqL1dDsemVAXXhW6XfN8qaQtF6veQEWyKXvahaLK3tHrYai33Wm/nC1lru+WyHE2EQo+ECgLDsLB44ufXb113s7+wfZ8/9WPi7i05Gv5dz/up9oEjpSsQAEA6S8ZePNx7e+lkzPj3+vcAgQ73Tb2O4zECcLWG7SNGFHeuU38CWddWa/JgH5RMjV3D0ZYS2+X6qXAC+Wz8xnc23UzEhsvVU1FYSZmEMLnCyeHof7x7LSblppGpTeGgf+wWSe0WeB7vbIn6rNzZMtUaWgMA1OtjFEE4Vu0j983XbDBGx2ffhx//SZiefW+B9jqZT/9zSiLeWjfnHwqfed7/vd8hQCAEYwHFq5ks60ExjSUYjEISgu/ekIOeXjsLABQF3m/9OgIDGwNEhNZYNNaaWDUO/8/5tcU4mBvHgbYd5VRvv8uuy7m8fOcN0T7CXg+Nxs4RHe4TopUy/uSP2Fqd2kc4GoLjmpk52tvhQgkAeAj69HlIEvB8Xa6IMGDH1fVpJwxIqtOTwM4txrUaAOCdW6ZQJgTDWbp7G1ZPvbOx8ambb6dSPR5Mjs5dOuG5tlQWjQZ0uunp05zLi50H8v4dvXbWLiyBEOorX6LmASglDvddNxM9/ay8e8tWawwAK2u0t8uelz70WEWpf1yvjIj8rOe+9i2YjNnP2myOWk3RPMTRgD0fllZspfZH0xbHtgcAYIzY3QHf50xWLy3LSUBIVhCmiUU2SknL+XyG0tSR4tgQxwIysvnAvfL9WdE7b78BhYIiwbtblKRgmc9fgDAUw0HyzIv63AVbrZvpWURy3nzVVmsUjOXhARCJ9hHn8pzJguPcQnn+jW8bKYTl3Vyh6rjsZ2kygv1d0TlCy4TASVqI49NpUnCcpzuNs/2uzRdNseSs37bnLmO3jcxmZh4dDwddFIonk+SRx9XmfdFsMAD7OfB9HI9BqXB2YTIa+WEIFv7nxZOLkyEwvFGq3MgVLNEXq9Nz+fzJvR2ajOyTHxJPPRu5Hk3GZuWUXlnDqekhA7WPBo5LRrcc93q5dpAvXjZpDvEHt+5lw2CtffRoq5lNDY4HiHDs1qSsca09Fwy9RJ8ddF7qNM409p88Olga9J492juYmitVqrLf1fmiONgHAGzsU5pMDzpznU4tDv3aFI6GQHS8KTBJwPUgiYABXE8EY0piMIalRLYM0KlOHdVqlXYrNzN7y89WHW/jzKXdUumFo8Zcr61SjToqLi2F1el3O62On/3bBIuK3HfeEBv3EKzNF1UuLycTtX4HkxQcx8vmnioWP5nx/utvfnXKpBQF6SNP6JNncDRk17PTC2LzLgoBjJSGXKxir4VxzIj5NGakqcHAHXSd1ZM4Hn8N5T0pO66/7eemw7BgUmktT02bxSUslomYShUmCdEE0+OjUYHa6Po01+sQh7LbYdfBKDLnL2L3SN67i922BQPSQWtASvQ9vbh8XNGrW+9ivwuOC34G09TOzoNQcmv9vUSnbP7rl5987v7NG/kSAliLbqEghVDrd3lmDoKJuvo2BQH7GQoCtAaVAmRWLoKRYfjVEyu5SXCx1+l6mZkk9lZOUq9H9+/QzXf7SIFSHiEOB6LfBylEFGKvZ6Zm1K13EYCOJRT5klq/Q4OeXlkzSytcLNHRof+Fz8j1O2J3x84vJJceRd/Ts3PpxYdAykwmk757BYIhIjEY8PMYjNZe+cMH2fxIOX03s+yoQrWu7t8B5dhMhsKIEUWryfkijQYIbAsl74ufhWPDMkkMwpw5f+zbDABgbfrIE+bCZdFtqRtXaHdbkADHxcN9dBza3wFEubVJgz4CYTCBNEVj9JkL73nbKQcQqbEv+l3IZBkJAES7mZy7iEdHotMGy3rpBDFwoYhxpM9dpn6XDve/SydsgMz3fUX/fiR6ECR2tkRj32RzxvXN6kkzO09s9cISItj6lC0Uj+npeDGJ7Qeg1HsUL9XxWfwEcHM88i0Pcvkqszc7C8bKq2+qoyYaY7M5TFM01taq5fFoLg59nYRC9tnuW1seDnh2jh0v/dALplJXV15nqfpJ/LVi9ZezpSf2t7JhAEphHHGhlD73wna5/t8l9q1COUFYCMdFozcyWd/a35xbXg0nnjFemmTLlcdsauYWCFC4Xjw1w9ksIILjcL44W6v7aXLxYLc87M/FYVWn+8rddv2n97YyOs0IsYBQ1hoHHSsFWEuAFgEBCW2F4ey4e6Tcses/19hVbKVlYPaVI+tTMonMaARKysMD0Gm204mkyodBJQnZcXE0PPYlISSrU0pjclxIIpxMmCSZFNIUkzg9sXrgZ2/62R7zbi4/u3TCL1d/Y24x8TIfEfD0+i0/HCNYJMJy9eT1d57Y234pHC44Sj5Yt5UaZLPY74JlGg/kg02u1HAyodEAJmN3f3tqf5d0DOcuR48+mZ6/rO7cEp0WGoPhBLwsEGEUUasFUlAYA1gASIDcJNmemnZzuVy7lST614uViete7rVdpDyhoxO/VKEgSM9fBldRqwFxAlLSoA8AAIjSZbDsejQeIVN67gJFiT51Ws8tulff4kIewwi1BstICFLS/KJePAE7W8792+LoULY67CgAYMfhYpl67XRxBa21i0vxCy9PhPxmfzAbRw2p6jrt1WtlIYDZIojWkRiPsNcGISiJwWhUDugYU43WsHBda76ztKalPK/jmZOnRTjB0XCzWB3HUW48aAuViWIHAAQc5+KKdsucOiOGfRyPwLJoNqjftbU6KE9sb/LcPEzG/uc+TcEYw5CaDVubtvMLtlrnav1Y1pTJZEIA58qbbK0YjWk0VJv38nEUkdpDrFlbnZ/PRaHYfoAI1OuA56PvsZAAAEKAcmy5Qgc7NByAEBBF5sw5s7TCmYza28YksVMzdnae4kjevA7lKvg+Hu5THFlHcb5oqnUiAZMRhRGzBmQzs5A8+Qx/T+eFyMWymZ23uYK8e5MFYhRgp4OTMXhe/PgT5kMfTh5/Ri8uQ6GYnr+sT521i8vy9VcQj4WxmAjJ301E+DfEB0T//wZ/XqKXw77Y2cDhiJMEqzXqd0kQbW4CG+x1YTiwCycAERDB92l/BwHZ8bhUxnBiZ+aO64iqlGM/o+JwrnHgnjrLcwviqMGOQ5MRhtFxo9zMzulzlykKMAoPheMnkWtMNtG3T5+fzuWBGeOEMxka9U2v98DL1JJ4Mr/0JooPHTUwSTDV5pHHqXHw3zjZi+1GOYn3HS+r9aP9jmJwrVEMX8DpDwAAIABJREFUYyEdtoee/0Mbt0/vbqFhGg0xCODmdRwMxGQsHqxDLp//F/+stvPAS5N7fi6v06NMoe2oM6PRE0kwG0XTo6EXBcjMRoPjg+uC0YmXRWsIALVxLa+CmV9e9fd2rJCMqNg6rsOZrLhxTd25STsPKEnFzLwMhp7jZ3IZGYWUJghEJrVCgLHsOkSStTHlGudzYjw02QIIgWzbjz795XLtRBq6ytmaXcyeOb9QqTwTjD/MyWMmzW5tIBE4LhDBeGJd5aWpMxxiFFGccLkMRBiGYhLYYoX6HZwE4DsgJEtix+dsFl3HZHPp40/LTktdecMWi+x5stflNEUpsd+z9TqQkOM+GgtCCqsNCa9QKBCRkDKX+yKQz/jF6vT9qZneI0/Ao0+s3rslOi1576ba3TUzczAeYbcDhSImMRzry6RgpahxQKO+2Nuibpt2HoDjiE6LSWAaIxsAQGNYKfHhF+2g73zl8xCGdHAAwZCMhjThQslMz1IwQdexs/OYpvrSIydf/1Y66C9GE3K89XLV9fwZa3A0sAsnQCrwfLm7hYYxSWypZKMYmZEZkEDibJw+MeysKjmvE4pTXSojcEOpvuv5cTwqFPt+tprNiH4XUIBO9OkzXK2r61cASQz6tloFEpgk8uY1mkzE3VusHNFsHB+2I7PN582fjGHwHMdcfQdGQ7RWL67czebuS2cs6cxwcC4Yl62598Tzy9/+GgIfe4tikqRnzlPrCJQDkwlPz3AuD3NL2O+idO3qmfj5FwGAc/k07yOTONyXD9ZtqSI6bfR9sJbu3lQ3r8mdbQbGUpkdJdbvoU7QMhlDINKnn/3TymopMYmp3xOTMU4CBGOXVjibk43D9MLDACA6RzgYoCBbLIMQ7re/DgwGQQAoouT7nujfjz16un+XhmMaD4EIdrfi516CbEZ12qAcAJDbm+ahR22+CABmdt6WKhAGNBqiNWZmzn43dwYBVG36tUxu/vEPPZXL0VGDAdTOA4wTloRGQybLCJhE1vVl3rKxt/P5ahi+funxNxz30TtX2MtAGNDuFg0HsePUw2BnaQVKlerWRlwqO1Ggz55Pl0+q+7eRiH2fRmMHLCMpa5/qtRHh0WH3N2dXAik/1m58vHUAQtK4D6UKjIdifwelw/mcmZmXt96NSxUa9FSSno0nu1LtKykc/5n2oZyasZ02djrgZ62jWBbFYIDaakRVrVC7CXEChMbyxBgbBTaTdZKItQWiZO0sCcLhgKVCtjge2UJeMijfg+GQheRKVRw1tZ9hBRAb9HPGcbDTxlwGLFhANAmQBOXImZmrmmS1jsy3UXyssefeu+O3m1yfwTQBBEgSUAqMYQ9xMjkON4/i6KtnLjy6szmdJsJqU5umNGKSFI4gjVkpyJYgjuE4MdUYANDSceNINAMGsEj67HnRaaPj2nyJWo20MgUmEZOIfB9dt9g8ZKnAcZLnXvgvb914Rzo1SWJubrWQf+ZwWzYboCRYsjqBVhNcH+OYjTZzCxCGUCjYckUc7EE2D8EYjQUSqBRubNh8gfp9NMZ6GZvNECmuVHhxGV5/xeTy4qiJUQhMkBj90ss6m/G+/DmMIpsvmsUTZu0MDXo0Hi0LvFqfXRgPv3bi5D/ilNtNKNfkg3Vbrdl8MX7kaQTA8Qij0PYGlpEEJSAy2pAJSqxhNLx+8tyvLq6Q0T/q+EuD/jhJbp8+//C1tzzPoySxq2c4ioBQL5/GILCeL5oHXCxRt2tdR3Ta4LrA1tbqYtRHsJhqJgSjuVIDALBW7mzTeKBrU7C3RbeugeOaUvmdXu9LSycrgHvV6R93DjKl6u888vSPlkvpxctiawOtxSjSp8+axWX2MziZ8PySrdUBQJdK+lM//r0trO7fd771Zex0IJMxlx7V5QqNR3phyWnsY6+L/QGXqhBO1IMN4/rR0885b78JRoPR7GXMVJX/lJA1ianbwThiz9PTMzwYyP1dJgFwnPnCcmvd+fY3bC5PUUjBJLnw8FA6WasT5pDItR/06N+XRM9xQkcNRoQ0BeVwIcflKUxiyOYAAJOEpSMOdiFOuFy2pQr4PgsBcYREonnIOkVjrqP8jyIz64iBsT/VPPrpjVs0HtFoyI6LKMERSW0KSlUGTB9+TLzytZIUX8yXu8tnOuXKz2zdozDkKDKFFYQJTCbWWkIsH+zr1dMfcZSsVLjLcmOdhkMIxj8t1O94uSJR23F+btg9DjuyQtTS9D/efwBpCgSAyJyg1Ux97PZIx6A16JRIdOqzw3CyOBrGiDVNnuO6vnsynXjGmjQlQi4W7dQ0CAHtFkvxjl/+QmVqPg4Wy/WX20cJwH7O72RyX51e+gkDy/duQNa1QGIygX6bEYEQmJit2trEJOGDXS6V7dwyNA4gjogEaqGXVnA4ZCVRSQvSSlTKAXIssD591p2e+9kg/Mad29Kk/0mrUQKQ+zs2n5+MhkPXTc8/cuL2NXHUgOU1OHUOr7wGxoyR7s7MHzz0uFMu328cfGhmRm6u094uJzESGhLA1noZNewbZoyT9LkXAQB8z+SKonOEAFyp64uP0CtfY6VoNKTJxJw6Y+rTZjTUZy/6n/kdrM+YNCZrGWX2qec+HEyey+aOvRbEcHQslgFCMABhSNpoxxkhmHa7e+nhyukLhe37OA5QayBiZgRmAGl0/NBjotXgVlNEMecLVqc2k5PG2mxRTgIcj0A54HqWBFvtff0r7LjHLSDutpPqs5impj5z4ta1ajC2SfqLq6tOFFhgcFzQGq3B9pE5dc7MzXtf+aK8e8NaJraJcojZIqBUoLUh8WnHvRCHGEVfyuR+5uwFQTS1/YBKZc/3LQAXyxBHtlqjKJD3blG3w5ksjEdcKNmZOTg84GOVFgDnC9EzL3nvvMbMpp49lpjKm9fVjSvsed47bxjfp8mEw1C2W7999qHzox57/nIc3lk9XT9z4ZP5/Mqoh/0BWYZB36ycTKt1CENbm4Lan7mF1atfxckQHIVpjPduwRNPiwfr8Uuf0LW6uvku7u5YJUHkgG346ONQrthcTo4HbJnS+E+p6NEY9c2vQrEEliFXAEDOF7kS4GSCJtXnLgEiHTVtsQyEVikcjgFg18/89uzS5+tzf6O581P7O3/2nX6/4P1I9HJ/xwIQEijBwCA8U6lEFx/x3vh2Or+UfuSjcv0uHR2wl4GdzfSRJykYi/v3gK3a2kjnFtTWA1OfulafW3U81/NKUv2vSfJ3pme5VIHDQwIGJUEnhGjjSMYT3t6G0SgL9t/tdvc54UcfmYbUHh3YfEE0DjAKJ64fEeXCMD/szQbRjJ/BdoM9l1pHYj9mnT5s0nnGoXIWJiPHmmPDJrIGMlmOIxLI1jIRWTZ+llINDGwsGoM6pX4PjTnRbmkkYdIUnNz09OnZeZDSGItG6+U17LbEcMjjMY2HqZIXwmaEcLdQ/vnls1ebX+hksl6StCr+uSRGYFaKEk2ZjGUDxQoUBzAYALJ1sjwZYbkC1nI2C1qLYMJSsudBFPOob+rTOJmEP/SjYjhiKUc/8MOy1QSBZmkVrD332jcu3b0FllGKZPUUI6aT8R4Kx/JVy3bt7OKlR1wpOF8EoUKrtzP+Z4u1CUOuOl3tdI1ycPEEM8tWw/hZIAYmc/FSVHlRdY7SmXnIl9TNKzya6KmaXX1v4lut38EoMCsnQacYB/a7v/SIyI5knaBUEEdiezN5+jk4HkPs99TbrwED5HIQhoAWiqXg7KXcrat7pfod6VwaDU5ceYOuvinmFnWt6uxsGykpTQEJk4jLU9g5YiRiouGQJmMulpLlk57jwNrptNt2G/ugFPgeBaEpFhTSrUz2V6cXwdq/GwwWHRcyWUzj9JEnvTDQq6dMpYI7QxSKAUBKbPfilz8Jx+V869D6uWGaZIwWbP756cv/Tq/pdDugFBj9WPuoGceoEz+K7NH+xU/+sNvYF1IcV6fi7k1z5tz3Bishn8cwYs9XG/fE0aGtVMXOEJFEq5U8+xFbrcfZjFi/y77v3LmRlMrO26/beh0AOMumfQTWMCCmyQ8Go9tTc47j9Gfnz1Uqj/oehWHmt34dMjlgy6ORLddUr4cb9+KXP3n86dQ8xGHfVuvv/VcAAABkAUjAxhiDwVDsbqcPP6bu3nS/8gVA5ChGNozCrJ6G6TkAsAwWBRIzIv9J81McjyCTY8dFo+XNa3r1DBHqU+dMpUpxyMrBNLW+T0kMnkdGawIA+Mz0/L1s/tx48GaxXk70T/+Fk9b7He9HojfnL8rrVyEKwRhTmzJTdYwi2e0kTz4LbNXN69hpQ6UGg4HN5tW92/LGVX3yFOrUFktqdweiQBzsPts6+vLaRUpiQ+JTng8I7LqwegJv3QJAzvjyYN9ksnZ6Wgza4HmMiK47U5tKPF/sbNupWXXzOgBwuSSStDIMgO1Eig9/84v35pYuRpEXRbZcEb0uGM2eP9XrTcUxAltAAARgJmGNJZCWU5ASHF9n82hT1gJGQ2LLDCyIpSh2WlLrSDqHbraaxE6vS4Uy+z6Nh+n5y5hEYjKxOqY0Ys/TaRpJNROE6/lS6Kpo8UQ0Gt0sVPaXTs4oWWw1QWsGhmCChwfpsx8WjuJWExNjqjXR3AcAIBIHh9HHP0mHO2glWABBUKraal32u+rWTXDd9PKjmM+bfJ4mY7m1Ab2uvHmdyxXQGvs90euiTplhZjC4+tCjeSnudIcnJmMslam7aZXazORb1lwadH97PEoy2b+1tqa2N7g+ZSsVaDcpimwhz4xmcZnzxQfVqUTrU1/5orO/xQwUTJInnkG2GEzYGAwm8sFGevqcrdZpOOTJJH3kcVsqW8ehMEJrIdU46h8n84Ex8q3XbK0OiCkzJQGjky4u5b7+B2iMGfSr1ampztEgXwxMuniwYx96Is4V2HFtuapaR3p2DoWg3W3qtkW7wUqhUjAei077+Lmljz5p80X/i78H6TB97CmzcqbVHXz2qPVMpzlh+JULD/2C62cI4xc+RsM+Jgm7LqSpLVfk+h3OFTAK9cWHjhc5ag2OhzDMC6G1bmQLj83NYcazYSDGY1GqnPLcm64r8sUjpRbubeLutimVqNulXBaiOHn+Zdp5ANljTztpgSCbPQ7hwskEimWztIpREH7oWajUAECs33uvq+l41O/psxd04zAizBidAUqXTlLnCNLo8STV3dYXp+c/7nsXjzN59rZBKeso0FoIEqOBKVdBKUyTfaR48/7KW6/6ro/BKPnoD+nvGibb6SnVOrQAZNlkPPVgHVxHbNznYgmIYDTgQiF9+In0zMXj95Png+cxIVuD8k/klrBSkCYAWQhDIMkZH0iI3S2QQuzvgpQwGsbPvEBhKO/c0Gcu6AsP43Dw6ZmlS8MeAeRNOvzXpVp+v+H9+AjM2Qvyzg1mxxRLrQ9/tCuduclQ+T4gAgpgy9MzGExYKLn7IMkXzOIJ0Ti0xaKIIgxGzAzWnBsNPtFr/crSmjbmP+8dURrheEiNhi1XQSnqd9kyE8qDPWZgZnBdDEJ0XQDQSyveq9/gcpm1AUYBBFYPlfNGqcYkduYWXFq8/PZrdNQ87k3jZAxSojZMcBz7B8YggIhiJmZmAULPzsBwBGGAYYDHNq2OQmux34NqLUgi16YWPB+YkphuXE+I3pmZ1ltbj3aPIE0wlwedWgORo1xjHNC/trD8rFQ4v1hOdUHr3niwYLkwGpCxx4lrotcbv/7aK4srn33ypX+7Xn2yeQAbd7quVzDGXLqMi8t84iT3B9Q9spUqGBYb9yCKabyDOsVeN3n6OTO/qF79pq1NURig0RwGqFO0BtttzufHheJ4MiqOhrVWY659JP0sJxHUphhBT4ZPdVqDQvEW4bzvnp89Fa+dFpv33YO3IIrY99Ek5vzD1B98exJ800A+jI7areeFUMzWca2UUJ9iIiAyp87S4T4XisnZC39cc5S89An57T80jmcLZYzD4wBC1Brei64FzuWjM0+xn8l89nfQ8yGJ5sdDqxNpDRldFgJBUJqC66UPP0adth10qbFPxpiZOQAj9nYwNRBH4Pl0uB9H0XE4nTl1Znzq5wEAxyO5taGNfi4cewgZsDv54sTaDInjiSy5cZ+VxMHA5gswHspGA4TAKORHnrT1Kc7ldbHkBBPRa1GxUjt9dioY4tEhMttCiYgW5xc/tbud5PMnD9u+TuCbXzHlqj2xYhaX7OyCzRdxYZFaTWCOP3ZW7Gy6r33LlivsuBgGdHSEwOb0OWfzgXEzpjYFx6GGiGg0K3Vn9dStbvehva1/OXviwpnL/9aV13Ey4lIl66mPDjo/cLAbSbC4astVKFZYawAAIrYWCSkMIE3fiJKv7u7mWs3DE2d+cdjOuw7tbsF3iT78xN8g4dDdG1ipQBgaAAqj4y48kANSmUIlPf/Q975Nu7SMzX2ByhqdrJ7642zAmaw5e0HeuIpJgszOO2+xJC5XYfP+d03NUAST5KnnkqeeAwCxtyMfbPxnOzu/tnSylCaHrv8f7tz9i6Srvxp4P07dcJoQkRwPXzv30K8Vqhtx8rlW54UbV1ylWDnUaR37gYjJyHq+nV9kKUWrCUJCoYT7u0AEqUFrHsrn/qYO//6DO7VCSR7sMrAYdG2pRFGIYcCIlMQACDrBTBZGA1ZSr55i18NslvZ3II0h1QhMxvQQvlWfy5v09Hg0Ynuy3yv2u2j08f4hAJYCADiT40KRczkMJsg2JZyAiBwHGJRJzfKK7PeACKwGRJYKiBCF1XoMFCKOHK9gtUoSS/SdbP7Q8m9ML65L90PdprCMpNgk0pqDTP6fLp9+uzj1y9u3K/vbbqdzYmfj4mgw12naUo3GAzQarWXH+dbi8nomWytXrxszLJS+XagIpdYXT25deuxEPq9n5ky5io6D3a5o7kMQ0niIOmW2rBRZy+WyaDXZz7ByaNjD4QCsYSJ0JGSyTrkiRuO3yrVTYZhTkvM5qlQhjox0qq1GhBQ7So1Gj/W7YPT/Furw1W+stprgOJQaIGEWlvnKm7/CYqXdzDnqxNa6QyJntDh2LZ+McTQC36c4wmYDfN96Gc7n/2iRZHPOiZUkk7WFkj5/6figHoRAa2k0QGYcDc3pcxRH4s5tGg3YWMcYzGSSbD4fhZ61XJ/SFy6b1TUxGYvWEWdz4GdACEQU7RYN+nAcPIp0UCr/k1L984PBmuuUhKBuG3td5+03QIjs+p23gGSSxEnaYHhueZkQAUC98R0uV0E5cuOu3NmS/QH2u1CuciYj2i1Tn8IoIkKwFlOTLq9AsYy9HtemuFKDTAb8bPrcC9Pbm1Np6o36tlS1uRxGga1N22LJHku3iEhrdhzIF7g+jb0eIIq9bep1UWuTzZmFJfB9QKRuhyZDuX4XtdbLq3Z24e1JdOfgoJcrTDKZX51aOP3M87OTEdenxd6u6HfBarm3LXZ3sN9hz+N8Xm5uQBzpUxcgiTGYpKun/pe9vdPbm9nJ2A9GBRJzOjWVup2df+/rSSJoNUWrkUrCOMEkNsUCddrsZzCJOYzilz4B2QwQQRBQq3kwO3uQL+t8jh56nM9f+tOEkMublTUGcK68CTrBMKJuy07PHs/XYRyb+rRIE9rfhTRVt65zufLwtbeXg9F8HP3M7vpTw0HyfW9q9n4kevfqW9Q6EqXKf2/EaYlZbTKDbiEM5poHoBy7dhoYMYrM7DxX6wwAQoCU8fMv62pd3biK1gIyEFoGdzzSlx9Rt67Zag0yWTSaogSUxCBEpSwRasOuR9JlY8zKGo3H6t6t9NQ5OmqgYYpD0GlzcamRaC9JVoJRJNVAqocau6hcNBYQkARaRqWs71MQQjYrWkdoLDuOMTxU0gIEUmovq6p1DAM0Fi2AIJSCcwUIJtraXJrmrM2bOFLKl7LhZb9UqknmvDVfrM98qN2uJSHoxHjZdTdHVj856Dw76Z9vHghrRDAGQLQW09R6LsTx8e8HG/OH5VqJIfRcaew1gFeV92p1qlefupemL+dzaE26t/tLSXp2fzd2nLxJWafIFrURScLA+uQZHI+d29fp6JBB2Jl5ZOb6DIzH1vFo0Henps5kMtlgjNZwNo9pgpkcdjqCOfJ9RLrQPCwsr7zZG+xE8WOdw3wUMaEiwCCySmGcfIXUdDCGxuFBNvdw58iLE/Ld9NR5tEbevyNaLdzb5kpNBEP3zVcxGGOS2motjaLe9gMqVbg2xeXKH/kyInKhBFJiq4FC4KBvi2XnxlWIQko1A6Ox+yjAczKOE/3Y3zZTM+z52OtiHEGvozbXadCjyRgHA2RmP4PWalf9wbnLhbnFCtHnesNPbN5xvvN1Z2sT49CWq6pxsNZtSc+rIT/fadLyGvg+AMgH65zJysFArN8FL2MR0GhME+z3wHHlzgNx1FSb90x9GlxH3b9Dgx5Xp8BRnC9yNicHPUtkZxfM3DwmMftZTFNMUy6WOV/gUpmtlVsbYn9HNhvqxhWzcAIR3de+CXGCSGhT0qkYD4+TVZw3vgNI7PnUaiYv/gAgplffqB3uFYy+2GkZR9VnZpdm5sTuDkURux4kKSPAZCK7Ha5UcTIJf+QnzIXLNB7aap0LJdk8+PIkrAtCEmPD55v71WzWXLjI72WZgbr6ljrYs5kcjcfIjK5HUcBT0/b0OVhcTtfOqd1Nub2JceR96bN2bzu9+s7by2sbjldoNaqNfVYOA6rr76jtTQxDW60BonPrGh01ABgEodb6kSep2cAoNEsrYNn7/Kdlu6Xu3aTJBIjoYHc1DC4Pe9NxqBk+EEy9H1s38vZNzmag3TAnL7aiuIBkh0NRyFvPwTQBA7ZcsbU6WMuF4vG54uTM+bHrl4dDFJKPFfbGpp/4YXn3JgsFxlKnY+pTVkh0FY7H4GdsqUTjIScTKJU5m4WdIbVbXChAFMv9neT5l+XNK9gtI3Kws9MvV+962dkHdw9L5ccyPh4hW8sAzIxSchwxA+RLNpeH4ZA9D5KEtN7OZuphmJLIp9G+rJyYX7DjAXU77DgAbFEAAObyOgwU8phEQmQY2aTCAUZAREQwDA5pQGDXU/FkhWJkZoCVve2h66SaCzoFAECHmcVoBI5kP4eDHjA/32oEQrw7HNzKFTFfEFNzRUdeC6L/oF4JtzeL9+58o3mUzeReKVUqUfJIamqkgRkILDCNRjAeOa9+nbNZ0FaMh5BEEEWWCIDl4Q6DwOaBJGUdyUJhGFAY2qeeMYBy424pl4fJCEolE0WJdH22G7WZs81Gqnw/CgFYrd9Ba382jn9tadWR6sVR319eNanW4wEgyDs3OZe3uZzcG/FoYHVCbKh5SHs70XD4S+12nnm8vv6zi/OL5y//8cXDQkCvJ/b2IJ8TRw3ROGRSwhhmTqQ4EupGvjwQ+JHxYH57w548I7bWRaspDptiZ8O4ChhlFNvZaWxH4GlTKg1zhX65XogjStOpYOxcfZMrNcsgDvZku6WrNa/TOjGZcDYDAMmoz4QAYEtV57VvUZKwtZDGCMipAZGA74vN+2ZlDR3LgHLjHhByocwLixSFRpDcuSFaLUT0Wk1TrunVNTO7IDfv01HD5Iu0vwMI4nAfCGl3B1yXuh1kdr70+6J5wMYCAFsDDJZBdDrUbrHro9Y0HgIAaq2uvQOe9/CNa/eEhMlYEj29t/N0vSYA7MISxQnuP8AwQEQABmPF/fvYa+euv2OnZ9lxji1ucDz+L9qtb9ZnVKo/NOqfHffFoKe6reTsRZYKAJy3X+dsDgFAuTTpMgABQH8AtVlQqbN3i6UEZnn3Fqap0qYq8MXXv5GdTIaOK6VQb71uq1WaTFiQjGJ57xYXinTUpDRmIjAWGOTtGzaXB22dK29QtwNpAmmKWoO1NOwft++QCeFYS/v9Dvz/ITer1+v9uYJH3M99Rm7cGSvvVT/zKyfPBUL9bHP3B5PISWKbL9jFZdreBEdBos35S9bzWsZ8djD0kEwU/tzr3wQl0AJakzzzgtjb4UwW41A82GSlwHPN/BJOxtRpAQmwFsdjO1UnEnjUsF4W2IBlW67qcxep2xI72xCGTeVoIXLhJBsGEhEdD49dzCyDACAClEAARKg1f9c2EtI0ENRTTlbrnvLKQmTOnAVrVbcDYLnbAWPRGiaCYHLsy2EQGQlzOXcybip3IMWNXGklDh8Z9IDte0vXGosIzE3X23czjLASTOpp/N6zIwKi482AhBZFZEzguoDUFIKyuRgg0tolWhgNEuapKGSAQEgL4FvrswVmeG+PEDgOxhFLhVoDMHs+MEOSoLUA/N78IhALAgaQEqwFpUBrSBMQAoQEa1mpiPlIKiNlMQyKxkijkb93OTAiE9FxAOF3XcOAGY5D0rUGImDLjN99ARbBIAEiAhznZzEAMCAwAIMx8L0ggb+OsXAf4N8QDAwAliH4h//oz3VhrfbXbSDz/Uj03u/+JgXjxmgyPxn9xd3VB/gAH+CvNxiYLZDg0T/4xT/XhX/9iP792LrBNMFUM+L/81s/wAf4AB/gzwACHHtA/2XfyF8+3o9Ez5kCa+NFyV/2jXyAD/BXGYgsBCCGgAjAiA6AOBb0sQVrgQGIUClOkuOmdoyQfrfA8oxRzEAIlgEYSLCUoBSTwCjAVAMAez5IAZbZz/C/Mq6O4xEGAQBzvvh/sfdmMZZl15XY2vucO7z75vdiniPnrByrsqpYE4ciJU5qUQN7crNhd/ePpYY/bMNt+MeA9WHAQDds2LBhWxDaH27YBtQtS6JISqTEqchisYpVlaysnDMjIyJjfhHx5nenc872x0sWCbVsSzbgLnfz/MaNey8iztl377XXXmtL65CYCDbPq/1eAQ4gEUdjCPSDpI7Z1RpSKuMnr0H9Lh8fgUhAcE7CkFiJ57nmBLePAYjvU5pSrzMGY6Vac/WGXnsAjAmlYPq5BMKHMtC7M6fVuz+acPn//aX/l0t8H6wAIM/BBAGcI+eEfoLpao0xcEWAdU9wcGKwkiAQZk5iWOvzf0ZDAAAgAElEQVTEGbAS98THDwARmEVrMrmAniDLH/xUaQlDGg3w51AxYnjeE1LmWBzYWjABsIKRUqlSCavZLLHEAvjOysS0RJFzrnOwP5HEwE9PhCg11LqjvYJIOU1YRDxPj58ujliRfVIVSVQ8rtVfN65i8jzLcuKX2609P/RFEqUWk1HBWQWI55vVU1KpAtB3b8HkZIw4K7WGFEtqaxMmJ0BAEgQolZEkFI/geYOoxKNRIY252khXVr6+s1e1mQPVBXkUnRwNqs7SaERZCq0gAueEPdgcSoEViKUYgQjDIecZnBOAmM2J0+bEad7d0ndvQWnyfOp1oJX4AWWJi0ocFfPmpF09dbi+9u3BaGnQef74MNVeKUvBPPT8ApxSnjl3AUSUjLh9xIdHkmdCcNpXQRj/4mdJPWHsqIM9tbEGZlk6kS8t69s31PoagySJ0099tjg3n6Zpnuf65nt6ax2s+PgQuQGTCCAWSlNuRADm7OOf5r3HemtDRCjLnljNeNoWi5iayZ99Gb1O8M0/lnKJrOPxNBaxK5fjv/F39YO7/ttvUhRhOEA8ctUaJYkrl82lp3F0pDfWqN/91uTMvWqDRqNOrelVK8tJ8st7mzoemfOXs/OXGD+5Z5ryaHBf+b9PanLQN+cu6EcPvqSgibh9RPHIzszxaFRYORk/uAeTQ3Hr5o0/nJwNnet63t/e2ZwRB60piSEunV8Mup30wmVvc52y2FWrcEKjweA3/xP8RRNJ/uYj/ZXfl5kZANRp/+PP//VzxUgpNTxsffxbX7827IiAbA5WUCwmgTyRbOA8zRYvph95BcwA9L2b4de/Mm59UWZgc8pToCCVSnbyDIho2Ncb6x8cJUqz7IVX1MP7TADBQX6ez+PDGejV2gPqd0HaFQrZC6+Yi1fheaK0/8Zr3NoDK4pj89QlOzMHwIVR8Pq3UYiQJtnV59Rhy7v+lhSLAOhgP/77vwkg+LOvuVrDu30D8ZD7fSlEIOJ4lM0tm4+/Ks5G9++mjQl+9ECt3WdrpFSUSs3MLrp6tXP71j+pT853Oynzl3Y2FtMYRO7kaVMsq35P4piyRB0djbXIhUDg9PkXvZvvERHE/SQuky2XUSojCI/DMFhfGyg1mWVPvjPWKqXSqNj1C9+Zmv/89lqYxkdhtJQn+au/6CZn6Jtfb2ytW2Z2djx360CkqRCVvEHXwonAQVh7zvdcra5aBy4IpDoNL1Di8sbkTa3/m9r0fL/L3U7FZBWx36tMVBVGzJ/bezzr+eVylfq97Bc+78JQnAvzDErrtbvIcymWzaWr6qglmZJxy7RUij/3K8G3/pjCwlYUrQ1GV8X0oqicpTLoXX/ho/UHt1NH3z3z1C9t3r96c3vcenUMaI+cYzFuekayWIKQ0lQWFnF8TPGIyyXEIzcckWIJQ957bF74WOH6m2QNrOMsdorF8ymJxQ8kKMjUDO/umLNPzfY7l2qN/2pu8Z+NBidElmrl4929+zq4bLNfgtQmJgFwmlC/xzYfDw6xVrZWQaFo5xYAcBzrL/9zVGsA+I3XsL+rHz20k5OGyZ67oPa2ZW7BzczZLLOT0/nOFg8G/g+/hyzlfhfWoFBEPBrTpJxmZLE+PhBWlKWuXKF+jyASFNgYWl/Pnrri33qP0ozyYzgnTkRpMGg0VPu7qrVPyUj6XQgQhm5iko7b+YmzYMWK07/xJd7ZXj0+/IOwckzwsuwT4nzCqDGhf/GXxlvNAWMzKe51+N23uFoXK25qBkDGmoY9glXbW6454d29JWCEIbQSz6MsnUniM4Pe16bmf2X/8XSSgwwZAyuuVPGGAyGBFxAJEQswDqz+V/53f3PDnD6dffzTY+PZ8ZJBD5rJ5EJExL+m8Ge5KQN7abbqK6drIEKnA5uPHZDBDAGsc3Hm372ZP3XFVasAzPIpCCQIKRkJFHLjiGg05KMjOzULAMqzvu/l2diVyM7M0fExiBwcQERk3c8b8h9KHn34x19BMWJfO9/nQpifPj/+tttiiYZDvbVhTp4DELz+bX3/Dg8GUq4QEdLEu3sL2qNhfyxiTPHQXH0OAPm+fv86DQYwQlminIN1iCJ7+qzafmwuPq0vXM6ZvTvvs3PkHFkrBL35AI8e3SqVa2nyQvuoaPPfm1n4ZLsF33dK6dYBDYfc73OWEHviDDOT763Nzr958Vpze6uQjD7woYfS+dS0AjqLK7997umVUXfu8GDoeaH2XBhRnolIZPJ6Njo77BmT7xZLcy73i2UeDfStHytfoXUIAou4D4oKHYinvdFIW6ecUwA756oN1GoShpRlUq2prU1ihX53ctD9H6oTWqgfhr+wt/3RdutWtd5T/t1iZVCuvXSwq9NR9qnP24lJAEQEVnywC9ZgsksrfHxkFlf1zmMwSbFEAnPxCo1itbv1p+XaXL9bdGCmBIiIvhVVimHYiaLucPQfPbhV0Ey5gTiIkGI4ccWyKxahlMzO5+cveRuPeHeLRJDnyA1ZA6XHlniYmeU7N0mEbe4cwKAshYByI0GAQmRmpnnzkdra/C/mVq+19hfi0Y+rjR/50bcWTtxvTvYWlr0wuDDsA0K9nitF0umQNVDKRUUi5QKfhz1Xa/LBnv/gjoQhiCiJudeVWo1HI2Jy84sShJ4fmGrNWgsiqVSd0t7tG4AIa3KOxJFzjliUIkAaDac8OzFJ1lKaSFigZDSmANl6XQ37fNSC53ESwzkQWBzgiJjiWKcxxogEAGuGX/ySO31Wb2/SaJhfuebqTTcxVVxcuTQ5+U1DL4h9emeTRqOZj32S/eDPnSMJQqk1ysTOC/LjY9MfvFivza3d5dY+saJex9UbRNBEplhW927xaKAGwxPD3mcOd5fiAUUF9/xLxjlMTMEaNRzmJ8+gVlc2x94eiChPxPeVyaVYpHYbSWKXV3/6dOUHb74OaznL3OTk5PMvrUJOvfn6r1//Ya3XgdIchBSFYizl+RhKf8KV0iyDfvr8y+T7AKC1ufwMwsAYeN2j8deUROz8ErQChHs9s7zqrd2DMeJcduEqMdTaPRIaOzVaEvPyq3+lkPWvH4/+wxjo1cZDfbAvWU6Dvls6Jb7n//B1OKvax9KYyD7xaZSKwfe+6epNCQv68QbKVd7aALMAXudY7e7SaMTdY3PhyhNvZe3pjTWQQr1qOSTPQ6WUXXgaUQQiiUr64X118zpvrIMVpSM4oSyTzKAQjgScponWgXMX+705l0sYjX1NyRjKU1equGKp7Qf7pVI+NfdfT87vs/fQmOf3thkYA5BOjKd9AUZBwMeHM60Dz2QQaD/Qgy4Rk2CslKtZFQrRRK0aJgl1e5RlPBiooy4UsbWQMUsbELAYslZEIJIp9eNKvWCMKxRVpcLdrl1Y4uMjeB4556q1YG/v1+JBdbL5bBJ/dm4mrDenH28MFRetfVSIPrGy4p5+3i6vjP/+vLcDEiFPrz9EVOReV6Zm7MKSOthHkrDJ82vPQ8h/5y1E0baTdT+62jtmQjWJ/aAUtVvfV16cJP/x3ua8dVKMiJUUS3Z+iUXyuUWKCnZ6RpZPmtNn7eKK2t7mvR2yBnkKgavVIAJj88Xl9MKV8OZ7nOUYf+BkrB1BIFCW8OopDAYUp2Y0/G6p0UxHpHUJNDXo2Kg4U6koIl2tfWR6CpUqMXs/fpeHfdIaxoIZYVFvPlLrD9RhKz9/yX/7DQkCiPCoR1FZtIbN+fjYrpwE4FUqplL7gDxGnvbuvk95xmksvmfrdY5TAqAVcmOiIpvU63bNzJyEoZ1bFIIQy8K8uXLN291GngNEeTYuBAkgIXGCwLf9oaQJk4CIIHZqyq2csidO2xOnnxg2AQCKzL9QKfqVqjlx+uxTF4MgBABjvOtvh3/yhzAGjUnRWsIC+cG5r/7eubj7TGtvutcmBz46cNWaymKxToKCnp0znmenZtzktDrYIWNApEDO025uQZpT5vyF/LkX8yvPUCFCUMhXTqVPXdTdLsplkMe9DowlAYlVu9sIC2OEnbOUnBXPk0bD1ZpuYblx4535h3e9MESW0WBA1uZKqyyFE/hKnGMwIGBmz89On0fpieKFeJ6dmcf8gnfnJqUpRKRYsCfOmHMXUKmas0+p3W04kVoDjSYN+25qjh/eJTgCESHRvrz40b9SyPp5oP9/sv7Kk7E/eA3iKE1dIbIzs3x8JOWK9/ab/v1b6uE9Pj62M7Pe2n0pFECgLCMI0pRHQxJAnNic49jVJ0icOfMUALFOHexxr82dtspjmZ621brU6gAoSXSvqx7ckzynXptzx1qJyWEc+Yo8v56MUu09KpQ6nvdS55jPPEWDDiUpDfvkHFsjim/m7rdnl+6GxS+X68WogN3tGZM24mHJGRZiZiGCtVKta6Cw+UgLwmRUMLnKUigFrcSasRsO/IBEUCyLyfWwjzyneIg8y8TdL5ZHrPpeWDWZCMZznsQqZUqVUqR65ep7z724cPqM1Orc74nn588872WpDQIyWcHzzhTL5x/d02GBmIuP7qEQrPR6f2vjQdH3s0tPw/PgnP/D1/x331Kb62RzqVQoHpHJeWeL84xGQ3P+ojl5Rm1uEIT3dum4vZyMvrl84o1aw3NSCsJI88LBzi8e7H6+tTMx6DqC6vcpyzAaoRCi0ZRiydWb+tFDAfHBnjQn9fpDGnTJCViLiDQmJQik0cw/9imEkffG9yB2TO4XgMHwPCglYEpj2tkiVjQ5BZNu+gUJC4/94K8d7D3y/E2hchJ/dqK5WK+TE//L/4IVOzCIZGLKNSfVUUvKJfiB2t/NTpy1Z89zPJRCyZw6y1sbEMejGOUyH+yLUvqZ5wzxTwN9ktL2YzKGhkOVZTSKYXK7sIRq3RF5rT1Ok7HHJIilVoMXcBJLoZhfeRZK6zs3yTlY+0RqYnxT7dnZeR23Oc0FAAgivHzafKArMH50no0LVo9o2tMznvZ+0rf0bt/w7t921Rq3j5HGbm4RgN7a5NY+F0sUBPrRQ5WnEoTcOeI0A5HqtkmQLy6j34dS6Pe50yYnrDgnz9vfdqsn1eaGOtiDUnb5hGs0JSqiVFE723ZhWe9uodeFzVWaSKlsl09w68AVCiiWkGfcarnZeVdrUDyyJ06pxxt82IJz45rbVaq63xGlEAQgcjMLyBNpTkpUpDTNXnn1z3mPSBjaWoN7bRibn72YXb4mjSYprW9c15uPuNeTahUiBLhq1Xtwj/CkGecE7t94CYQPI0Zvw1APetBap7Hb2nSnzvDhgeq1wYxyRT+4kz77nCtVqN+DQErl+DNf0A9uq8cblGe0t89pKp5HzqlHa0/uGIbm/EXutkHKzMy5RpMganeL0tTMLUiSolgcmzc5a6RYdp5SwwEPBshSZnXa00tLS972hhbBgzswGUgRBGkS+/5A+J8urlwwGRkTmeCol0dwnJmB8r462fhCa0sETCTi1OEBk1owOZm+IVYCBB5yK84AJGPPLE/ns3MURGrYd8SUZwIAMmS964ejcu3Zo5ajMZTF8mQbM4tMpPGPq7VAK9ecdM1JVyh4jx7qxxtSb7gkZr+AYd979w1hhUKBe72iyNNHR2QNnKWdzeztH75+5bmg2375/j1VryPPeXfLLa6a0+e50+bdbVeuUPuYRkMJQ24foX1I3TaYtTH/4Xtvdl/5pH9iNbp/R/oDMLMTaO2cI+dcra6SGMOB3tvBzjZmZsUPXLkCrVy9SUetfHY+2N2WtIOwgGKRjw+lWrXzi947b9rLVyUMYBTFiRAgLOSQ5a4YsnFSLDlW3OsgLHzM5c2Jar69+beS0aTi6e31DZtNJ8NVM7TXXlA/fptNJk5xFpNzctRS8VDSEVwJTCKigsDOzNiFpfF+cZPT/uvfsdNzZmqGjg/l/GUqlhDHP92jBBaRYon2dty4M+95fLBLUSRZLoEvSjMy3tmKrz4b3L1tl1aTFz7qVk9BhPa2swtXuNfFaOAWFr3rbxMr5Bkxg9hlUOMHAE5YNGjQH0sLkDFq45HeWpfcZB95WcqVP3dwqN99gpL7vvf+e/mzL2JMSnFORkMeDSnPYHJWHtLY+iEnCTxN8/NSiLh9zHublOUizOSscR7lrlSjnR03v4DhQG1uuEpVxhKYzvLxIW9vSpywABbOiTa5yXPe3SncvG4uPW0uXbUrq/r+XUDMpWdEaXf+Ar39pmgWZykswBhYwKakLZxDsZBe+Tyv3WNS+aufwRi3+XOR4fTZ0cnTMOaDn6r33lXbGxCheECjolSq+YUrdHw8ZkaIgEg8+X/N6/j///owZvT+t75BxjDBKsUMFxYg0EcHEhWhNKWxu/YRc+YpVyzR8ZFUqpa5PTOviVV/QIWAO20JQ0BE6fyZ58f3lFJFvEBKJQl8SlMbFfXeDoJQwlA/fkR5LkQUj0RriYpQisICrCNS8D03s6DjPpTviqUn9hFZCk/vBtF/efKpwzC6XyjNmpytzZgu5vnF/Z35ZMiCySydTBNAEBZgLCCUZyRE9QaPodl6k7OUnIhWJGKKJXvmKXfhCg/7EoQ4bpE1AAngi6tn2Y/mlw0wMxp48qTkF+0D0NYpyKHyV9utcGEZWvnX33b1hgShtnm+uKrfv45SRQpF7vUIYrsd7rTpCcdOnB98O8k2m5OS5c21+9Ggr/JMxYmbmqZeV609gNYolly5QkHBTkzZ+SX/wT08QR6YhPTyCVOt+72edI8pjn+KsSh2zQkkKQmEmCA06PFoSP2enZwm50hpd+IMmZyGA2Spm5l1UeQmp5GlILJLq2gd6GGCzIAdqhOuGInvu2KVR33MLJgwRJrS4nJ+7YXJZnMhHUUADUeNYW8pCJue9h6t5VefDb/5JxIEYw4VBPB9V4hEoJIRktQ+fS0/c/5nd6Cr1rl9hFLJe/P7XvuY7txIas0fgO+mKRHXlCKIfnifO20aDeB5EhQoicdMQUpGJEREYIaz7txFRMXs8tMyvwgiHg3VYUvqDak3UCjkz3xE7T7mw0OIQGnKc1iiLBGACUQw9Ul9sENau0qV93fV/o4rliWK+PiQkpjbx9Aavv9k4n8U8/oDCFEcm0tX3MwcAKlUqXXgPbzP8RACWPsEKnIOTIhj9j25fVM9Xud+T9KExI7/dRAnTDI5zQd7ev2+Otwjk7vpOWjPu3OTd7coiVWvAyYoBpMzGVjz/i7KZe71JDPmqUtuacWsnORehx7ec1FFXniFnPDuFgE8rsWDUJihtZ2ayz/ysj193pw+6yrV/9PoQPSzmX74ja9KpQKtERZctW6e+YidmnWFYvj2G0I0tr1XhPSlT/zl4w9+ntH/f7Ok2ZRORzxPsgTVhjt9XkxuBn3s7+g0zi89Y0tVANCeWz05JPqtQVLK9waFyr934fLCUSvc2UUYkcnN0jL1ex8kPm5m1rt5nbtdQDyTiXFQylt/KM1JHB9xnlGaklLc75lShXwPvm+mZ6nbcc2mBKH31hs8GgICcXCAw261+MXdTT8IzvU7/1tztqKlr9Q/eHDbeP6+5xVMvpiM4HlkrOQ5+74QYC18TWKdSQiK0ky0L2ERxUhGI/vCK/mFKyCSIECn4/V7WHsAsQwAoplOHu390eKJi8eHkXUCIYCy1MeTGvVq7wi+ToZ9FIs0lsRvHaDfJTCNx8G1gtbU7frHLVYK1gIiynPGFsV+5ht/JJ7uemq61ydP314+/XWvEJH/qaefXXl4T3a3RvWmfvFjqFR52JdCgXodx8wASNzeln+wK4cHlCUSFigeEbPTPgKfhkNkqdOKs8yJA2uyFp7v373tikWzuMJRlL74Mb70jEAoz8Iv/54bK6EftuSFV1QQuommRAXV79jINyunZHkFIvboqHD7BovYS1ez514Cs9rZcs0pdXws1Tq1D6jbZlPKLj8DIL94WT966Ji534UxojRyw2KTX/nrrt58sp1+dgcSmen5whvfFqVsVIKnX3v7zVtLJ4Is/e7SiX93emoWICYpFKRep06XZSRCUAoEaG0rZU5GlBlz+iyM4fYxOu2R5/ulsud5qtPVO5vOwRUjtbvL21tQCiSwuWgt2sOoQ0Bm4GuovV03M61vvZ/PzJGzwmqMF+m1e7ZWp14XE1PZ+UtuYZGGQylXVK8r0iEgn5wBwIct6ndRqbhqnY8OIACIcitECAPkuURF1x3QaEjWwA8ojhn0BCcTQbHqgtC7fwdREWmi79xk5/KTZ6nbkXJFKlUeDZHnELFgKpbIGVIk1iLLVLeTA6J08Cdf8d7/MTvjCHZiUvV6EBFjSbHztTARKcQj79YNvXZ39Iu/JCfO/OVjRX7pilp/CD+gXpdKJT48sOUq8hwQFozbOu7no5cfzkCfvPDR6Mu/izRmZgs2M3Pw/fjEabW3lwWBrdfHlxEEwC1Sy2lcbrdcqXovHixNNPPTZ9TeNqKirTf8H/0gf+FjzvfVUQvdDh+2qFhyueE4ZsClIJPjsIUTJ+nxBmWpU+Sc4tHQhk1UanzYYmNcv6fW12g0EghphdTmV694t26V4nRreuZGsfqra3f+nmwv9vvVLNHkKMlrUROiEMuh8nphqZYOGyYnRQDEGJicCiU4i0KBel03V5eoxHlmz5zDaKT2tihJ9dYmBBAHkBMwENn8o629l/LUTxOQkECIcib/Jw09thbDAQWh015++rx+8/t6fweNSf/WDRDToEdOYHIQEZTAQmlYQwJyZmIwcIo5zabyjGHbfunfnl0+nedzdvjWKP8Plk/9j14YVGsvkv7U9beiG+9Kr0u1Jg2G4nJ4gbf72DankCZULttqA9vbrlRwKycJIsyOVfDD1yEO1hGLaI1iCTbPT55Gsay2Nt30rKtWkST+979DivmwZWfnsbRMSeyKJTe/CEB67Wxx1S2tgpnbRyQwn/h0GhRcszneD7Y56d14FyLiabN8kkbDfGE5v3iFTC7l6jh45ZWaiRM/T9nTZnrZVBpSqgIIXvuGt7udlqr5xz+NYtHb2+Fe24ZFlSRgTjPzR7WJOZBfLE2PhgfWzoh1pYqbXSAIH+zKYOA9evhEY8c4s7SqjBFr3dIqDQb9yenv9PpvHLYHM/P/fr1ycu0OFJPA28rJETmLMRtfJG9MvK78V1u7YzMYIRZf07CPLAexK1X8zdcpSajblSjkwxaYcdjS6w9x96ZUa2rjkTQaLipBELz7pqzd5XbHLiyh14VWJBAGCxxIWIsXICpSlqlGQwY9YTXWFxLjiMQBtly1Fy5Tt02FyFVrOD5kkCmWeW+HFPMolkJBFSu2fQgiBTc6f9HLLR3sQyyy3IUBANVt+3duCIxTDOtU60DKDU4TAZwVdk6UEDKYXLSjFMWvf2XwG3+VQH/5GmmPtzbIWaSZ9+YPgq/9IYWhCD2pivBEbfrf8PVhDPT+/TvQHpRCbpCnlKXi+wDszMzPXuaqNX9jzUZV//BApmfhed9Q1c88emjnFnDUEqVYxEVFGvTVaKj3ttHrIk1dc0IKkKMWXE7WQoi0ln4fSQIRWHGsOM9cvam3NqC08z19+33yfYGTat2WSzzs29Uz8IsT8ehfKH/C2f1CtNzr1LKEnQgRRLjbEaVuTEwOnByExV61/rnj1iQTJAUgcUpuIGEkIHPiFFjRaOQmZ/Rbb+q1OyMr6LcPCuXazHSNaIzRC6AEpBQlCcE5YjgAkigemxcKADinWL/3Li2v2vklTMxYxTooiIgoLcUimYw6HekPRAwJQBCtRZw2ctYNDotliG3mqSpG90g30uQ83IWj/W1W/22p+nRnhwqFB4ethd3HT9eblKbS65Cz5AAXi9Ho9ykq2tzC5JBc5R42N3g0NKfOqt5hfvEqDwZ8sI3hEEGB+n2yVvV6bjhSnWP38I7yCxgN3MSkHLUQ+Mhzp7SrVCXPyFkhliyXuQUwc6et33tXKlWG0MQUmk04p7fWud3Oz13k4QCHLb2/ywcH/t6uerwuly67UWzPnBsm8c3NDVaeUfVTk1NTDAkCAME3v+a9+yMoFeSb3v175tVP08Gem5h0C8uqtecGA5Vll4e9m8yjIAiVd/qdH4Ymz8sllcYAuea0a0xLqeStPaQ8k6kp7+hIROyps2pvRzz/RmPyIXhVuRzu1v7uySB0xRKMkexQr92FkIx9yQR/tnzqPw+j3xgNfnl7vWgNwpCNEWOkVGbneDQ0M3Nw4u09poMWxSMQzPwyxSNXa0hUlCii/T1EJe51uD9wgx66Pfi+nZlD+1h8n5xx5IHJrJ7w7t0GCIUCPfeCbG26MKQ4lkpNfM/Wmn5rX+p17DxGsWgXFlXrQNLEzC0iLCCJ85VTNih46w+H1z7CzRp9/zWZX1bKE+3Z1ZPIUvIDt3ICgM2tY3nCdIQQASZ3QkSOSImztlpSwz6BHcBMGPTROUat8ReHhnjE7SNozzUnnwA4npddueYnMZzkRGEaA7Dliu4PLNxYudLi5xn9hzLQew/ui/bgecJMaUJJ/IHO9c8u15jIPvLKiX7/94qV2TwLBv1/GI/IGhCRcyKWOkd6f9cdHUKxnZ5Twy0SobV70AFMDmeZ4JgQj2h3R3wtSUJkSJybmWFrJYp4OCBnoT3bnFI7j6nTRiF0jZngB6+h12um8W/44SAspJVasdcWpQm5AK4QoRBB8T+bWvzlnY0jpRzzD2fmP+mrwuEBel22BkRIEi5ZGcWqe2yt0/tbkhvHSjEroJZl28edyjipJyKI+IEQU5IIwA5CYphGrIpknoyvECMsuEaT2sfK82y9Ftz6MUxOEJmcts1JNkb1uuR7YgNKEwhYsa01zdQ0b6xNZunQ2ZywGZZmJya7Qfixm+/0AD8ICkmMMHSeF7SP8jwBPO52YB3ICbGQsDV8fLgXRn84s1BJ8ysLqycqFdVtWxFXb+j9XVcsmZVVPezJxCy3jyBiZ+b09mOJR65cDf7sj2ViRrLUlatC4G5bd4+zV16F52cvf0Id7EOcOXlG/AAADXqoVMCMIND37tjFFXXvlvf2WxJFar8AzcAAACAASURBVDTMn3lODXo87CEdESu9/Vi2NvKXXxUfG4OhtcJ+wEmy2+s3Xv4owgIAtb0N30eWQTFnqf7hayxW7rwvxaJrTLZL5YfanycM8twMuv/O7majfQSmYDDIv/A3HcO7/rY+PIA1yAw5Z1kjCMBMw4FojTwzAo8BY9jz/tTKX7M5AKQpW+uKJTIDIggzAa+Dlzudq+3WDyZmpsRdO9zLFlfJ19Jpi9awlvxQtHLG6TSDpyHg0SA/fQbGALDNSd7b4eGAOx3bnIDWLKIfPeDWfn7paff0c/rBXcpSNznDd943E5NMDJPLvTvx3/9N2d8WVuroUB3sIUmM5/PeHhcj2txIP/cFc/kaHezz8SENB25uwTYn3NSMuXINAB0fecsnZQxqt4/MiTN6/WF+6pybXwKAiQl34py69R6cgJUIoIVJoD3RCqlwreZ8zQcHTExpDqWjL//z7Mo1c/nanzvvlKX+69+Rah3WuOHQrJ6Ec2Nagsut/+i+zlIhFj8C4MYdrPFk7M+hmw9nM5b6HT5qkTGIYyhFaeaak8oY7713cbAvjYkPujHieYVi6aXQu/juWy8d7U/6Hg0HanMdeSbNJh8d2uVTrjnBe7ucJnzUUt0uMY9j30+UdUWIaHEJzkmlJtpzk9Pih0TM+zsoFJAaZLGUyjzogdmunhQm3tulNIHnBVlSyrNuseTleag0iBCVwITUiKem2se/O7sSEvWDcGtufv7y0833r3MQEiuxzgUhZSPu95DnSBP29FhPnCFsHZNo5wpZSkqBxu09Ej/gPCURISGAlTosVnNyvhvj+HClChoTantLtfZpd8873JXcIDfK5dTrQntkrGs0pBASROYXYQxsrvb3yNq9ibm3o+i1maWtMKhGxZecmdvamEjij3SPzva636s2neItL/j1g91Ca4+sBRGUFhFFJMCRH/z20sn9QtRqTv9OfeLvFAswOQWB2tqgNIGINJoyFn4olwhkT5zieIQ0oX6HlCdKS72hNh490UWo1ShJ7MISZ5l34zofHbqJSdGefrzu3bhOw4FERR2PTLkqE1PewwcQC6UQBNTt8GjA/T6lqRATKwIpl7tiqXWwP9/rrHYOfaXy6ZnaxctIYrW5ru7d5tEIgIOD9ijP7OQspzEPR+bE6VzrQ8CfnJ5x9mS/fWpvB8XSGFWXRkM93nAzc9zv8cGelIoEoiyHy9Hvme3HfxBV//vl00/7+vv9EU/N7nre366Vp43h/T0YS7CU51bEMr1brbf9wpvTs5XO8UtHLXYuJEz6vjl5xtUb9sJlaE1K6Xff1NsblCYSFYXIVSpuYSV77kXv7q0xRyB7+eNubsEVIpXGyHN1uM8QxDF3OtQ+dEur2SuftPOLenODu20aDck6bG+rOzekEOUnzngba/67b1Gnrbsd15iQqIhKxUVFc+qsm56R6Rk3NWOnZuhn2qEkoh+v/+Ow8XcQ/Fax8jtGfeHqldLE5DgEUzxykzN2el6iYv7si3j54yhEksQ0GMG6/MpVFIp0eEACRGURmy+uoFzx1x+a0+flAz8ZAAB32jzoSxBAe3p7k6z1brxDIlIq+29+n7ttCBGD80TynJ0VJ0zEAgfkPzce+Vf9An/BsifPqIN9dI5csWQuPS1RkfceF77+NReGHsRtPIo/94WfZV9FQVgvRlJvuDDUR4duYRFpojrtfPXM2A6CspSPDymNBQ7aH0+pIBv3Y0HMaO1TEjMpOzGBMESWO9/H1Cx32lAsHKrHG67RcLUGr6+5QkhpAmdhFQtEqbrmqFqzC8u0uSaDvjt/Ud+6ye3jiyL/2b0f/8OnX5xz4oJisVKR1VPY35XhQJSiQoE6xxIWaDQiwGVWiMhaBXJETlAZi8MoLcwQ5Jev0voaD/vieZTnIHK1ieVem/JMtCYi8XzKcu+1PwMpMLG1TnsAyDmxJKWqenjXTc2SMULMo9hMKimW1PYWCgUXFevHe3/0mS/2w/CZ7Q1/e+NT2+vI8zF/ppZl/+jBTR9OtNKnz/N7h2CGE7GWACckTF+dXkzZ+9zuVj/qXACpYpCfOue/8V2Uq1AWxuqH97PnX3L1Bu/v6cePoJiOWohjgJGllCXO86UxAZOqeITRgKyIyYPXvsmDvhD8H37fzi2ovR0hRp7pmzdQLHijkdpat5PTaty7TFM21k7PqIM9CFickIZIdu1lMzm50un0j48SVlE8iAYDAGp3R3U65tI1fvsNigdEnmhWXmCDQLxAWKNYKhJKYdTb2YJzzVc+Rb/7Pz/JWTJjy1V9eMhHLUrTMYVWogjxCODMuG80poPOYeMB/YOzl37vympGXB8NF37wHX3/DobDMZwgrBxzRnSrVN+JSn/v/p3eaBBZkymeGmXm3Hnz1MVxxASAQV8mpk1jgpOhWlsTJh703PEBxKWf/CylCfxAlHIA6pP8xnd584bzAqmUaTDkgz1Y4732TWg/P3/BlUt6IyFnJY95ZjYvV7xb75O1enMdxjCMEDDoc5pQnnIY+URmYQnGeDeuA8iee1GqtfFLSVTMV07+d53hgEgRt+G+tLH97bMnAVC/5//oB65U5iQxV5+107PkeXZ2Pn/uZcSxIQoO94Jvfl2qDRum7sxZerQ2Nm12QtzaR73xs/Qb8XzK87HzCXpd6nddY4Lbx6I9zjJ4PgjIjYDYWuvAxJDx4PHP1W4+lBm9/+b3CU4pJURirdrbUfv73DmizJAx3D2i9pFbPvGBlJJq7XvvvU3djnf3FuW5PmrBWAwHPBxIvU6jkd7ZcTOzlBnOMyIGE40dtLUmELRH1gixODOmBqJagwhlKZkMxLK8GmfpXmNCmTzsdaXe4F4HJgfEKtYCP4q41sivPJMvLDEgxurtTTCxc+MxqHU/XJ2d/b7wa2GJtF7OE+SZmV/gg334HojIOmKQWAKJ1qKUIsLcPHkBDwcijpyz80vsHGkNIvEDV6uJpyEipFhErLXzSzI1Sf0eiBAEKomfuIiIiM1Fa0pS7h5LWGABWKnjFoY9cs7VGvC8PMu+Nz0Xibu4u+lpnj/Y5ycsSQghAFS5oklRZgDLWU5MEKEoMiun1VErEjedjELnSs5Mh8Hk/IK5+qxqH7tGgwYDgsDzRGs3MemmZ6Rag+dTq0V5RiYX7REEeZ4/96J35xacBTNs5uaWvNvv22qVPF8dHuBgX+08VsdHethHntHUnA0D6vXc+YsEUZuPzOopEMnklGtOUq9DaQZnzekL6UuvSFgo7D4ut48lCIrKK0xO2xOn/HfelFIJnqbRwJ4646ZnpdJAr4OgAGtRKrtGgwb96kdeOvn8i7NnzoWFgqvV1PvvIYnzy0+bp5/jPFdr9xBFFMccx6I98Ty3euoe0a51Qmrg+1+pNpd8/elKuby/ozY3eG8XikEMYSLXCQILtRUWfvVga6V9tDAaxr4eReUpX+UvfwI/A1qqo5Z+vOHdu807Owwxq6fs4rI0J+EHUq7A8z74JKijA0pTaI97HSKiNCUmqVQFhGLJLq3oB/dcFDmlOE5EBHE8rnT58JjEQSkhoTynPHNhpLrHnCTee+/ycOCmZ6RY1Pfv2pWTY04nx3H0v/5P/+nqOcYTuUgF+c3JJgB1sAvr4Hl02Aq+921yQmFIaaa+983wa38Qvv0GDQdSLCHwUSjAL6BSU0cHNBpBsXie2tuByHiwEQCCULSnNh5xPLRLq0+UQJgRBKI9tf4QAIwhzVIsqTQlcmNRPyJJf57R/6t+gb9gUTzknW1Rmvo9ZXKpVNX+NoREE1kLkG02+ahl5xbH1+tb79npef/uDfF9mMxZK8UitEd5ahZXUIj0g7uilJ2cAJFYg0JRRHg0gMlFRLRmAyJCnkMMjg/zuXmaXeCdLRr03crqTiG6U6puCN9pzP2jw1bl8EgTgZhZoVZPp6YojKQ56b9/nTfW7dy8jUpiDRGJiAf8etx/uTn5a5k5naZQ+q7Bi6PYY+XduW1OnNYba7BOtCcEsoD2oFglCQo+oOzCovN9YgU4tf2YtAdrRWm7tGhPnPZuvEN7O0QKAMo1e+Gy0753/66zFsY4pXI/9OKh1GpuGKs4doWCSAAmiKX2kXie0x4nGeIhvEAtr9SKldbj9ZVh/2xu2VkZy9uKMDyxlrodGddCz7zoXX+b05E0J+KXXpVKxc3Mn7j5zvRw0CmVPM+fbh/mJ8+AyJw+q2/fhLPc67ti5P/gu2pn05y7bE6doX6PTIo8Q7kCY/OrzyTPvBB8+09FRIIQUYkGXe+9dxCP9PYISiOJVSFiApxDlhPxT4REyRnLgwH3h9ztSqNGG4+oWEo/+wV97zY8j+JYr903J067xRX/ves1kxo/zGsVOGfn5tX2Y6k3KE3hBX3fe5+86rlLZ0xCQq5aIyZXb4j21E9wXnPmgjlz4YO9aqdntFhuHQBOwshNzEihYGfnZzbXN1hNJvFXp+fFuTMP7lEWc7dDRy0hkIAhThyRKmcmZ6p6uh6n5Huc59PD0XSaQMS+9qfxF//uTw9GEvO9m2MXM0kNej0qlXHY0p6X1erjfsOTE5RmEoZ2eoa3N8AsrJmI4pErV0UpAObs+eAbfyKeuGJRWwMI0tg1T6vWvihNaUJKIYrM/IJ+eE9KRVEsUYHSZHx/8TTyHEEAQD24J0G4kGdb2idABJ+q/US6QGmyhg/31f3b4oe88VD96HVXKvFhC1EkSqlH92XllAsCOCdaZddeUPur6A9U+0gKkQD64T23sCQ/QYrc3EI2FqE7PNC3bkApHgyyhSXz8selEPLmI24dIDcsTiBj0SYIZT93GftwZvSFb3wVxMQAQWp1e/qc2tuLPc9LEhHpTc/603MoV11UVLtbfNRiEYxipKmEBQkLlMRuYkoqVRr03eIK8twuLvtvv8nHRxJ6dmlVfE/1jsU5TmMCnkzSZilYjbWLvf19iMufed5ceZYf3u0/vHfghyPiiHBvcu7q1ppnDBHBOQHlr7yan7vo3XkfQeA6R/3jw7eNXel2SITAYJKo3Bf3fqEs5fK57c1f2bg3lWdelhIDpbKdX+JehwA4pwDje2Id29wZp3rH8Hy7uDTqdPcAw6qQxPnVZ7ndVusPvHt3uH1M48kpZud7dnk1m5oJ3nmDspStFaL0V/+m+uK/Nbp8jbOU0hhgylI3NU39Psa/Zp14igpFs7BEKyde/dPf/8zu49luW1lD5qd+AC5gsg5ERKA8I+276RmpVFxjAiJqf8csr7jzl0q+V93dLuUZwih9+eMIQleuAk61WogKNBxSlpEzenvTVRtqY81Nz42J7ebSM+m1F4LrP/Jv/ZispSylPKUgNCdOc69NuZFiCWmCqERpAnGifRFHzMhzF0Y8HKjHjzj0aX1N7+1yv29Pn5HGJFp7en0NvY5+eNeunOKtDbW3LUoTs5Qr6mBP33qPu20XFOzZp7q3b39ueuEt8O/7BZ6YurC4KKWyjOF4IAxDY8y/bJSm1te8R2vUaXOWkcnHsmv5hcvByok/TuzvzMx/tTnzavfot+7f8K+/7eYWeNDnXo/4iVI2tFbGCGuvOd1st8jTGIddIilV+PDQLZ905SdJPW8/9h/cF8JYAoGzmPKcskyqDbLG1ZsfvBUP+nrtvtrflXLVTU4rjyQMqd+lJM4vXpXmhLr5nnf/Fg8TShKaaNpiya6ekWJZbe3QqAeIhEVXLsH3VKftoKRe5/EB8XykiZtdVO1D/eAeej3x2Ft/+KWjzo+KRTbui4H6J8tLT+TBo4iSRL/zpnLOhaE6PoI15Bycg7EIQ2cdjOG9HTImefZFVGtSqZJS3NrDWKNtOLAnTuFf6qZKVKQs593HCApqZ8stn7Dzi/bcRUzP08GOah+1wuL/MrN0s1T7Ua1+pds3L3/sLx9/8K9jRv9hDPSqe0yjAYcFZ4zUJlyjkfd6Q2uJFTl3pz41AWfOXVQHe2pni6yhfp87x6pz5KISFQqmWlODPh8dolSi0YCyjLpdssZNz/DuLgYD1e9jNPw/2HuzYMmy6zps7XPOHXIe3zzUe/Vq7q6qruoBPQENNNAAiYEkiEBItCEYsixR0o8U9IfsoIMR9o8/ZCPooB0MWQ5akCVGkLRBECAIoAE0ekCPVd1V3TUPr4Y3j/lyzjucs7c/snoABzEIOcIQyf3x4r2Mm/lu3jx35dl7r72WhiBJwCKKhvpRINJhyFEsiqA9//zZ5JEn/GuX7zhez+YSqHKvd7LXnm03AchQ1j6bF8/oTse8+bra3kS7s2SCth+M9drrYaYoTMyUxl7U/97odJQvPHPz8hbRQq/jJwmY+5lcuL0B3wc7UloIVKtQEtPwiwTEivYKpbcauw2WdQHZpBrHZuUusYAthhapBGFWzJwrBDeuqZ0t+D60JufiY/f7YxNpkqBQ1GlK3bbbt6DiCEpRvwd2cAyGjI7J5LRavKH6fTUc0YQRm5AfiHNDzTVhJhqOLoAGPdVuIrVu3zyMgR+YpTvpseOe75PSHA2QyerNNZQqki9Ita76Pdy5obsdslYNZWYLBTgnuRyPT7lslkgFL/2QtjeHqEqOQdrV6jI6Tp0OfM9N76NCEclAtZoCAREvHFLHT0VzC/bEKe/WIiWx9DraCYyWckVdv2qPnwrOn1GNHZVaigf+zWtq5Y4aJACTMJh0c1dKZcnm9NYmkvg7B4/eNt6o1lXP+24//lKloj4AL0Ogl401785N6nS4UNQ7W2p327/8DoapCctw0FRKZZmacdP7Htq//xO12q99+w9+dfkm4gFrLeWKq42qyggnAy0sUOJ50FoVcv4v/R21s622NyHyrtcpETMv7OdBrHc2vVs3dKttNlfkHqEEUiqL1mSMy4S6sfNeLQWAau2h2SRtVLslmSysRRByqYxMhiBSLAfn3sCgTwQyhiqjyYefpvUV1dnTG2uSyxOUZHPkUt1q3yM6RwN733GenFZb65QkFA3MjWtw1ltd4nKVwjC3fOtLa3f/sac+kfHFeFIoqo0V/0ffU809BD4NBipNIQLfk0yeBj3QsMgDOEthSEmiu117+BgACUOw6I1V9LrpAw8hl/9zMILZe/tNHpuUTJa05kx2qPjGxaI7fspNTPxGQl+fmL5QKP1gZII1Th+7/68EWX/9gP5nsXSTzh0Ib96QJJIwa0+eYs/beuKp7ptvaKVbpbK/u92974HQ8yhNhzxoLpbs9KwET+q1FQlCe+AwL9/xX3tRmNX6Cu01VBRxscTijFFKkeQKatAbGlAMi5pCCrkCRQPLIKWlXIJWorS6cVX6/bl+r0m6n82V0vi+vS0M+blEAiSKsHQ33HiVlaY00cyJ0t+dO9jy/H2d3Zl4AK25VA1s8t9o922jZoxe8LLBjohWrWyxWyznu230+oAiF3OYt7MHTOONe7mFiOn1Nvr9kJQSEcK6n53b3lDCDCFSwgx611uhWNSb63pzA+xgSRQRRDd25NYN02zqrQ22qf3Qk7DWu/S23lwnIulHKvA4k0G/rxp7Oh5IEt9T7/ahCzmJEmg9VBhW95g/ALOdmIQf6O1N3W66So3Y2YWD0BoHj3BzDxtrYoxq7pm3zvAnfl60Rrup211hpyBioVqxOv+Gnd1vmc36iu73SNiOT+mNdem0FYS1kloN2Rx1WshmHSnx/XR6ltpNimPJ5mEMhGX/gjM+ACkV1PIdIYikcIr6fZ6d51xWrBtqlMNB2m0iFibFEIHaWNbZXOoZCXNEIMAQGErECkEA3Wub7U1z42py/BQPywWbG+Gf/CGKZTeIzOI1KZXZDyCI48hYFqW0sBbhSo3fbVTWPC/fbSMMAVAcuyAj++aSOJFj96U72+GPfwhmCBMLAdEXfsX7d/9KNXe8hJVjjmM7Oqpff9Xf23OjY+IZNRikmbxutwDicln1OtIbkNHh6mr/07/wE9tex1IfkWZDnKWhj9TGupueRRRJLk+Dnup2YB2IxDpOIqlUkyc+mvnBdzC8nr6ntrcQ+qIN4jh98mPJw4+p5p65/I6bmAbgXTw/bMZyLqf7g8HHPx0kKY9NQGtylpj14vXMN/+AtGF2bnrWzu03y0vwfLIpOYswhECMx56HOB465FD0rsE9kZvbz9MzQupP6Zq9H/RuSgSI8Pvvndks39U3r399cnq+1wVQtcnNzJ9Dzv6bFj+LQO+9c5Y9o31PRMkgcguHRt56vbK2Ilrn23s5kdyt6zzowQ8oGkiYQber40hIy+i4nZmlxq65elHiyLQ7QkDBJcdOqn5Hd7viBRIGnM0pAViIARIoRTaVwGfPt4ePmkuX2POMTdy+ebO7xXPzlYtvf6S5next+0QMDaQgGlZadbu1qs0sBDZhUorUkfZu6vjr03PVZOJUdJazWeoPBJhfWvzVy2/bwaBngpujEyOtxuKBo1UQrEU2i709USBOxfclV6BohwAesjiC0FPaGqWNR1PTkkR89nUYw9YSyb00PvARJca27eio3lpHkijREobaOrpx1eztudk5AObWzfT4KeVY/JBcijBw2RyCUDV33fSshFkyGs4pYc6U40rN21iDxCCDNBWtYDzRCiIkUJvrEse0vaWS2B08ykOFxTRRt25IYxvWQRv4IdhBa7PbQCbEIBJx5JwQsVZqe9PL5dz29lIQTHeavpDL5HS7BQhMyJmc5PLpsZOSyZAwHHvnXvcuXhCbkmUOArf/oC5V0OsBiB5+wlPGu3mZOj2kCawlpfyzrynHQ585gAGQKAunRIGgrOVuR6yjbDY5fsotHPrY+bMX8uXntT9I3b/wJXzpuSFZM3zuu/ETH8UDD2J1mYsVYmsGPbq0lp44jXqmOzl9o9s7lKwnmvrazMaRu+8EF97lipBIqUydNgDJF3lkjN9rLGnF5aqEIbwArQaDCTADqyMGhKG4mFOZHAe+xIneWHMjYyLg4yetF6BaY6Uyz35Lwiycg7BW+oNFJclk1OI1imPV3LPzBxBkJBmodsvuP4B+T3IFRBGcHfqFqZ1d/4/+wPm+9LqcRuTllE1FQ4IQQ22wtVW02yoeIEl0Z9UpT4yhvV2VpAgCOz4FID35YPDqixCB0unR494PvyteIL4HYRX1k/secHMHzMpdCkMQuWggtVHqdtSlt/Uggu+RTe/lT50WtIdsVsxPcCv/dBClJ05775yD1m52jt8dsFKb6/7rL9Gg/8XIvVgdr6fRHT840mn+fwNM/ynHzyLQ0yAmYyAgl5jdTWtteP4tKRap3SrtbPHMfFooqq11e/SEzMxRHOlmU62vSBjS9UvqwGGI0M6marfFC0Qstbty3zHb6aG5h4PHaNClNMbdRfgZRBEgcIxCQXwfpGRqNp474C1eS41vTz1CezvU3EuOnzLLd4PdbUpTbRhODZPnvh8OxSBbxlTSVCAQIRM8rfnGwuFPlQrRaC3zg28jCCmOeWvrZq5QMF6t38n53hv18S2mz2dDCbKURuQbiDg/oEYDxZIbpH7ctSPj6UMfmmvuXWzt3dBeN5v/7PzBNJ/1b1yBMPoRpcykAFJEtlpnFyOXk3wR8cDOH1C7DVirlu6g00IQ8sgoiIgdtZsS+tKJVRy51EaZWANm6Y6EAbIFFziAJJfTezsSDUgY2ojRAOAHbnJaSmW1scaZDM/MSbXuJibd9L57n5w22NqAdTAe2QRJ5NgGV6+jswcR8j2KnQzJ/n4Wzr5sza88/ilf+MO7W//d8rXDzR03M0vNJnU7ZnmJ4ySu1aG1AHpjw7tymbNZ1e2g01K6zLWR91eM79sHHtRLt+3ohLEpRQmliZQqyZH7/LfPQhuxiYZicQZq6Fh3bzc4MeEOHElPnAbgPfmxfx4nn99crzd2ah1nNjckn+NcDp7nXX4Hxx+QTEYlseq2xQ9lZFQ1G5LLNYiWp6ePtnbZD31x3fkDeO9qADB+cvyUvnNbeUbaLUxO33vc2jTMGt9X3S5MxPUxhFnVbps0FvCwjyjaIwDKwCawFoMeWUutPX7wMTc2obstSR1yWkgh6rv6GAAGnMg91WIWCTOuVJFc3s6O8KMfVrvbsKnk8lwsudEJvbkqNoV1EgS016DRMTezz6TOZgIKs9TrUnOXtFFpKjbJ/tHvs7Wm20YQaLCrjyIMsbbK1RFXqdGg7129rPtdG2ap21bbW1qRZDKUJACQpm7hkPi+PXDYh5C19Pyz5uI5RAMyRoWBOAc/iA/f573xsnf9MpiT0x+y9z/wl8CENsROxAno/ZpVr0eNXckXfuPGhauFpZbn95X53PZG9NNi0V+b+FkEekCo24NvyAr7ISUJpbHqJxKEEMGgR47JOdF6mFP7z/9AMhlqNWE8ffeOPXxURqfQ6bBnyGQ4TdI4xew8Zu/Z36h+31y7QtZJEMBaBBmqVtBoSL7onX1d8vn02HG7cAjaIJPxmnvm7m3a26WhKaWllJSMjKRQa0E40mwSkJJhJAPtpUr9qD56cP/C0/UqAN437w7fz74PYb54PiQqxRFpne92Pr+7CZBMT1PURWpFmEWSJJbNVQPI2EgUzsIPeP6gt7t9emJq3gsKIyPk+czc+9I/wvpq5sp5LC3RYAB2EqXpE0/53/82q4Fo446e4NoorNOL16RSpdaeauzC2fT0I7S3K55PWxskIsIDQtDrrhZK2pjJdks5B2uRJuwsbMLFCnod6ywRrh++71C5IiTJ0Qf8al2t3NEb67KzJQQ3NXtPPbHdRKkiSkEbUZpL5fDcm3r5LmdzuttRzqblslFG7e2i13ljdv8/23fQQKo2uVYs/auZhX+5epsaTfQ78H0OAmrs0OodMj7CrEpjJqhBBHbEYqsjcPaDK4aSBJmst7cLZiQJT02peEAbq1wfpWxR3bnBg77W2joiuKHVNQD4vht9V1fD85TW9118k9ZWSGsxIeKIwgySRApFsHMHj/D2pv/maxTFdn6BmFVjJ3/iwT8Sb2eQzLUaRusHDx1W1g6Jv2p91btyQRzzoaMun3PTt1+sAQAAIABJREFUs5zNAjAXzvtvva46bTc96/IFPeinjzxOzvm//28RRwSkgCYnBDcxrZdvC8ATk8jlnecrmw5P2OVL9oGHvDMvA5Q+8oSrVK5G8dcae1rwC7566q03JB64sWnUR6RYGuZzLpzRy3e8i28LO1ctU7et+l0oS4EnaTrkV7npmfhjn4RSptHwX3wWa6t2/oDqtrhaVb0eOk1XHRHfV1vr6YnTmDsAEdVumovnzPJdLhQVOy5V1PZmOncguHMTMGST+JnPDCVM4Hnieeh2TJKqdoeNhliXyUq+IEFgdjZpY3XYUvbfet3uP4T/YKHce+sNLpbhUr2xKuUyV+sAJBOCWYTLqX20sQMCQErwt0D/swj0Uq4IRMURQl9GR9X2Btdqam2V0gQAiFRjJz105D1dBK5UzNoSlEGcYHSUd7bRacJa+AGinoxNIl9UScK+D4B6XdrZslOz/uJ1GANnk9m5cG3ZGU9trkmlBm3M7ZuSL7rJabKp2t6gvT0kCQmzIh6bVpkwnZtHnNxsts7N7eckfdj3W83dgeW8S/1q/bdT/I9Dlm8QpgsHzdqKCPVHJ0yz4QExuJomIA0CrW9wqaz3dmNAAZSml3Ll06u3KU60VggyMXO/PvKv79z95m7v5/ZaXyA5ur7s5hfs5Izd2fQWF6GIRZM20uv0v/Rfqc113Wmq9XWzeI09X1mLxl5y+mEk1s3sc7WRzJ98g5xDqYRGo6+1ElEs1X6v7XkIQxYgiZHJgFk5HZeLb/n+uE1u1cerWzt2dTnUOnjzTPSxT3m3FyWTQbevt7dsuyWlMnU7OH8GlSptrUu2QLDu0DH/pR/tVKpL0OHohH/g8PT8vP73/wba7HnBNzKFIqcRoaG98TTpF8pudEzZVC/3eFjQiKPgnbd5YhJR7GbnpDKCtbsASRio1SU88vhPrJlhyy7MUKspvqG9HbOyRIrAQgLxfBSKjgjayV6btEEQiiA5dpJH3xdQIqX00l0ulUUp6Xahs+L5MlqwC4fg+cq65NEPK8Bcu6Q2N8nZwX/+91M/MBtbF0482Fq5/eSNq9kzr8v21uDhR7Vlc/3yMO1Qe7vJfccRhABUa89/+4zU6mytvnVTKw2I/8PvurFx09wb1gMNQOSxH/D4pD1yTEV9tXRX8gUwY3ebogi+r7a3zO3rPD7FpRLSOB30/69m575BDxtrL3S7B9dWp+OBuXs7efTDPFSQB1SzoddWuFaHiFm8DqWElCIDpaAUdboolu3R+4ZkfFut2l/6uwDM5rr33HcBsFI0bDhrRVBqEInx1faGxJFKknt7JptqIC0W3cGjMjpBjU2ZnH5PHJSco71d1Whwp0nFAmwqlsn3EUdcH+Vc1lP6XqZFWtkEt9dVv2snp/EBQtG9YFathlq8BqW4WLHzB4YPu/Gp6KPPBOfOKCKW4eX8W24l8LMJ9MnxU/72hucFcbfjShW1vQ3H0EZAdna/O/6AnZnFBxwydaPB2YLqtFEu23xRL92iNOVySRIrs/u5NpJ58ft6d4etiz/7y+bCOa7WUR9JB3134IirjYSvvSjFElpNBdhoQL6PXhdpCkAv35FGY03k1bHJY932vjjO9tvRRz5qrl3RQfBxozaPncgUCrnGztr3v1dv7l7fd3CtOuJZ50QMEYjc3AJX62Z5qXT1ckuZ5ZHxiVbTtx0QHCkReVl7I9lC2dqRZLCrPON7aSbjsZViVbXb/rPf+kPlvzE2fSQMFwfxHyf9w/UR1drTSsenP+S98jKSREPEpeFLP+otHJZyRd2+KeUyGlsqSdz+Q2r5rr5ymQR24aDq98kzdmREpVb3e16cgBBpzSKJMW5yWq+vydgEddrU63Imozqd1AsWa2MsstBuxOVyqLWw1Y1drtXFD6ANhm0GQLVbVKqw1mmY1Rtr0dOf5FJFv/TD9SQpal0YpN+x/KXvfw9pAqLY8zLsFvq9q/Vxw7zsef/tneu6uSP5ggiG9lgSZnh0TIyHvGeuX0mPn4QdDJM5WCeej0773sZ8SD+amnHJQMUDqY6oXo+iGNrAOXGOM1kadKEUdSMYH1px4MdPPsP7D/7EyrNW8nkJAup2UCi4+086FgpCNzbJN65Rr2uMoVvXJU1paJW3s90Zm5w0Zpboly6+uVKsRqGfXbnrT0276gj0vZtLtFG9LtotCUJEkWgjRCpJiJ34viSJXl2iQV+EyQ8lTYSZSwV79IRaX3Gz+2x9VGvPXLngZuexte6deYWSSO9sU6tDSlFrz1VrSZIESeIt3ZZuO2MlASTMUGoVKB2fHJ4GDfWZARBxuZp+9BlqNSUMy7V6p99nZ4d9EaSpvnvLu3YZWiWPPWVrI7Rvv7d8R2zqxid0syWE+OlPcblM3a4oTckAS7ddbUQN+mp3Nz71iFs4DMDV66jX37+2zP6PvkelCrpt1WkzGeUSgub6iJuYQjRw+w8rx3rpDgT20FG9eM27dpV93z/7WvS5Lww37B8MauzCD0WRauyg1cKwS6S1O3aif+xE/n/+HxQPhftoKFj8Nzx+FoHeTc5wq8lvvUGVCuQYDfrQnpuZpU6Hp6btn+HVpsfup7UlWIvhLGix5MIsDfpqZzOZP6Dv3qbNNTs5DWZz6R0JMyAS46FadwsHVbslpTK6HQkC2RpodtTrcLkmAK2tmKU7l425Vh+d7vV2vdAIz09MS74YPfYRrYj9oKI1OceeV5kY/+/3H55pN+Kdrc/ZxK8UKOqb82dVt4NMVt2+CWXm0x56LcrkBOIEqfAbtdGdIDPR7TqShuePJoPtQV87lrEJiNCg591d7EwfzLeaSkqk1De8zH8tjChSnbYj4nJebfWFFERUp2UuX+C5eQDo9iiKJQiRyZA4nj8gxZJ37Ur82Efc/kN6c12EwDBKJ8BGEBZIjfuBmz/oKjWzvgqBFEqyb5+Drq0uXxfZzJceF85128hkYVOXy1JthDotpAnZdPhxiPGk1YKwXr6LTEb1umK8zYce371z++TayuXaSHl321tbGtKERgeDBxuNQHuZxhZGxv7BGy+cSiNEsVRqIA2bEkcAKE3F86nbcZWqHR3zLEuxhGggWpvFa3RT9MIhNzquG43wj34PvQ7Fsfi+Xl/p75vv9ToBS0EY4nQSwfOQpgKCsyBNcRy8+kJ//zz88P2VZExy/LR385qUKqrVorOv6lKVXGouX4CwAahY8nZ3XKUGgJ01nWZ9enbPcU0JM4LBIHSpWKc2t8DsRsb03i4AVOveuTOSLyKO0gOH7cycWV8V35e+ImeVtawUhb5WxEkCRaQ17n8Inoc00Vvb3oWztHjDHT/JYUjVEfg+mg3qdsApRIFhmntF5z7cblxqNo3IVhBOdVqoj1Bg0oOH3ps2csWyabdQLKLVpF7PO3c2fehRLleoVuNmczgioNpN/+UX9O2brPVymOt/6/8+84lf+MIjT0ixpO/cxsiI7XaShx+XoTJBtQ5m1bB2bEov35Zcof/ZX+biPcaRXlnSO5tuctqNTgCgfg9hFpmMiiMdx5zzxctC3OBjnyJnJZOVbC6uVPXsPlGKJ2ez/+a3OV9USYJ8zly7TL0egOEJAwAzPN+Vy8TMQUYZhW4H3Q6GisoAsfDQYgoQ+QuoO3+T4meSR7+57v/4RypfkCiiTodrNXieeL7UR3l8Uj4oYXrrWnDxXFKseyt3VNSXSh1JhH6PfJ9sQlbc6Jje3UKYgeeBCJkcpbFkstTcM0t3aGvdv3qJtVG1OlotjiMigzhCHLtsTg965tbN69NzK0pnk3g86r0wMnUylwvOvqr7PfF8KVf0zrb3xst6fS0c9D9862q923mg3z1uU2rueIuLtLUBEDWbqt0kdmCBYzZmI5ODxtuV+ktTc2PWZeK+xzIV9YlUvlDUh47p9VXqdRFkoLUi/O7IlHZuIwj+Ub95cmtd31nUrT2IeFevYCiEqZQ44akZNzPrnzuje21YB2uhlCqWba0OInKOR0Z5egYiEmakWAGnZtCrMmdJdJCVMFB7DWQyYMfzB+zYFI+OVeJo3+rd/UlUFDaDPiWJO3I8eegxGKMaOxBSq0v+5fPU6ZExZncbVy5BK7dwSG+smcUbfia8mit9b3L27sjYk62d0Z3te3K1gllF9Vz21OTkF+1gOopRLHYyud+FXjRmM1sY8QPfpjKzT9+6jihSSpn11fTjPye5PJeqUq5JGJp8ATeuSaHkvfUqnIOzABG7yA83EruRL/770cn93W6BAGehtTgHaxUAIoQ55HNuZFyMUb0OtB4y+Xh8UkolVx3hSk2vLFGaQHtqa4PGJjgIuLVHSQIWOCue7+57QBVLD2ez2phSa29ua00PEkn6utfVG2uklF045OpjQlBC4nsIQ7N0J3nio8jmkCvou4uwLAQoI56PKIYAIu7IcZBIt2MffDTz+/8WIshk9eY6kUEmhFKq21HtFiUJPI9IuXwh3X9g4frlqaXb++PB59dWsi4lm6SPPJkeOPL+zWIMT82KVnpr3c3sk2zW3LrBM3OZfP69O1SvrVKnRe3OFqAH/cJgsLy9eWti9hAEYYBoQEmi2i0pV4ZKopLJKJvSzpY98WDy8KOSuVdV9995M3j2T9TGunfxLS7XpFYnEX33FuVyGPRlZ4eMJoIYz97/gJQrREov3/XPneHaiJuYIqW8114ynTbigdppCIRn5ySXM4vXed/8vVqTMXrpNgnRoO9OnDLn36R4YFaXkclILu+//CIgw2EUUZz+rcPU/98n8OeE//qPyTmkCUUDivqSzdHmuoRZ6ve48j7K+y895595GUr5VtzsrD1+Wm2ukyiKIraMUt0eOExhJj123D/zOpRCv28PHuPRMexuZ17/MRdKZmtTxQPki9jZFSKlFTmLIKA09ZZvy/ikG5+cb+58Oygk+dKbxdJHGtvB3RtSH5FCQd+9JdWaufAW10ao3TC3rhdZToBdkBeXqBvXUSxKklBrj0QggLUgUQwa9Ecti9HxvtFKFM0NOpthdize1YAYL2/TaG5/8sRTiOPcv/vX7NJTrb1/efPC85Ozl8cnPmwH3rmbHITc7/lvvCJT07hzi4QhQqSD82eUZ9LxCaU0CIgTNzun3zmntjakWJJBn7NZ0mZw/NTbrdaP3n77qflDj3hB0NrzBn3b73lvvcHVuj1yHypVKZbcvnn/tR+rvd2gVCqtrbpiifNFCQI7O4cwdNOzcDZ49ttSqYqIt3TLtho4dJTaLScyFClCJqO1+Zih/StLPDGzf2hn6u5pr/v93iGt05lZvXybiEX7/8vYzHXHX2k3ruZLzUR/vtui9VXq98xgR7odrlQ5Tsj39bXL8D3K5VEsS6Fgbl6jdkt12kgTYhY/WA8yyxNT14+dGNlcf3tufsSl/vkz1NglGtrZEjzP5fMqiZVLvdd+LGFI/V762Ec4m4NSdnY/mINvfR1GIwip1yUIbArP184lDz9u3nmLlLInT9vJaQAlrT7kG9/33KmHXa9rrl8RbSSX16vL6fwBGZ+kftc/8wrSREi7x56A59mFQ9Rpww+g1LB7rHZ27PQkimUkCeULkgnFOdgUwL2ESXvMVjUayOXIpjw+SSCKBpwNUShJuWqyuSODHicaChD0//4/5fyfNpUVwNy4am5eR5Km09PK85Emf+oYhCGxDQaDnuf3jNksVbC2hlIWcaRXVxCGbDzz2kvJ0z8HpRCEdv6AKpYQxxLHKu1KPg9t9MqqlEoAhANv8YabmQt+8C1z/ToX8jwxQ5WqpCkgKJSQyQJQayt6e5PrI3p9ZUiyIOVJFBPAYUjeu0Uwz0OSIJMBkNz/QDo5TVHEo+N6dYkrVRCx5w/3/iJCCgIhgpa/lSn+mQR6EXChSM4Kaer1eGomHR2XXg/5vHxA0MO7dR1+CGFRoG4b3Y54hno9BAGxk801b3ONjZHDR6PPfl7vbEu5YscmAGiCGE1xJMxsfJfNGm0GP/e5/P/6Pw2bN6yhe10XDajbGRuZ+BdLd24UisWt7cNxT7Sh5t696rC1cKx2t/WtRYoG0EZsSmmiei0ojV6bvECSRLRHmoYzqEwgdpoAm55YulXKF2dcerjZ8m0iRhMcOh3/4ttJJsvVWv+Tn839P79rQftyOGTo2O7G+trd/aRAQiKI+mgq1Guq3WHnRCvV6/gv/kCCMDn1sGSyemeb1ldw4JBsrEuQsacfIW0AXN9rZF5+8dO+r7udt+cOPLy27PYaCAJJlV5ZgVKczdkj92HoZqIUrOVMVrfbtlRWnZa+fVPKVXPpbUQDShNhB6VFGWUttMbIqLp1U27d0FEkYxMM+MxHiGR3C1HkSiWvuWehlFFKWGojXKmK5+nFG7qxW7H4uGA6iiDICJFj6rRVuy2er9pN6nb8qSkBYWTUXDivum0B6alpe/g+Mj51O6IIAni+H4Y3svmkUBJmvbIk01MSZpTnCRE7h0qN40glcfKRj8M6rtYAIMjQzjZmc8OlRc65QoGU6NVlYrG1Ma9QQL+f3n8qnZ6hJBZmqb7fIRRtYK0EoWnt6U5L+j3OF5DNDdVgwjfeQKcNghLgrTdw+kMAuFgiY9gYQIgdzy4QWwF0p43dbUzPauu8q5fTA8f08m0EPg16fOCwnZymTkfCkJq7/gvPmU5LK5Vqoxo76amH9DtvqWiAIJMeOPhnUd5sb/l//HWVJmDW6ytiUwkz7P2EBzdXqvr2DTc+Fd66se15b45ODgRzgeGxSf/S20hTrta5VFad9nvjit75s+bieYLQXjN94EGKo+TDTwtBxCnSxCKel33hWbp9W/J5laSIE85m1d4uhNjc676Sc0NRYglClcQMAMK1ugAq6iOOkaYkcFMzEr5fapNq/d7TPZ9sKp4P5nenigmQ4Y3ytxV6/NRA3+v1vvrVrxJREAS/9mu/BuCrX/1qFEX79u378pe//B95TnzkmHrnLVIKxWLy4IfEeKrf825cFlFuembIFQMAFiQxhmKkohBmkKQ8MuHduATPl14XQShTs96Vi+7IfenhY/eelSS0tcn5ktnbRb8nICQpHnkInpeceshcvwLPV40dYUudjtg0vHAmsFxpbJEXgEU8g2hgLl/k2Xn2PLO7I72OajaGY/lCShG5kXHqtGFTsqkiYqPFMRGJMcqmIkJKsVA5tbl9c+GVC0gTKCIQm8DNTPPomNrakDAMzrziKtVV0ithznhB0OtWw4xoTamDHQBip6bJWYoiYU1RJKRgPAD64nmeO2Bn5glCWkt9RO1sy7u3tN3aTCo1KKJC8ZIfPjS7X3a3QUCSglivrWow8nm3cIhLJXPrGow23Q4r0p02T0wgm6PtTa7VKYq4UKJORzyPlEoeeVTvbFEUURKrQlGKZbV0WxnPzi+4g0dcGJql214Sc3NPkYAdixbfAyCeL7m8JfX3lhdfK1YSAoj2wgADQ8aDOBoMWJHkM2CIZ9TqTdhUimVkc9TtUKcDdm5iEr6PnR23bz4vMjo9/WKSREHuM489gZW7am1NMGSMGFurR5/9wvBSmNuLQ8FFiCP9vpiteJ6bX1BbG64+rjrt9CNPB74XW5f6Qfb//G2u16G0unVTPlN01ToA/9ybFPX17UW1vS2FEgYD1e3aWp1HxgCgswOjMSwl7N0b3uGpWfZ8archDkLq1jUJQnv8QedYr61Qp40gI56JTz9oymU96Nm5/W52HoBUqgD8F39oWnuwFq7jrS3hHT/+5GejX/mKt3yHPd8d/AmvcwD6rbPhK88hsRDH1TpFfd1s8sJI8Pyz8rkvqFs39dItBFl7//HkyacpGqyefnjt7BsNJ2OTo8/MzXMYxp/4dPDSc1KqmLUlVsbcviFBqG9eM3dvuYkp2lhDNktJLJWq2tlOjz+Q+cY1IWWnZ+yxk3jp+2a4/DyfooGKByQCYdrZQhwhm2NjwqsXkKYwXvyxTwHgsXFaW1FKcX0kPvkgZXJCZDZWg6/97xCOP/lZNzXz3rtzo+OIY33rups7MJzdI4KAhECEv1Ld+K9r/JRA/53vfOepp576yEc+8nu/93uvvfZamqaHDh36xV/8xd/6rd+6e/fuvn37/vKX+IvDjU+qpbuyt21rNTezT3U73h/9gU5jxIl37nX70IcGpx9RXpDsmw+2t6FFmF0uK7mC6rT1zSsYRDSIQIQ4BmFogDkMtb3pn3lVra1KtcLGl6JHQaCajWHBcfD4UyEZ/+JZ1kZHqVNktjedF8CAogjxQDJZJLGUq1ytqu318Pnv0foy8nkEPqJItAazKA3fh9GURDBGrKU0UUHIbsCVKjV24JwIKSL4QXDlCjVbQqQY7Gmu1aU2qho7qt8z1y6btTUuFsaS+LUgO0iSbeM/fneRy1W1twMyXBuRak3dvslQNEyEmYf+gDw2EX/0GW91mZbuYGSE4si+9z0HVIy36FxOmb7jx7OZ/sLBbHPHu3aZPSPOkWNAzMV34qeeSY8d51LZO/cme9tILbmItjbNXtM9OQ6bShja+05Sr8taxydOquooex7u3JBmY7jtkkwmfuQxFEoACHBTs+Ef/yEpLWxFSHydHDpGgN7dkmqdZLuQyR2BxMDp9l7WUyKQNIFjJQLRut1K/NC095RNwcLGKED3+9JsUDxwE9PiB16rxdpkIB9X9PBoPauU7rTVypJksyqOwMwu/WAe7+oj3uJ1+D4lsbv/1AcXoZ2dV7k8OWerNQlClEpD+w4Y7x7VJ5ORRgPVurl6ybz+EnI5OEvdFo+OcT6nEsu1e7xGqY3T7o74Aayl8XtzXmpnm4MQY6HZWBVS8DyKY8Q9jE5gbQVRRNYiTVEbsWMTPzEyMIx+F90eKSUE9DqquQcRro3EH5wj+0BkXn5O8kWFliSO+n3AycSkK5XJWbnwlv/8D6EVnKXOXvzxT4vvTxRLkxPTjySJhOG92lEQxo99JHj1BWq1VKHoPfe99OgJrtZx/QolCWGoUawgIgSemu3+6j8PX/+xvnVdP/tN5PKUROKHcDGHNd3e43xhyCBQ1kocmcVr1GyBCLap33xdPvpMcvJBVRs1/Y4LQoxOuGJJrSyZq5d4ZASA/+wfD/6LX31PllmMsfMLdli+H/bwAQigiPmeWPHf8Pgpgf7zn//88JfBYOB53sWLF59++mkAx44du3z58n8k0Ourl/TmOhnl3b1tp65rpXWvJ77RScxKq2uXA+OlDz4q+w9GYZ66HWls6bFx8YyUKmrxGhtP2Kkk4cBXOzvJydMYprEi4XPPorlLSapvNxAEDJC1XCiqc2foxGldKJKnQQrlPLOYjTUM1Ta0kjSmFBT1ATA7IoX+gLMFKCVJilxRJQmM5uKYy4dquGQVIUogAsClCe8/gP5AfE85DT90gY9cnpbugiAiDCFrEfW865eJ2ZWrKhoM7Wd9z/vi8q203zJJLBMztLmGMOR8ESDV7fL4hD31kHftst5cV62WMEuYkWo9/JNvqFZjKPngpmft2MR7i31qarpy82rb+bk0zU+eVL4fP/OZ+JnPZP6P/00pAilhDDWAVKtJ7JDGnC+qdgux1d22q47QoKd2GwgCtXJX726zMcGFc4Mv/UOanqaRcR70oT0YD6lF7gMyI34gnscggqfSRMIg8+Pn4qc+QcOafi5vknjWMzQk8gcBel2UKrS1Ac8nrUUpZSi9/wEulrznv48kQdRPHnsyue+U/8oLnM2r3S07O8e1OgDv1s38u9xqAuzsPu/6FWImY7ybN+zFt/ngYQlCKRTjjz1DSTo0//vgIqTBgKIIwkiSIQUeAIchbCrWkdHod6VaBaA21xFkoBSUD1LodIzvo991pTLabbO9QY0d53lKKUxMtz77ueG/0RurFA1AaljRgXUiUFEiUU9yeQQByuXk+Cm9cheex6Pjw4TMLF5X21vI57FwCIs3mTQ5BhAfOKJ2t4fvSHVaevGGgsT79n+QgS5Gc5BTjqFVuu8QTwxpl8Srq6IIng/P965cGjz1SWUMOUebaxQnUiq9R22UXF6trPDICATsWF+7pCYm7NSs2dsWz4P2xGhq7snJBwGo3W26e4drI3DOrC67ShXGSH0sPXk6+O63oJSAKJf3XnkB2ZxZvClBQP0elKcaO96rL0KUd/41BaJy1T7wCAAVRcMNGUSglEoS/kAZB8B7nyDtbBFECBBW9LcwD/zUQK+1BnDp0qXLly9/+ctffuWVV8IwBBAEQavVGh7zm7/5m9/85jcB/M7v/M5fCfrTC+cEItrTcVTcXKOjxy2BUidKK3a6XPWuXCp+8jNitFtdolqF476qVCUeYGfTMiuXkNbsefrYCTKe1+1oT1OxLEmS7myjkCMoAWMQgxRBTOyr+khFK/S7trknzIgjyuXEePTQh+T1Vzi2KrXwFLTPaaI7LYShGp/wZ/e5G5cNKfE0/ADFMrkkmD+pRkc5juSV52VtA1qJCEj549Pq8SdlbUUWbyAaULPFWuHdeiIB8Dwvm6dyxd284QV9SWIkA8qMoNUSpbQTJCn6fZCCMaZak71d/ehjlM3L0h2riKZmJJs1o5M0NqaXbiNNaHwKzqLTKs08Se+5Nwzj7/496fcokxmWeobem2mtjm5LkpQ0IZutMrsrF6hQZEXo98SlUBp+qNmZpbvq0FH4QXr+rKqPKEDiKHvjYnDwoHvxnG1sy+62qtbNF/6zsFajDwBoOjUrt2+CSEhToRBOz2YGfXXgkL21CBtLJoT2pFCQ8UkThNzpUiZ0xiAMVRDQoF/cdwCzs1g4gOOn3K3remQ0GKL55z7PjV10u7x0i3I52JROP5Sv1QCgWnXxgF9+gQUwHnkaXlDY26HepJqc+vPXn7Xu+hX3ygvodtWBQ1hb1h//OeV5xhgUCvwP/olcOI80pSc+mlk4CMDNz/PVS8iGSFI6ecrcd4Lv3OBLV/K3bsg7b3Ga6n3zmJpGp6U+8emRuQUAYlM76KFQkG7fQdRQ9J9E1Wq0vUn1OrpdOnDEv31JKN22AAAgAElEQVSL6nVEffJ8dfQ+vnGNz74Gttzp6kMH6eSp5MJ5RZCjJwuDHtaXKY7o8P3uG79P9TozggvnvH/8zxBmAfAnP22f+x4ZH1r7//Cf+iZwLz9PYUb6PZqaMtcuI2vAjJHReqmEOOKdTWnsUhDIzWv6kRrV7mG9O/2wrC1jY9MN+sSe3LoZjI6pX/kvyfdQriCOJZvLD31cmw3OBPADuXNbooEJQm63wq/8ExiTkuJmg4QwM5OZW4DRsruJzU3WBmy9cgXFknvxhwizQqS7ndLrL9Lf+bIcOpK++jwphZ0tKpWDaxel01bHjqu5Bfyk6SD3Og4kw/EugLWq1f7MyNVfHFH013CQ9qdvxl64cOFrX/var//6ryulMplMHMcA4jjO5e51tL7yla988YtfBBCGYbP5V9AVygiTELSIcJImaZqa8Wm1uUKplWwG/a47el9v+IJPfJSiCPML3ptvqM01pBYs0Jodw6g4X0AuDxG+cZ0XDoE59D1EEcQhtdpoEitWSbvJu1vx5LR58w2emDRDPl+cpI88nj70eLi14cTx7Ts6imBSYhFQ/LFPkXNqdQn7D5GwWl2TQkm12nCJe/lHabXGs/MqtuR5xBZKE9uokLPaw8y8PznjR1Fy9jXqtE0mI4MBDaVpwwyzUL+vjHZDukUma4sl3e2jUoVWKtFYW0Hgy0B4Z4eLxR6U99yzpAikqdkkP7RaM4tOE7BDpw1mVcj3b1xDJssjY8Pe4PvR7VGzYd54deiFa0oVYx17Wom4fH5w8ZxZXdE7G8QMPxRmSiJAJI7U3TupQNJIpdY6B8u615Ozb8QMefVFyZXAzu3upN/7NqrV9GPPvNce0CdPm0yO7twEs62PJgB3O5yk9Mij3gs/lBMPitbm3Fm2ziGiQc9OTZv7H8D6qtraSj/6yV6xiOHnbgwOHctkMoPhnyLIFZDNE7Ma9CXMSrkq7y25sUk9NePfvilGSWoV1MB40um6P29NUnPPf/5Z2t2iaCC5krx93h09ZtdWc3P7oyhK0xSk8Z5v9fAV5g/pBx7Wu1vi+fzIY65U9ZbuqHJJmg0IUdRPkmRoWG8b9zj4EPHiBEfux+a66TWFQUpY+c46mZ5VaarGJ9NuhzwPcQwAF87T6rI5d0biPsUJayVnzyaf+2X30U8BUDtbemNNoBBkzY9/xNqDEAjK8we3bg1lQnDsJEbHdauVTE1pPwtAHz5mzrzGgZ+p1l19BGkiWttjJ/Uff12CjL52GcWCWCvFkl1b5XeHv7Bw2IsTffUSZTJiNAQpmWg4ltzrA0C7fe/IfDFst9UgonZT8jkOAmLbv3xe8hXtEgmyRIL1tXRqVoIQ84eUdbqxh3K9Ozlt9vbe5dmIgop3d+TrvwcIyjV9d5G1hufj6mUulnDpootinvmJfST5YQYgEgiBRFn+K+GPiGQymb/8uP+k4qcE+uXl5a997Wu/8Ru/USwWARw4cODq1avDnz//8z8/PKZcLpfLZQB7e3t/1rHhPxDJ8QfN1Qsa5MKMDTJq8aZkQjc6KRNkVpeZVDR/CPdekChJwrfOoLHLuTw1mygUnWcIxH5Ana7zA2itFq+ncwsAog9/LPPKC+hGCPxhhUG0pjjiw/enxTLvP6i3N7lS1t2BK+TisQl02mm1LrmC6fVpeVksE4nL5bG1QY1dsambP8gjY377u3r5rkAIQBJLamlny9VHDFsZ9CmK2Auk03VpCqU4CCWbQ6flMjmMT+k7t9j3JZvjfMGeOK2ITKcjWqlej/PF6MNPh1cu6LfOwss6UqqYlzCHbhfRgOfm2TG1mogiKJJMxuXyqtW08wvJw09kXnwOjQaEsbutktjsNen/Ze+9miS7kjNBdz/nytAqdWalqiyBKoiCKKhuNJothmTPNJvGMc7YmO3L/gDOC1/mj+yu2Zot19Zmhmsklzvc5naTbKIluqFRqEKprNQ6MzIjQ8cV57jvQyQKhQJou5x9IIwDfwxx77kR5/o9x/0TUdR/+et86eqn0q8i3ttv2uoIINLbvwK2EmYwTdKLT9hKjY6O9OkJZ3JiWYolIcRmk6I+JompVUUr0BkKAjw9BbZiUju3qI4OSMSCYBwJEZiUScnO9sP+uR2bsCJOEqFJOV/E+pGdnmVrAUk5LiuFcSSeb/MFtb+DUaRuf2QuX8VsLnn2url4BT47i0SE2y33N78AJLO4ZKdn4RE9g0c/rFyXK6MQ9XDQFADaWI1ro2wtDvrYbp1ptSMCgPf2r2yuoA/3xVhIYiGQZsO6nogw8z80je31R/QYrFXM1DgWPwARkYAadfZD6HbM2AR/cgR5/iXnnTdFKWABZhBAE+PeDs8vsjX6/h3KFsTRPDYBInp/h1buiQB1++JoErSZELc27IUnhjcBpunQeD2dW9CHvxaTQq8LpydYP+JieQiPgVLVlqoAYK0Fa5133+IkxmjANz9Irr8qB3uQzYJ2pVwFAAUCu9viebS/ByPj9qEcWyZjn3/R399xtjcZAW0KQfCFP4va2xFm22kRIfsZEJHUSpiDblviBDJZAVBRZOuHUixj41iK5WR8ihon6Djxy1+n7qlaWREia63kcqZcocN99/4d1poEYG1FShVEhG5HcrlPhzcMxxk6TAEyClmQf1T++WcZ/5WEqT/5kz/Z3Nx86623/uZv/iaTybzyyis//OEP33jjjUKh8K1vfeuxD/9jCVMY9XSvT2xsJgekAIEO9lSvzdOzZn4JiHjp0qf2mPVDsJZOjiUMcRBhr0VxglEfU6NOjtTuFrpO+uSzEgQQRzI+aS5cptNTOzZBcYRRBNmMHZnA51+07RaCqNOmun8bELHbdXa3ZWpGry2z66njY0hicBR7Ljiuajbt3KLk8qp+4Hx8A/tdGvRQEAWBLaQp9vuKbXrlabW7hQKgld7ZoHbTzC9px1Fb67K2qvZ36bhu5xagWAKloVjQ9+7S7patjlK3BY7DM4vguuniRep29PamjIzK5CwkMeRzUiyLJrW6olbvUxJjr4NpypmcuXZdSiXIF6lxLNURqdT0oA+NBiWRdLvu+oo6OTGzn9jtiuitdQkzlMR67YHki5LJgEmkWIQklWIBO50hj4FaLR4Z47FxqY0KKjJGPA9Y7Pxi8tq3MerbYgkch7QjJsV+DywjWylXMI7U4b49f/Hs/1JaiiVz/qI9tyDFoplblFwOmJ2PP3Juvk/1Q0oiC6iGpCRFMjKudjYxNZSmAPIwHQ/DdV38yY9tdQQyGWo02PfVcd19/y0AkCFF7uGM6vdFa4wHCpALRfA8RMJmI/jL/925dxvbTcjkJF8AZr25JkFIJ3USxjgGIhRJnrrmh5kvdJgCEWq3sNMWR3+qeRCGzgfvsRjqd6FUSy9ftecW0le+wY+Ag8Xz7fx5rlTdu3eBzbAiR9EgeeJJ7903gRkGXTo+Si9dxTBUrRZYC64HUQypgUwApO3YOCpNraYUiiCiDvaw300vXeXJaefDd2nQMxevgOOAsBRKGEX4UMoNAK31/u6v0TKmCR5s48qyimO1t6eaDYkjMiltrIEXILP4PgRZO7/4masencC1Zd1sCjmQJvbS1SE4Eo1Rm+vuB28jgPvG30ptdDiXoNOkJDHPPMdPPQukaHsTuh1IUylX4le/KY5GP+RMFjxPiiXOFbk2ml68StmcLRXj668hW0BU2xv0CXgamUHh8MKlUuVPZB4+nRtv/gJREAgQCPErz9j/yhX9H/3RHz32yh//8R///x7MWajNLa7WdK0mSYKnDRjKnJ2cqPv3YHYOfD/4j/9zev6SXVjikTGMY2h37Lk57HYl8HEQgDGQMpjETs2gZe71oNv1P3iHw5BHxrg6ki5dhE6bjvMQhJgayOfUX/+lzuYgCGlzDRwf0xhI0emJ98M/t/mit7XBtVEZn8SDPWRgzyc2dHwEStPujpSqqBw4bQCnwAQIxAIi0u3Q1iYlCQpwHIPWevmeuvw0LC7BL94AYyRfoCSmVlMqNUxa6u6OHRuXTE7vbcXXXkDtAACygOvG3/xu/M3vUqvpvPtrsgZQOJfVqw+o3RLPQxFRjoyMotZq5Y5iMecvACCXK2iNrC2D40CzQ4oAEPd3nBvvm8tXJJsDIjszr9aX1cE+9vsgIEEAfsizi+nsouq08Mb7ZJn7vfjJp3lu0bnxHgikL3+NdnecWx+mSxfNhctSrsrFq/6vfsphCJ0WFCumUqUklV4XtII44ckp7LSGtkSSyXK5Coji+0NkDnW7zpt/rzc3AQQtsKDqdajdARSTzekHdyFN04lJLpbV3o4tV+UTT4+zwCFiGsRxnOMj2NmlTkt/+J6qH5mrT3N4VkWEJHHu3IJ+X4Qlm8VWS/cGEPWhWBREvbWJ2lVJAndv6nod2yegPYhjEBbXwf7A+9XP4ff+4Ivn6s6W3loXrXBvm8hR2xvpsy/GL32t/73f83/yI2TEw10d+oPf+X1qnrq/egMB06vP8OgnO48wy5pwwEOyPgy93JWDQQjMEEWczfHouFpdVvUDcD0KA+sWqds15xcpivBoXwTo/p349W/b6VnRGhBtLp987ZvQ7YDjAiIao9ZX1dYaMqeXnxqeWuIB+AGgADMaplxgfJ/ihFbu6SADKOg67HugHRz0pVR87KpNseiCJJeuAABGEW6twcUrAEAHe+qkztURVT8kNpYQAKRYSF//jp2Z5f29/QfLkstNPfVsePumRTCXrjq3PpAwS4d7XCxLoQhpiu7ZEzp68hoAoLX04DaenABbZisgSmkJsmZpiQERST5RbfvsxBAEYhH6qhULAF9SCYT9bX3vjmytY7vNoxPU7WISSbkC2Vx68Yp+/23wA+y0nNs3uVzVu5vU76mNNfvkM+nconvvNqQJWIsgnCuAUqrVVDtbYAwROJsbQ99BCDLUbWOvbyameWRMHe5xNi/ZnFirT46EGa0VFlYOZHO2NgZ+IOWKSmJwnDNLtmiA3S51u3ZuAY2h+qG4PnsesTXTM2gMAKAI9vrCdkiAZK156pzSWn34riBiEgMCWIsC1G0BWxABRdDrOxsbansDCe3cAhijj/ap1RSl7Ll58QPqddXmOhBhFCMKWDM0g4V4gIMI2021tswTM1g/xCRR5TJub4BlQBJHKyIbDfSgj2lCzVO98UBtbdjJGR6doPUVtKl95oXkiadAa+j1MDWcz0ulJmOTdnLazp8f7mN4YjJ9+jmenh3SGqVUthOTYEFnAshkeDCAbJY6LTM9J+OTQ7VFtb0JJtV725LJysP8C+C+9xu9sQ42xl5fMhlqNICFayOUWmqfiueL56mjw3RslHo9Wxl51FjOdd0EAI+PYCipllr3g99Qq6maJ3p3S9+7DaXyUPbWe/893N+EJEG0mBhUCgpFbLdEKVAKk0RKFefNn1GawukxWuGRMYgH4HqQzQEhNRt45WlL9PiKXsR9/y0ulkA77ofvwyASIr2x6r7zpu72VafF2ZyEGX1cRxH3zZ+D4wApvbEqI6NnagFKqVZL7W4P8d4gGD/9nHv/Y/ACEabBIHrp6+g4UqqorQ0a9LlQiv7VH8Rf/6aMT6qTI/FDIEJhKVclCIcHUZtran1FbW8AC5pUylXn/sd0XKdelxonZv48EIF29M0PJJsHx0O2orUEAXXbFA3szByEWYxjHp9S+7vppavJC688BkkCZufG+0PFUExTGZ8c6nSqxjEkyZmWFCD2uiBM7U76wqtwsPuz0+bfW3vn6Dg+qc9UKpDNYTyQbB4cR7I5AsB2005M2fGpzxhLEYHroTBXa5LJq17XTE8n3/yODfPqpG7mF3li+vHhATi//tmZ1qaAgCRfrej/qQfwBaGX72PUQ62l3xcQCH1stqDVlDCkg12MBoJEwmgNrdzh2jjki1Iq23KV+gM0iRAKakoTp99NS1WujeDuFomF4yMemxDXlVxerS1zJqcPD/XaAzM0oUfUtz5Qhwfs+cpaERFESmNpnoLjmMlpcH3IFUBAamM2E0Kvh2zs6DjYlINAXM9MzxAp3ttV7RZG/XT2PA26oB0RJJMyoGRyevkO+D7MLeCDe0AKRMxz19X9u8ZxdRRhaujwALQjgcfCanVZ10aw08X6AYrYc3Pm3ALPLVhmyeXV5ppkstQ+FRZwfS4U6ehIQkvNBlhDpz/nyXOD3/6+8xf/0Y5NqqNDSCNAJb0eziyI0mpjFZTiTA5LZTqum0tXxHvWXHsRlBqCcDCJuVAYFnnUxqpZOI+DAQKsaX1izCXPCx+5u7g2CkkCdQ1rD8Dzodk0MwvUbEgSpxevOHduSS5L1g4JVvBQODeK1OoDyQTYbSMiDvo8NoYHB+AHnGeKurY6imzV0YH/8U1TG3M//tBcvcaeJ0E4rMzYyRkOMpgmtlByfvR/AmkQC8zCjL2e91d/lv77/wAAdPcDSA0CQAosli8vcSHv7e+KUtjtnhEtRLDdFBEgEmbI5KjTliSRTBb6PXJd+HzdBlGYQUSlEYilfgdESMRmC+rkgNMEdAEAOE2p1RDfp/qRhBlxXeetX9rfOQMoW4dUNgvogAbsdaVcSF58xV1ZBgvRt/4FBQEAcKkc/cG/w2jAQYBDtSDPgziBHIAIxJF8AgDFaKA313l0XIolOm0kl65QmmCjIfm8ANDRATKLUkAU/6s/UMt3CcCff72/valufwSDganUgFBIi1LRb3//7JidtjqpiwCPjJ7JQRMlX/8t91c/Be3Ycwvp7Flhh3N5Z3tDwiwOeun5C/qj99DY9JXXOAybmxvvlEenARDl7SD7lKYRAtzbhdqI+IEQmrHxR21vHw12XPJD8TwJs9HlK/YTzVE7t/AP5RACGsJWBfBzT4H/FuPLmOip3QIUYAAFetCDOBFHo2UTZsCkaAwIA1sJcyQ4JEMJM5ASR7N2hzUBG0X2yWcgMbixJrk8xAkSYbuJtVG1v43HdTxtgFYoolfu8yuv6Xd+TSdHEoZoWLwA0hTFIov0uhgEXKp6q/cHU+e01mpzDaEm2Rz0+5LLqo11YMsjE2pnG8LQjo6nT13TJ0e4vY2np2ASUGSRiBQSiONimkKhmF55Gvt9OzVtLl7RuaL71s8lnITGEI+MQkr1IzBWv/WmnTqHAtDt6rUVOjqy5Qr1OmpzTcIsdlpsLWSyQIhJKpmM0+9ZkwISBKHaXXc3V9HzJJuzmSzt7WIQMFu1vwX72+C6tlSBfAmSBEUgibHXcz54V60vg7XR9/8153L6QZvzBUxic/6i3tmk1eU/dTP/U74yqvDU8v92aan4yD0k+QJurIhJgYhHRkHr+PlvSTYHaaKOD3H1HgQZKRTSqXPgOHZkRJ2eQhxLEotW2vOArR0ZSZ96jibr3t2bbFk8n0gxQjJ1TsplddqA4yPvx39l5xchGqQvfg0yGUCUyhkPXjIZ1FrSFICBNCASs/fxhyZfxPSTHE1AylrXwyRNvvltsYy9LpqUtdbWolZD7hsaA9amzzyvVu7jYJB87XXXdWEw+PxcNc+95Lz9JloDAqAUpCkDADD7IWcy1DpFKzaTg9MWgmCa0tGBOI6dmR8650CaJlOz3nvvQEiSMk/OQq5knntZXXtxEMefoqS6bffWTXXvFo9OiOMAQvLi19Jnr+vNVez3ZHzyEZ4/PuQ38dDTo98DNhDHKMKlysPPcaXGL9UAIFupmImp+OnngNl7/y314J5YmzzM8mnqvvtrLlXo+Mh982fmwhN2cYlLZbOwxJNT0u9LsfxwQc2VWnr1GvV77AfOB2/z+UsAgEeHNDZBM7NpqwukwKYmNf7enrIGXS8qV5zdbTAmvnjlC7M8APDIKA/6amsD0kTyBb2+Iq5nxyY+s/BPU2ocQ6HEvi/MIiAoBAgg/BUx9suZ6M3ktD7YBaUoTVLHAy/ATgtaLW91OX3iqXR2noxFrVlT+szzzkcfgFZmZn7YqbMXn1D3bwOAnV8yXki2i4GvD0/F9+25BTg5VDsbEsVChEjiOSDCY1N09Rl+cIf6XSAlnFIU2XIZ+z0hLUGIrhP89Z8DS3j3Fj93nbM5nluUOALXc+99bMsVTA0kxzIzh3EkIyPu6n1bKPHUDO1vAwimKQJwEGJi1M621Ebh/AV8/22zdJHHJ9Xmml6+Q82GDBIkAs+RQUIUgTAohSJ0uI+OI44jYQZ7XZlfZK21gAz6wEyey4MBBIENAiyVzdEO9bpnyrSMEvek3SHP48EAk8jWKrS/j1pDHLNTVo26dRw7Mi7FMo+OISBtr0uxhMa6Nz+MvvHt9Nrz2GqC59ts3v3Nz22Y+R/D/A/2Ny/2ewnCfeIXl5bU4QEkMefyXKnJ9Vdhd0s+ugHWmstPDsVs9eY6IHGpQqcN6vdgZl6v3NPLdyTMiOtBtUa9nqmOSL6AWtupc9Q4tsohBWbpEuTzlgiDjLr1AXU7kqY06PFxTso12tmGbkcN+lypSS4PAHz967Z5SjsbgARIQoqROElVvQ4KwA5ZwwJCXK3y6DgXSkCEceS++TP0AlurobEQBKKd9Mln7NgktU7N2JhUx/gxFsIjgYM+9ntUPxRAQACltVgDCN2u/e3v9yem/V/8BDxX7WwjM6QJV6ochphEQuT9+X/W26vAKHPzFhVmwvTlV8+O+1l4n3PvNh7uSi6vD/ZMbcRMn6OjAwlC2tqQTBZOG3p3e2i+IUFg5xZofQUA7cyshBl2XB6dEN9HATs18xjk/NPQGgDil75Oz7zArvtpMWTQEz9QrVO1viKO42yu0NF+8s3vShCyHw5B+o8GF0tcLKE1qD/JLY4DaZqfmv4u7vx1IlAJfm93oxQPVLttFDmn08mrr585xPb7X+wqpbSZP2+mZ1XjWK09kDCDSQwidmpm+D6dnvj/5c/EdSGJ0+/8S3acM6EbEBHEr9RuvqQ1+q11SmJy3HR0jM/NC7PeWAOlxHGlUuXZeTs6bmuj5omnpFDkc3NmYlqqtaFLtplbkOlpyIRqa8NZvofCPD6FpyfDB77q99jzERFzeUwjVI6Uyunlq3ps3DSbztqKWEtxBI4WVEAKA5+npml7GwEBhBCl00lfeMVOzSCRu3of2y0yluoHgEStUyCkkzq2WtRpqfoRnZyAwBA4pJJUFEkYUONEPf9Sb34JMjnsdZ1bH1K3o04baC0SgABncipNEFEcB1xX9fsIgMxiLbXbki9IoUhpAmmCwpBY1AocB/zALF0G5WKvhUmCaWoLJfBCivuMRJbtwiL2+5Aa0ErCjGRzdmaW+n1z8Qq4DlpLhwe0t43NUzqpY/MYEDlXxDgWInV84L3za31SD3vtuX73sFBqKOfpxlH1pK5vvIdJoo4OpVjSI6NSHYnmz9v58w/9v2hvl5oNCUJQCvt9YFFbG3pnC5TiUlmUFkfzzJxksjgYQKHgvvdryObE9fC4nj73sp1d4DB0f/4TdBwaDAARkCCJ9e425XLc7+nV++nImPfgDuxu8cy8eeElHiYCpdNz81AoABG12tjrAirQwLmCfeIpHh0/Wz9qzbVRIATXQwTJF9NnXrBzi/6P/0ov39e3b+iDvXR+yc9mvwB1I+L/3V+jSQAErUFrkZBHJuzcYvLci2bhPCHq27dU4wTaLep2ZHzKjoxKJouOy40D/8P3EBCBsXES/eAP0ytPs+OpnS21vakA0k8kfzmN/ZVVMDHFMcQRiki5ovZ3na11YIuW6fiIosjMnfk0cKHII2M8Oc21UUAEpez4lLguEoF2APFRZUAACMPw0Tt02NF9+C6S0mvLdLAP1gKLFIqgNY+MIbPzi7/X6yvoupwrPL4YJxIBajaAmTpts3QRXG+iVH51bOQ1R5+rH6jTYxj0yTDu70EQsuuGf/q/OvfvUK9jC+XHCR9neUFR/QiZAQCUVtubD7FA7p2baFMJQshkMUklCJ3bNxBRAJBQENKvavT/1AP4gjDPPE+rBZ3JSOMknVukw329vgKuZ2bnAYSLFc7l1MGec/sj6HWlNpae/1R0W+3vqHu3nbu3TG2cRNTuDvT7yAaSGEiBZRz0pFSjTouLZWo1AHHYG0yvvSCDyH/311IsmdqIs7drR0bFWtrdQWFkC4DCrJCG3HHqdTmbRxE6roNJVbtlcznsdSGJVGotgkoTAQZSwBZIgSZbqUGYoU4LTo6d3W21tY7GYLsFImCtIKCwCGASpVeeos11MVZFPVutgdLQ7YAfpJPTanuDOi1TKruHu5imIhYZRCk7McWj43Z2IfnaN1V9H/Z39c4WNU+wOqqap9bRMIgBEAkgTdGkks0BKXPhknvzA8lmOcyo+oGKE0kSQBI/1B/fcB7cs4WyFArOxx/ZQgm7ze8d7i+HmduZ/IVuZ+74wPFDOz5G/b4EPva7X/hv8uQUvvcbshY7Lcnl1MEeBIGwxZM6liuoHTs+Ta0GMNsLl5EIogSTJoAgi7ABAAhC+8RV2tuBTFY1Gzjo69SaYoGUAmMkyAS3btD2uoQZXHlgZ+fM0uXk2nWKI/3xRyBCcWQXFunkCMUa5cv8IrBVu9u2UgXXo5M6DgYY9YHFjo5ju8WlMsaRXn/AYRYdF/d2nPUHMDb22HVht62Ojui4Pty4SJgB1xPLyW//S/OI4AxaA70OhIEQQuuEp6aRJZ1d9D54C85yIwIw3bnBL3/TWbmv3/sNBCF99C699BrPLaqtjfCnP4YkUdYCoMQD8H11+6Z59XVcX6GjQ1ERmNSMTj5MtdhuqeMjGBZnhiClIEBm6PcwTfX2Rvr084+Dl/7hEMdJnn/ZufexvnVDylUwKSgNYdZ586dcHRFE2tqgMPN5Byh7bk7yeTDGlMqYpurogJUOJqYgmwUAOjwEpSTwwc/Q4b476JlqlUjh4aHj3kmfe/GLBxNmYH8XMpnH5JtYhBiHuh046Dt3bw6lV/FMLuEr5M2XMtHbsQmTz3tKJQLiBzabS1xPrS6jMRINuFjSW+u4veHc+Vhcjfu72Gkl118FZsSTkQMAACAASURBVIgj9eAelyqCpPd3kA0DqUYd4gSVEmuQiHp9GGxxNs9+OEQgOLc+hJlZ6rSU70IY2tFRFBBSXKxILg/xQO1sqb0tGHYDuu3gz/9T9P1/zUFAgz44LkaRZPI2m8M0lWxe7e0yWyIlhAIKmYfMHialTuqWDSjNH7zjri1LEEK3SyaFNIWH6DoBrtbo5JjnFrDd4laTa6PUOAatuFzm0XEgjSbFbgcHkYiA1oLKzi1iEnMQDLf8DOS0WtRooDVgGRp15XjcaZNhTPrJ1WcpTSGOuFjBKIJ+D4XV4b74YbpwQa/c5zAUP6CDfcjkVBTxoAdJSvExaCcPfK3TnBUpEKhsFjptZBYi2j+QZ66DCB7XdfOUM1n+JJVwuWrmF/X2phQKEkXUbksQcCGvGk3VbifPviBBRsoVKZU5k8VeVzIZardERArF4dqTjo8QSbIFdbCHbDGOpddF1wFmAMCoD8qVMINpimms6ofgODw1Y6bOpVOz4d/9EB3FQcYsnBcBSmKsH1GhCID67sd26QLtbIMfqts37OIF8XwoKWqeDqv/iAgCQkS9zufmqHXeepOrNR6foL1tFMR4YF0PqzX3h/8H/96/4aEaO6IEPhRKoLXN5iHM2HPzEGa4UIxPT8KV+wACIgAI27vOW78EEckXEIn9QB8dJHOL3hs/5koV05Qbx+R55twcpQZAzOg4Ld8FawA0pgm4ZzcyGuP+/CfY61CSiuskr75uJ6aBSK8sc7UGIpDLU69j/z8negCQXD65dt1WauroQFzPzi2y72Oc6PUVOtw31ZrT63ImK6PjZmHp068RDaE4MOh7b/+KCyVlLaWJVGrqcB/EAiDGCQCaUkmnKQ4x/lqhSQAAosh/55eq04vnFs3lK2dzaWQU2FI0EG/Ujo4/PBXPn8dbNzAIII6lYMzcgnPzgyE9WISRv3KY+lImegCQfJHyeWk0AAAQzcysrY2AMZLJAiKtPcA4Ft8HIlZa3f7Ia7dAaZ6YJESLCK6PcQQsIBa0BiRmRgSxVogAFMaxs/EgrlQgCIEIBn3/L/6TOI7EA7W6wuWaDQJbKgEpfXzIU7MYJdRsiCbO5LDVoJ1Ns3TZzC167/zaTk5JrqDv3eKxSUhTQAHtiQKIGcSi64AVW61BoYiNE5mYkWSAhweiXex0QGl2iNKhOqEAEbi+arfFddXyPZ6ekUyGjo8kk6UkVrtbwAKDPk+dcx+SKgFEganWePIcfLLZd+7c4moNmNXOBnZatlzTJ0foBzw6Qgf71GlxZQQ9346Ne++9BUPPNccFtkxoayPYOCZA8QN0NWhHnRybuVn3wT1JEgFBPywpVK0WADCzOB52WuI6+oO3MerJg2UtIsakz13nTxS10A3OHGP8kLNZ7PYwSdNLl5MXXlXbm876TVEK732cfOPbQCRhllmI0AQZIVL1Q33rhlgrUzPUa7MICtt8AQpFKFdkMEhn5tTmqlPfF7YAAkEgQaju3zVT55yTAzsxCSzq8ED1+7ZYBMswJNADgEndn/xIwqydmuHxSRz0JcxAmoLr2UKJS1WMYyBExHRm4bPqWYBJjJ6LiGZ8ilio31X7PYpjg4iZLNUPOZfDNGHHTZ+97v3or8QPsFg25y/w+NnSm59+zu7uqo0HEsVqdETnc7S1bstV1e1Ar0e5rBkZHU4K7Pdw2AdOjV5fEd+HwUCtr5oLTyCSOFqyObW7bZYuAyJ2O7rVZN+DOMZOx7n3sWiHxyZkfNK5+b4QgetJEHIm94WLeuz3qN0S1+VS5TPVGKXs/Hn7iMWu2tsSx5UwdDY3zHii4ohWH3C+cKbM/EhQtyOZHGgNWtP6qk2SYQsB0hRA0itP22dewI1Vd/W++CH2u+kzzwOA/6O/VNtbqJX/4HaqKV66PEwFPD7J8HjYcjX6d/89HB9BPu+8/ebwUoCAGQDR4ue/8d9cfEkT/efjoUsZAPDCknpwF60RIVBEqTHVESDCdpuzWex2xPeNKlO3A44Gyzg0ikvjM3FKAs5ksN+jo0MoV83Ckjqpg1ZorBQr1G1xoYCOS1GEwmCsXl3GbgtQwHFBa4lRt1vu//I/CCI6ntRGBMTOLnCxLEoBol57wK5LqeF8Pg1D1e2p5qmpVCEMQQTabXAd7HbQWrGMRJ8o7SGySBpxqYzRQIIAWy07NU17O9SoQ68H2ax1NEkg7VMhBUkMIsAWrXJ+8QaZRKbO9b/2OoxP24XzeNrg6oiIuJ02j4xJ4xhBCQAQqaND1e7YwJdsTkB4fgl7HRz0k+de5kKRBn1sNjCK3XfelMDHVhMQ+KkX5MF9CQNQSvX7qgXW0cBMhYIgcKnM1RFAxDd/AY6DSmEUqb2dh4le8llavi1KkzXxy68RohhjZhdQRK8uc6UK3S6lqVpZ5qlztLcLwoLgnDbob/8vqh+z71IU8VEGLIOj2Q/IGg58WVgyvR4A8BCFfVwH7ZixSbDWLpwHAGp18OiAOm1wXOwlKo6EBXwfmcGkqn5kp2cx6qu9bR4Zx3aTBMzikq1UATF6+TX/zZ8BiLn60qf8poez0fNh6O6tFEV9ap0CACDp7W0eGQXXdd/4MboepEn68mv9P/zv1HEdPI8rtUez5+B3v0/9rv8Xf5ooRa2WIEChILtbaFLo97lUweO6mVvQd26C60OacDbPWhOiBKH7zq+iH/xbyWaHer/I7U+MqJQwo7FCRMKSzdNgwAC0s2HLVbW9idBWuzt0dJg88ZRUP6NpTL2u8/abnMtjEtvxCZ6aFdeFLwxmdjzJ5dCm4GiKYzzcl9So3e3PJ3rwfExi8X1qt9X6Cm2ufeIGQgCcLC6CUmZhCfIFbDa4UhtK/Ov1VcnmBIAA1MoyLJ0VatAaGPTBD876tw9H5LowMQUA9uITan1VAFEEgRD4K/1K+HI2YwGAiDzPG3wRoA0AJMyedThPG3b+vKACpZEtuC7XRu3MHOdyZC0OBtTvcbWG1ogiIMW+j3EkuSwa5ulzmKbplSft5IyjFN54D42h5imkBo015y9gr+vc/ki1W0AIllEA0giDUIplvbrM1Rpol04Oqd1SR/toTHr9a3Z0XIjED8H3bLGEpCDMYKcFSqNS4gdoUkSixgn0eygIIGRTAQBSZzAwpTDqY5oiEXsuWKsOdkEEjYEkhUxGKjWojKj9XTQpWotEAkBsUTtgYn3cMJeviudjmqq9HZ6Y1sUC97pSruKgNxT+TS9e4WpVglAKRamNOrdu0NG+uXDZzi6A1uL7UixxtQa+r1YfAFHyrX9hszm9vkZxhNZyoWDOzYLSXCxyNg9+wLn8meFJ/RAyGUZEIs7khhYQAKCOjtXqMvW6IIJBiM1TtFav3Lczs2ptmdottbOFJiVA6XX07hYZC9aSSQURENAYzuQoGqSLF2h7E5OUxyaS51/ShVKapgAAStmxSTO7ILm82tnkyWkzNkm9jvOzv1XdDgigtRwGigVLBS7XsNfFQd/mS1KuoGU6bZjLTyYvvmrnF6VQom4b2y3n7sd28QKPT0IcS7HoFYqfacYi2vEpEBHfpySmXkf8AAQwjpNv/JY4DgpIEEoQgkmlNiqFomSyn+f1iOO6tz9SBzvS6YDr2dlF0BqthelZ6fdUs4GI1Dy1c3OysAS9LlkLbFFAXM+evyDZvNpa5/Epc/nKGZzGccD3qdHQnRbblL2Ap2Ykl1dra3R6jFqjIHbbPH0OiIYeJg+bsVQ/RJOAdqjTcm7fUu0me/4Q0fR4IFLUV522+D51uyAsfoAmESI7v/TYZYrng+ep1QfYbsn5C5BEeFIHVMOSenL1ecjnAYAzWa7UPnWd/c0vQLuAaOM0nV3kc7MAgIO+99O/Vffu+G/8jXPrhhSKXH5clpLzBSlV9LtvndXeBBgwfeW1/7eU85n459eM/bImemtdtoPUfPo0FsFoAGzBGr2zqXc3xdr4d3/AtVG1uUaNY2o3cTBIL16RfIFro1ypSj4PYSZ58lr67HWpVkFAcnm7sARxzCOjeHLElSr2+iCsZ+a42VarywgCjgtBIFqpVpPaHZsJqdUCtlIoSGU0XViCNKHTBqQJDfpIBCKSK3G+AK7LpQoXipAvQhhif4D9rjqp89JlRMBOm0sVtbdHaSqtBloGEfBcLlep2zmjKbmuMKM1yIzRQDI5jBNUCtiiMei41DhV25uYRDw/D70u9nugUPOQ/SfgeuCH6RNPguNwqSLlil5d1p5v202ePR+/+g0EcO59jNbq1qlevkvNhnpwnytVHgpIFEviONjr0ukxRZGdnE6vvWAWLwASAOiNB5jEEgTInNRG9UldHEd328lT19ThPjgOJjHlC9g4wcYJ+4FdOC+foBLdD97GNIYwhNQ4e5vQblHjGLKhFCvC4qwsg00RxI5P6d0dVT8QzwMkiCM7MY3dLiiCMCOFkr36tHn6eXvlKTM1C67rZHNniX44Z7od0I65cJnLVdBar63ok7q4Hllz1pYLAlsewW7HvPJa8uQ1vbECjgOOay5dMQvngQgQ9e6Wun9XnZ7Q5joPt4nWcKniWmsP9iRNxA/OVuWOI4WSFMvA1rl3R1wXAblai1//DjVOMImHMDDxfHnE6PgzYS1trXo3P+RCGcKQ4liI6PSEELHdxnbzLPEhobVgLV+8qtZWKepDkpqFRRGgvR1iNuOTn54CUUoVOtjVWxsg4Bwf2mKZJ6cRRG1vIQFGA8nmIAzPJAceTfRxTMdHmBo6PrLVEa7U9Na6nZn9TOIWwcYJtU7t6Jh4vgShnV3AOAI/MNPn0PV4Yhr043UCyeZ4bFy1W5DNgVa0sw1EQCiFYnr9lS9EfNraqDo9ocYxLizEr393OAa9uqxWlvXBjmhHMhm1tWbnzz8ki316Os/zf/3TIbISQCyJ+coc/J96AF8Q1Dx1PnxXcjm/eRp//bfA9UBEbazp7Q1glkIBRGyxDMx0sAfasZPTmMSQptTvSy4PSQQAXKpwqZIuXqAkkUzGZHK0uyuZHJgkfv4lMlb5IZdKgOi9/zZtrOLqyhAbIwjQaWFUBms4E1KSgGVUhN0Ohxnqd1TjRHJ5apwCp8ACvgeOBs+n7Q2cOgeua4tF58a77HowOmknz1Gvg+2GeIHa30YQaDeRBbQCayhJmRSHIboBtBoCMNzVih+AMJ0ccz4vaaLiWLTL1hKIZEJ9sCf1QwYCATRsARiEiGDQ58VPcwq2TrlYEt/n0QnRSm2sOKv3baUGW+vEVrxADaURPJeFJVegdlO/86YaDLDTstMzkKTplaed+3fE99XOFjoeEFK3K9rx791Bm0I2jF/8upk7b8YmVeuUrfXef0uiAZoE2aL7KUIOT44EAQEo7gsgOC5027S95QABgFk4T/UjUAoG/XR+kU5PhBBEwJjh5h07bUAyE5NqdRlYBBGJkBl6XRg/ky1U25tqYw20om4nfv07oh3xPCEEBM5ksd0ENxTPw0FPKlX2fFAqee3btLMJSpmJqbP1BLO6f5erNQGAsQnVqHOuiN0uxDGsvqc8D9qt9MITj1UnzNz5+LVv052PUav4O78LAFKp0fqKBCFGAzv7xexNscb/yY9Uv8txhL4vno9RH5NU7W0jkRiDuZzeXLNjU5IJkyevSRCq7U0eHYF2x1ZroB3n5gf6aB9Q6Y/e6/3gD+UTeqooBSd1G2aB0ALozbX0hZftzJy+f5czIUYxHeza6qj9nBCYrVSh13HufIz9nkyfAwAkAhZ4pJep9nbU5qq4PrVbyfMvSS6PJqXjI84XMI5sofQZEtOj1xuEEg0wDsX17cwsIyqh+PnrDxtLcHKk63UZn7CFEgDYxQv9xQuPHQSbpxhHmKaCBEkCYQZ6vaGF2WPBQIg8zPUuqn+GAvP/yPhSJvrGsZRKoDTnC+q4biem1NGBc/sjCULxPLW5xtm8OqlzbUxyubPdcRCCx2Zqxr35gf7wHUBMnnqOp2acD98DRWhMsnSZ80XwPIBQr6+Ya9dV/QAQ6fQEDvdhbxuFQawkFn0fmHninHpwz1arun6Evs8mESS1sw1pClGX+tHQM0SCEJNY+l2ensVmQ7TGVlPXj9T2poojBMQ4siNjoj2wBoxFIsjkBAGTBCxasNRsmEyWggxGA0wiYEZESWMY9o0djYMBKy3ZLIhIFFGvJyIACm0KhCKCAISAjmsXFqJnX0RrZCijqPVQcgfYCojutEBrbDcwCKTXBRAhjWkEUUSDAQNCuYb5Ah4dUruD9+/x5DSdHHO+oHa39N4+p5Hk8hjFaFMJ8qwCqz39q5+KUrY6Yscm1f6uRBFUR4wtY6cj0adlt+TZF92//xEqLUhcrlK7BYC2WLFjE3p12Y6MCVu9tSlPXLWzi0kSOR99gCzpi6+Y6VlQSkoVSGL3/bc5X8Cor9dW7cIShx5urGK5Kp4PzPrB3SHGg4nw9FRqI+bcPB3Xnds3hG30Oz9A16X9PSDCbltyeWCm7Q29vwvCIGJn5oYLcIgjvboM1oofmCefsZkclMpqax0KRUlTzhWo23m8DE2UPvEkXL76sP7O+ULy8jdw0GM/gOCL14bq5ETt7VK3DQDQaEgQpucvYbshni8oACLaEWPV6r3k29+TQonaTTrYt6MT4p2q3c106Qk6qovjAhEIex++G537VD+ASA+xm2xZSMMQJfnK15133xKlou/9Pn+h4yCRrVR1sah2N5z1VTMyZhYvfEYEdNDXtz7ksQlABK308h17bp4rteTVb6q1FVU/BCT1879LXvnGY1B9AACl0m9822k1ETG6eg3jCIgeki30nVveGz8GV0scm9/9/WR+6fGvDwfQ62C/I4iUphxF8hDY81iIIDACCggzKPqKMPXlTPR3PqZBzzra7XbjkXEQcd5/G6MBxgPs9ZEAez3OZNXRgR0Z5bnzOBiojRWwNhmf8H75E/ZDAHA/es8eH6mdLXE0iqhSGfmMC40seLAHva46qVOcQLkM9booBxOLjmbXNaPj7odvQ6+nhDnMiElBu2ciId0u+IFQCmkM+ZKAUBLreh2cNcj43t/+UJ2e2Hxh2J1jpQEQ0xg7bTQWTWoDH72AHBejiF0NfgBprBCldUog4nqYJmAsCgsiIUKrxYBm8SJks/jgnooGYuyQ101ELIxELAIAPDomjuf/8g0JM+kzz3O5wqPjGMewv8Njk+J4tLFKO7tCCFohEZPCNOFiUYjs1Ix9+jk8PhIWOj4c0h3V6rLEA+q0VRQxibJGWg1hBG9ofWd065TDEDttd30lfv27QoQjY9LtDOXRIfupiWC6dImLJep2sNXQd29L4KMwT0yCSPLE0+C5UCyZJ69xuQrW0v4uZHICjPu7/OyLZ3WDNBWTUrsFaYzWnrmAWitDTB4iPOS5M58tKrVOrr+SPPM8DDuKzJTL42mDL1wUranT1vu7nM0BwJk4jB8AIkUD2lhDBEFKn742bFeK40ivA0hoUtb/ALP0sx2/h/Kc/1Co3a0hnwgAQNHgu9+T8xfd//svVacjJiWH2A/NxSc4m0PHcd/6FcQRRQObzXK1BoRmYdF999dDy0cSy473mTbv89ezf/GfAYnHxuPrr4IIHe7ToG8uX7GjE6AUpgl22uD5/IhIHAB47/5G7W1zkIEkgUzWTH1q6KH2ttWD+9Tvwu425AvqYF/GJ/TyHTO/xGMTam/LTs4AAHg+NY7txDR8LkQ7UhvF/V29voJpaitV8P1hT5U2ViQMMY5EO85Pf5LOzMkX/s5eAEEIfsBpwiNjg+987wvLPtQ4ASFBAQAktPJVM/ZLmegRGKIBtBNMEzrYpZExiGNsnqJJRDuSy3G5xmHIrgeZnChl5hbMzCwopY72sdtDVABA7Q4kKyCCgz6C6NVls3gRT08oSYA5fOPHojXEUfL8i87qMhQKqt1mTUOInj7YExYEACIiBBZKYrEMCihNbLEIHAqEmKQU9W0uL76vt1fE8dCkgIidFhgLAITEzIDEnq/StmQz4gfUPIVMyADiuOwHatCX1CCIGAOkmRRpFGMAQRxPEIVIRkaBrY6tGKMQGAQRRRiQiIVBOBOI0tDrSa7A1Zrz4TvJK6/T0T61m5Ivgus5t29Aasz4uDo5EQFzbkEd7nE+T40Gddp6fyd2HM7m9f62aBeSgXgeGoODiBoNsQZFgJQIMyEBqEHfBgFYtlOzMORSpilXa7JwAW7fxEEveeXr9hHxWCTisQkGAGYcDJy7H0MU6Z1NW6mZly49KmapThvO5iZnMwDgHNdNq2mH1WfPU+0WDLWUCanTBgBYPE/tphTLolT6zHPOjfdEaz43b4ulR0XrAUAt39H1Yzrcpn5fWJJrL9jZBeFPUHfMw8cJp6naXBNHCwBZqx7cs9NzAMBjk+h5ePumnV34xGoVqNNSD5ZBxM7Nf54u9JmwFpnlsymJAGAoawqClqlatQD2/CW9ujxkQYMzQsd1nj7n/Zc/4zAEEWq3RSkglV66IrWxwYuvBG/+EsXYsan4kWYjDvoEOPj9f8uOJ5NTAED1Q732QDJZTGKwbKs1982fSzaLcZxeuAyf2OxRs+HevilKCSIg/j/tvVmQHddx95l5zqmqu9/uu/S+obvRWBoLAQIkxZ3UQtFaxqYdtuSxNk9I+hwTVoT84lCEZD8oHPaDRNqhB8eER2FbsklJMRzNJ4sWP9GkSMlcQRIEQOxroxu9b3ev5ZzMeahGs7FSpCA02KzfA6Lj4t6qrLp1s7LyZP6TGvWVh2Dvf02cHcFqRTGYTJMZGOR0FhDDqp5llQEO2wJW/pyNAd/nWEzMz6q9e3BxQbgNiMUxlye3ETb0CgB0XVBKELNt4+LCZcWHqaWNzp7iRAp9N1i/IVzFvRR06wLJAAoMG9qj8sob0tGDEKJaAds2mayYnxMjJyGZZLcBbgMQTUu7PHUCunthYZFSmaVMhZQAQPFkqPnFDEBGlErAjFIwIuUKcnoKELA0L8fGGJhtG4WyDu73b73H2fcKWxajMq0tVGixD7y+pBjMTI0GpBKiWgWJIATbNhIjA5IBBmBGz0c/WJI6kIRBAA2PgCUx+h7ZDlSqgjQHmtEVDRcDD5QSyqJ6TemALUt4HikJjgNkMN1Ms3MCABDYBAgWFfOEKA8dBPLFedkOBkYhkYmFDaDRsEkkRXmR0xlRLkHg2//9DOpAnjyOQtipNAgpalUWguNx9D1WqvHBB61jR8D1UPtIbL/wnLn5VmouiHoNl2qc65xMMoIQgokYgDNpVI7f3i0l6HjSOvymOnJAaBMMbEBEloo3bubedfXAR3n560q4dXXqhGlrBxRicdEf3gbGqFPH5emTwfA2auvgehXAYK0KAMAkatXQ0WO9ZvIF6E6Ff+vh7Tg7bc1Mq/FxrJb9+x6gfNG/9yOsA3BiF8Vv6vRx69WXUEmcmeJUlgpF+7WX60ObTU+fOnMKmPX6jby8ohBm6xGB6S3npRQObtCdPcb3w1dI6/iPvg+JFCTi1puvu3/0WbpE9WXpkGenrf2vAwrdP7iUIAIAAJNpUokEup4A4ESKhQUAZv1Gc/BNe3LUT9jWxKR/133se+h6aFkMwGz04AbTuaRXQ7vvqO26HX2PlfVWZtwY+5dPw9IYkMBtaQXLwlp16W5qO+rYYRaCm5tZWRxPWAf3wfDW8KOyUjGpjFycX6r0j1/wRCLHxqBcAiGYSZQXgngSEMH32VIAEOy+zXrtZbYs9Lxg+83LnxLlkrXnBbZsbm1Xzz8riEBJUVrUnT3C82DsLHZ2sxMLNm5VRw6iZZE2Zl0/i8sn+vXgEACI+VnKZPXQpqVXfU9OTwERpTMMhIm0qFUpVCgGXnkTej9zIzp67ujisyPCckStqptySEyFFmSSM9OcL8jRM8gsRk4BChmPg23rdYMghKjX5OiIqFTYcUBr1AELYANomASr+TkoLQbrBlSpwrYj/Aa4LgIwGee5pyAIWAi2bTCBXFzgphyWFtn3kJlTGcg0c72GDIyISgV9AzoeT/7yv4y0wbaxXmXHAWbWPmgSSKADyUBCCAThueB5wCCQyfchvOrOlyERWiCFaNSFnaGAhR0POnutxUVGAhYYBIZReJ6olIVjkW8jJ0SjHkZMhoENQn8XEIlKJRje5rz6kpyeYkROJtmwnBgFJZEBGXBxHiwFUomFeSoUdHevmpnCWlm4ddA67MuVr73i7r49Ji2uVZEJpRTVMiMSEccS0neZEGpV7u6i2Tln31706gzCZDPWsTf1wKAJ53SHVepX+mYXFkWlBL4HoZC6NtbL/02FFioU1fHDQSLJyTQQhTOdgWE5sRCqfpKUAIBBQErZ42PQ2saex0RYKXNTM/u+nJ9lBCq0wooCcFxY5ESK3YYUUpQWqVAEBAFgevtNSxtKuezl7elJyhdhbgalzfGE2bT1LdN1AJWyNTMFU5OQTHKtriplrtfAGMoVxOhZjMXBcUy+eMFqJJG17zUqtACAGBvlbPOyPhp1dnIsIZqKBlB394SdtKLRUOdOm2yzJQQlAc+NQvc6MAHWaygEGEOJ1AXJCsSLa05qFTE9ydlmABClBVGrUFOOE0mcOMeJJHie2bAJpEQ/wNKimJliJx4+2Qjfl8ePgFs3iYQAZADq7Hlrs57HnoccdvUJAhTpJExN6cGN1N4FAJRt9u/5MPo+Oc7KKh0xOx0ePo6dQSUgmYVKBbSRUxMcT2C2yVMKAUz/YP2PPhf/5dPs1rFWF426gcuN8xZCD2286DU5OiIX5uX0tDhyAJwYF4q6uw/CuZ6AyIAYefob0tHj3JwZ2igW5zke42IL5QvyxFHOF9kQZXOyVjdpKUvzbAiY5MS5ULDUevFXcmaCc3kWQkyMsZAAjIKZDDYXSApqbRWNBgpgJanBAgEQ0XUFAkvJvo/aF5kMCM805fTNt4ixMTRGjZ3GsdNhUIAMYPtogvgre1n7QIDGF7ZFuQK7rlhcZDbEAtEAAwACMQrJZACBUQCTAKSwuDfMi30VDgAAIABJREFU/GaSLKRoNMgPUPvg1a0DryEDKJuNRgPEpObmrEbNtHWj0cjEDR85MEqiEEoQzc+BNqavjzt7At+X50axUcPFReF7rCwMNAOD26CmHPX2icUSAZquXhCChaB8qxwbCY1BANA6fuQQkUvSVoBsxVlIbC4QAhodpFpN72DQPyTYqEMHOOaA9gBAGAOWbR851Fg3eJXvNER6DUpnxewsVCpUaON8EaQCRFGtYKVsH9yviy1B/3oRBMBgYjFaFrdyHD240XnxlwDg3nYXJxJgwnZiEEZrJVEH9vPPcnMzE2OjYfrXL8fO3JzDIwcoFkc/gHgc5+d03yDMzUC+APHEsg8QM1P2Mz/jVAYDl2MZ/5bblieRYq0Kz/zMqdVg5LTu6ARj5MwUE4NEQCkWZuSRQ5BKARMMDJne/reuZOawOBUAUIplm4GZnLj70B+rkZOsLHO+vIRsG4mZCIQQvseZZi4vADPW6whMsfjbatSIcCa2QMCwW4gAgIqthgw2Gmzb1NYJAHz6pJqZZgZuaubxMUhl1Ouv4MQYSoWNGmeylGmmlrc0BiCRAMcGrwEAwERO3Nt8E2y5sF5eSr5kprY8fYLyRTE/J6cmxULJpJvQshCZhQRjsFzCIFgawZjO6FRKSolG23tfbrS0XVFocwXoe3JshJty8uhBjic4HsfpCbRsYhCwJH8TQJSjvyEdfbBpi33mJK4bMDPTwYZhTmfIdoRb10ObwRgsL2KjAUTAFK6PgVJYLkMqzbPTHIthtcqMqCR6HhtipTgWo551TCTGz7ETE9WaQEHIIASSYcQwr4gIurMbfI21shw/Z4Y2yb0vg+sBSmQDDIwIvg8NF+tVBCmAAKUhBK05V8BKCVnAUiEMi1A8jwwsPTsaQGGYUVpCSgp81IQLC0yGUQivAYggBMfiGAQcBAhMAEoIkBLKFf/373WeewqqNSjmyAtktcRNeePYODMDQsnTp60TR4wTE+NjnM5AMkG2jTrARh18T9jsD28F19Nt7VIHCIC1imntYMvCelkePQpCoEQw5La0OCeOSnSBDBjDxSLn0jg/i66LlmMGhkS9hrYNmRwsLgIDoABi0IG/Zfvy14fVipibBSVNoXVZhlCUFqFRl2/uEwvzHHOYWSzMiMU509cvRk7L2Umo1rlWsypl9HwqFEFK6uh6qx3a950nfiw9F4DjT/y49n/8n8G2ndahA0JrPbSJUxlRWuREMlzBk+dGqaN72eno9k7bsmXgc2uru3EbAqEfyLERdXCff98DywG4mJnmZJptm1s7xeyMXlEWKU8dp4UFU68iGzE+gQDo1jmdIgZhDDkZuTgHbg2YsVxZ6ehZSj04pEZHWApRqYSBtpyakAfeAACzbYe/bedb501rnJvRO29Vr74AQumbd5n1G2L/+WN2HFYWMCEKLC/ypa2nK6B4glpa2bIBmApFSqYBABBNW+fKt2G5QoUCODFKpqHRgFhCHT3IuRw3GpzKUKYpuOs+vrAc3n3o09ZLz8PslMhk3Ls+eGnzl1iYB8/lTHblokuw/Wbr1ZdleR6E9Ie3WVPj3NJOJqB8CwCI+VmhdfgAiJNjYmGeMlmwLDE/J3yXruroUWvwXLJt1JqZQQAysRAIKN1GGMaFT6oqqrq5MR09NzVzJgvnzpq+QU6mMPBlaUGcOk4DQ6ajOxjcYO97FYOAkinWgd66m50YOB74nmnrkNOTGPhI5nxGAjGZwqkpyjRDIunfdhcsztkjI3z0EJogbLVHZpCIGvTQJmzUgYjbOsAYeWg/KhukhHDIG+KS0ODcLDODkqANMFFnHxVb1RuvAwhADXx+rRQApWStQQowBIBCCDIEgWYyIBRICaTBtsF1lxqmlGKh/FyTNTNlAAUTGA0IKATlC97dH4z9x+PCiuP8LFsWuK6Ym6PWVgAAY3Bs1HzgLnDiWK9SvgjxJEsJvi9b2/1Y3DTlIJniINCbt4IxaAxlssCkA61OnwShAJlaWtCykAxIBcQgUE2MUimBgaamZqzVnJ8/YQbWY7XMUkA8ZuIJUV6gjg5vy07qPF9l4bn2y89TLgeG0HVDlSsxNamOHuR4Aj0XjEHLQkCwHaxWTP8QlhaN2xCux7aNC3Oms4eamzmVNp09b9ULjo0It740A7ZeU6Nn9MAQPfBxr1pdWp6xbfRcTiYBAINgZepGzs8G6wZCfRs5cQ6TKcpkAQDjCaxVQ+1JAOBMFtwGOA4QUzoDvme99pJwvWDDJlGrQjotGjVjWFIjrOWHShWzaWDByZQsLxITGBL64ilUpruPm5o50NDUxFKh56pDB6jYAgDq0AGTbYIw90JkP/tzQMTZGbNpi0im/Y1bIBx9ygCOAzpgALTst3FaluXffk84XpFz+cvr/VZK6swx9BpAKBIJ3LgZlGIig1IqKRfmubWNLymHN7mC+Z2laSSgtTq4D8slTmX8TVuEUnJ8VJ0+SY4jKuVg9+10vuaKCi3B8DY8eYyyWRaSLGU2bVHz01haBClNtjn8TuXMlDpzBplxZprTaco0sXU5y8+DlbL9yvPgxMFt6G07sFY1uSKWFsMeGu7oxHOj55ezdDR4BG7Mzlg1Nio8125t0wtzbDtiYU4uzHMqLaplQMHZJlFaCLrXQTpttuwwLW0AAE4MHEdNjOu+fm9g0DlxlOJx4fmAAEJQc94UW/SGYYjHuClnvbFH+B4aDcAQi4MxxKg3D7sf/wPKFcTCvJgYA8+TpUVu7xAzMyIIzvsbpGKbrJYZgSxLBAFl0mbdemAQtQplmkS9zsAYT4A2nExSKi0CzZ291L8BPI8QOJtFEY78VhD4oBQigtFLHeGBgZgNygLbof4B8DU26lRsrz/wMWjOi6lJTqVhelI0GhCPcyoF9SoIBQjC93TvAPX1cyzGlgXJFFbKuqWd8wWVy2ulwImZzm5OZ8CywXGW2juFYClRSioU0feZiPoH1fgoEIXLvdTZhX5ATTlOpdBtgNFo2WJxHislyjbrLTuCO+4Ltt/MuSUBLNu2YXGB5mfBdkBKMT1JHV0glZw8Jxbm5dlTwq1jo46+DwSsVHDb3RyPo+/LQ/tFo4Fug5pzslYFAFFvoA4o2xxu2SqX5eGDYFsAILTWm7ZQU852nECfT4ZYFqVS6tQJrNeC3R9YqYwkKmUslxFAjZ5Rp0+KyQnKNkEsLmrVUPUhfBtnsiClnJ6ktvZg1wfijz9mnT4upyasIweDvnXW+DgggluTfsBKgZAgJXV0+7ffy4mkKJfA9zkeB6n08LYLSi3DNHoiEYbA6DbkzDQ7DtTr6swJMT4KDFwoYr0mZ6fBGBAoGg0otpIQ7MRMS6vQvhwbZWUFO281PX1XGsO0DDsxbs5zc/4yxewAAGAfPSQX5lkptm3hu2LLTV48obt65NnTamLcFFvYiUG9jkEgTp8Wls0XtYn6vr3/VevoITRaTpxDNtTaYb/yIksUlRrHYxCLU2ZFE1MiIU6fAKXA9bApJ6YmTCqDfmAGN+hb7mSjRWlBzs2y44BlCa3Bjgc337JS2wAnziX+4/9xnn1K1GuUy3EsribGWAhwHE4kWCnTN6C376R8EQqt/r0folhcHdqP4SRBgcDCf99LINyIEb08dRxaWiFcgvN9ZAjjC7ZsCAJcXKRcEQE4FsNaFSAU+WPwXJZCTk/STbuBAZRNSmHgM7HwGmhZ6sxJYJaT42JxgS0LApdBIQOn0rjrNmjU5fgYEKmTx7BaoVyem/OwsEAbNsLZsywlNGqcSCIDMwlmE4tTUw7m5+W5UbN9J544So5jWltFaTFYv8k69ib4AXo+5QrGssCtmvVD1rlRqFYg0KADYAJjBDOhDJX2OJ4EgGB4u5ieEqWSGB9lx6GOLv/uD3E4SSeMUvN5KC2wssD3EBD8hmgwNecgmwEi6lnH8YQw2mwYxkZdHJkAq4D1mrnS875tgyHKFag5L2dn9NabEIX17P9CZi4WQVpmYEicHQEyptgmp8ZhZopTafR909JOuXy4hLgSjCfQ9RAlC4laL1VJz8+KcgksGytlth2QCrRPra1gnXey3X1Ur+HMlJqeNLm8On0KgGlxnlrbw/VYt7Mb1w9ZJ48Bo+4f1F19lx4KF1u9Dz146etUbLHe2CMmx2W5RPEE5wpq/+tm45Zgx66LVjL15m168zYAkItzYnF+6fnA80W9AbfcxocPMiCdOwtSslIi8KnYQs15SCbl7IyYmcJGA4nU8aPB4NCVBpVyIgluHS2ljh6CSkktzFvHjriNutm0BXQQqiqBNkBaLMyLkdMohO4d9LfdDIimqfmazD+lcCPKBibwRTgyl/JF7u3XZMJHH3vvq4woHBte+EXtoU/x+bp4MXbWeeoJ6bkci4OT4ERC1hoaAC0lDx1ES2HdbeQvqIxky/bv/pAoLYJSolwCBDbGxBxKpNj3nNdf5kRSTE1wrkD5IlsWSksdPwzA4WISNuqxF38JrktNzfLkUWnbdMe9cL6Ec0n8AwAAzMD68HnKOn0SARmJGQWziOrob8yIHmKOmJlStmXmZkz/egaUY6NgjKhVTd86OTstZmY4kUAyFE9wUw4ARGlRnjzOTU2cSKqTx4Odu6xDB4A0CImI4PuUznIuj8aI2RnOZoXbAG3AtiCREFpDS6uRSoyOWHv3gGUzEzYalEpxOm2EACdu2rv08BZMp8XoGQQEBtloYLXKmTQQqXPnOKij1sLzOJsTtYpeN4QCOJUyxVbOFziVwvk5rFShuQkqFSZGKcCJkUTd0S21QWM4Vwh2f8AUWmS9IRZmMPBF4Ou2dm7vhHLJ3vMCZ5vYskWlDDFHzM+Jet0f3i60Ye1TOi3qNWpr53iCU+lQeCf8W8XjfnOe44lQAW0pteq5cuysXJgDrSlfVCOnsF4PduziVNq0dZidt1I8IaYmgvWb/F0foEIBA1/Ua2DbcnoSAm2GNqIx1NLKF7Z92rbNUvLxI+rom3LinOkfCtczrYMH2ImJhfmwVppTKZPOcipDnd0ci2Gtgp7LTTnT2q67epwDb7BjA4CYmMDpyfiT/1NMjZtCmxneagqttH5DsPs2Dp1Ro06jI6JWgXj8Sp33AABSYqMuzp0DY5CZYnF0LP/BT1LmigubCMJ69QWwLEBE36dCwXIbmsi75QPC93FmGoyhRJqLrWJ+Dhp1MT0pp6YAgAoFdeYUdXWvzFNfuGmk3nUCUO3bg6RBSgSUE2PBzbdyJivOjQq3AfEE9q/n8THO5dmJyflZ097Jzfnf3MvLQ2+q44dFvS7Hz4FXR9/XbZ32bXd4xMzMUloH96FlYcMVpQVuzrFSLCzJrPuWFh7ijz/KLa2stVyYE4tzoANq7zKdXc7TT4ZvoHSas03LenbLXwEnkxyPq1pF1Crizb3WwQPWqWOyWtYt7WBZnEzKalVMjEIsCYkEpTNicR6ZAFF4njxzEo0GIYBZzc4FO3axkOrkMSAjKmU9tAnsC/I8cnFeHDsEwAgoUGigaMLUjRjRm/YukUwLKfzudZxKC0RRqzAAIsrDB9WpY8LXPDHq3XaXWb6ejBZKgufj5BhUytDZVfv8/0j82/9N6SyyAcsR5UVq72QpwBjT1YONuigvghQcaGo04OyICgLwNTYaSBV2YkC+Ojeqa/XY3DQDAlP183/GzUX18gucToPng9egbI7TWTE9hdUKKgUOsR0zzc0oBbAJNm4RlTJWykuZ5XzB7x1Qhw+IZEbSIlsWA4B0hADK56BaDQY3iPExC1EdO0yWBXaMUmluzkGtomZnqNAiJsepqdm/7U45P4vrN+HsDDq2OFUhJyYAYHJCnD5BW3a85fIQKV8Ey7J+9j8ZhTo3QrlisGW76VmnxsfEwjxLaY2PBZu3BrfeCUKEdi7N8wLwP/IJHeq+9qzjQkvsR9+nfMEUW8XUuCzN++uHqelyWl1jZ+XURLj0p97c62/ZBnbM37LNOnVSr99gnT0F5TLUayIpiCnsgOeWNnZdOXoGAk0DQxyLi9JiaL81dgacmDpzKjk14d3zIb1x63IKHBt1fO0lTKWFMeh5eoVU+qWIWo3zOayXQdjYqAUbhq9U9h5CsViw6wPW3j2AaDq62YlxvgiZQL25r/HRT8pb7+Tyon3mNKUzEAT24QO6b5Bnp1lZbMeASJQX6XL9PiEsVdDR5TAwCmQAIrAdcBum2Go+8nEIpVsR8dTx5Y+8u7Gn6DZAa0okwzuEPHfWeeMVyjYBkb9pqxkYEJZlmgupVBoWFwGAiq3ug78rJs5BMhX7z4nz5hpjrfASImwzQBbIVgyEYCQA0BuHcW421JAIb8OXP7EdXThyQk1OcjwOSskjhznXYhIJMTMjjh9mJ2aNnPVv2gn5Irie2vca5QtYqYIQolEn20Eh9fadAMCZrHfXB7FRh0SSL9FQCwY3xkFBuIbGICOZ4hvT0QMi5wt4fvCImJ0OZadEo2EffMO0dZiw8TUeh/OP3pRpgkpZzM+JaoVSKfv1PV46a4Y249w0WylG4EJRTk0ygh7eLkdPg5TU2o6lRSSN6RSOjzEKBuJ8UVRKhliw4WROTY2xE6dYXDI7Jw77W3eYlnY5OwWAutACUoDnoecCAlgKGg1IJNFo09KFfoCz02b9BnHi2NJBBRot22wcRq/Bxw/jwjyACIotaDSgoM6usAQY6nVqbWViaNSxXqNCKyuLLVuePS0X5slo1dSs+wbBGHX8MGSzTIT1KjNDPCYWFuXEueWJyUvncn6WM1l56gSns7gwr04f53hSnjpBYXN/LKZOHsdGnZlp3QC1djj/+f9xroDM6shB+sM/oUQKANBtoG2LqUmQEpSlWzpNXz9cFmMIlgNPBF+DDZBIisUFRjTJtOkesPbtEfWav23HUkZOWXrdoOnuZamwXHI8l7PNBCxmZiAWx3oNhMBy1Xnmf+lcAZZr/qoVSKYQBSshz57W3X1XqcajVEaNnuFCJ1YXg75Bs+vWt70Gvbvu97btkK4HAHLkJCwsQGkB3QYDAzDaDpABADSaEVkpjiXQd9FtoOsuC/FDWIM0PalOnQi23kTLQ5Gk9O++3/7Fz4GREwnK5SmZvsAb2XYwsEGdOs5Cmq5uSl2+BfQqiMlx68hBUJZu76C+AZZSlEoUqjIIYZ0+Ftx+F13iIqnYGir5ND76yfiT/8FCUN86s+Ot0+XtvtN57SVs1AGEaWsH2xYBAUDQvz529DAoZQbW04ohfxdjOxhPgW2FutagUCspF+fF+FloagYhjJJqbFQ3NcszJ82GTRxPsGUHm4bF/KwoLVJLh15/XunMsti6jJwZAIBSgAFz2BkLjNGEqRvT0V8E85K4oBDL+TgGuiDzZln+vR9O/Mv/RfkCWzZq3zp2iD1Pzc5QMkHrN1NrO46NMCLl8mJ2Wrd3qYP7TCwuBGKtxuk0oRCNBlk22TFRq5iuHsrmrIUZTiTAso1bZ0S2neD2u+HQAUY2AxuxUlZvvgFMnEih3wAhWJtw4qjuG6D2TjQGq1V19BA7jn/TbvRcOTOJ0xPoxP0tN3t33GM/9xTli8AcDrMGE7BtAyPl8txcwLlpPbhBLMyp/a/j9ARbNkglKlXhuYAIqTTlCphI4eQEpzPADNmsOnroIkcPiECEvguNuiiXRLUsqtWgb1C4dbZsnJ8HgUsdPaeOg7QEAM/NhNkpmJ+HRAoATCoD9TpICUqCB3JyPNi24/Krgp3dolEDAWBMsHF4aUDowrzu7gEA9H1776ump48A7AN7qbN7SZQKcSkMtKygpUNNjChGyuVEaZEhrDp30LKt2elg2dEnkthoQDLFTKD1pdK4K9E9fXJyTAsJ+Zy+/W62r6ZC8xbZZpMF9H3r+Wd5ZkpZ0gDG9rywNP/ArcvpCRCKkymUQvf3q2PHOJ32b7l95bOO/dKvqNBCxRZ19FCQTHLosolwbs7bfbuaGEcywS13XJqWMd29XGhhMpxIXnqq5cwU1qoUi1NL26WVjsCsDu4Lv1Y5M83ZJi60mGKL/Xo1sGMq8IOhTVc/Y2b9xmpvP9Rq0Nx8weubt/itrerwATFyGpQSlYrfNyAmxtXZU8GWm0xPL62Y8Hf5LW/cIn/xFIOHDKa9R+/6gA6CWL3OszMAgNKm5mbT2i4mJsLEIDKDE9M37b76Zi+CWAAwMgMiROWV7wlHT8156/RJjsWhUfe37bSOHgYEvX4jtXWtfBsrK9hyk5ocY2YslcGJUXeP196h5qaCrTusfa+FgiRy5JTp6VPjo+C50vfQdoCImZGIlYVSmd51Ym6W862QzuqeXuvcObIs7un1h28CANPRZQotCMC2Dcy6oyP+0/8XnAT7DWgq+BuHwbY4kQzDIjF2FqoVvW5QlBchkaRkynnuacxkmAxLENWK3v0Ba89LoKTpGzCt7fbzz0I8QckUFVoo20TDW8PDB0SwbU6kyLLU3DQAADMQmUKrWJhXzgLF49Tdh76vNw5fdPY4X6RCC7y5TzTq6NiMgjJZOXlOD28HzzP5oho5tfxmE4stVxxipQTLZRu23bjvgfj+PUYo7h8C98qyr7bt3XGvs+91dBxIJEJBm7f+1/dAnQ+vlI2XDJYhBjVyQgpBwDA362+/2dr/OtkxvyntlCvBCifCyRRvv5mnJwHRH9p89VoUzjZ59z+Inkux+Eq3yERqdhoaDU6nr6RXw7ZNrW2g5JIc9JmTevN2ADDFVj0wxLk8hAs/iMGtdy2rcYSg1qCsJdscB113ydEzA6KanhLlBdBGHD8KnZdRAaNL+o9C5MyUPHaIUxk1OWHIXFZBDFfIzyxtrdjq3v0ROT5m4gmz4eL+0stg23C5CVM6X9R33q/aj+HCnJ/JQmt77Mc/1Pm8NGS9ubf+uS9f5sazAs5kG5//H9b+V8mygptuCa/tYOMW56ePC6XAGO+jHzNtnRxLWPteBcs2HV18WYnKq0JIkgAAGdjYV6vUfJ/wXnD0Tc3+nfei63I8wZYVbNoitF75dLyMvmknHrbY86lvAMuLAABKGScO8JbOEgpBre2mUlFEpq0dLBtnZ4UQ2rGFFwS7bzUt7VCvW/tfh0YNss21uz6M2qPWjrd+wPb5WmZEzre4n/wjcfYUKEXrN9CFoaI6cTTMkFAyjdUKtXdSd4/I5UU8AQsLwETZgnv/A4JMWJ3i3/cAVCtyZlKeOCpGThlgvW49APjbdljHj+LinKzX9LadJt8CiJxtkofflNMTnM7KmSnT2Wu6e82l8ZRSun+99foechwMfAwCqFYx8LmpmRJJYCaj5egIMOt16yGeCAY3oO+iIWpthxX6i9S3Tp8+DrEE+H6wZfuVHKucmoo99VOdyajFUuzsSfeO++yjh4KbdlmnTnAshvW6WbdBzE2BQKhXueXiRHb82BFEXFKINAHlWxv/+xfVvj2K2L1tCC4q52hp1ReKL14FlvLSBVI1cU6ePcOxGJ49FWzezvkr+HrHCScPo+chY+imUWt2YiwVSLXcQ3vxB5UyPX04N4NSYbW6XF0OUlK2WZ04wrE4QqDOnvarZfj18zPVanjD4HhcHT54GUePGAxvt44cZKXChdzwZdPTZ3r6rrJhLC+KSlmUS2JsFAQGuz5AV+jFXZ4DrkZOciIphAQhQVmiVqHLCcSvxOTy5t4HLnhl3YD7e59S05O6sycc3Ej5gn/3BzEIyIld/c5xeZqKvDCHwACIKzQ437e8Bxw9ALDtvCU7lc5eSUuFYgkvzCcSyTMn1cQ5INJ9g5TJ6u4+NTYCgKarh7JNPLRRLMyyEAiA8RT8zv+mpyd1OgtCgFKQSPp33IuBT/EESHn1Bz9qbqbmmy/7X7p/UMzPgVLguhSLg5TBhmF75BRrDbUKZZsBAIXg89cxS4nGyDOnsFpBJyb/+zmKJai9kzp7AiGwVsVYPDjfsWkA7Bf/27R3gVKsMwB0JXcDzByPYbWM5RLHYnJuxvQPWC/9yr/jPnYc3dtviq0gBMcTwKw3blFjIwRAnd0XaNhK5d7/UVGvgbKuIsBrJs6C7UgGkJLZQOBxPAnK8u7+IHoNjieEIXnmBAcBrRugS1Iobr6Y4vMrfj4FrQVoazNtn7jqN/DuUUcOLq1VpDKiUjJXcPTB0HAcEQ8fMP1Duq9fHToAKPTGYc68jUcDAN3dJ2NxMJo3bIYVhe2mo5OPpCiRBMsWC7NCqXcgsRiP49QEx+Pg+29pe10ItXV4Tc2oNSeSv6ajFJWy9forbMfkyClq66Bc3trzonv/A1ev9jHprO01OJ4AYNYBxa9QbgSAQRB2cklmrFYA0RRbOZmCsFt45CTEk9axQ4GSYUKPlXV5seJf51gadYg5YAiUZa7wYPS+4r3h6N8xQph1g1xsZcSwtMP09nOhhYGXQqFMVg9vU4cPMlNw250xx9HprP36S+rIYWDyP/kHOl/ky3YVvhOoqweEUCeOBpu3hcrmpquH2totKTzGy/9+jEYdLGmw2Lao1SgMDLv7Ln2v3rgZJsaEDoShZecr5udwcR4RTb645ImkFLMzVGzlfB7HRqmzh9JN2KgtybEh8rJDRzS966hQBGZOpS8K23HFpIgrUmiR2je2g8xMDE4cy6WwFybU6SUJNHTlxbreXr1zl3r9VQDwtu+Gzssc9TVEDw7J2RlWCj3vSu1FAACZDN7/QHDzbaF25WVTJVfEsi57A6a2Dr1+ozxxVNQrwU27r14FdBGmpQ2MUUcO6vUb6Up3dwCIxd9RchorJc5kwXUhFhPTk5TLg1KoA7hq6oNzBf/O++TkBAGY2+66YurfGPu5p7A5B0Egjx7U23cBs33yWDgmEOv15R+mqJQvP07knUCFgpicBEuC50Z19LBmHT0AINLKucaIdKGTMh3dpr1r2ZfJE8fk6FkqFoEBjx6C299ZK91lYcs2vf0rxU8AAJIpcBwsly//kaYcuF44F5vzBbavFtFQruDs3cMCKdtsWjvFwjz4rnXwQNhVaJ087t/3EQCr+OWaAAALfElEQVQAY0xnN0gJM9OQTIVV6uh6lw7bBAA4f2sEAHAbolJm23lbLa236Op177gPR0dEU860tYmF+WDH7qv50Etw738Q7r9M39Nvg9BLqhNH9YbNFLZYXwXbhvMyxdcAIfxb7xRDw2FP7zv9rOnsNpdL6/8mkGVLz4NYDFyXslk5PoZuQ06M6+7eqwf1et36MMd4FUSjDrE4ODE0BpwY+B44MVAW+h7H4ixD0SoLfI8vtzDwjnEbnExitUKZJv/C9eT3J2vX0f86rIhYhe+i5YRCjtaxI8G1cPTvBsvyHvykOnZYjp0NBjeY9ivHawDi3Kh3531AhMTi5DE0Br0GunWApfVb8D0AACn1+o1idhqacnJumoqtYvSsv33nFZt6AAAA6zX7xV9yOoO+F/Svp187jA223QzbLp/LutG4/J34OkI3kg/iQgt5rjx6KNh5i5ifBa1NW4ecGINE0hSv2Bbwa0KWBeEkd9tBzwMhkQwHfpiSpfYuIFInj+uB9dR68TDbd4HpHVSnjmGxFepVoayLFYjef7y/Hf0KTGe3te81yGSF5wU7VtNPsRMLtu4Itu5423ea/kEoLaAQUCvLStl0dLHjWGNnKVdkSy0FTQAAQD3rIJ4AHeiNw5xMwYaLi3MuRSzMc1MzK4udmHX4oPeO8hUR70UQdVdvOD7QefpnYXUmW+fDhd8QJxZsvSm2fy8AePd9BIgAhdm4JVw/YMsyfQNXGqT+LjAtRVle4OkJLrZetnDj/Ubk6JegYqv78YfE5Dik07pn1UK8d4Rp67BPHgNE090LgQ8AoJRu76J8geMJs+UmWLHMa9reWaDESoE2oCxgNuuu2S8w4j2B3jAsR8+AZWOldKX13ncKFVqCBz4OACYM7X+rJNOmf729ZbtXWkTnWuSC3uNEjv4tKF/8zVeBriccT3gf+h0mQiFkKqOOHAQEvXnLO1stvAJUaKF6XY2cZK39waHffIMR7yFMZzfH4uC5vHH47VfgbzxMvmidOcleCksls+XtH47XPJGjf88TLpSZjq5wOfFS6Y93iZR63YDp6WUh31YaN2KtgRgWnr5H4UzWv++BeDzm1ervpgx/zRGdgrUDK3XNvPzyNqWKvHzEexIp8dfuIVjzRGchIiIiYo0TOfqIiIiINU7k6CMiIiLWOJGjj4iIiFjjRI4+IiIiYo0TOfqIiIiINU7k6CMiIiLWOJGjj4iIiFjjRI4+IiIiYo0TOfqIiIiINc710LpRSol32IgspQQAy3qXg8TeKVLK67YvpRQiXrfdCSGu577gOn5r1/PQEFEpxfyORja9+31dzwsS3tUv9F3v6DrsJeRdX41E72Cq43uFKKKPiIiIWONcjxus1tqYdzbjJQydguugWw0AAJZlXbd9CSGklNdtd7ZtX899MfOaPDRm1lpfn91d5ysE3tUv9Dfh+hxamBW4nqfxRuYGjeh93x8fH79uu7s+j+Qh9Xp9dnb2uu3uej6Hlkql8hVm4f42uJ6HNj093Wg0rs++mPl6XpCjo6Na6+u2u+tGEASjo6OrbcWNAl7PS+rX59ixY1/96lefeOKJ1Tbk2vPTn/70mWeeefjhh1fbkGvPww8/nEwmv/zlL6+2IdeeL33pS5/+9Kfvu+++1Tbk2nPPPfc89thjHR3XYFLrDcXY2NhnP/vZZ555ZrUNuSG4QSP6iIiIiIhrxQ06YaqpqemjH/3oalvxW6Gnp+e2225bbSt+K2zdutVxnNW24rfC3Xff3dnZudpW/Fb4xCc+kUwmV9uKa08ymfz4xz++2lbcKNygqZuIiIiIiGtFlLqJiIiIWOPciKkbY8zDDz/sum5vb+9nP/vZ1Tbn2vPd7353x44dO3fuXG1Drhm1Wu3hhx9GRMdx/uIv/iKsbFsbuK777W9/m4g2bdr0B3/wB6ttzrVnz549L7300p//+Z+vtiHXEiL6whe+UCwWAeDP/uzPBgYGVtuiVeZGjOh/9atfDQ0NfeMb3yiVSiMjI6ttzrWEiB555JEXX3xxtQ25xvzsZz+75557vv71r/f09Lz00kurbc615Be/+MUtt9zyjW9849ChQ6VSabXNucYYY374wx+uthXXnomJiVtvvfVb3/rWt771rcjLw40Z0R89evT+++8HgM2bNx86dKi3t3e1LbpmENE999zT1ta22oZcY37v934v/KPRaFzP3v3rwIMPPkhExph6vb7GDg0AnnzyyVtuuWVqamq1DbnGnDlz5tSpU9/4xjcGBgY+97nPIeJqW7TK3IgRfaPRiMViAOA4znXrUrk+KKXWUsZmGSmllPLgwYOHDh3atWvXaptzjfF9/+tf/3oqlVpjNUX1ev2NN964/fbbV9uQa09zc/OnP/3pb37zm/V6/YUXXlhtc1afG9HRx+Nxz/MAwPO8NVn4tSY5cODAP//zP3/ta1+7PvJY15NYLPa3f/u3AwMDTz/99Grbci350Y9+9Pu///urbcVvhU2bNoUR1Y4dO86cObPa5qw+N2LqZnBw8MiRI+G/Dz744GqbE/H2jI6O/uu//utf/dVfZTKZ1bblGvOTn/ykq6tr586day9vc+TIkWPHjnmeNzs7+9xzz91zzz2rbdE149FHH+3u7r777rtPnDjR39+/2uasPjdiHX0QBH//93/vum5bW9sXv/jF1Tbn2vPYY49t2LBhLeVw/uEf/mH//v3ZbBYAHnrooTvvvHO1LbpmLCwsfOc73xFCJBKJr3zlK9dTaPf6MDY29uMf/3iNVd1UKpVHHnnEsqympqYvf/nLa+8p851yIzr6iIiIiIhryPv9RhcRERGx5okcfURERMQaJ3L0EREREWucyNFHRERErHEiRx+xyhw5ckQIkUql0ul0Op1+8MEHr0mjZq1W+8M//MPffDsREWuAyNFHrD4dHR3VarVSqZRKpb6+vr/8y7/8zbdZqVRef/3133w7ERFrgMjRR9xACCEeeuihffv2AcA3v/nNzZs3b9my5Wtf+xozP/TQQ48//nj4tptvvnnv3r0A8Mgjj+zYsWP79u1f+cpXjDFPPvnkBz/4wYGBgS996Utf/epXx8bGPvWpT33mM5/5p3/6p/CD995778svv7xaRxcRsVpEjj7iBqJarT766KO7du36yU9+8uSTT7722mt79+7du3fv9773vc985jOPPfYYABw/ftx13R07djz77LNPPfXUK6+88sYbbzQaje9+97sAsH///j179nznO9955JFHurq6fvCDH/zpn/7p97//fQAYGRmZmZm59dZbV/kgIyKuO5Gjj1h9xsfHm5qampqa+vr6FhYW/uZv/uaZZ5754z/+43g8blnWF77whaeffvpjH/vYiy++WKlUHnvssT/5kz8BgP/6r//at2/f7t27d+zY8atf/erIkSMAcNNNN+VyuZXqY/fee+/4+PiZM2e+973vrcnxBhERb8ta6+eOeC/S0dExNja28hUiWv6bmYMgsG37E5/4xE9+8pMf/ehHTzzxBAAYY770pS/99V//NQCUSiUhxPPPP3+pCh4ifu5zn/vBD37wwx/+8Oc///lv/2giIm44oog+4kbk/vvvf/TRR13XDYLgX/7lX0K9rc985jPf/va38/l8OKLg/vvv/7d/+7eFhQVjzKc+9al///d/X7kFpVSogQoAn//85//xH/+xu7u7o6Pj+h9LRMSqEzn6iBuR3/3d3/3IRz6ya9euLVu2bN68OdS2u+OOO0qlUpi3AYAPf/jDX/ziF++4446tW7f29/dfpH+Xy+X6+vqGh4cBoLu7u6en5wtf+ML1P5CIiBuBSNQsYo3DzBMTE3fffffBgwfX2OSQiIhfkyiij1jjPP7449u3b/+7v/u7yMtHvG+JIvqIiIiINU4U0UdERESscSJHHxEREbHGiRx9RERExBoncvQRERERa5z/H4sYs0HKBFK3AAAAAElFTkSuQmCC)<!-- --> ] --- ## Final exercise: Add column by row facets .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes)) %>% ggplot(aes(y = BMI, x = Poverty, colour = Diabetes)) + geom_point(alpha = 0.4) + geom_smooth(size = 2, method = "gam") + * facet_grid(cols = vars(SurveyYr), * rows = vars(Gender)) + scale_color_viridis_d(end = 0.8) + theme_classic() + theme( strip.background = element_blank(), panel.background = element_rect(fill = "grey95"), axis.line = element_line(colour = "grey80") ) ``` ] .pull-right[ 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)<!-- --> ] --- ## Final exercise: Add colour scheme and set theme .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes)) %>% ggplot(aes(y = BMI, x = Poverty, colour = Diabetes)) + geom_point(alpha = 0.4) + geom_smooth(size = 2, method = "gam") + facet_grid(cols = vars(SurveyYr), rows = vars(Gender)) + * scale_color_viridis_d(end = 0.8) + * theme_classic() + * theme( * strip.background = element_blank(), * panel.background = * element_rect(fill = "grey95"), * axis.line = * element_line(colour = "grey80") * ) ``` ] .pull-right[ 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)<!-- --> ] --- ## Final exercise: Code to create second plot .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes), !is.na(Education)) %>% ggplot(aes(x = Education, colour = Diabetes, y = TotChol)) + geom_boxplot(fill = "grey90", outlier.size = 0.5, size = 0.75) + facet_grid(cols = vars(Gender)) + scale_color_brewer(type = "qual") + theme_minimal() + labs(y = "Total Cholesterol") + coord_flip() ``` ] .pull-right[ 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)<!-- --> ] --- ## Final exercise: Remove NA and set base .pull-left[ ```r NHANES %>% * filter(!is.na(Diabetes), * !is.na(Education)) %>% * ggplot(aes(x = Education, * colour = Diabetes, * y = TotChol)) + geom_boxplot(fill = "grey90", outlier.size = 0.5, size = 0.75) + facet_grid(cols = vars(Gender)) + scale_color_brewer(type = "qual") + theme_minimal() + labs(y = "Total Cholesterol") + coord_flip() ``` ] .pull-right[ ![](data:image/png;base64,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)<!-- --> ] --- ## Final exercise: Add boxplot geom .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes), !is.na(Education)) %>% ggplot(aes(x = Education, colour = Diabetes, y = TotChol)) + * geom_boxplot(fill = "grey90", * outlier.size = 0.5, * size = 0.75) + facet_grid(cols = vars(Gender)) + scale_color_brewer(type = "qual") + theme_minimal() + labs(y = "Total Cholesterol") + coord_flip() ``` ] .pull-right[ 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)<!-- --> ] --- ## Final exercise: Add column facets .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes), !is.na(Education)) %>% ggplot(aes(x = Education, colour = Diabetes, y = TotChol)) + geom_boxplot(fill = "grey90", outlier.size = 0.5, size = 0.75) + * facet_grid(cols = vars(Gender)) + scale_color_brewer(type = "qual") + theme_minimal() + labs(y = "Total Cholesterol") + coord_flip() ``` ] .pull-right[ 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)<!-- --> ] --- ## Final exercise: Add colour scheme and set theme .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes), !is.na(Education)) %>% ggplot(aes(x = Education, colour = Diabetes, y = TotChol)) + geom_boxplot(fill = "grey90", outlier.size = 0.5, size = 0.75) + facet_grid(cols = vars(Gender)) + * scale_color_brewer(type = "qual") + * theme_minimal() + * labs(y = "Total Cholesterol") + coord_flip() ``` ] .pull-right[ 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)<!-- --> ] --- ## Final exercise: Flip the x and y axes .pull-left[ ```r NHANES %>% filter(!is.na(Diabetes), !is.na(Education)) %>% ggplot(aes(x = Education, colour = Diabetes, y = TotChol)) + geom_boxplot(fill = "grey90", outlier.size = 0.5, size = 0.75) + facet_grid(cols = vars(Gender)) + scale_color_brewer(type = "qual") + theme_minimal() + labs(y = "Total Cholesterol") + * coord_flip() ``` ] .pull-right[ 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)<!-- 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