Experimento em arranjo fatorial duplo com repetições
##-----------------------------------------------------------------------------
## Definições da sessão, pacotes a serem usados.
pkg <- c("lattice", "latticeExtra", "doBy", "multcomp", "reshape",
"plyr", "wzRfun")
sapply(pkg, library, character.only=TRUE, logical.return=TRUE)
## lattice latticeExtra doBy multcomp reshape plyr
## TRUE TRUE TRUE TRUE TRUE TRUE
## wzRfun
## TRUE
source("lattice_setup.R")
##-----------------------------------------------------------------------------
## Informações sobre as versões dos pacotes.
sessionInfo()
## R version 3.1.1 (2014-07-10)
## Platform: i686-pc-linux-gnu (32-bit)
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C LC_TIME=pt_BR.UTF-8
## [4] LC_COLLATE=en_US.UTF-8 LC_MONETARY=pt_BR.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=pt_BR.UTF-8 LC_NAME=C LC_ADDRESS=C
## [10] LC_TELEPHONE=C LC_MEASUREMENT=pt_BR.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
## [1] splines stats graphics grDevices utils datasets base
##
## other attached packages:
## [1] wzRfun_0.1 plyr_1.8.1 reshape_0.8.5 multcomp_1.3-6
## [5] TH.data_1.0-3 mvtnorm_1.0-0 doBy_4.5-10 MASS_7.3-34
## [9] survival_2.37-7 latticeExtra_0.6-26 RColorBrewer_1.0-5 lattice_0.20-29
## [13] knitr_1.6
##
## loaded via a namespace (and not attached):
## [1] evaluate_0.5.5 formatR_0.10 grid_3.1.1 lme4_1.1-7 Matrix_1.1-4
## [6] methods_3.1.1 minqa_1.2.3 nlme_3.1-117 nloptr_1.0.4 Rcpp_0.11.2
## [11] sandwich_2.3-1 stringr_0.6.2 tools_3.1.1 zoo_1.7-11
## obs: Para instalar um pacote faça:
## install.packages("nome_do_pacote", dependencies=TRUE)
Importação dos dados
##-----------------------------------------------------------------------------
## Lendo arquivos de dados.
## Url de um arquivo com dados.
url <- "http://www.leg.ufpr.br/~walmes/data/banana_culttecido.txt"
## Importa os dados a partir do arquivo na web.
da <- read.table(file=url, header=TRUE, sep="\t")
## Tem perda de observações? Quantas?
cc <- !complete.cases(da)
sum(cc)
## [1] 4
da[cc,]
## cult meio rept plant altplan compraiz nfolha nraiz
## 297 t wpm 5 1 NA NA NA NA
## 298 t wpm 5 2 NA NA NA NA
## 299 t wpm 5 3 NA NA NA NA
## 300 t wpm 5 4 NA NA NA NA
## Perdeu-se uma unidade experimental inteira.
## Criando níveis para unidade experimental.
da$ue <- with(da, interaction(cult, meio, rept, drop=TRUE))
nlevels(da$ue)
## [1] 75
## Remove linhas que contenham NA.
da <- droplevels(na.omit(da))
## Mostra a estrutura do objeto.
str(da)
## 'data.frame': 296 obs. of 9 variables:
## $ cult : Factor w/ 5 levels "c","d","f","p",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ meio : Factor w/ 3 levels "bds","ms","wpm": 1 1 1 1 1 1 1 1 1 1 ...
## $ rept : int 1 1 1 1 2 2 2 2 3 3 ...
## $ plant : int 1 2 3 4 1 2 3 4 1 2 ...
## $ altplan : num 7 9 9.5 9 5.5 2 2 2 7 8.5 ...
## $ compraiz: num 11.5 20 18 14 9 0 0 0 19 14 ...
## $ nfolha : int 4 4 3 4 3 0 0 0 4 0 ...
## $ nraiz : int 5 8 11 6 6 0 0 0 7 10 ...
## $ ue : Factor w/ 74 levels "c.bds.1","d.bds.1",..: 1 1 1 1 16 16 16 16 31 31 ...
## - attr(*, "na.action")=Class 'omit' Named int [1:4] 297 298 299 300
## .. ..- attr(*, "names")= chr [1:4] "297" "298" "299" "300"
## Os dados são de um experimento para verificar o efeito a adubação com
## potássio nos componentes de produção de soja sob diferentes níveis de
## umidade.
##-----------------------------------------------------------------------------
## Análise exploratória.
xyplot(altplan~meio|cult, data=da,
type=c("p","a"), jitter.x=TRUE)
![plot of chunk unnamed-chunk-3 plot of chunk 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)
Especificação e estimação do modelo
##-----------------------------------------------------------------------------
## Reduzindo os dados para média e número de elementos.
db <- aggregate(cbind(altplan, compraiz, nfolha, nraiz)~cult+meio+rept,
data=da, FUN=mean)
db <- merge(db, aggregate(cbind(n=altplan)~cult+meio+rept,
data=da, FUN=length))
str(db)
## 'data.frame': 74 obs. of 8 variables:
## $ cult : Factor w/ 5 levels "c","d","f","p",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ meio : Factor w/ 3 levels "bds","ms","wpm": 1 1 1 1 1 2 2 2 2 2 ...
## $ rept : int 1 2 3 4 5 1 2 3 4 5 ...
## $ altplan : num 8.62 2.88 5 6.75 8.38 ...
## $ compraiz: num 15.88 2.25 10.25 10.5 20 ...
## $ nfolha : num 3.75 0.75 1 2.75 4.75 0.75 3 3.75 2.5 3 ...
## $ nraiz : num 7.5 1.5 6.25 5 6.25 1 5.75 6 3.5 5 ...
## $ n : int 4 4 4 4 4 4 4 4 4 4 ...
## Modelo (os pesos são iguais e poderiam ser omitidos).
m0 <- lm(altplan~cult*meio, data=db, weights=n)
par(mfrow=c(2,2)); plot(m0); layout(1)
![plot of chunk unnamed-chunk-4 plot of chunk 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zOzEqpB0w3nofoKuRamLLf9mJmZmZmZmVmJrYLqKcTQ8p+3AkOBNdvofszMzMzMzMysDPwEuA74HAUDjmzj+zEzMzMzMzOzMtEHrX5RKfsxMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzM0ulMzAY2CLhvi7ASGASsBSYDFwL9C5248zMzMzMzMys7egPfIoqt8aAm4Eq4Cm0Xu1twIXAHcACYDzQvSQtNTMzMzMzM2ujIqVuQBHdAhwGHAvMAB4AHgJOBLYDPkvYdk3gv8BNwGVFbaUcBhxfgv2amVn+NAIjgHdL3RCraO4zmJm1fRXXZ6gudQOKaB/gauBfwc9nAE8A19A0yACaRnETcAitDzT0BF4DVsvhOb1QtsXXrdy3mZmVRhUKWr9GBXUarCwdBeyGpn6amVnbU5F9hvYUaFgV+CDh55eD23+n2f59FFVqrTrgLTRtI1v7A52AQXnYv5mZFV9fYCbtK3PQSudb3GcwM2urKrLP0J4CDQtRbYbQXGA28EOa7RvRxX5rLSX3lMYpQL887NvMzMzMzMysqKpK3YAiehfYKOm+vsCENNuviS74zczMzMzMzCxL7SnQcCewVw7b/xwVhDQzM7P2x0tim5mZtVB7mjpxLyr+mK2nSZ/tYGZmZpWrP/AKsF7w8y3AMOARYBfgflQXYW00PXIPYAc0TdPMzMysLE0B6kvdCDMza7G+qC5QbakbUqYiQIdSNyKDW9BS2L8AtgW+BC5HtZ3WS9p2TVTv6fwiti/R48BXJdq3mZm1nvsMVjQONJiZtW3uNMCewNYp7j8XWIDOc39DUxTKzSTgvISfD0B/z6vTbH8+MC4P++2OVqr6MoevOjSNw8zM2qaK7DO0p6kTZmZmVjxXAffQ9AL8QOAS4EqUMXARcGqwbTkp1ZLYDcBEoFsOz1mF/KySZWZmljcONJiZmVkhrItG5xNdBFwPXBj83AE4lvILNJRqSewlwHE5PsdLYpuZWdlpT6tOmJmZWfFUobT+0M7AxmiVhtA4YK1iNipLXhLbzMysFRxoMDMzs0L4Btgs4efhwKM0zQpoREtGlhsviW1mZtYKnjphZmZmhXAPWqmhJ7AJuhhPLg65NjC1yO3KhpfENjMzawUHGszMzKwQrgRWAi5AqyIcDYxP2uanwCtFblc2YsC8HLb/c6EaYmZm1hY50GBmZmaFUA+cFnyl8zu0pKOZmZlVENdoMDMzs1JZEy13aWZmZhXEGQ1mZk11AR4E3kNL8WXSDaWELytwm8zKWRdatrxiV+B8YEfg9Ly2yMzMLH9y6RtawIEGMzPpABwCnIuOje+l2W5FdJLZB1gDpYdPBG4D/oSq6Ju1JxsD77TwuQuBX+WxLWZmZvmSbd+wCjgcOADYEPUFJwKPodWWYgVvaRlyoMHMTNZGhel+Cfw2zTYbA88B/YHXgCeBjmhE9o8o+HAICj6YtRfjgZ1b8Lx64DNgdn6bY2ZmlhfZ9A27olWK9gR+RMGICLA3KoL8D+BQlAFrVnJT8IWKWSldwvKpcdXAx+gksm3SYxEU7Y6leJ61T33R56G21A2xiuc+g5lZ4aXqGwLcjs73I2g6iN8RuDh47LpmfndF9hlcDNLMLDt7AxsA5wBvJz0WQ0v5/RPNNe9c3KaZmZmZWZENBH6Ngg2X07RmVz0wEngYOBlYoeitKzEHGszMsvPT4PbRDNs8AtQAmxS+OWZmZmZWQrui6+k7M2xzO8p02KUoLSojrtFgZqWwDfAzVDBnETABXcBPKWWjmlGD5tfNy7DNjIRtzUyZQCeh//Veaba5Fzi7aC0yM7P2ogcqOlyoYowrBbffZ9jm2+C2f4HaULYcaDCzYuoE/AU4Jvh5KtAd6AlcDQwD/lyapjVrKmr/QOC7NNsMCm7LOWBiViwHogDi48BfUSGt8aiQamhbVEzVzMwsHzYHLgB2AgagQMOHaHWwu8hv0GFmcLsyMDnNNgOC2xlpHjcrKhd2skp1GzrA34AOyqBCilsCr6PlgPYvTdOaSFXwZ3vU9ktQDYZt0bJ8hwDroiDEBHSiiRSroVa2KrKwU47eAm5N+PkHlGaaaB8cmGst9xnMzGQ/YAkwF7gfuBC4GfgEnZPvouV9tFR9wzVR3/XmDM+7C2ggc0aD+wxWNO40WCXaCB2M70jzeE/gK+DTorUovXSVhZ9Gr2EOOiEkfs0Ibo8rSgut3LnTAIuBPZJ+3jxpm51Qp9Bazn0GM6s0HVHQ4AJ0EX8mGvDJpD/qn32Csk8TdQBuQefldMtUNidd3/B+FEg4Ken+CGp3DNVpyMR9BisadxqsEp2NDqLrZtjmnGCb9YvSotwNIx5YWIROZpNQleEYMB9Yo1SNs7LiToPOYz9N+HkyTQMPoIyGOUVrUWVyn8HMKsmWwOfE+1vzE75/FuiX5nnDg222TvN4uEz5h/lsLKo/9Hqw78/QFOE70eBZDBgLdGvmd1Rkn8GrTphZsayGLsi/yLDNR8Ht6oVvTs76AZcB/wEOR0tZLgCmofTwg9Axtbm1ks3aiyk07RB+AByVtM3eqENpZma2Kgom9AV+A/RBGa+rAVegYPXjpL6G3R4VXhyX5ncvAx5DK4P1zGOb56EVJU4GpqP+4JCgLb9Dxc8X5XF/VqaqURrOGcCRqBJpOpuii4hS8OiEVaLLULS2e4ZtDg+2KcficL9DbdspwzbXoRPZikVpkZWzihydyNEf0P906GfoPfkLcAoqENkIHF/0llUW9xnMrFL8CfWjtknz+BnoPJIctAZ4AQW0Mwmza1dtaQMLxH2GNq4v8C5N51R/jyJOqWxB4ZZCaY47DVaJDkL/U4dm2OYeNI87UxCwVK5FJ78OGbb5Jc0HI6x9cKchtaEoq2kpSiv9TWmbUxHcZzCzSjENeCLD4x2BWcBDKR67G5gdbJPObUAdKuBdTiqyz9CelrccDayFLnaeI56S8wBwFioQUigbklvkrNw+/Gb58C/ga7TixIeovkGiXwFHo4I5pcomyqSKeJAyncbg1qtOmKV2Z/BlZmaWqBuwElrBK516YCK6pkv2DHAs8GsUUEi2KnAE8DwKdpvlzTfA+Snu/xlaXzW5Amm+MhpWQJVIkyvUN/fVmOqXmbVx26OiPvOBPwMnAqejk0Mj8B5QU7LWZXYK+t/cNsM2V6LXMSDDNtY+VOTohJUlZzSYWSWoRtdMY5rZbhzwSprnj0MrGZ1K08yGHVGAoo700zJKyX2GNm4psFeax36B0rUPS7gvn1Mn9kLp4tl+zUYp2maVaH3gYfQ/FwbWpqEiP5nqN5TaQHTyeo7U2WDroHWbxxaxTVa+3GnQ/0k2X84Aah0HGsysUrwHjCf9ggUD0PHu2jSPr4qCDTG0otE7xFd/mAccnM/G5pH7DG3c92SeG34Uuog4NvjZNRrMCqsrsDZaDrKtrIATFhF6Hfg5OjEMRJWGf0SZGpuXrHVWTtxpyD6D75pSNbBCuM9gZpXiJHReuDDFY13RYM8yVLQ/nY5o8Pi+YPun0NKXK+e1pflVkX2G9lSj4T9ove6H0zz+t+D2r8DuwBtFaJNZe7YYRZnbkqtREaKr0HSPRO8BJ9B8xWOz9iJTcD/0C2C7QjekharR8pvrAlOBJ0lfP2ZTFIAsx0K2ZmZtxZ/QcfdiYDC6bpuBjsPHBbfnolpf6dSjYpGpCkaaFcR2ZDcvZ3viKTfOaDCzVHqhZfuGoyyHXXH6tzVVkaMTBbAfmjpVbrxSlZlZaVSjunpTaXoM/hA4pITtKiT3GSrAAaiiaXMiwNaUbh6POw1mZm2bOw3Z+SnlWf37JlQv6UBUO2Y14CKUifX7FNs70GBmll9VwEbommzN0jal4Cqyz9Cepk4A/CPL7WIoq2FcAdtiZmbW3nVDVcbLzf5oitTjwc8LUaDhNbTG+1K0ck6+VQN/QIGNbPXGGVVmVnka0UoR1ka1t0CDmZmZlY+9gU9L3YgUBqBq5cmeB34JPIoqmOd7DnB3lE2ZyzK/nXCgwczMyowDDWZmZlYI6foYXVEa7DHAGajKeLn5kfQX+/8CfgPcDXQG7snjfucCa+X4nClAvzy2wczMrNUcaDAzM7NCaK5uwHxgBHBbEdqSK69UZWZm1goONJiZmVkhHJnm/vloBYdPgCXFa05OrgFeAW4m9RQKULDhq2CboUVql5mZWZvgQIOZmZkVwgOlbkArvAkcSvOFyN5Ay2ZvBaxR6EaZmZm1FQ40mJmZmS3PK1WZmZm1kAMNZmZm1hrdgL1a8fyPgM/z1BYzMzMrAw40mFlL9ULLvG0GrAh8htaYfxGN8JlZ+9CAlnns2MLn/w04On/NMTMzs1JzoMHMWuLnwH3ACqiY2wxU+C2CAg2HATNL1jozK6Y6oCf6/0/0a+BUVMNgWZrnHg+cXLimmZmZlZ9hw4Z17tu377HAkPnz5780ZsyYUjcp76pK3QAza3M2Ax4D5gF7owuM1YC+wGhgV+ARlr/oMLPKVYeCjolf/wfcDixI8Vj49RkwsATtNTOz4osAawG7AWvTjq5Fhw8fXhONRv83yN+nT5+90Dlyeyr0fajIF2VmBXUpSpXeHXiW+EjlHCAKXIBOIAeUonFmVjY2Bd5rZpslQJcitMXMzEqnCjgHmIaWBX4J+BKYjvqNFZtlf+GFF64bjUaf69Kly4/AleH9o0ePfgqtVtR/zJgxd5SsgQVUsX9UMyuITsCewD3AN2m2uREFHPYDnkh4XgSNeppZ+9BI83UbVgFmFaEtZmZWOn8GhgJvA6NQsGFN4FjgEhSYPpI2XuMrGo32RYNt40eNGvUFQCQS6Yeyf//S2Nh4V8LmsVGjRk0ufiuLx4EGM8vFSkBn4JMM2ywCvgYGoeyHg4F1UKDhK+DJ4H5fXJS3LsCGqCPwLfAxsLCUDbI2ZzywP8p8SudoVETWzMwq089RkOFPwEkoCB26FbgWOA1Ny32w6K3Lk9ra2l+gPm4H9JrOBLj44otfR9Mj2h0HGswsF+GFZs9mtqtBdRt2RxcRT6DpFjugA+8hwE7Ad4VpprVCFXA6MBLonXD/QuBqFCSqL0G7rO25HhWNnQD8haafm47ARcAv0LHAzMwq0/HAbOAMmgYZQBkMw4HDUQHhsg80nH322d27d+9+NDA4Fos9PHr06L8DNDQ0jK+urr4IeG3KlCn/KWUby4UDDWaWi9nAF8A+KPUtVYrb5sCqKLBwJPBA0uP7AQ8DdwF7FKyl1lJ3oCJ+r6IlCz9HmSyHoSkxm6JlTdt0eqMVxYPARsAtQC3wFpqf2wfYGa1acwLweqkaaGZmeRNB0+HWBhYTz4TcAvgvynhNpQ54GU05KDvDhg3rfOONN/5v6m/37t0PAW4DZkYikafC+y+99NLv0TQQs7I2BY8YWvk6A11kXpzisRXRiSWG5uMB9AC2BbYDegX3jQ622bSgLbVc7YP+LteTetWQC4LHjy1mo9qovui9qi11Q8rA1ijY8AY6PvwXGAOsV8pGVRD3GcysWPqhvsIZwK+ALYP7twHeQee98KsBeAr4AQ0wZXInGswqG9FodLNoNPp8NBpdXFtbOzK8/9BDD+0QjUY3O/TQQzvkcXcV2WdwRoOZ5epGNCXiQuBnaE7dHGBjlMHQN9juX8CjwIE0vWh9Brgp+H4H4MPCN9my9Gt0oj+P1BkLVwC/QWmQ9xSxXda2jQu+zMysbeqABpjORLW6En2K6jnNQdMrx6HpcTsCv0UFwbdp5vdvjjJmS2LEiBErdurUaddly5a9HmQmAKyMMnTvbmxsfCjc9uGHH25ANYjM2iSPTli564BONl8Tj1zXA88BlwU/z0Jpcn8BfodGwa8B5gNzg23OKXbDs9QROAaNwv4LrXN8AtCtlI0qgk/Q683kr5TZqEOZqsjRCStL7jOYWaHdgM5pz6LVx/qjrNTzUebCMuLZDYm2QH3BGJqCmcqBxGs1FF1tbe2RtbW1jdFoNBaNRkt1zq7IPoMzGsysJRpQ6vMYYCCKVs9EAYRfACOC+7anadT3HlRh+M3g5wiKgn9D+cz5HwT8HUXX61DK3y4oKrjTjloAACAASURBVD8CFbKs1NHZjjR/wbKU5pcstPZrF6Ar6oyuk8PzSjaSZWZmKXVFAYUVgVNQH+7/iPfXpgEDUBHpBuAsNEiT6H1USHokcDeaMvdXVAx8leD3RYGJKGO2YIYPH17TpUuXo4HdYrHY7aNHj34OoLGx8f0OHTpcAoydOHHiy4Vsg1k5qITRifXQBdmv0Pz85DQrq1zboJPQF+jkk2wD4hkN4dc8dCLqXqQ2ptMDZWnMQSfLxPbvg06M01E6XSV6DphM6r9baBzwQXGa06ZV5OhEFuahDmcXmv6PN/dlLVcJfQYzKx/HAp8RPz4vC26Hptj27OCxx1Dhx1T9/Z2Dbd4n9fH/JTRFIa+GDRvWpC21tbVnBFkL82praw/K9/5aqSL7DM5osHzbFKXKb5t0/3Q07/vOorfIii0s8DYIRb/PQH9/0IoTjxIfEf87KhC3I5qKsQewK7pYKYUTUIbFPiw/heCfwf3jUKrgqUVtWXE8gjJOfhfcJjsE2IoKOxFaXh2PAoZLUA0WMzMrXysAg4ENiR+3D0RTKa9CGaenAWuhValWQXUYQmF/7u3geQOBL5P2EQZCr0ABjL2BNYBvgX+jFYnyZuTIkVtWVVVdB2xfW1t79ujRo28EmD9//q29evV6AZg4evToZfncp6XmQIPl0/poeZpqVCjwBWABujAZjg5QnUl9AWOVo0twew/KCjgcpcTFgM2Cx54E9kfL2l0T3HcQqkp8JXBisRqbZH+0nGO6OgXjgReBA6jMQEO4tOVNKO39BpThMAAFYc5DnYRrS9VAK3uJa6C/UbJWmJlZc05Efa6eSfcvAIYBzwc/74IyPt9CBSFfIH58/yq4XT24bUixn62D2y+Ad4OvvDj//PMHVFdX7xKJRF4aNWrUdIBIJLIRWpb7b5FI5Nlw22uvvXYxLuJYVO0p0PDLFj7vkby2orLdQHxe/oSE+yegC8gXUHr8Y2hel1WmScHts+iC9BiU6dI/uP8ClHq/P5qmEHoMuA84DjiX0mQ1rIqqJ2fyKYr+R6i8lO96NNLwR5RhclbS48+gbIcFRW6XVZ4I8Xm9ZmZWWNVoOvM+KHuhBwoOvIumP3yMBoh+gmpuPYlWGHsD+Ag4FLgIZZ6eQjzQ8G9U5PuXaNrpd0n77RP8/q/JY4ABoLa2dmgkErkDIBaLnUkwCDJ69Oj7UH/SSqw9BRpuI77sXi5SrSWfiw6ogNxqOTynVx72W2wroaUOr6dpkCG0GF08vopSq24rXtOsyF4DZqAVJXYgfrF6BcpouAV4Gl2svpD03H+iE+GmwH+K0dgkC4CaZrbpE2xXaUGG0DzgaOAPwL7o/ViIAkd5TW+0ircnWn0muXjquWj6TWcUhB6KCq+amVnrVaFBm3Cgpyeqs9AdmIou+jdAgd4tUEDhJWATNKBwCqqncAvKSr4fZSr/AQUYEpeqnA3cC5wU/O6dUF+/I/Dz4Dmro0zQxpa8mHPPPbdn165dDwf2amxs/MPFF188DiASiXwAXByLxV6fOnXq85l/i1lhbYIufk5Cqd3ZfrVWbxThy6UoVowW/jOW0E6o3Ydk2KYaHeicdl35jkWf4ddRsCGCglAN6GQWQ3P+ku0TPLZncZq5nD+hC54BaR7vhk6k/y5ai6yU9kYdrZdQUOxGlM2SjYos7JSj91k+K+ZAtHLJJcDp6PxYrsvcthUuBmlmoWrgcXT++RzVRvsW9cka0fHi/ODx/VAQIYauj+ahOmuggHAMBSRAUyfDpctnoukQg1E2c33we1Nd73yPpsZmLbmIYzQavSgo4jirtrZ231x+VxviPkMF2AtVu1+x1A1pRlvsNISBhoMzbFOFXtf1RWmRldqxLL+6RAxlt5yd5jnnBNusX4wGprAVCoY8hzKLEnVGSzPF0MWSVa6OwEPob70QZXK8jT67MeAulK2WiTsNeu92TrrvfVRgLHRWcJ+1XFvsM5hZYdSic8+laJAn7J+PQIW3Z6IC3TGU4dABZZ39gKZI/Df4PXsE2+yf8Lt/i441iX26BnS+7I8yPn+NMlgvB45AS2RmJRqNbh+NRv8djUbrotHoYeH95557bs9oNLrJoYce2tx5ty2ryD5De5o6ARqFfB6NpF5Y4ra0ZdsEXwPRfPz/ogJxjcB2aFWBdM+rRoUBrfLdg6ZCHIFS9/qiOXyPo1odyXoBv0efpebqJBTKu+j4cD2quHwnqri8MprSMQi4Gb0Gq1xXofmoN6Bzxfzg/j4oDfR4NELk80hmVTSdErEzsDHKXAqNo8I6VmZmJVKNMsWeR/WwIJ4hegeqj3Y6GjQBBdUXAn9F57t/oalsOxNfTSIxiPljsI/bUJZfPcpcTay7dkc2DR0+fHhN586dd4xEIq+OGjUqrPu0BaqVdTcJUzWvvPLK+aSelm1WdrZH6UDlrFxHJ1ZGF46ppnncjQ4689E0lWRdUEBiAfGigNb+3Io+M7ejJZJAEfft0IhxI5rHV2q7oBoRjcQ/5x/Q8qKy1nasjI6/D2bY5im0DFjvDNtU5OhEjj5BI2Chp1j+fd0F12dorXLtM5hZcW2GzjsnJNz3R3S+CnUn3rcJszMPCH4+CB1PZqHjdSMaVOyMplbMR6tM9GhNI2tra0+LRqPLgukQx7Xmd1WQiuwztLeMBlAREy+5lbuewFi07u3FwD9QNsMqqCN5Copq1gOvAJehgjJLUCbDOSgt/fd4xYn27BQ0P/sU9LmZi6Lm3dDcwN+gz1apvQL8FK0vHRZD9Oe2fdgdnRtvzrDNH1GhzF0oj89ruboHpc/2RAHonxNf5iy0Nqp7Um68UpWZtRUD0QXqfsHPN6H+9t9Q36oz8ZpxC4FFaJDnclS4ceXgeV+j4/TT6By3DC1b3x8FKMYBR5LlylPnnXden86dOx+EpmxcPWrUqE8AIpHIe2hZzRcnTpz4UktftJW/fAYavFRVZTsNzZs/AC15E5oBnIoOTmPQHLCDUepx4jzc6Wje1p3FaKyVrWXo8/IX4ChgLXTMeAel7s0sWctSm0n5tckKK+xwTcqwzZfBbbqioSZXohWJLkABxqNZfg3zn6LAXrkp1UpVAEPILfOva572a2Ztz6aoYHEfFBQYgDIya1CthI+C7Q5Hx7WVUdDgAVTA/QNUf2guWh1iR3Tsm4PqVRE89jQKrGddrL5z585RdP0wC2U+fwIwatSoVyjP476V2J4sPxoBmoqwAI1m/w1FzqzlyjENcgKZl7arQoVkng5+3hyNTv8OFeH0Z8LM2oKhKH1xqwzbhMW1DsuwTUWmQRZAhFam4RZIqVaqWgEFXyt9pSoza511gZPRYMgiFNDthgb+PkL97jPR8WEqChbsAYwO7vspysoLC0Mmfj2Fgg5ZiUajg6PR6DPRaHRubW3tz8P7R4wYscLIkSN3iEaj7TGDPlcV2WfI9Q9/FUqFTFwT+0C0TNWV6KR8ERqxvCr5ydamDUKV1tNpBN4D1gl+/iD4MjNrS14Lbg9FxUFTORx1CP5TlBZVjn4oqPAdym4CvY9ZpeEW2QSUdfUwmg7xY5H2OxNYjdyCFm+g0Uwzq3wd0JSHM2m6+tElwInoOm0E8Bga7NsFDfhNQ0UiY+gYfAIq+rgi8ATKOF6Kss6+T7fzaDTaNxaLbTt79uyxN954Yx1ALBbbORKJbAQ8uGzZsv9lrV1++eUz0bRqs6x4qariKMeMhsS1ddN5jniKVnu0Fkp5PQ4VHc16SR8zKytPoGPwESkeG4pGnP/WzO+oyNGJFlgDBalnER8t2yDh8fUo3XK22fg76sCXs3LsM5hZYdyMjqP3oHpBMdT/3B/4Ak2DuB2dp5YCnwfbzCEe2K1DGQ4vo8B5VqLRaG00Gm2IRqOx2traIfl6QQZUaJ8h14wGL1XVfk1EUdEqUqdodgd+ggpAtjerotUU9ku6fzpwNjoZtEUnomJAa6JpMa+hpf2WlrBNZsXwGzTn9X7gDFQsqwrYDdgSned+X6rGtSHrotGshcA1wMdoXnCiX6E5xuXaab0KnfvMzEptQ9Q3uxPVPbsO9cknoSkTbwMfogDuNuhc9rPguRNQLbXH0AVtWiNGjFihU6dOh6B+/SWjRo2aFDz0PnB9LBZ7ORKJPJn2F5i1kJeqKo5yHJ34PTowDU/xWAS4JXh834T7q6n8Uf1VgckognwNiihvj4qevYPek2Ela13LbALMpunc3/D7JZTvBYFZPnVDc14/Iv75H49qEmWT1l6RoxM5egR1fBPPA0tomtFwAF7RpbXKsc9gZvl3ATqvrB38fC7xjIbQZajfFhY2PjnYZuNsdxKNRv8aLD05f+TIkdu2utWWDfcZ0Af8RzTC8xd0YtssaZvjgG+K26yKk89OwyA0IvM88CnwLCoEs0qOv6ca+Bf6J3gMZbFsjSrWvhzcfzdaqvAcFPWsQwe7r1Ea12qteyll6a9ohH+HFI+F79lilD7cFnRDo48x9HfdIrh/LTS624jmVm+Q8tlmlWcNYG80x3VgDs9zp0EBy6OS7ksONOyKL5Jby4EGs/bhdmB+ws+bovPMHxLuC2sIbQ90Qv3xSaRYmSYaje4VjUZfiEajc6PR6PYJ9w8Mijh2yv9LsDQqss+Q69SJtrxUVXt0KJob2wkVZpyIijVeCJyClqEcm+XvWoZGnmpRAZoDEx6bhYILt6GAxi7owHYTmgu2FUrxOhgYTOUUieyK3uMHSV3sZhl6ryaidYevKF7TWuxWFGy4Fzg24f6v0Wv4L3ADmp+eqSp/pRuAPucbosDMePS/5GyuyrEZ+n9IDiK+jFJXPyl6i9qeLjSfrdAXzRU2M7PM6lCfvgOqwfAh6o+djY6jN6A+HKhA7JNoFbijo9FoTSwW2y4SibwwatSosBjvPmiK2+P19fVfhzsZNWrUd6hgpFnZKdelqtqSfIxObIRGjsYTT7EKbYGim7OJp1blogYdnA5FS56GB7WrUTTubJaPnP4ErUryCTpIVoIN0es9oZntZqBsj7ZgGgqQZApCzqL9jp5VocJwdSy/HNT36P/B2r5tUJB0BgoQHoICrReh4+YcNJKUSUWOTuToTZYvIpyc0XAT7bO2Tz45o8GssgwAegffd0X9+DOJF3acgpaT/y3QC/hHcP9i1EdrQBmo9cA50Wh0VDQaXRpMhxhczBdiWXOfIUtroeIk1nL56DTcgzrK6aYrbIMOQpcl3V+Fise8iKbJLEZLvF2FlsDZBXgUjXDXo4PePSiQMB9FT9MJ16c/IOdXk50eKGtiGAq0FNpG6PUc38x201GGQFuwBF1cZfIuet2/RFNDvkcZThPQCHByYKuSXIJe+zMoe6sb0B9ld4W1On5SstZZPlShugzfkvr4uTb6n367md/jTgMcht6Dy4gHpBMDDUehY0ehzgnthQMNZm3fOihDNnGFnqU0rZO1KLhvNupzxFA2ZXdgz+7du7+w5ZZbxoYMGbKwd+/eY1BRSKLR6BHRaPTq2trafaPRaFVxX5ZlqV31Gbqguai5fq2LKqF+WvwmV5R8dBq+Ax5vZpt30PrboY7Eo6JfAXegNKxXg/vmogPeHLS2+DVoGbjF6MAXA/4vw/56BdtcnttLadZKwHssP8K8GDg1z/tK1AONbP85wzaDaFsHjoU0n8acWBxvCnAfqmT8b5QNMY/KrNK+Nvq/fBxdjCYbiII0lbJm9PYowPgP4Fpgj9I2p2h2RJ/tEzNsc2awTabpQ+2q05DBhWh0bQbwT3SMeIr4cSTf54P2yIEGs7ZlEzRAMQLVXRiLjo0NqD/7ITo+zife33oZBSHCWlk/oPNzY/D8u4844ojGYOnJOdFotBgDbpY/7arPsDXLX7Rl+7UAjSpby+Wj01CH1trN5DGUmRC6iHjHLzl1/jTiB73k6RZrorV7sxndX4JWqMiXldBnLoYOuo+iVNzn0YE4hi6CC+VRFNBILooKmj7y96AdbeWA/zF6z9ZN83gX4u/rvcRHKUOboyj7NOJpf5XidPS6M6XMXxxsk0vRwHKzKjoupDq+T6XtfJZb6kT0WtfPsM2WNB9YbVedhmZsAlyPgnCfAG+hAO3OpWxUBXGgway89UX947tQRlyq82tD0mMPoL5YY/B1B+rzvrPeeustHTp06Pxzzz03tsIKK/wv+2HAgAH3/v73v989Go3mWoPPSq9d9Rk6Aju14Gs7VHzEWicfnYYp6CI3kzeIp/92RJkKzyc8vgZaDqcTCkosYvklLEN7EU/hSmdgsM35zbQrF2+SPpiwKgpCNFK4i6NB6KJ6DhrlXB0dLAaj6SfJ1YDLXTi95UcUEHoTnfjeRSe5MBAxF31mUvlZsE0hs0lK4QaUubNc5eYEB6HXvmtRWpR/nYinbX6KOkYboQvq94mnblZaECnRMJouH5bKJsE2v82wTbvqNFhJOdBgVn42RAN3b6L/z1TBhSWohlf48z3Al6ivMR84s1OnTrFBgwb9Bw0g1gAbH3LIIbHzzjtv7vDhw+/v06fPecFzEwt4W9vjPoMVTa6dhi7Atuhi4GA0z+sBdJGdrtjjJih6enXw8xboA34SWl1kLvEDXz06wD1H5lTXJWh0v2uax68Jnr9ldi+rWV1QEGFqhm3+j/iSnIWyDvAay59A5qE1jtvafLgPiL+GWaj2wjSavrZMwZMICk48hF77pmi5pSPR56xDoRpeYNeg/5l0ARaIz0lPtdxpW/Bn1P6n0jx+e/D400VrUfHtS7wGSTrhcWW3DNu406D/hzVL3Yh2wIEGs9Loivo4q6CB1s2D2wtQ9ucy1E9dSLyI9Bco4zgWPBYO4ITn1xgqort0yJAh348cOTIWjUZj/fv3TxzE+ALVyALVvGluup+VP/cZrGhy6TT8Do0+J1/kfoAOcG+gYnWJBqH01QVoBB5gd+IHwEY03z5cBvMG4gGHJajgXypvB9s9T9POZXc0LaMRBUDyJWzzw81s14heV6HtAJwFDAeOoW1m96yCgkxziNfdSEzrmxN8f30zv+dDVAPkU5b/bH6NVi1pa36F2p+pVsGt6H2rKUqL8u9HdNzItDLMYtRpqlTdgJkoiydV0LQn6hhOIXPQyZ0GBRx/UepGtAMONJgVVi9Ut+ggtLrUGWgQJpxKmumrHhiCBmzeRefQ+aiffhkQ69atW+z0008/ea+99qrv1KlTDPW//73ddtvN33fffWM77bTTrcHv2i9oz9uofhrAz4PHDircy7cicJ/BiibbTkM4Z/wDVFRmY1TILIqCCPOD37MIFW28DXgWXQgtBPZP+F3hUo0NaNnKZN8TnzpxSZr2fICKSNaji/uJxA+q4Sho9yxeV7aGBL+3uaUjG1DdgELaAb2//0UXIY+hv08+X28xXIb+dmHWya4oaLIvyk5YjXhAKp0O6LO3DGWbnIrqvmyBMmYmB4+Vc7BhADAKrS7xKfACcCOq9PwR0C/Fc/ZEn/37i9TGQlhK5gwh0PvRWIS2lNKv0Gt8B/1dq1HwZR+0ZHAjqY+Tidxp0P+5V2EpPAcazPKjGk0FPhtNyb2N7AIKc1C/OsxSaEj4fkHC86NoSmIM1azpCzQcd9xxsWg0GjvvvPPqa2pqlqFaDn9EWRANqG8ZQ9kT1SjbNFzN7GH0/79CId4QKxr3GQJ7o4vWz1CHNNXX1WmfbdnIptMwEF3AjwU6p3h8y4TH/4qWapuFAgE3s3yxv+7ogDiL1KOZfyF+oByZ4vGdgufXBr/7EnSR9hxKB9uLzHPbW2LVoD3vZ9gmnEtdyJUARhNPjXsNVQGeFOz3M9pW6vBrZH4/QVH5BtJnbIQj/7PQ3yjZCihQ8R2pP7ultivxOgUfoqDROPT5D0/6k1G16D1RwOuP6CJ9EgpStFV1aBQ6k8+o/EADaLrPDJbvUE5D04Ca406DAo47lboR7YADDWattx06v2UKKITTIRYl3LeIeA2Gfwe3L6Ll3mMoK/g/QGzHHXd8euTIkc+cdtppsV69eoVB/akrrrhi4yabbPJsVVXVh+gcswBNjZiKVvOLoYGOLsQDFb9CU51jwHUFek+seNxnAA5EHcxHUUG/r9BSb2cnfD2IIm/Wctl0Gk5FH8htUI2AE9HB7FLUQe6KivnVk10K/7bED5pP0HTEtiO6mA4fvyvpubujA+M09I9STDPRZ3L7NI+Pp/miba1xVPD7/4GqAYciwWOLUFZHW6lLMJH4vL90HkCv+U2aBlEiaE52mMFyWobfcWywzV4tbWiB9EdBhskoOyjRxujzVE98TmViauQDpK+J0lZ8jwIpPdI8Xo2CEc0tgVopeqLO3BXB19Fkn6XkToOCliPQOaq5L2s5BxrMWm4FNAC3DP0fhQMNXwe3E4kXbgyzFg5FA3jh9+HU4s2D+2avscYaOwwYMCDMOl4XiA0dOnRxNBqddsABByzt2LFjA8oSnUO8T9GA6lstDL4fRxCkIF77qyFoYzht+u9knu5obYP7DGhJqsT5+T+wfHX1fdBJz1oum07DzeigdgWpq9l+h7IKYmSXurpbsO2D6MK9Dh3cXiA+qheuex5DF1zPAZ8HP/+Agh7FdiTxC70riC+3uBPx+gBfF3D/n6AIeLqD/ElBGw4sYBvy6WX0t83kATRSuQSdmN9Gn4XviH8WYmQu+rkWzQcjSuFS9PnfNs3jq6Pg0b3o4uhnKNBWKaswXIb+Lu+leTwsCHtP0VpUWnujgO1LxKfPDM7yue40KLuxufnL4Ze1nAMNZtkZiKYf9EPnu8+IT3OIEb94b0B9gU9QpkOYzfBCcP/DKNDQgKZXhM8/GIgNGTIkFo1Gl0Wj0VhNTc2SYN8zg22GEg8khKs5nUE8sNGA+leJx8cfiff1F6Psyccp7ymolpuK7DPkus7qpmh0ItQHReISzaNtFsFrayLo7zcczQm/AUVNO6OL7JuBcxK2bc63we37aEWBX6OLrRo0/eIRNDL/KSr22An9nb9Bwac7UFpXsd2PRl9vQe/F8KTHP6FwKwCsAqyPppIsTbPN3ahw4h7opFDuXkRzCH+CAovJVkHF3f6Jqir/Dn3e+qDPXziNJKyenE6Yep/v6TSttTt6HW+neXwyutgejGpXFKPIaDGdjzJxtkAZSnei+anros7Raqiz9JtCNiIWP4d0QEW4QMecMJugC/FCjd2JB/p6Ec8e6o0+X1XEi3NWoywF0LEyDEx2Iz6Np0cMOn2pYFifDhDrCEsfg1mnKsvlFBRoGYo6hJbeZejcYWZWKj1QzaWhpL4+Cfsq36M+DiiT7V5gPTQ9EnRuWQlNa9gfmN+jR4/5m2666R7dunVj7NixNDQ09Admzpo1a4UFCxY8/Mwzz2w/d+7cNYETUP+hM5qKHEF96T2C/Y8AVkSDd6ui89sHqI+RGGz4B/HpGWZlL9dAQzWKsoV+ZPmiaL2StrHCmIUOek+iC4PQYrQ03bvED1CfZfH7vkTpYSeii8QnUcS0B0rpGks8Q+JMNHe9XNyOMjGuAHZG78tUtBxhIZfhWzG4/S7DNgvR/8lKGbYpJzcDw9D0qCEobS+0ZnB/V7TE6Rdo+c5kYQbNdqSv9xBOdZnYuubm3YooOJXJJFQcM0IZnexjmuKUPOUhvNgOdUUX6aHEC3kAZsCI82HkHC2ZNTzxin5l+H4Y/KWfRl96Ej+H5HJRn9iGHsRXbqihuEvBhkVxQcfN8Ly14BtYeS706QrfrQefV0PDMPjbqQoW/gHNkZ2MKoNberPQykdmZsW0Pcqq3BQtVbwi6hfG0LG/M8pQqEZ1icJpk58DuxAfqFsCHBB8Xxfcdg2e9+UxxxyzQf/+/Wvq6upir7/+emTRokXVwEevvvrqLq+++mq4usR8NCC3DGUtrInOez9LaG94LbUqqil2McowNWvTcg00TKFpYOEDdJH7QsJ9e6N/1HLWA10MrUO8UzwXXTi9jQ4K5S78262ILnp2BTZCbR+PAgEdUed/BzQSuRq6SHqT1IGCs1GQIlWRvvCAfGea5yZaB9WJ2BSNNn6MIrdh2nUh1KDX1gtFrD9BF1FVFK5w3czgNnn50ESdUDrUzAzblJMZaJrH4+h/YRw6MfZHo7nL0KhApoKR76Dg1oUoMPFj0uMroKDV95TJiTSmC+KuG8PC3rDWf/Q/0x1dQHclYZnDa2HX2bB4tIIsy12o03RUHZqOvoP+J5OnWiRecEPT0ftQ8khM4kh+3vQD/pT+4VXJnNYXI57ltoz4sTTxon4W8Yv6hcSzgcK5pxDPjmokXg+iHo0kETx/cfD9IuIdwHC1E4gvxdqkTZHmj+8rowyvh9BxLNkJaNTrbDQ1IDmrz8zMSmNtlOmaaspwWEOpE5oaPB9d7IdB8E3RtMFFqNbCTHSeWW/99ddnq6226jRgwIC1brnlluolS5YAvPrkk09u1LNnz7e//PJL6uvrt0X95M3R9dLQ4PeOQ+fvtYkXYg+nI9+L+uSvo37CXMpoAMOstXINNNxP09Gw69HFI+ifcxuUbnRC65tWEKuiVM7DSV/tvg51MEegC6Fy1Qd1vLdHwYEGdEHYCzgi2KYO/Y1Tjeo/hQ6CMxLumxH8zvCCZwm6COhF/LPyZTPtOhON+FWjzvoCFHw6B6XbH0b8giNfhqKpE13QwX0mOnmcidYZPojCXOh/hwqiHoEuOBrQ/L8+KNi2BF20d0EZIW3Fa2i1jt+j+X9boxPvLSjjobkMmUY04vscOoFeiV5/I8o4GYEi+kOIXyBmJaYTcTcUWOqOfu6FLtS7Bbe9gvuTAwV9SP98QGf9QNqCtmfEv70izSZ16P1KtIDl51AnTzVKvDAPJY60hxIvpqHphXQo8cI+lHhBHppL00BcAzDvKVjtIThqNmw0D/rXw7SeMPGncEutAszJ7ZgbqZyVKHZHx6+b0zweQ6uM7ItGvv5RpHaZmVl6fdDA50qors7u6Lz7ITonbo/6bQPR1OBPUF9tQ+IFFtfo3Llzj5qaGqZPn/5lsZ6j2gAAIABJREFUsF1k9913X9ajR4/quXPnTqyvr18j2MdPvv/+e1Ch6HAVinAViFtQDaoOKLOiKmjDfWhK7bsouJ4op/6QWVuQj/nRQ9Fc7dXRP/ClaP5RuVkdpXB2QKsm/BNlMITVZVcItvkZcDLqQG9PvHZBMYWZIx0zbHMDmisMuhjplvT4AuJp1NcBN6FU33VQ5fTz0Ij1zsQvFl5BWRG7odUAtkXv1yRUAHAUWs5vXVK/L4ehKQwvo7n74QVpTzS6fU7weDZLw2VrDzRf7T00bzy8COqKrglHo4vcPSlMlPh4NAA8EY1yhiPVDegktjoKWG1O+joOJRVbfsQ9+efEtPdsdboVdnwaTl+ikzp90AFnZZi5Jzywnz5DYUZAukBBTXB/GChoidnER8DnBLepvl/yLXS8As6shyVLYMk06L8Y9SA6wvRZULcMVtkG9n1QNSwaI5W3AsMhqAZBNRpl+Rx1qnZDn40TUGZTpToDrZ++BjpmprIBytQ6ERUCSyXMZIqi45BZoWTTZzCrZOujDMqNUNC7CgXbu6PaXTuhrMwVgu3noyDEfNS3+BFYc8iQIR023XRTqqqqGDNmzH0LFizYH/VJZqFj+hSUGbGQeB87RurrqYagHRHUTz2W5pePtvarIvsM5VaIrZDuR1HH3dABI5MV0EX3ePJ7UZytbDoNl6NgwQMo2LMbuqhtQKPIYTAhhg6SC5KefwqqoH488GeU7fEtyvhIN+94M3Qhfwap1+z9Ch24tyCe1pzoerQs51akr2qfqzfR696Q1CnMF6K5bj9HB/qUYqnT2ZMvuCFpHvln0Pt0eKQeekdgWXf4ui/U1cHApcHvGwz3n9g0oyE5TT755+SU+OSfEwvXpfo5eR5+cz+Xg0XoMzM3+H4J+nsmfp8uQBCO+s9O+n5JJPXnsDkPoKynGMrgmQwMQB2ZKhSw3JHKTG8chIJmE1AmUOKF9kooULgTCkJmmj7Tlg1FxW23RqNOqeyEsqUORxlwqVRkp8HKkgMN1l4dCFxL06W2G9AgxodoOsQMNPBTg87l/Xr06PHiOuuss3uvXr0ir7zyykx0PN9l8ODBfXv16jVtwoQJ/b/44ou5qG/VmczXS3Uoo3hWsK++KNgxPfh6lKZTzM1Sqcg+Q3sKNMxEmQoPZLn9UShrILnYZa56olT01XJ4Ts3dd99dNXDgwB9isdiRe+yxxysAL7300m6xWOw+oPNTTz01fsyYMbsDn/br12/qNddcs9OA3r07dHjvPTpcdFFdDKqWQceq0aOJbLFFY4c5cxq7nHLKvK7z5i2qgblLf/vbzt/tv/8g6utjm1xzzXux11/nA9h69e22+2r6iBGrxqqrq1Z9/PGv1/7znycD1PXr1/HdG27YZnH37t07T5iw+KcXXPAfggvWD666atDcDTboyYwZHdY67bQfVps3bwrAV0OH9v/+4INXrqqvj21wxRVfdX/rrfqPYJNe22wzY/r559c0duwYGfjII1PXuuuuaQBL+/atHnfDDevX19R0rJk4cd7mw4d/Fb4h4T46zZ1bv9Upp3zaac6cZfVQ/fZhh21ef/TRjdUNDQ0bXHHFVyu89dYCoOesbbft+fF5563UWF0dqbn33qp1Hn64rhssqu/dOzLu+ut71vfu3aHPe++xyUUX/e9NnzB6NLM335zOs2ax5amn0nG+stgnH3YYk486iqr6eja6+GJ6j9fqj3O22IKJF1xAY8eOrHHffaz28MMA1NfU8O5117G0b19asY96YMHsrbeu/njEiO6NHTtGVnvoodlr3HffHIClffp0GHfDDSvX9+5dnfBeLQPmvz9mzGbz1l+/T6e5c5duOWzYS51nzlwM8PlJJ60/Zb/91q9qaGhY97rrXuj/4otTgMYp++xT88VJJ+0f69ChQ/8XXnh9/WuueRFYtmi11bq/e/31JzR069ajy5Qpn2w3dOj/Rm7fuuuuExf3779+hyVL5m45bNhV3b/9dhpQ/8Hll+8/Z6utDow0Ni4beN991//73nv7jIddem299Vo7jRjRq7pz58bvX3nlxUOvuurkXrDgs9NP7/bd/vs/FYlEVgZeHDx48C/Dfbz00kuPxmKx3YApS5cu3XnvvfeeBfDCCy+cHYlEzgPq0v1/AJcNHjx4THB/v8bGxley3McGwGvHH3/85wcddNDqixcv7njxxRcvev/99+cCL+62226rn3zyybv16tVrQceOHaMt3EcxXkeL9jFgwIA/XX755b8dOHDgvKqqqueT99HY2Lj7t99+2+uss856fObMmYeU6+tozT4aGhoazjrrrJXGjx9/BTDipZde2q2xsfF+oFMkErk02Md1NTU1pz788MNfVFdX90u1j8bGxt0nT57c+/zzz79iypQpias1meWbAw3WHp2LpuouQP3RKjSoMwgNQD2PVoiKoVWUalAm4k5nnHFGpFevXtWLFi2KXXfddZH6+vrbg8cPJv208kY02PYmCirMQ4H553ARfGu9igw0tGTViWyEa9KWk7DISrZms/xodkvUoQPbpzk8Z/8PPvig88CBA1+rrq7+XyG9WCz2IwpaRCZPntwXpeKvP3/+/PU/+uij2MrdujX2/fLLSK+E0e25X35JfUNDVWTx4qp+dXW9gD7LYGD9F18s6/H++400Nka6Tp++UhV0WBvo/uOPvesmTFhGJEL3SZNqUOelocPChVU9P/10SQN07zZ5ciMJaezdv/56UUN9fYfFc+b07LJ06f8Ott2mTl1a89FH84nF6Dx79rIuUBeBWOOsWR16fvrpAiIRuk6b9r/pBFWLFzf2/PzzhY1du1Z1++abBSTMYe/27beziETqqhYvbqiqq5sFNCyCHounTaPHRx8t6FJdvbjTvHmzUDrb5A6LF3fr9s03G0Uikcjk6dNXmgTfHwDPU19f3WX69J06LVgQqVq6dCpN5+Jv3XXatP5VS5fWxSKRJ1BK3eL6fv226jR79jbEYrGl/fvfTzBtZP5KK60x8aOPLu/Uteu8vuutd9ML8Pm7sPaUxsaug+vrd6pZunTpp507zz8ShqwMFz0H98xfb71Tqfp/9u47zI3qfPv4V+uy6w6mG2Kq6S1AaCGYDqaGGuqbEMBJCJAQAgZcxNpAIKH3+gsJLUAooYbQCb1DQjNgqm16cS+7q/ePeybSypJWWksaaXR/rkvX7mpG0pF2NHPmmXOep2nYnKWX/ubTTTc94XsPPDAb4MNDD92xrbl5LyD12oUXnjJ8+PA3AR7+05/WQsn3EpMOO+ymFa6//laAO//yl779+vW7OJFI9Pv6Bz/4T0KjNgB45PvfT6ZSqbVm9+kz419//vNRu++++yyAR/bbb59UKrVfO6TeTiZPWfrhh/Uav//9Wij6n5iyyy43rX722XqNiy/u269fv+8lEol+s5Zf/j+JjByBjwwdukwqlVqro3fvGQ9ffPHl/3uNTTdNpVKplvb29qbdXnppyzd0kP96jVmz3lz8/fdXnDNnzqIPPPvsDodrjvsed26zzbR+Omj3Y8Eko6+i4MmMeRnbVVNT0wepVOphIJXv+4HKrgIwffr0Wf369Sv2NUYCc7beeuszWlpaRrS0tKTOP//8//0/jjzyyPXfeuutp5qbm2dvtNFG3X2NaryPbr3GN998s+mHH374xdChQx/L9RqJRKJtypQpG8+cOXPzWn4fC/MaPXr0SLW1tS2Bkj1uethhh6138MEHL5pIJPj3v/89FtgV+FFbW9stPXr0mJXvNebPn9/05ptv7jFz5sw2zMysnIajkb2foqkML6PcUm+jEXlHAtutt956n66++upL9O/ff8g111xDe3v7SsDUW2+9dSjA5MmTn25vb9+cdMnmb1H/Npx+cR3wD3T+8Aqd85qZWZmlirydHVUDC3gK7TCKdSPqwEZhKgsmjst2HunPeyqdP/95aCcZ/v3rjMc1oWkVX6Nh5WEpv8HBa15a4DW3Dp7v8BzLNgqW/b8Cj+8XtOsPBdYpxfLBax5XYJ0mFDC4qkyvmWmV4PXHoHKg2d+Dz9DnMY3azFvSlR+ik62LUQLHEXSuplDIxegzOJnO0z56oqsQHdTmZ/IKSiJVyDXELy9D6EM0zLOQS4j/1ZuN0P4whfaVj6HpdGEli7loLnAhg4N1C1XpiIu+aAhzd2/DFnzKmtIfBU1HolxDxwe/b0O6hGuUiukzmNWDXigJ9Wg03eA9lD9hFupLzUV917CfFe6n5/Xq1Ss1aNCgOWh6bwp4+9hjj51/3HHHdey6666pRCLxUXD/K6jvGz7HNBR8Dv+eC/wd9YHMqqWR+gx57VPE7WqiO0EvZAQ6ubkFza/Od8K0frBOO0ogGIViOg03oA3yyeDvVVEiy63R8K/JpHeauUZm7BUsy5yDfDs6gTgcnZg/ixLx/x1Fh19GO+QL0AHgbeB+9KVYBp3QFzpJOTh4zd0LrFOKBEpA+njGfT3oXBZwx+A1D6P81gme+wt04Dsb2A0lET0IlXlMoZPSGyvw+pWyFDrZDref6Rm/v4FynRSyOAp2XVtgnQvR93GFhWxruU1EFVkKuRC9vzhOPXsebbeF3EvG6IEYSqBjWBigfJ309v9acN9stO8rpJE6Dc3oO1HsxYjs2/XVb3JRlkXJo+eQv+1zUBb5ZSNqIzjQYPVpSVS5ZyPgaNS/CEdEh7eOPL+Ht5lA6pBDDvly7Nix7aNHj041NTVNRgHiz3v27JkCfpbjcdnPORd4GFXDiuOx3WpfI/UZFsqu6EpuLdobDbNKoWH5L6MT5geD378Mlk1BO5uoFNNpeI70Se46OZbPIL0jvQ29xzAwMAEFU8KOc2go6Rq+7agqx6uky/akMn6fhObCfUL6M7s2+P23OdrzffT5vk3nK9wLa1Twmvehk6SwfR8Bd6DPcgqVueq0CDpItQOb5VjeE21fKfKXyqs1vdCJ5jxUZWSZ4P5FgV+hK7qTgSUKPMee6D3vUGCdHwTrHFpgnSjcj7btQh6m6xKf9epMtD1/P8/yldCJ1Z+r1qLqW5/0SKV8zgjWWaXAOo3WaWhGSWYzb0eiK4f9cywLb0eTHllXS4aiY8dnqGTdVqiCTlgFZzl00WJcsM5kSsvFVE4ONFg92Q0FFQoF7/4XRED99W+BVL9+/b5eZ511OjbeeON5qJ/bDqR222231CGHHPKfVVdd9f3gMR+SDiI8nfHcXwf3z0aliS8A9iV/yXuzamm0PkO3/ZAaLeMX6IMCDuei4e6PB7e70XSEvShPboaFUUyn4W20QYZZ929GVSYmAC8GyzKHgr2PrtJ9knHfFDqfVP2C9El6duQ4DMJMY8HAxtZBmz9DIyxSaDREKxpyfyuKFn+FyjyWUwvpqSNzUADmX8F7CNv+67yPXvjXbkPvLV8H8zrqK9BwBGrvyDzLt0TbxrkFnuPw4DkKjXwYEqxzQjfaWElHUngK0NaoY/PHqrWouoagfcoHwCZZy9ZBc1/noCovcRVuv7kCuKHNgnUOLLCOOw06DhSa2gYadZZdFakW3IgC8YOLWHcxNPKlXCPXlkBBvWJvn+NAg9WHQ1Ef4n10YStziloK9WfbgnVup/Oogy9HjRqVSiaTqWOPPTaVSCRmky5T+Rk6Ni2HzkHyjbCah0ZQLVWNN2tWAvcZirQ93SspZ2nFBBqeQRvkZqgU2zd0Ht4+m/TOeSYLBg2+Dl7jjeD5mlCSwxfQ9IOhKOiyL7r6fA3pA0KueWsbB683Hs1fDQMhKRRguDJ4znILRzTcjxKyha/5HQokVXJEw+qkD1zvoek5Ydbv5UnnKQiH1taDu1EwqqnAOg+jTkI+9TyioTeavzkX5acITzL6Az9H29XHpGtxx9Hm6HvTgfYzN6PSX+0o0LhXdE2rit+ibXP5AuusEazziwLruNOgEWbbdLHOcHRiUWu+AvYvYf0DKU+iuMXo3jSUjjK8tlk5rIGmK1yH+mZvoxGyk9F2OgcFCNqDZdNRPqf/BRU22GCD6QcccED7YYcdNp10ToaLVl999dSGG254U1NTU3gh7TU6j+D9SfCcT6I+a3jR6UbSU4vNalEs+wylVp0oxk6UVmHBuuc+dMXxN6gzdAQwkPTJwGR0dbIDXR1ZD+Uu+BZNE9kO+Cc6oQIdGJYD/oQOEAehK3r9gTdRsq5/ox31Vehq/nLoyuczKD/Bf4Ln3RzNY98IneC/iK64lFsCOCZ4/R3RSeIGqKP2Mgow7IoCDvtR/uSD4cn4xaiTeS86IM5F0ypAAYadKXziXktWQMGnQp3WV9HIhr3Qdrcu2sYmolEzV6Ht8GA0uiSXcMTA43mWR2UeChjdhL4LZ6DvU38URHod5aL5KqoGVsFTKHv3b4FdgA1RsPIcNJJlSnRNq4qPgp+rkj8XxarBzzjnqiiHDrouuTgEBb5rTVSVqr4CDqG0E6I/on2UWRTWRKNXt0AB2lw5DlIZ9/dGUxXagFV79+49e9CgQd//4osvUsDjiURi+IgRI5rb2tqaJk6cOAd9J1YDXnjrrbcIHvc16mesHTznXWhKxg3B38OC1/seutD1q2B9M6thPfPcBqCT0jNRx6LQVR7rWjEjGnqTzkeQXcVhSdLTJj5iwblnA1GUOawJDOmKEmHuh0lopMQFKMAQJssJf96Cggv/IH1y/QK60n0V6dEP4e1pFHgop+WD5z4ZTXvJTtj1avC+ZlCZqhP90fu+Cs3bPRgFHS5HEcm1UT3neopQvoD+34VcRvr/OxUNQzwHBRXa0In5naT/N5kBzSYUHGpHJ/O1bCu0T7scvb9dKL7qhtWvRVBg5X5y/797oYDad+h7n08sr06U6Cngoi7WuZuuK51EIW6VqszKpTdKen0b6SkP4a0tuLWTHlUbVuuZHdw/G0glEonUQQcd1D527NjU8ccfH647AUj16dPnwkQikUJ51cIRvGE1iffQ9n4hCvbmy/NwHQtOATSrVe4z0PXQvWloKLstnGI7DZvQOWnOm+hEP8zaGy57F50wjSJ9RbIdDREPh8CHCdDCwEX2aJfMygMXZC1bIXiucEhcG/A3lBvhIDSd4nN0Ur5dEe+rWGHVh0mk5/P9Bo0uGIOGuLej4ay3lPF1M92GDppbo3wD1wH3oCDMCJSfoo2uS+HViitQACvf1ICepBOqXseCJ1rroc/9c/Q5pNColz+jESXvBvc9RW0PYeyFAkeXoNFDV6IAaqETS4uPk9B2ejOdK6OsQjqIdnQXz+FOg4YxtwG/ZMGRDb2A08ifTDdqcatUZdYdq6Lv8Qmo5OTtdJ6qEE53mI76eOFFiDFkJGPs379/+/rrr9+24YYbzgjXSSQSz++7776pvffe+7uVVlopfK4rg5/vZDx+IulpwZm5x36KzjvuQ/mD2lBQYxqFE1ab1SL3GdAQ/Vy3XdDBtiW6psVKKZ2GweiEbhbpCgifoR3trah6xkukgw/z0VWXrVCU+PngefoGj883hHUK6Z37KehEdD3SJ4vbkz7g5OpsLYkCIZMp3xDPxTLatG+O5QNJl5i8vEyvmW1ldGDLzIfxCZ1LNBVKnFhrwlwbt7LgiUECvZfwKkO4fBk0fSI8Cd8uWOc3wAGoOslXaNt6EuU66IGuiqyJTuRqqZzUyihwFl6d+YB0npP30fQci7cE6RF6KXTV7GPS20SyiOdwp0Fa0ec4BVUCuhwFcKaiqUqHR9e0LsWpUpVZMQajKQh/oHOZ9Fy3MJfIE6SPj6+ibTH83nzRs2fPtpNPPrktmUymjjnmmBTpEQp/Jd1v/AIdZ2fRuf8UXjD7Ivj5Fulgw5xg3cwE6DOJLuBntjDcZ7CqKUen4W8o6rx08HdfYEXSwaC10Q76rODvrkY0ZEawv6PzweZtdDKWovBc252DdQ7u3ltaQE/0Oc0mnRMhW5iQ8dIyvWa2bdDBLXPER3ibS3qkRT1Jova/jq5i7AscRbqiSAqdhJ1AujORQtvTUyhZ6OfoZCKX1VBwLDPh2TS0LfarxBsqQX/UWfoWXS3JHMGwC3pfn5P+Xlm8rYYCqzcHt7EoEFUMdxrSNkSjg55BAeen0HSkVQs9qEbEpVKVWT6D0TSEsIJX9miFzJ/vk+7rhX3BsNxvat11151+yCGHfLvffvuFj78BSA0fPvyulVdeOdWzZ88wWNBBOlD3HeoPfEr6gtn0rNfNblP2/fNRifWVKvIJmVWe+wxWNeXoNGyIToCfYcEyPiujHf0M0pUgwhwNj5GeA3cBSjL1COlocbiT/w+aw/w6nXf4nxVoUzOdgxsLK8x/0IHKqK2esawFzedrQ5/lX8r0mtmeQlezBqHhv8ehKSoHA4uSPmnfskKvXykHohOCzAP5ZODU4Pf/Bj+fRnMqj0TBh0/RZ/4R8ECO590EdSCmo0omv0XVHW5D/8eX0UiUqByH3teIPMvXQ9tT9vQhs2zuNFi1ONBg3bU0mtLYRroqRBhMmBfc/znpPAvhMTLV0tLyfr9+/WaFy5qbmyeNGTMmdeKJJ84fMWJE2G+4lPRUyxTpUabzSE+zuCHj9w46T48IL2LMJT09YwYauTAVjZI6kK6TzprVuobqM/QFfrwQt2HVb3KslKvTcBjamc9CSRsvR8GBeWgnvVvGumG5tqPQfLynSe/s36dzicw3SY9w+AYlA3whY918Eugg0VVysGKtFbzmNaTLH70dtCVs3+Po5LcSiQcXRwfF7GScmRZFn2O5givVthIKWq2B/n99SA9rPD7H+ouioE84tzlTC8qn8T6d572H9kSf1WVlaHd3PYrmgxZyPxrBY1ZIQ3UairQ4+u5XouJVI3OgwbrSAnwfHWd/FNz2RNMe5qPk3ynUV/kPukh1aHDfB6hfNQ94o0ePHqkDDzxw3pgxYzqOPvrozKDA07169epIJBLzSPcTXgl+D6c+HIGmPOQaqZAZWHgTJZNelfqp2mW2MBqqz9BM9+o4h7frq9/kWClnp2F9dCL+MRrqNglNJ8gOBiXQVeiX0dz5bJ+Q/v/mStx1cLCsUOm7NUlHxMthIDoxvQCNzBiLkgI9gN7zHih/QDsa2ldu66L3c2gX602h9isslGIW2j8smmf58ehzyQ407BXcvw/qOKyMyo9ug3J4gEaezCG6UQ3voCHRhVyAvp+1lFfCak9DdRoKWB59rzOz02eOPlsVTVGx7nOgwUIbo8TFp6JpX+NRJanwYkxXt8/QtnQJcEhLS0tqjTXWSK299tofo35kR69evVKHHHLItD322GPWCiusED7ug+A1OkifP4QJHSeRnk76SHDfBahv9g6aOhm+5kgWHIVr1ggars/QjCKgmbcj0ZD7/jmWhbejg3Ws+6LqNPwMbeT/QFeeQr1IH6RmouHjmbZGbe5A7V6c3P5GUDe5bC1WUOE70lNAsl2E2r1pGV8ztFLw3McWWKcHlSuvGYVFSQ9vfIbOIxMSwH5oeOM8tB1lOj147E9IV5/IvP0LJZBMoTwPUXiZrst7XotG8pgV0nCdhhyGoXnYH6KM9XuhfUNmoOFUFtxXWGkcaLClSU997er2Euny6CnSVR3mkS5x/twyyywzcvTo0alkMpk68sgjZ5Ie2fox6UpnYZ6mm0mXtXyP9MiEXK+fOSJ2dtCWXSrzsZjVDfcZ0JDorq5G74h2ItZ9UXYawgzhc1Hyv4dIJ+zJTP7zGjrJf4f0SIbXgse+ibaDsBzYaugglELJs8rp+2h7+xANAwzn6a2ATu4rOcKmB5q7+HCBdXYI2jCyQm2otuVIdyrCUqbPo20hHPXyJuq4/CvrseeTrq39IQoq/AjlQzgLdTi+CZ4jqqzRV6Btf5k8y/uijlX2ezPL5k4D/B3tHzKTJc6hc6Bhdwrn9rGuOdDQOHqii0I3oT7Xm6gfFiafDqt7taG+SXhh4KPg9/moT9dBulrEqRtvvPEn++yzT2rkyJF3E1TS6tGjx14bbrhhasUVV0z16tXrBtKBgt8GP78gfTEnc9pDruBCR451vkKjT9co/8dkVnfcZ0BRx226WGc42sFZ90XdadgAHTyeRfPy/o5Orh5FJ2DjUOT8BVTm6zh0pfs9dEU4V+bieehkMl8t8oWxGemhedkHvCuobNnVCeTPV7ACunL/BfmrYtSb3uhE4WpgFZQs9Cm0LdyDAiqLoX3FlVmPHUc6EDGIBW1MOiFUVEOpN0DbzTNoCsXHqIM0FQXd/hW078cRtc/qhzsNChwemHVfdqBhOD5JXlhR9xmsPHqgEZ/DSJeAXgtNPyL4+TLar0wlfaEnvH1J+sLQ5yif0OekRwp+CuzXs2fPVHNz89vou5caNGjQe8lksn3UqFGpXXbZ5UM0DTWF+nfhaIfjSY9eeJ10vy7sa2UGEqaj/uLJ6JxhCdI5nlrQ1MlcfQCzRuY+A7pyvGMX6xyAdmzWfbXYaTgPHUw2ybN8P9LTCPoBP0fz7S4HTqLyJYeagYNQ/onL0Re1GlHyFuBe9N6fRkGXX6BMyzNQp3qnKrSjmu5EHYnl8yw/EX0e2XXlTw7u/2eexw0kPWJmiYVvZrdl1vaeiEZrvE76KswT0TXN6og7DRqltG3WfdmBhj3RyZF1Xy32Gax4KwK3ou9G5oWSXKMAwtvk4OfdKAn258Hf76Hv08zg+e5BJ/btLS0tk08++eSHR48enRo5cuQ80tNi23bYYYe1m5qa5qKREd8jPV02DFzMDX7OympHZm6HS1DyaDMrnfsM6MplVxUD7kal6qz7arHTsDSKZn+BrlCFWcNbgGPQSfXbaGh5o+mBrhh8TOcRHLfRuUMdF+uiTswkFEQJkyIORImn2tDVjOxkiX8i/flcibap0MZoiHXYsYqqHOiq6H/3HzRXNbOj9190NakD2CKi9ln9cKdBo+KuzrovO9BwEfmDj1acWuwzWHHWRFMIZqCLJOehY+gs9D8NRw2E5SWno3xHYVDizGDdy9GIuw7gniWXXPK4tdZaK7XaaqsvcG7JAAAgAElEQVSFOdPmt7S0TDv55JOf2X333VNDhw6dF9z/7+B5HgZeDR7/dfA6mYGPXLfPgQuBzcv/sZg1HPcZUBK3NuCXLFizthdwGoq65qpKYMWr1U7DGuhkKzzovUc6OdAzKCrf6Iai0Rv9o25IhW1BOrDyJdoWwg7RPWj6RLZz0f7jQtSZaUelLsOpNt+hPA4pup6iVSlhRYkwuehi6P8ZZsEegN7vndVvmtUZdxrSI91OJx2Ezgw0HIj2G7tXv2mxUqt9BissgQLs36B8U4PQyICJwBDSowCnoNLj4Ui7cNTd68Hf01F5yp8AqcUXX/yVZDI5L5lMpn7605+2oYsh09AohZ7oOzc3aMNrKL9SOG1xLgsGGGagKlJHoJGj+wLrVOIDMWtg7jMEwmSBU4A7UBT1ZnSgmwccHl3TYqOWOw09Uefwz+j/fgWwGy7114j6opwM16Ft4UI05zOfX6Gd6AaocsmZweNuRFNOFkPluDpQ0skovIimwBRyA7oCZVaIOw0yBgUVv0TTzNrQyMdwnvcfomtabNRyn8Hy25DOOZ5+RudkyA+SHslwafDzNoJpDU1NTcdstNFGc/fff/85O+6449doZEGqR48eM0466aQThg0bNr1Hjx4pNH01nArxMxSY6EAVX8LXPzP4/Vl0ASAFnIDKUDdV6gMws/9xnyHDhmgu1jMosdtTwDmUt2xhI3OnwerBQJSL4zxU2SOJ5mPnCzoNQZ2dB8idFHQlNGQzyhwI7wB3dbHOBehkycE1K8SdhrS10Wilp1H56+dQVaAfRdmoGHGfob4sjr4Pn5GuBPE6OsmfT/r4+BUKyqWAa3v16pVqaWkJRzmkhg0bdm4ymUyddNJJHcOHD0+h0svhKIQL0JSKKRn3hcmNMxM5foGCFx2o7OU/SQc2zKx63GewqnGnwWrdjqSTRM2mcwfmIXJPnQD4fbDOA8FzLAYsCxyGOkQz0BDSqPwbdfgKuQcNNTUrxJ0Gqxb3GerHCuh42Qa8gfYRl5POldCOqniBAgU39unTJ/XrX/960pgxY1KHH354ONXwE+CVxRZb7IGmpqZJwO0Zjw/LWmYmjczMN1ToNgeNbgjzcJlZdbjPYFXjToPVsnVRB2gSChaEHZJF0NSqNuAR8l/x/y2aL5rdwZlI9EmlwhKc+aaArIrmsP5f1Vpk9cqdBn3X1+xinSWBayrflFhzn6H2bYamCE5Fx5CTUJnkFOkcJTc1NzenNt544+eTyeQWKBDx1qBBg1KjRo1684ADDvhk+eWXD6tPhEH76eh420rnkQr5gggPoHxq44FRaOrShOD3n6Lvo5lVX8P2GbYkXdJylRJu1n3uNFgtu4vC5S1Hkbu8ZaaBKFHcKNRh2pramAc6GFVX+QzYJWvZZmhqxUxU59yskIbtNGQIT4T2KbDOKsF61n3uM9SuQaRLYGff3kbfj6eB3ttvv/3uo0ePTiWTydTo0aPvJ12paRqq8LUm6aSNr6NRDZmjFT4EXgh+/xo4BPXh9wF+SPyTVJvVs4btM0xDQ7FaKG7YVXiz7otLp6En0CfqRlhZ9UZXRa4ssE5fNOKh0Dq1bG3gXdKjLB5A5S7DChsjomua1ZGG7TRkSKGEwW1oTnrvHOs40LDw4tJniJsmlHNoPhpFcAqQ6tmz52a77rrr/x1wwAHzNttsszBJ46NLL7308O222+71YcOGpXr37v0yqkgRTk+8CAUm5qHv1Iekp0p8ifrqX6Nj1XjyT180s9oUyz5DMXOwjgD6oZMLl620rvRCw2UPQuUwe6ED4oPo4PdxdE2zMlgSaEYJ3fKZhbJW5xvxUOv+i6aHjAR2RfNlvwbGoiS4X0fXNLO6cw5wE0oYuzk6NkyMtEVm1bEf8MMBAwYc/7vf/e6C1tbWEwAOPfTQRYYMGXJoR0fHjI8//rgfSqy+2aeffvrop59+Oit47PrBzzkoQPfr4O8ZKAlzD+DJ4DWmVOn9mJmVpJhAw00Zvz9TqYZYLPRBGYu3BF5BEfgZqJzhz4G9gG2AV6NqoC20mcHPAV2sNwD97+vVLFRN47yoG2IWAw+h4N01wMuobN4leCSDxdjgwYMP3nnnneetvPLKpwLrAI8BXHnllV8lk8nl33rrrclPPPHE3ajc84rAvqhc+LaogsRkdJWzAwUcegW3b4H7gufzd8jMalY5s8om0DCx9jI+p9WXCSjIcDxwNp0PgBujeYo3oQ7nvKq3zkrRBwWHtkAdoE9Q6avL0bSCnUknn8q2HvA9dCJhZgbwOcp7ciRwBrA3cBQ+FlgMJJPJgcBWHR0d702YMOF1gObm5hUGDBgwF7i5o6PjShQ4aAd+19raun/w0FeBndBIuYuB/VEg4QiUNNLMrG6VGmjYHu0MX8y6/wQ0p6QZuAU4FO8gM62MMvIXqx7LCrUAv0A1n8/Ksfw5FID4P3RQvbN6TbMSrYb+P6uiEQzvoZEoe6NpMbegk4WT0bzTTEugKzEzgL9Wqb1mVh9S6GTqHjTP/FXg75G2yGwhjR07djM0uqBXU1PTX9EFlV2nTp263KWXXgoaIdcHBewvAn6DAm/jgvvbgMWBc4FNg+XuQ5tZ3Sv1hPZP6CQiM9DwY+BU4I8oIc0pwDHBuqaEPBMpPaN+vQ2HWwtlNC7UabwVBRo2w4GGWtUPDckcgKa6/AMN2wSNbrgaZbJ+CH3vd0X1u79F28ABKKfBQXjeqNW/FrS/WgN9D95AUwh9Fb44n6GTqGwfADug/cUfq9kgs+46+uijmwcPHnwAsB3wr9bW1r8CtLW1TezVq9eE2bNnv3juueeORIG0mSjgviTK93M06v8cifqFR6OLMx0oWeSHaGTwGcAFVX1jZmYVUmqgYRi6Mp3pFJRNekzwdw90IuJAg3yFstQPKuExV9D1HPhaE76/QonypqEofSmfhVXXL9FUie1RAs9MT6Bt+XWU1PM41Fk6M1jeBjwKJIGnqtBWs0r6CXAhGqWTaSrwKxSEs8KW7mL5jcAdaDqdWU0ZOXJkryuuuKKN4MLP4MGDtwX+DHyXSqWeDtf7wx/+8BWaOnoxKuv8h+DvVdGFuftR0O0I4CPUR74CJUrdCAUw70UX8l6rxnszM6tFs9Fc+9CPUCR2SMZ9WwHfVbFNcVSPpapWQwfj3xRYZ7lgnZOr0iLrjgfoOiP8HcCnGX8vB6yEA0gWH/ugK41voTnTK6AA3CFoKlEbylNSSCxLVVlNqsc+Q80aM2bMyslk8r5kMjkzmUxmJgROJJPJdZPJZK4yrcuh/cJ1WfefiPYDb6Jj61zgd8Djwf23UfqIVzOLn1j2GUod0fAhuvIQjmoYhXaSmUOkO9BwU2ssbwOT0FDAK1BQKltYnum+ajXKSrYs+j8W8h6wO9p/tKF5p2Zx0YLmUb+Jpk1My1j2PhoW/TxwKQqwOQFyZ1uieef3A6uU8Lh3K9Mcs/xOPPHERXv37r1VIpF4tbW1dRJAIpEYgr7bN3V0dPw5Y/VUa2trvhEH26ARvRdn3X8GOmaeAqwe3Hc2Cg6dhHJadWBmZowGvgCORXO157PgkMefoYCEdV+9Xp3YD0XjHkRXAEP90HD6DuBv1W+WleAZdBJVyF/ofPJlFic7ov3Y/gXWOSJYZ4sC68Ty6kQRpqHgSwt6/8XerPvqtc8QqXHjxu2YTCbbkslkKplMnt+Np2gCDkTJH6ei7fhmYHie9cN9y1g8isHMOotln6HUEQ1/RIltRqNkWAex4HyyH6IhYdZ4bkbDB89EV8XfQrWf10CdznuBwyJrnRXjGVRybiVyj2zoj6qGPFPNRtWYFlRZZ1u0bc9E+8HrgUcibJeVx7DgZ6GAW7j9r4pyl1jaESi4PAeNCLHSDECjRpcq4TGetlZAkMTxELTPvqW1tfU2gPb29rd69ux5BvDStGnTSh1pOQAlv94B5V+YhnKSjAD2RbnLjqVzEC1MIvtfPIrBzBpAqYGG+WgOfqF5+CNRJ8Ma0znAXcBPUZKjHmjO4i1o/r+vXNW2S1GiuxtRUqvMXAz9gGtQsLE7V3/iYCngX2gk1yeoPN8AlDjwMJQ88Dd4O69n4QlAoSuO4TKfLCzopozfGzkg2V1zUanEwSU8ZjcgV96AhpRMJnu3trb+rzLM4MGD9wWuBGamUqmHw/tPO+20D0knMi/GIFRdaUlUPWJblG/hQhR0fB1NnRiMjgMfAJk5Hn6C9hlOlmxmVoTF0RD5UgMWVpiHQVqUDkBXI78DLkO5WM5BuVhSaM5pI0qgqhrz0FXbzBPRRYEb0Ofz6wUeafVkS/R/PLTAOkcF62xYYJ1YDoO0muQ+A5BMJldNJpMPJJPJ2clk8pSM+3uPHTt2vTxJHIuxGKoIMZ/O031mon1BIljvXnR82BeVgP4aaA6WjURBhr90sw1mFm+x7DN0J0CwPDAeRdAXDe5bAw2TB0V1Eyg5oJnVnxvRlZlTUc6VZjTn+qng739F1bCIbYnm3o5GV8cyfYMqEqyKrpBdiq9216unUPK2VpT48fOs5SuhOdb/BV6qbtNqVl80hLy7XgfeKVNbrAGccMIJA/r06bM98Fxra+snAKlUauVEIjEUuLWjo+N/5WeD0Q2vdvOlBqApcWuiRNcPoGPBb1EViQvRSLex6Pj4KJpG+i7qI1+LjgvroSkxR3ezHWZmsTcM+BIlexwN7IWit6tnrHMqri++sHx1wmpFM+os9Y26ITXgFBRtXqLAOuGV7rWr0SCrmOFoVM/HwO+BTVC+gZNQ4GEmnUs95xLLqxN5NKO+QCnJHzNv11e/ybHSUH2GcePG7ZFMJucESRxPLfPT7wH8FXgRBSfeQNvogRnrnB7cNwAluG5HgQRQHqOxaNpECgWcXwWOIz26wcwsWyz7DKWOaPgDKu+1JenyhdlX7Z5Dw4rNrP7NDW6meblzUeWdfMKKO0uhK95Wnx5D5eouAf6UtewFlMfkhWo3qobNRSddiaz7fw4cg/L1tOV57BF4upHlcOyxx/YZMGDAPolEYpeOjo5LJ0yY8BhAIpF4G5WFfI7yjbDriaa/7YtGqL2IttlwpM5I4E5gRrAcNKXiN8A+wMEooDADmIDK494CbAf8Ly+EmVkjKTXQsC3qEMwusM53lJbEyMysHnyFrkgtAnybZ52lg59fVqVFVklPAeuj5G9rBvf9h/Q0QessV0Dyp2ia0YwCj5uIqhWZdTJw4MAwwe70pqamO8P7W1tb36K0JI7FGI+CDGcFzz0XBRK+BP6JSlNehgIKTwaP2R/lLHoHWCfr+fYPnqOrctFmZrFVaqChBZXxKWQwCjaYmcXJY6gDejBwUZ519kcdU49miI/Xg5uVbh003aSQOahvYQ0qmUyui3KibA2c2NraehnAtGnTru7fv/+/m5qaXm9tbc03IqYcBqLqEXcAx2fcHyb8fRyVe/4VmkL3NAo2jEMjF9oz1m0CTgD2JgiSVLDdZmY1rdRAw2tontpDBdbZFg8pNbP4eRhdnToDXdV+MGNZLzTEfhtUpaO96q0zqz0d6LtRyBCUnd8aQDKZ7J9KpTZLJBLPt7a2fguQSqXWSiQS3wfuaG9vfyxc99xzz51N95M4lmJzNFrt/7Lu/wpNk9gYBUKORPv4d4H90LSNO9B2nkDlnzdH+czuQgEHM7OGVWqg4WxUI/szlPRxVtbyA9E8tn0WvmlmZjWlA+3bHkaZx19GQdW+KMC6NHAdGnprZro4sRtwf4F1DgKeqE5zLErjxo07BLg6kUj0SqVSv0d9SsaPH38jqnZUDc1oZMKuqGLaLNKjcCdnrduB8iwcTjoIsVTwcwrwAzTS7QdoetXqwCsoN8k1KLGbmVnDKjXQcDMq09OKAgrPBc9xFrAi2tGegRLmmJnFzUfABqi6xD5oDvocNIz2auDW6JpmVnPORxUl/ou+H5mVEXqhYegjgC2q3jKrmGDUwp6JRGLLjo6OyyZMmPAiQCKReB24NJVKPZxIJO6LoGlLAfcB30cl2J9H03Y2CZafBuxC5yTn44CdUcAhtCjq745CQYZrgEMr2G4zs4ayNupAPI2GED8HXAX8KMpGxUhDlaoyM4uhWJaq6oZWdOI2BQ0zvxxdtJiKSmIeHl3TYqOm+gzjxo0bG5Se/G7cuHG7Rd2eDI+hZOb7Z92/DJrulgJOzPG4VdBoh+yyrHOBc4DeFWqvmTWOWPYZSh3REPovKuljZmZmlk8SjXI8DI0GWg3Ne78RZfGfGF3TbGGMHTt2k6ampjGo5PkvWltb/waQSCTOBx4Bnhs/fvy8KNuY4YeonaOAv2UtmwpcDBwNjAXOpXMVlR+h0RCPoWBZM/A5Gh3xaUVbbWZWx7obaOjKEHT1wszMzBrbi8HN6tSoUaMGNTc3bzpr1qwnzjrrrJkAiURiUxQ8ur29vf3ZcN3W1tZp1F7ejW2Cn9flWX5CsM5awPso0WM7ClCsBrwE7IUTl5qZFa2UQMNQlPCsJ+owvJRjnf6o/NsxKEGamZnVp2aUe2cI8CHqfHcUfIRZZ/uhqZUfRNwOWwjJZPIodJW/Z79+/Q4jSIw4fvz489E02nqwGNp/Tc2zfA7wezRK4QuUxDSBcjn8Bk35mZvnsWZmlkOxgYZfo4NMZpmqi1FCtNBuwCXAIGBCWVpnZmbV1gT8Fg0hXiTj/m/QScXp1NB8cKtpF6GEqR9E3A4rwgknnDCgpaVln0Qi8UPgnNbW1jcAUqnUm4lE4hKU9Pa2SBvZfV+hfdsy5B9xOyT4eThKFGlmZguhmEDDBsCFKHP0yagM0AiUQfpJNF/tXOAX6AB0FPkjxmZmVtsuQfvzf6Okfe8By6Nhw6cA66KKGy7dZl0ZjE7wrA706dMnCRwHzE6lUrcAbwCMHz/+IeChKNtWBg8B44GDgT/mWJ4ADkHb6ytVbJeZWWwVE2j4JZom8TM0Xw3gJlTm8mTgJOB7KIvvTeVvopmZVcmOKMhwARrVkBlMuAyNVhuDOuvXVr11Vm9m44z8NSeZTG6MkiJuC+zf2tr6T4D58+f/qUePHrc3NTW9OH78+DmRNrL8ngIeRMGGj+icELIPcCawFfA7PGLLzKwsigk0bIFGL7Rn3X8f2mE/DayP5vCamVn9+jmaInEiuUcsnAIcBByBAw3WtfdQxv5iMvO/W+G2NKRkMtkf2Bx4uLW1tQ0glUqNSCQSmwD/RCXKATj99NM/Az6LpKHVcQBK8ngjKiH3BgqEbQIsifIwnBdZ68zMYqaYQMNQcpefmhT8PIz6CTL0BHYChqGOz13AjDzrroOCKP2r0zQzs8itCzyLrkTn0g48DuxRtRZZPXsQ5fQ4vYh1ExVuS8NJJpO/Bf4AtKRSqX2AWwHGjx/fCrRG2baIfAlsBvwKTQXbAiV4fBaN2Lo3uqaZmcVPMYGGPigvQ7aZwc96qS4xGHV6vp9x3xTgSOAfOdbvAfSrQrvMGlUTSr41B3UALXq96XrY8Dw6JwY2y+d04O9RN6IRrL322om99977ira2ttbTTjttMkAqlXovkUhclkqlHk8kEndF3cYaMReNWvDIBTOzCism0DALaMlxfziVol6uQoxHpdr2BB5AgYfD0Dy941ACNDOrvNWAc4DtSM/f/g64CkiSDmJa9U1CU+GayF/KckM0JN6sK18Dz0TdiEaw00479QAOaGpq+jMwGWD8+PF3oZGbZmZmVVdMoOEblCCnKev+8O/NgMVzPO6f3W9WRewG/AlVyQCdzJwCPIFGNMxDJzpmVjmboJFFoHmyr6DpST9CSbi2BYYD0yJpnf0dDSEeGfzMtjeqRDSumo0ys8Kuv/769pEjRy42YcKEeVG3xczMrFgPo6Rgpd5qzTxghzzLRqA5yftl3Lc+0b2PqTjrscVPC7pi/j6wQo7lBwJt5D7BterohbKztwFnoRw9oNrzp6BpLm/j3DXFGIyOIQ7KWKW5z2BmVt8ats+wODopKPVWayYD+xZYfiDqRB8S/O1Ag1l57YW+U/sUWOcv6Hs4sCotslwGAtejqRPZAeT7UDlj61rDdhqy7IRGDU5ESZhz3c6KrHWF9QR2BY5FFQsKBdjWIX9y6Upzn2FBy6L/SZ+oG2JmVoRY9hmKmTrxJfFI1PYksDNwS57lNwQ/rwG2pnzzSnugHBCDS3jMAOon94VZsTYKft5XYJ17gf+HOohPVrxFlss0VMLyTGAXYBCaanY/8FyE7bL682PgNjRl8RrgcOA1NGUx9ANUfrHWOIF0/WlGI6+OABYL7msHXgBORiN0zczMym4TlG14oy7W2xR4kfJNAVkE+JbSp57kS8RmVq/OR0Pys/O9ZNoZbf/bV6VFZpUTy6sTJXqOzlOhpqAcLJl2Rlfka81FKEfVj1EA4XvoJHY2CjZk8yjIaPUhPdX3X8CJ6P90FvAFCjgcGFnrzMwKc58hBnanuHKcCZRZfa/KNicvdxosjn6PdqKrFVjn+CLWMasH7jTopHzbrL/Xy1pnCzRdqtZ8iK6CZ9sOjfA5POt+BxqilUSf/69zLFsceBmYjvLNmJnVGvcZrGrcabA4WhON1Pm/PMsHokSRb1etRWaV406DjmM/zPj7IzoHHkAjGr6tWouK5wTS9aMJjZZ5pMA6m6D/z3FVaZGZWWli2WcoNIS5UfREVygWjbohZjH3BnAFcChwJbB0xrKNgYeA5dGoBjOrf1PpXP76VRYcvr4T8E7VWlS8L1B+klzuAw4D/ko6gbRFZwgaqVAo/8+zKN/YBlVpkZmZFZUMMu76Aw+gBJCPRtsUs9g7Cl0pPAr4ObrC2YKCDtNQ5/3OyFpnZuV0I/p+h85Hx1vQUPaNUPLXX1S5XcWIKoF0b+ACSksgvQiNfeEorCzRVdWPGRQ3fdbMzMrAgQYzq6Y24BjganRlc0XSWcGvAb6KrGVmVm6jsv5+EAUYR6ORAJ+gCgFXV7ldxTgbeBy4GO2fcrkBmBSsc2iZXrcPmm5SyglxrzK9dq1KoGksGwDLoSl2/0ajFEDly+cDaxR4jkGo5OXtlWummZlZZ4ugOTFbRdyOTI0+39LMrN7Fcr5lg3EC6eitjAIKuapz3U562us9qErIkDzPc2rwmC0r2Vgzs25ynyGmHGgwq4wEcADqAL6Psrj/E13RbORhvtYY3Gmwaolrn2EJ4GOULPSXwFLo2DEUGI+m4T0W3LcOqgYyEdgVTUEBlSU9FyUizjcNxswsarHsM3jqBMwCjqY2k1GZ1avewE2oBv3XwEtoisQGwI5o2sTu6PtnZvWtL/krNBTjdernGNwTXZh4EV1Bt8o5AU132BJ4IuP+j1BnfDJwGXAQcC0KMFwP3IVKps4mPeLhbygHkJmZWUOL69UJaxxno8jsyaSvLIE66cegoEMtzss2K5dYXp3IoxldXc41vL2Y2/XVb3K3eRRk9UxC1YjyaULv/a6M+/qgQPZlKIfGKcB6FWqfmVm5NFKfwSIW106DNYbB6KTj2gLrXIiGsq5QjQaZRaDROg3NqMJE5u1I4C1U3Sl7WXg7OlinXjjQUB09UPLg87pY719oRIyZWT2LZZ/B86TNrNx+hLKgFwo0/BXlcNg6x7LFgFfQUNdsP0NzcKcAzwGbLExDzaxs5qLh6pm3nwJXorKC2cvC20RUScAsUzsKnrR0sV4ftB2ZmVmNcaDBzMptieDn5ALrhMuWyLp/IHAb8ECOx4wAWlFt+yFoSOzdwDLdbaiZVdQ6wMtdrDOHrk8mrTG9CmyDRjfkMhjYiK63MTMzi4ADDWZWbl8FP5ctsE647IuM+3oA16Fs4s8u8Ag4DjgDeDf4+17gYZSN3MxqTwca3VTIEJQwtl44gXT1XAEMA8bmWNYLuATlALq8mo0yMzOrZ3Gcb2mNYwk0t/avBda5EM1FWznjvvEomACwD52nTiTQ8OtVsp7ncODBhWmsWYXEcr5liZ4CLupinbvRKCbrvrj2GXqgbSOFkkKOBPZFCYVfC+5PRtY6M7PycZ/BqiaunQZrHJeTrjqRWUa3iXTViZsy7t8YTZdIBH9nBxoGBs83IOt1dsaJwKw2udMAP0FBx1+y4MiGXsBpaF+wWZXbFTdx7jP0QGUuv6FzpZKPUFlLM7M4cJ/BqibOnQZrDC3AHWin+QHwZ1TO8t3gvqeAQRnrPwWsnfF3vkBD/6zXcaDBapU7DdKKplBMQfuEy4Gb0XFuHhqVZAunEfoMPdExYls0nSJReHUzs7riPoNVTSN0Giz+EsABwKMob8PXwJPAz+mc3GstFIx4JuM2Efgy+D18Lk+dsHriTkPahmg+/TPAmyiweA6wapSNipG49hlcgcjMGoX7DFY1ce00mBUre0QDaGrFr7LuuwldMTWrNe40WLXUS59haTQiYRdgJQqPShgIPAb8iQWPBSOAD0kHnndGiYVdgcjM6pX7DFY19dJpMKuUXIGGnYDPgNWCv/dG83aHVLFdZsVyp8Gqpdb7DGugkW2prNtbaL+erQdwJwpK5DoWPIiDzmYWL7HsM/TsehUzs5rwT5QU7G6U3+FDdCVrSpSNMrOiNKGKNNkJXUPv5rnf6ttqwBMob88ZwCPAXGAj4HfAPShofEfGY5JoNMNDKNCQKQFsyoJljR8A9i9z283MzGKn1q9OmJlZYbG8OtENu6I59PNZ8Ip25s26r5b7DA8D04D1cixbDOXs+Ix0ol9XIDKzRhTLPoNHNJiZmVkl7I6uVN8LHIaSvs6KskFWVUOBrdFIhldzLP8KOAm4HeVduAU4DxhJ18EnB6fMzGqcAw1mZmZWCSehq9EHRt0Qi8Sawc9HC6wTLlsbeAPl3LkqY/ng4PYMmjIxHZiJEktmTrcZgkZ2mJlZjXCgwczMzCphHXQ12xpT2MdsK7DOvIx1XwdWyFq+T3AL8y+kgKeB7ekcaNgelU82M7Ma0RR1A8zMzCyWWlBlGGtME4OfGxRYZ8Pg59slPO/ZwCl0rkC0A3B5KY0zM7PK8ogGM4+cBRoAACAASURBVDMzq4Tp5K8yYfE3EXgZOA64Efgka3kzcCYwA1WfKJYrEJmZ1QEHGszMzKwSJgGbUNzVape3jKdfo8oTTwJjUUWJ+Wi7GA1sBhyJEkPm8vfglu0vwc3MzMxKUMulqszMrGuxLFVVokspXNLS5S3Lo9b7DFujoFP2//xb4JcRtsvMrFbEss/gEQ1mZmZWCePxVWeDR4BhKODwfZQf7F3gfjRtwszMYsiBhsobgIYNDi7hMUsAico0x8zMrCqm4pKDJu3Ag8HNzMwagAMNlTcXeAUlLCrWEKB3ZZpjZmZmZmZmVjkONFTePOCIEh8zFVi8Am0xMzMzMzMzqygHGszMzKxSdgJ+BawBDMyzznXA76vWIjMzM6s4BxrMzMysEn4M3AbcAVwDHA68BjyRsc4PgM2r3rLadiDwvRLW74fzOpmZmVkRar1UlZmZFRbLUlUleg64LOPvKcDwrHV2xgkjMy2GplwWWxY0vHVE0VgzMyuLWPYZPKLBzMzMKmEd4KSMvxcFvs1aZ1pwv8lXwLKoYlWxnsGfoZmZ1RgHGszMzKwSegJzMv7+ggUTHQ/MWsf0OX1RwvrtlWqImZlZdzVF3QAzMzOLpewKSq+i/AOZdgLeqVqLzMzMrCo8osHMrHRbAdsDywPTUYK724DPImyTWa25EWjJ+Pt84IHg95eBjYD/B/yiyu0yMzMza0hOBmlWm5qBG0gnYJuK5pingFnAodE1zWpMLBM7lcGhwLso4eEk4LBomxML7jOYmdU39xmsatxpMKtNV6Ps7mcASwX3JYANgGfRXOmdo2ma1Rh3Gqxa3GcwM6tv7jNY1bjTYFZ71kFBhnPyLO8HTATeqFqLrJa50wD70HX1hF/ikUALy30GM7P6Fss+g5NBmpnJhsB9wMfB7W5glYzlO6PRCxfkefxM4ApgDWDVyjXTrG7cgko1FtIEHFOFtpiZmVkVOdBgZiY7A6cB3wNWAF4A/p6xfCiaV/5BgeeYGPxcrvzNM4ulN4E1o26EmZmZlZcDDWZmMgF4Ivi9HTgbWA9NiQCYAfTK+DuXRYKf0yvRQLMYWgaYE3UjzMzMrLxc3tLMLLcVgY/QlAiA59HUid2Av+V5zB6o+sTrFW+dWe3pSedylgB9gf451m0B1gdOAR6pbLPMzMzMDJzYySxqLejkZ8+M+/oAHwKTUR6GbEegZJEXV7x1Vg9imdipC7uTLv1a7O1FNC3Jus99BjOz+hbLPoNHNJiZdTYYuA24Hrg94/7ZwIHA/cBLwfLn0RXbPYDhKK/DidVsrFkNeRSN+OlKCpiLAnfvVLJBZmZmZpbmqxNm0VgWeBXYq8A6KwI3oMBDeFX2U+BkFhw2bo0rllcnrCa5z2BmVt9i2WfwiAYzM2kB7gVGAf8ssN77aGRDX2BplDjyI3SAMDMzMzNreK46YWYmvwMeo3CQIdMsYBIa/u0gg5ksDmxZYPlP0XSJmWiq0bbVaJSZmZlVlwMNZmYyHPgJ8G7W7RdRNsqszhwJXIoqtGT7GXANmp50GSoXew8wrEpts9JsCNwHfBzc7gZWibRFZmZmtlA839LMrL7Fcr5lEZ4Fxua4vx/wOXBcxn0tKLHq+VVoV5yV2mdYHfglcAFwGgqw5ipBOhbYIvi9BypF+kq3W2lmZvk0ap+hoVyL5lxHzYEGM7P61qidhmnAfjnuHwm8xYIjKY8C/lvpRsVcsX2GHiio08GCZUa/BLbv4vEDgnX7dbulZmaWSyz7DJ460dme5I7qm5mZWdd6AV/luP8XwBXoJDfTJGC5SjfKADgPOAa4EVgLaAYWRSVJvwHuAjYv8PgVUeLbmZVtppmZxUEjVZ34oIh1+qI64G0Z961QgbaYmZnF0WQWDBxsjE5sr82x/jx0wmuVtRrKn/EXlCsjNA/lXngBeA04B9g0x+Nb0GiI31a0lWZmFhuNFGhIoCspFxdY5zTUEcp1NcbMzMwKewY4ArgBDedvBs4G/gZ8kWP9ZfLcb+W1FxrFemqe5Z+iESejgSHAlIxlg4HbgOuB2yvYRjMzs7q0LJoHeg0a2pnLDGojo7JzNJiZ1bdYzrcswvro+PUSSjb4MvA1Cijkchkasl+P6imv0+V0PeVhX7TNZk6fWBZVCdmr260zM7OuxLLP0Eg5GiYDPwKGAv9Gcw3NzMysfF4BdkWB+x8Dn6Gh+FNzrNsL5Uaq16vk9ZTXaQ7QGyWEzKdvxrqg6RL3AqPQiAYzM7OiNdLUCVCyo+2AJPAiOnhehSJIlbQysEgJ6zfa/8XMzOLj/uDWlfnABtTm1IkPilinnvI6vYT6FlsBD+VZZ3tgFvBm8PfvgMeAf1a6cWZmFj+NeELbgQINj6Igw6HAb4DnK/R6iwETKX30SKWDH2ZmZlGbHHUD8ohbXqc7UEDnXGBrFmzzLsD+qF80O7hvOJoKs3PWun9CUzHMzMzyasRAQ+gRYG1gLPAEuvqSL3fDwvgKGAEMKuExY6iNeZ9mZmaNaHPUL1gbJbfMlQPhFOBq4N3qNavbvkPVJu5A+aouAd4G+gDbAAcDbwAnZjxmx+o20czMLH5WRFH8acBKEbcF1BGYFHUjzMys22KZ2KnBLAo8jCpp5MrrVI8JpDdFIzhTGbd5KClnKRdEzMysfGLZZ2jkEQ2Z3gcOD25mZmZmUeV1WhF1OotVSl/uGeAHqITlMJST4fXgp5mZmZVRT9SRWDTqhmTwiAYzs/oWy6sTDWxr4D3gKXSiDpUZ0bAYGmGQKvHWUeZ2mJlZ9cSyz+ARDSpN9QDqRDwabVM6GQK8EHUjCuiPOlhhhyjOmmmM99kbaA9ucdYL/S/bulqxzvVECe2KHVJdr5qC23+ibkgWH1/jpZp5nfYkXWqyGGOBNajtPkMujdSPKEWjHKNKkUB9lLlRN6TGNEq/rRRNqIzvf6mvAGws+wyxfFMxcB/QL+pGdGEA+iLPJ94Hwx6ow9dB/A9wfdH/ck5XK9a5ZvT/jPv77I+23+lRN6TC+qDO1nRqb1/0IDoptXiYDZwMXAmMRseESnRk7ylx/cHAPhVoR6X1ozH6EaVqlGNUKZpJbys+qU5rwdtKtpbgNpv6mxLmPkMMLYIix1tF3I56sx/63DaPuiEVtjZ6n3HP39GE3ufZUTekCt5Ewby4uxX4MOpGVMEEtO32j7ohZlaSvdB3d8uoG1Jj3qb0YFPc/RxtK+tG3ZAa8xlwfdSNqDG/Q9vK0KgbYjq5MDMzM7Ou1WJeJzMzs5rjQIOG1RwNvBN1Q8zMzKymhXmd1ou6IWZmZrXMORqUhOiiqBthZmZmZmZmFgce0WBmZmZmZmZmZeNAg5mZmZmZmZmVjQMNZmZmZsVxXiczM7MiOEeDmZmZWXGc18nMzKwIHtFgZmZmZmZmZmXjQIOZmZmZmZmZlY0DDWZmZmZmZmZWNg40WHfNyvoZV+H7mxlpKyovBcwm/v9P0Hv0+4yP2cD84GZm9aNR+hGlapR9dym8reTmbWVBs0j3ac2sTjUBa0fdiCpZk8ZInLoy0D/qRlTBEGDxqBtRBYOB5aJuRBX0BYZF3QgzK1kj9SNKsSyNcYwqRU/UF7POhgKLRN2IGtMbWD3qRpiZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZlZg0sABwMPAl8D84APgEuApaJrVtUMQe/3g2ibURFzgFSO2xlRNqqC1gcuAF4GviQ+7/M8cv8fM29rR9a68koAB6L/4RxgGvAQsH2UjTKzkmwE3AR8AswF3kf75kWibFSNWQsdp/aJuiER2RF4EpiJPocbgO9F2qLa0ujbR8j7ErM6Nwi4HzgeGAHsAoxFQYe3gebomlZxg4DX0I7rg2ibUnZN6AT0QHQCnnlbJsJ2VUIzcDUwG7gK2BNYg/gciFYBtspzuxZtvwMiaFclnIo6nmOBLVBn9BqgA/hJdM0ysyLtjk4I/gzsh77DY4BvgReAHtE1rWbsgE4iUzTmieSeaJ9+I+p3Hgi8jk4m49Y/6Y5G3z5C3peYxdguaCe3TdQNqZAm4AF0EvN74hdoWBT9/1aMuiEVlgD+AbyJTsgbyQboqv9mUTekTIYC7cDIHMv+AbxS3eaYWTf0BTbOcf+e6Ji0S3WbU1M2AW4FvgN+RWOeSPYBpgC3ZN2/GPAZ6pM1Km8fnXlfYhZjP0Bf5PWjbkiFnAI8A/QinoGG1dH/r1/UDamwn6Lh9StE3I5qawJeBC6KuiFltBPaZlfKsex3wIzqNsfMyqgf+n4fG3VDInQCmtK3FNBCY55I7k3+vmUSjUzsX9UW1Q5vH8XxvsSsjvUDdgXeAS6LuC2VsjWaGhJe7Y9joGEbFBWPu1eBs6NuRAR+BnyDrgLFxbqo87BdjmWXAs9XtzlmVkbfIz2dzxr3RPJc4Ks8yzZHn8nW1WtOzWrU7aMY3peY1amvSSeXOx0NS4+bPsC7wBEZ98Ux0HAomgP5NfAGGo64VYTtqYSl0bZ6OcozMgVNJXgD/U+bomtaRfUAJgHjo25IBfwLeAslwgptCEwHdo6kRWZWDqcAU4lPPpmF1agnknehZL+5LIc+k1zT5xpNo24fxTgF70vM6tI6KDHP+ehq+J1oZxcnp6NMx5lBlDgGGgajOfzbAUcB96DAw1+AnhG2q5xGoAPx48Cv0XvdCpiAEghdGlnLKmt/FFBZPOqGVEB/lPipA3gEVdz4DL1nM6sNvVGy3cxboePKNmiftVflmxapUj6XRj2RfBxVEsqlL/pMjq9ec2pWo24fXWmUfYlZ7K2G5r6PjbohZbQiOgH9Qdb9cQw05LINKl96YtQNKZOD0YF4YI5lv0cnq8tXtUXV8SBwW9SNqJDtUWDhFFRl4kZgFnA98akiYlbvjmLBEru5pjyBcq/MAI6pTtMiVcrn0qgnko+jY1gu4WfiQEPjbh+FNNK+xKwhXE68TsCvQsP2sjVKoAE0omFi1I0ok8PQgTjXlf3lg2V7V7VFlbcU0Eb83heo6sQs4PCs+5dDpc8eq3qLzCyXZVmw1O6iOdY7ACX3OyLHsjgq9nOBxj2RvJv8UyeWxVMnQo26feTTaPsSs4YwBl0Bj4tpaETDjKzbXHT1ewZwbWStq45R6EQ1DvZCB+JVcywLD9JHV7VFlXcUqiHdHHVDKmAM8AW5c2tsgf6fG1a1RWbWXfujY6unPeXWqCeS56FExj1yLBtOvMuql6JRt49cvC+pQXGZg23RWgn4NOpGlNH65D6JOQw4BF19iHsJvaWITzWKV4KfP2LBURrLBT8/qV5zqmJvlPhybtQNqYDlUPLSjhzLPgt+LlW95phZN20M/BVdmf5bxG2x2vI48Bu0jTydtWxndGxzhSELeV9iFlMroJPucyNuRzU0ytSJRYGPgOuibkgZPYs6K9kBpNPQCJZc+RvqVS80dDBuozRCv0CjbdbIsew4YD6wTFVbZGalSgAvoml6ll+jXrHugypE3ZR1/2B0YeuvVW9RbWrU7SOT9yU1zCMarFiHoyjyfcCHaNtZD53MfEA8S+jF3Y7AL9GV7w+C+9ZClRlSxCcZJGg7fRRVSLkQBRd+jJJJjQz+jos1UOfj1agbUiHXAD9HicJORSNW+qIEUL9BFWOmRtU4MyvKBsHtcjSKMFs78J+qtshqyWzgSJTQeD5K9DsIOBmNZjspuqZZjfG+xCwGNgVuQCekc4GZqIM/DpWaawRxG9GwJnA1mk4wO7i9CZwJLBZhuyplA5Rg6hv0Xp8nnskSf4wCRXGspBFqRt/Ht9D+aDoaartflI0ys6LtzYKVFzJvcZ+eWKxGv2K9Ayo1Pgv4ClUYGhppi2pLo28f4H2JmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZWXn1BvpG8Lq9gA2Alghe28zMGtdAdAyy8vOxvTj+nMzMLNaagXnAjyN47S2AFLBcBK9tZmaNaSOgA1gl6obElI/txfHnZDWhKeoGmFnZDQB2A3p2c3m5JPBVHTMzaxw90bEvbqrVb7AF+bO3uuVAg1ntWQFFogvdFgnW/QnwHbBlxuOHA3eSf8hcV8vNzMwMrqHr43F4i7Ou+g25+iK1Yjngj8BrwAz+P3v3HS9HVT5+/LMpJAFiJHQIgnQEBDEC0iQRpUgVRCkiIiCiIn5BULEggoWiYMWC0kQIiqioIOQmIEiR3qWDECB0EtJI7v7+eGZ/d7N32+zu3fp5v1772ntnZmfOzt2758wz5zwH3gDuB84E3t7CclWrk8+9epzRMal9HQvcXGLdrOR5LLA0rcmDIElSNzsF+HXe78OB6cD3gStaUaA21a5tkQOBXwL/Ay4EHiCGtqwPHAB8Bvh8sk2natdzL0lqQ2sQd0d2qnL7wij3rsnrly6xfaX1jTI6OY45GiRJ3WAEUbccWmL9lsn6bsvRUE27oRm9JNPU7XsQQYUfUvzG6jAikJQF9mtUAYdALefeNpDagkMnpM62JTCX4o2aWSzerXOflOv3Bv4NzAFeBi4tcRyIrns3EN0S5xA9MQ6povxfTMpRrBGQAV4Ajshb9j3gcSLJZO44u1dxHICPEe+z2LH2KbOumvMwEjieuFsylzgPtwIfqLJskqTucTLRPf8N4HXgOmCXMtunqW93AK5J9jsr2fceRbYbD5wG3JZs+yYwA9i3jmOXajeUa4t8COhLyjAHeIzoEZKvnrq9mDHAT4GriHbGwiLb9AMnEO/3R8RsITm1tBeqfQ8rAz8DbgFeIv4us4DriXNVSi3nvhjbNGoaAw1S93o3sEHe46oU678C/AF4kKgoP0/0tLgJWL1gP98CfgfcQVR8uwJTiMq9kquJKP3EIus2AZYDrsxbdidwDDCZSI50B/AnYMcqjlWLas/DacBxxJ2T9xENyt8DrwxRuSRJ7aufuPDcFTiIuMC/gqi3CqWpbz9D1NVPEnfh9yVyD/wx2U++dYkhmJcl5dgaOIy4wK3l2FC5XVHoWCK/wGPEMIadgW8QF7D5Gl237wasSrRPKvkm0dYovNmSVrXvYXUG/o4HEYGjA4nhHX+hdEAq7bkvxjaNJPW4NYho9S5ExLzwkZ/Rulg3zXqHTmwILAK+U7B8DNG4OS9v2WZEg+oIBhtLdUMnniHuKhQ6BvhvhddCNKIuL1hWrNtg2jsUac7Di1QXWJEkda56hk78DfhPwbI09cy6xN3yrxfZ9+eT/by7yrKkPXaldkOxY21I9CQ4rsRrKqm2bi/mJ8Td+mpnAHkCuCDv91p7QBYq9h4qfUYKc3PVcu6LnSfbNGo6ezRI7etvRJe6wke5rnWNcBgRtT65YPlcImFS/h2ZTwHPAecU2c+bVR7vrxTv9rk7Ed2v5FYiut9oac7DAuAdQ1AGSVJ3uATYlMXb3mnqmU8DrwKnF9n3z4mL5SNTlCfNsWtxKDH88awaX19P3b4y0UOg2tlAnkpe02hp38MlxA2cobg+s02jpnPWCal9HQXcWGT5w0N83M2JrpVziqx7AFiG6Gb4InH35BaqDyoUMwU4nOjm+EyybDzRzfPYgm13Bj5HVNwrEY2uucBSdRy/lDTn4f+IjNYrEtNoXT8E5ZEkda4niHb38sDzybI09cyWRI+IuUW2XUiMu986RXnSHLsWWwC3A/Or2LbRdXuGdFOOZqn/4r4R7+EJBn9GGsU2jZrOHg1S+3qYiIYXPl4b4uMuA3wQmFfkcXGyTa4L3zjqrwyvBWYCH8lbtjdxhyG/m+nBwN+TbT8DbAXsD9xT5/FLSXMeLiaCLvOAacTYzFbMtiFJak+5C7yxecvS1DPjgWfL7P+ZZJtqpTl2LZYhclNUcjCNr9ufBd5G9UMnVqe6spZyMI15D8U+I41im0ZNZ48GqftUiuJXWj+LSMBY2Jsg39PJ8ytE5VWPRUQyyQOAM5NlH2fx8YIAXwPOBT5ZsHwicaenktnJ8xjiPVaS5jwA3EUk5lqFyC9xKfBVIqmSJEmF0ta3K5XZbhXSJetLc+w0vQNyXgdWqGK7euv2Yq4jhpFszuCcB4XWIwIN381blra9MBTvIaeWc1+MbRo1nYEGqfvkuimOZqCyTLP+HqJifLCKY91MJE0aSX3DJ35NdNXbICnfe4nAQ763EdN01So3LGMNqrvLkOY85JtBVMrziWzWp9O4hoIkqXukrW/3I+rueQXrhhP15g1DdOxK7YZibieGE1QaxlBv3V7MX4n8Ud+gcl6rE4mgyMV5y9K2F4biPeTUcu6LsU2jpnPohNR9nkyeN61x/XlEEqCPVXGsXxBj+r5ZdemKe4BoIH2ayNfwTyKRU76niSRJ1cgFPcbkLXuQqKT3r3Ifac5DMTOBUfg9K0kqLk0980tgWeDoIusOA9YikkIOxbErtRuKOYe4AP9che3qrduLmUOcp12IO/DF6uEMEWT4GHEhnT8sNW17Ic17SKuWc1/sPNmmUdPZo0HqPg8T4+l+SkTznye6BkIEBiqtv46omM8jxhlOJZIajSW6IV4IPJRs/yDRiPgZsAkxBGIGURmtm7LcZwK/IZJa7Vdk/XeT8r1OdP+bRSRZek+RbR8iGhpfJjIsP04kZfou8G2iB8ZVwBtEnomdiuyj2vOQYeC8PUHcWZpITEF2KTE0RJKkQmnq2weIbu8/ANYkpk3sJ3oNHAl8i8rDBGo9dqV2QzG3EvXvWURviz8Rs1CsQNSRuWkv663bS7mEuBFyJnGOzgPuJ+7GrwccBGwEfInoVZkvbXshzXtIq5ZzX+w82aaRJLEGUREWq8wKlZqPeQ3gz0SEfhaRVPGQFOsB9gKuBl4iLv6fT16zHoNtRcwXPTPZ9g3gv0TgYZ0q3gdEZfYY0RAolcDpIKJ74utExP4FIovyD4ts+2Gi0iycWutIogvh3GQfM4neFGeUOG6l8zCWeJ9PE1NCvU6MbfwSEXCRJHWHEUSde2iJ9aXqZIiLtVLr0tS3OwJ9RN09m6i/9k5ZllqOvQal2w3ljrVXUt5XiYvfB4neGfl3xhtRt5eyLtHT4xFiyEmWuPD+GZWncEzTXqj2PdTyGVmD9Oe+1HmyTSNJkiRJUoOMJ3INHFdpQ0n1G97qAkiSJEnSEJtL9Ao4lZjB42Hg5ZaWSJIkSZIkdbztgH8ROS4epvyUj5IkSZIkSVWZQEyl/b5WF0SSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEnqIMsAG7a6EJIkqWFGtvj4ti0kSepxTwDTW1wGSZJUv3cALwKfa3E5nsC2haQqDWt1ASRJkiSVtCSwbKsLIUlpGGiQ6rcHcDnwNDAfmAXcD5wH7AZkWle0ppgOzG51IRrsJuCiCtuMBx4GbgWWGPISSZIq+RJwI1Efvw4sJOrkx4C/Ap8GlmpR2awz2s90uq/9IrWNEa0ugNThzgU+AbxABBv+RwQW1gQmAQcB2wLXt6h8qs1GREO1nAnA2kA/MW71+aEulCSprA8BE4GzgZeAucDSwPLAVsnybwL7AP9uctmsMyT1FAMNUu32IIIM/wR2J3oz5MsAO2CQoVvdDXyEuBtig1GS2sN84PMl1u0BXAj8nch7MKNZhcI6Q1KPceiEVLudk+ejGBxkAMgCVzevOGqBPwBXtroQkqSq/Bn4P2AccEQLjm+dIalnGGiQard08vxKja//CHAVkUl6PvAM0fthv4LtNibuvuRyQMwFHgC+TW1jTTPAx4HriDGsc4g7LV+rcX/12B34B9HFdR4xfvUHFLVKrQAAIABJREFUwEpVvHaoz9/eRLAo/3FvwTYPEvkcSqnl/e1PDMm5LXndgqTMjwBnASuWea0kqbxLkuctiqyrpX58O/Ar4CHiu/oN4D7gxwzO0VSuzsgQwy2nAy8T9dVjxHCP9cu8nyxRZ5RyerLNcgXLG9m2SHMOCh2YlK+w7s43KdnmgAYds15pPie1vr+0x8n5IPBr4J7kNW8Sw3uvZeC81PO3354ImD2b7HsO8BTRu/cbwFuKvKad2p1qIodOSLW7i6gUDgB+mOJ1I4iumx8lkkb+BphJZJV+D4O/pEcSX+bnEEGNJYCtgROA9wPbEQmvqj32FGAvotL5XrJsC6KC+Uiyv9dSvJ9aDCMaCIcQDYNfJMfcgEjW9QkikWaxMbTNOn//AX5UsOzVJry/bwCrEHfe/kEkMhuTvLfPE3+7LWlul19J6haziTwJSxcsr6V+3AT4FxFIPo8IDIwm8vysR1w8VmMUcfG2K3HB9xsi2LAasBNRbzRao9oW9Z6Dq5Jt3g/8vsQ2k4m/2VUNOmY90n5Oanl/tRwn50fAqkRA7QIikDCOaEfkzkstf/sMcAbwRaL9cRmRl2wEkX9kB+ADyfL8mzLt0u6UpI7yFiKSvgj4OnGhW42TiS/7k6mvV9FRyX72L7LuCYrPdf0dojI7uMi6jyf7+2nKckwnfdbmE5Jjnc7gc7AW8DgRgV+5yGubcf5mE42+Skrdnarn/ZW745XrZXFOFWWTpF4zncr10frE92jhzEK11I8XExdka1RZvlLf7z9I9n8Sg+uMYcTFXRb4XJHX1tqjoZS0bYu056CYW4h6sZTrgZsbfEyorf1Sy+ck7fur9ThQuadlOeX+9kcn635P8fbuscn6jQqWD0W7U5J6wvJEhZclLhzPIKLp5bafS0R16zWKqGiLXXQ+weDGQO7YPy+zz2lEVDnNBfx00lXUyyTb30Tp7o3bEef0rILlzTp/9QQa6nl/pfaZ79+k/xtJUi+YTvn6aDhxxzXLQJ4lqL1+vIHoUVetYt/vKxJ3na8p87qJNC/QkLZtkfYcFPNNoozvKLJuuaQ832zwMSF9+6XWz0na91dPe62eQEOpv/1Yokfng8k2xRQLNAxVu1Mdwj+qVJ8XgI8RjYC/A0cS3R6vJrqQFdqF6N73qzqOuQzxRT+f6PJW7Zj9DyXHvoao2Io97iF6ary9jvJVU46liIqnVPfG64ghBx8pWN7K81etet5fNa4n/kZvq6l0ktTdMkRX7gnE9+Q7iG7hRwK3AnsSF3X/yHtNrfXjzcTFVLEAQLV2Ibqu/6aOfTRCrXVjI85BLrC/Z5F1uxEBoikNPmYtav2cpH1/zW6vVfrb70IMv/gxxZOfl9Iu7U61iDkapMa4jRh3fzTRFexLRGKcc4ixlYuS7TZOnm9Pse/xRKR4L+KLeBRxAfsE8eVc7f9xLspczZ36tybPGwCfKrL+QuDOKo9baJPk+dYK2/2H6Gq3IgNTgbXy/FWrnvdXjVxuhvHEe5AkDViSGDtezFXEePjpBctrqR8hktlNJC7A9id6qV1GjH+vVu7YD6V4TSM0qm5sxDm4L3nsSXS1z7cXkTjwgQYfsxa1fk7Svr9aj1OttH/7zZLnG1IeZ6jfh9qcgQapsV4hEvH8gggyfIpIUpSrWMYlz9UmvVmOiNyvQQzR+B4xE8EY4J1EQKNauWMfSOUL2/8mz2sBxxRZfyu1BxpylUmlc5BbP46B8rby/FWrnvdXjXnJ8xJpCiVJPWIeA73Fssnv2wAnEhfz04u8ppb6ESJ7/vbJ6/6PqGdmEhfApzPwfV1OLoFxmnqgXo2sGxtxDiCSF54ErEm0myDutO9I/O2G4php1fo5gXTvr57jVFLL33588vxiymMN5fuQpJ42msga/VTeslzCp3JTVeU7ldKJeQCeo/ic3E8wuDH1w2Rfxab0qsd00o1xzI0X3bDCdr9Ntsvvwtes81dPjoZ63l+pfeY7InndllWUT5J6yXRK10eXEN+dHyuyrlH149bJcfqJgHxh0rxi3++nUbnOKJej4U3igrGUYjkaGtm2KFTpHJSyBtH788S8ZZ8hcgZMGKJjTidd+6Wez8kaVP/+6jlOpTZELX/7XHnKtb2K5WgYqnanOoQ5GqShM4+I0E5g4H/tweR50yr3sQURaS7Mjl2LXLfM9zZgX/W4K3meWGG7iUSFlx8Fb9b5W0DtPb7qeX+SpKFxKPAI0eNwzYJ1jaofbyCmXj4UeDdwfBWvuSd5rvVi7CViOsM0Gtm2KFTLOYAIYlxNDD/NJVI+iMil8fQQHTOtej4nT1D9+xvK9lotf/tHk+dq21457dLuVIsYaJCGTi4h1UtElB0iYeRC4PAq97GISCw4POWxswye8eDKpByH0tphU38juj0eQelZGbYlouKFvQqadf5epPjUk9Wo5/1JkobGLKI3w5LELA3538+Nrh9/R/Gp/or5G/AG8HlgZA3Hupu4uF4qxWsa2bYoJc05yPklEQT6ANGNf8tkWbVqOWYa9X5Oqn1/Q9leq+VvfxVxXqtte+W0S7tTLWKgQardrkTW42KGAV8nAg35F5NPE3dTJhHdJYt98eZX4jcTQzA+kbJsrxPZtvP39ThwPtE986cUH+M/OuVxavEy8H2igj2Nwd9DaxHlfJkYO5ivWefvNqLhtlbB8moqynrenyRp6NxGfO9uC3w2b3mt9WOpwMAORF30VIn1+V4CTiHuFl9AuoABwO+J8fWnpHhNI9sWjTgHOX8hEnl+IXk8QdxgKNTIY6ZRbzuq2vc3lO21Wv72DxOfs0kMzieRK0uxXpzt0u5Ui1QblZS0uDFE4qHRwI3ELAgvEheiqxLzc6+arNuZxRMDjiGyI+/EQCXzDFFxbkJcmOamQFqeGG84gehedwuRcHJMsuww4NpkX/lOIgIdlxJf7tcmy5cmAh87EpXdFcnzSGCdpKxbMNBNrhrTiW5xJ1TY7mfEnX6ISPqviVkXHgD+Spyj9YF9iGEnuxNTORZqxvnbMjn2K0Ql+QKwCrAHce5yQzgeJOaWLsyXUM/7K7XPnCOIqTPfS+1zZUtSN5pOXPAsXWabJYheACsTgd9cgrta6sdpRI6EW4l6YkngXcSUha8DmxMXWzmlvt8zRCLDzyb7+TORMDBLJAzcnEh++HngJwWvHU7cOd6BmM3omuQYo4l6bkciOLB83nttZNsi7Tmo5Fgij8BCYgjED4ts06hjTid9+6XedlQ176+e41RqQ9T6tx9HzKa2OXBH8to5wNrENJa5G28bA/c24H1IUk9bH/gWUeHNIC4e5xNfoH8hsuyW6po2LFn/T6KSnE9E4PuIub7zrUBM3XQvUYG+SdwNvxe4nLiYLTSaSAD1JDFfeL4MMZbxCuBZIh/BG8n+fkT1c2fnTCcaQ5UeKxV57R5EA+kl4hw8QlS6xbbNN9TnD6Jr43XJaxYQleDZLJ60qVLSpVren8kgJak206kuud8HiO/RHxUsT1s/Hg/8m7hQe5P4rr8L+DbFh99V+n7fjkhq+HRy7PnETY2bkuOXSsa3BHEBezvx/hcSddf9RFDgGAbfTW5U2yLtOahkXFKe1xmYkaNQo445ndraL/W0o6p5f/Ucp9JnDGpvFy1BBLtuIoYizU2OdxpwMnGu3tGg96Eu0Ks9GpYmInJrs/h0eY8Q0eBZLSqXJEmSJHWSrxBTuU8geplKPWdV4DziznOpqOU8oqt02gy+kiRJktRrLid6RZj/Tz3pbUT39ueJsVHbE1G3JRkYl7QV8I1km2eA1VpRUEmSJEnqALsRs1n8rNUFUXvppaETvyeynm5PRNzKWZYYm303sN/QFkuSJEmS2ta5RG/ve4gbsrOJBJDbAJOJHBmTibwZUs95iZg/uVr7M5CdV5IkSZJ60WeJhNtPELns3iQCDlOJJNzFpq6UesYcYgqVau1MZESVJEmSJElV6qWEHXcCB6TY/iBinlhJkiRJkqRBdgb6ifmEtwKGl9hu02SbRcQ8y5IkSZIkKYXhlL7o7jZ7A88R01i+QvRYmApck/z8YrJuBrBHi8ooSZIkSVLHygAXACNJlyixk40BdiGypK4NjEuWvw48Qsw28Q9gbktKJ0mSJElSB8sA1xOZQjfPWz4WGFHnvucTCRiV3r7AYa0uhCSpLv3AV4DbW10QdTXbDJLU+dYHjgcuanVBGqVYMGE7YvqSeodTvAGsAzxb53560f7A9sBTLS6HJKk2w4A1iGC+gQYNpZraDOedd96E66677o1zzjnHee8lqbVGABOAT9HlgYYHgK8SvR3qMZ/IedCJRgNnEOfiJ3XuKwMcDayY4jWbAbOBteo8tiSpNcYDL1F/XSpV43+kbDOsttpqcw444IAp55xzzhFDVCZJUnXWIobwd1WboVig4QXg1Br2lSHu4Cyqq0TtYSJwJHGxX2+g4a3AycCSKV+XrfO4ktJ5N/G/ulHy+11EkPCRMq9Zhei99drQFk2SGm4G8EyrCyFJ6l7XA7dUue0HiMZ4oeOIi/I3ie4eoxpTtJYZAXydGPfYCs8S51JS83ydSBILMXTsRODOItttAPwReJUICGaBJ4BTSB9QVPcaT3w2vtHqgqjrXQ481upCSJJqthbRZuhrdUEaLU2g4U7gmIJlewILiDuBRxON7y81rHS9yUCD1HpjiS/9pfKWbUUEVV8Hfkt8530d+Gey7a3J6yQDDWoWAw2S1NkMNBBdhLctWHYncFre78dQ/C6gqmegQWq9dwJP5v0+hui58DSR6LbQIcQsA/UOt1J3MNCgZjHQIEmdrSsDDcNq2H5+3u/bAhsCP8xbdhvw9jrLJUmtNBo4i+ixkLMrsDrwBeDhIq/5DXAZ8EkcQiFVkqH+2a1Uh76+vkumTZv2sVaXQ5LUndIGGp4k7vLlHE80rGfkLesnGuntaARxsfBFYD9g6TLbbkx0kZbUW8YDVxL5Zv6Ut3wiEW3+e5nXXk4EGTYcstJJnaNcXqdZwDy6I69Tp9otm81u3+pCSJK6U7FZJ8q5APguMQZ5I2BHBjci1gSeq79oDTceuAZ4V96yGcTsEn8usv1wFh+bLan7rUoEEr5FBFHzLU0MaZpb5vW52SfM0yDFsMoLiJ6OOXsSOZ1OJabAPhE4isWHYKo55mYymXLfZ5Ik1SxtoOFUYAXgBCIB5AHA3QXbbA1cV3/RGu4kYkjHXsDVRODhU8DFRF6Jn7WuaJLawGgiyHA80aOh0FPAEkQwtdR46A2S5ydLrJd6yToMzgF1IjEs6WvJ78OBj2OgoemGDx++TX9//7OtLockqXulSQZZjQzlhyS0ypPAV4ss34FIcnlowfJNiW7SrWAySKn5vgr8qMz6jYihYb8ssX4c8T1zf4PLpc5kMsjo/bN53u/bEnXbKnnLtmegJ5BqYzJISepsJoOs0hpEt8h2szIx9Vyha4B9gB8D+za1RJLayfuAjwKPFDw+nay/FzgXOAw4G1gx77XvIqa4nAAc25ziSm2v0/M6SZKkGpUaOjEaWK6G/Y0h7gpuxeLZ2tvBC8Qdx2L+QQyjOJ9ISnVBswolqW3sWMU2nyG+Hz9N9IJ6ikj+uCJx9/ZQyieLlHpJJ+d16npTp049etiwYTdNmjTpplaXRZLUfUoFGjak+N3/arwBHFTja4fSDcAuwKUl1l+UPJ8LTAKseCUVmg/sD5xJ9IRaA1gE/If4DvGCSRrQyXmdul4mkzklm81egO0dSdIQKBVouJsYS5nWm8BDwCs1l2jonEE0Zn5K6SDKRcQ4x58Cn2xSuSR1nltobG4bqRu9CXwheZRyOM7w1CrZTCbTqlxUkqQuVyrQ8CaRJLKb3Ax8hMqJ2m4CJgKbAasPdaEkSephaxCBiHYbbtkLDs9ms/e1uhCSpO6UdnrLTveXKrfLEvN+31ZpQ0mSelw35nXqepMnT76o8laSetBo4BLgDmJK4nJysw3OGuIyqQP1WqBBkiQ1VjfmdZKkXjMc2Bs4jrhGvKPMtrsn221CBBqeA64lpnR+aGiLqU5RS6BhJyLz+gbAW0pscyFO8SZJUi/oxrxOXW/atGkThw8f/uR22233QqvLIqktrEkk6N2HmEWrmAyR9+6LRHDhCuBp4G3AbsCuwF7A1UNdWLW/tIGGPYk5sC8nZmc4lGhg5OdzeA/RDVKSJHW/bszr1PWy2ew1CxcuPB84qtVlkdQWHqZ88l6AjxFBht8ARxKzceWsDvyNGHaxHmAQs8elDTR8FfglcETy++eAHxJdZXJ2Ac6pv2iSJEkaIkskD0mq1heJGfqOIILM+Z4khsLdBhwGfKe5RVO7GZZy+42BS/N+XwZ4tWCb15PlkiRJak8XAn2tLoSkjjGKmJnvLwwOMuTcDjwObNOsQql9pe3RMAKYl/f7CwzONP2Wgm0kSVJvMq9Tm5o8efLhrS6DpI4ylsjR8CKRAHJvIhnkSsSwixuI3AwvAONaVEa1kbSBhmdZPLBwF7A/MDVv2U7Eh02SJPUu8zpJUvd4hcjJsDWR22WF5PeZRO6GDBFsWAuY3poiqp2kDTT8nphbNecsBrKK3kF0pzkI+HT9RZMkSR3MvE5tbMqUKUvsu+++C1pdDkkdYxFwM3FTeQZxs3k2sHzy+6bAycQ0mde0qIxqI2kDDccX/H4NcAhwAvBxYnqTw7DRIElSr9sY+Ere7+Z1aiPLLbfc/X19fedPnjz5pFaXRVLHeJPoubA0MewtP9/fHKCfCDTMaX7R1G7SBhqK+W3ykCRJyjGvU3tbJXlIUqGvFVmWAbYE3iByMGSBZ4BZwMoM5GVYAOwInD/0xVQ7SzvrhCRJUjVK5XXKZ16n1plBXCRIUjXGA0slj0OA7wJPEIGHG4mh8+cT0+Zu2Joiqp3UMutENRYRUS5JktSbzOvUxiZPnrx2q8sgqaO8kTw/Rene7H8khtM7JE6pAw2l5kwt9APgmJT7liRJ3cO8TpLUPZZInkcTveL7i2yzLDHEotg69Zi0gYaPVLHNzsAWNZRFkiR1N/M6SVJnyiTPKwCnAceyeA/28cDviCDD880tmtpR2kDDH6rYZh7enZAkSWpbfX19l2QymT9NmjTp4laXRVJHeA2YSQQS/g/Yjhgq8TKwHpGDZ4Vk/d0tKqPayFAkg3wFx+VIktTrRlT5yJTagYbUbtlsdvtWF0JSR5kCrAj8FHgrkRDyF8AXgAeBy4nv9UtaVUC1j6EINCxJJIOUJEm9680qH6e3qoAVjAB2Bb4I7EfMG1/KxsDsZhSqgeZmMpm5rS6EpI5yEvAY8ClimMRWwGbE0PlXgQ8DFwFTW1VAtY+0QyeqsRPw3yHYryRJ6hydnNdpPJG88l15y2YARwJ/LrL9cGLKt44xfPjwbfr7+59tdTkkdZQXgG2BXwHfTB4584DvFyxTj7seuKXKbUt1exxLRPO/T4zLcaqq+jxL9TN8SJLaz3giSdY3Wl2QNrcr7Zk07CfEUNA9iQDCasCJwFwi2FBoU1o3rfflxB1GSWqmTYkhE8cTMwqt1NridLS1iDqkr9UFabQ0gYZshcfrDJ7OSukZaFA3GQ6sDaxLdb2olgXuBIolKDsYeIi4s3gL7XknVAIDDdXaGljQ6kIU8STw1SLLdyDmkj+0YHmjAg3jgEeI5GrVPhZhm0GSOllXBhrSDp3Yr8TyWcAzRBKQeXWVSFK3WA04FdgDGJMsmw/8g5gS6dEir3kLcBlwdfL6fDsD3wLeTzTEdwGuAN5JBOckdZ52zeu0MnBrkeXXAPsQ31OvE4nRGmku8FfivFTrQGJe+1SmTp169LBhw26aNGnSTWlfK0lSJWkDDU6BJKkaawE3EL0TLkp+XgS8l2gUb0+M8bs37zXDgQuJREPLMDjQcAzwPSLIAPB3IvJ7BI4HlDpVu+Z1eoHoXVDMP4hEaOcDo4ALGnjcBUTyyTR2B5ZIe6BMJnNKNpu9ADDQIElquKGYdUKSziEytG8PfAL4ZbLsUGBLonvY+Sz+HfRN4FqKZyrOJK+7umD51UTX60YaTSR7O7HB+5V6TTV5nb4I/LxVBSzjBqLXVCkXEWOSzwF+A2zejEI1WDaTybQqr4QkqcuV6tGwJPDBOvZ7H/BwHa+X1LnWB94HfJtorBe6EzgZOINonN+UPL+X0t87Y4mEbIVJ42YQXZwbYTiwN3Ac8d14R5lt1wUmAxsQ47XvJnpYvN6gskjdoFLegFnAV4g52NvNGcB1xFzxxYZQQAQbHku2+WSTytVIh2ez2ftaXQhJUncqFWhYRIw7HFnjfi8CDqjxtZI6W246uL+V2ebvREN+MyLQcCZwOJWTqQ3l3bc1id4R+zA40VvOCOAsYrjGMGI89RJEkOLV5HV/HMIySp2kk/M63UxMz3l/he1uAiYS32WrD3WhGmny5MkXtboMkqTuVmrWiVFEF+L8x5FEw2DpIutyj88n27Sb71H8zucIIrP0w8BC4CVivOWE5hVtEGedUCc7hAgIbFxmmwnJNscCGwJPEA323OMh4EUGxg5ngNnE7BX5DiWSszXayRQfOnEWUe5ziZ4bw4hEl+8n8k28SQwXkZx1Qs1im0GSOltXzjoB6aa3vJlIyFbOjsQFQbvJEtNPFfodkQn/XGJqzh8ATxFTW41vVuEK2GhQJ5tM/L/tW2abDybbfLjE+n0YnHz2auAzBcsuIWaiaLRigYb1iN5epRK/LU/8794+BOVR5zHQoGapqc0wbdq0idddd93yQ1AeSVI6XRloSDvrxMbEeMpy5lHDNEstMpno2rkDi/9hvw3cRtxtLTaPtqTSrid6IxxPTNM2t2D9SOBrRECyWOLHUs4AziP+V/9L5FP4IOkztNdqN6IHw0kl1r9AjNX+NtGF+skmlUtqNfM6daBsNnvNwoULzweOanVZJEndJ22goZ/KeRtWAV6urThNdxAxjrwwevQK8DPgYAw0SGktIIJ05wJXJj/fykCvou8SU1seDbyWYr9XEokaryCmnXuSyAo/o0HlrmR14q7hI2W2uSd5fjsGGtQ7zOvUmZaghmkxJYkYRr83sAmwEhEsvoHofepsNgLSBxruJu7qXVVmmwOIO5qdYAtizHUx9xLJ4SSldx4xU8RpxNCs2UTFM5a4WD+B+N9bGZjD4IDDH5JHsf2eNzRFrmgekfRxJBFMKWbJvG2lXjGf+N/OFCw/hLhbPpHIgVTMYcBnh65oKuNCuqybrqSmmEQMb12B+P6fCXyMqAOuJ4a/Fs4Sph6VJkfDR4nGwhEMvnMxEjiFuLPx3oaVrnGywP7EncalkmWvEP8sxexEXAC1gjka1C1WIC4iziamsDsa2A64lPj/yyaPp4ieDksV303TFcvRsB9R1j3KvO5CYqjI0kNTLHUQczR0dl6nTmKbQVKzrEfMHPQUcfM5d9P6LcRNpAXAjcSNGVWvK3M0QLpAA0TitX6iu/LlxMXDFKKiW0DpaeFabR4DFzVZ4g5qP8UTRELMsPFQc4o2iI0GdastiApqHnA+EXj4GjCN+L+8g6isWq1YoGFp4n/zMYrPSvNhItD6myEtmTqFgYYI1k+usM37KN3bQdWxzSCpWS4hbqisU2L954m6r9T0xirOQEOedxM5DG4CHgD+TczWsG5ji9Zww4jG3wbEdHSfpPTMEn8GzmlSuQrZaFA3WoIYwzeDmNKy0CFE8O/sZhYqpQ8y0E3wx8RF5DeJYOsi4vtw2ZaVTu3EQEP0VNixwjb7Ef9Pql1NbYYpU6aYn0FSGhniZtGFBcvG5v0+EniVmNVP1TPQ0GN2BN7RomMbaFA32oP4Ei2X9C0XKW/noQefISrabMHjYdo/2KrmMdAQNyF+UmGbK4DLmlCWblZTm6Gvr++Rvr6+Xv58SkpnWaJe+xpwIHHDeU6y7AXiu3wz4D90Tr6+dtGVgYa0ySB7SbmEl5LS2yJ5/gvRu+jtRO+iOUTy1ZlET6J9ial0b2xBGSvZi+jJ8BLwc6KBPwZYn8gB809gS+C5VhVQaiNnEXe17iV6COZfDI8khiftDGzT9JIJYpawVVpdCEkd443kOddOyzKQBHg5YE8ib8NMBmbhUg+rJtCwHdGQvgpYO8W+y00BJ6n3LE2MxX4/cDoRvc13NTEEARbvhtcu3gr8isjd8j4iep/vQmK63B8QQQep111C9Az8GdGz4xYiE/kyxBS3ywKfpj2Dir1gBvBMqwshqWPMI74zNk5+/yMx9fjTwNuIWYY2IgKYU4rtQL2n0tCJ14mxx6MZ3FW43KOTjQZ+CnyuRcd36IS60bHEd0M/8CTwBeJiY2ci8DCXgSEJ67WojOV8gijbTmW2+Q2RFHdcU0qkdubQiQGdmtepU9hmkNQsrxJ125VEz7T1ge2BVYmZxl5L1rdqKvJO1bNDJw4jppybR3tOWzkUJhKzTsym8vjSSsYSH5pSSSeLWZ7B85FLne6G5Pkl4J1EZZTzD2JIxXSia95/m1qy6mxMBEmmltnmaiLJ7AbERZUkuC15SJI61yjiRspcIpfdPGIobM6ivN+3a27R1I6qCTRckvdzrzScbyLuQjXiYmc+cCfp7nCuQmTol7pJrpfCckQiodMYyDa/KfA9IsA2hgi2FQ5NaLVRRCVabiq+Ocnz6KEvjiRJUtOslDzPI9pqCxm4Xskmv48ielgt0/TSqe00MhlkhohiLWrgPltlIfDtBu1rAdErJI1niYsxqZtsSFREvyeGUfwf8BRxUb4SUXH9nJjVYQPaL9DwKNFNcAPg/hLbbJI8m6NGvcq8Th2ir6/vkkwm86dJkyZd3OqySOoIs5PnZYihrmOJXqhvJMtGAa8kP3fD9aDqNKzyJov5ADHWstBxxAduHnAR8UGTpHwjiKEHBwHvIfIy3E+M1/4SsCYxhCK3bbv5MxGEPIXi350TiLwuNxGJkaRedAXwdyKA+HCKh5pvt2w2u32rCyGpY7zMQB6+BURQYSkiN8MI4H8FU8g3AAAgAElEQVQMJPOeM+jV6jlpG/OnARew+FjLPYGTgVOBF4npqo5KtpWknIeA4cRd/1uTR6F3E5XYQ00sV7UeJ77nvkrMFX0K8R6WJBJEnkZUsEe3qoBSG+jFvE6dam4mk5nb6kJI6hhLMpBDbtmCdRnihktufX+zCqX2VmnWiXxvEFni893J4kGFY5Jlqp0ZpNWNViESCF1NBBwKrUlEy69vZqFSGkYEVuczeKadZ4heX91iNPAuYC8iQe5SrS1Ox3HWCTVLTW2Ga6+9doNp06a9dQjKI6k7Lcfgts9zwL1ED4b85S+1qIydqitnnYB0gYa5wOZ5v29LVG6r5C3bnsWzySs9Aw3qVrkpLq8mMhYvS0yJ9CliTvfZxMVtu1sFOIJIYHkK0bOrW4aMjQROIqY2zm80zAHOJMbfqzIDDeVlKB5wVHq2GSQ1w/IMtAkeYnDQYRHwRPKzvaXS6cpAQ9qhE08S09LlAhPHE12IZ+Rt0097Zlzfp8bX/aGhpZB62+lEnoOTiDmY8z1M/J/e0exC1WAGcHarCzFEzgP2A/5GJO58FFgd+DDwBSIZ5i6Y6EmVfYDopVQ4teVxRABmFHApMSXs/OYWTZKUUv6sW/sQN4veR1z3vUDksjoYOIH0eQDVpdL0aDiB+CB9ETiHiKC/s2Cbg4mARLt5icGRt2oereDdCXW7twD7EsHKY4FJWCm1gz2J770zS6w/IVmfdiadXmSPhhhGeUzBsj2JJGInE/lMXiWSwap2NbUZpk6devS0adO2HILySOpOaxD1Wj9xXfUn4C9EEuw/EL1VFyXbzGtNETtWV/ZogHSBhpHAWUTSxxnEhUKhXxEJI9vNRkS5P0NE3qp9tIKBBkmtcBkRTC41DGQ4MQ1hO+fRaBcGGszr1Cw1tRn6+vre6Ovr69aeWZIa760M3Ijtp/gN2lygod2mKG93XRloSDt04k2i6+wXymxzOO2ZNOxeYH+im+Yf8B9Akgq9gwg8l+rGvgi4jkgQKVUyjMU/S9sCGxJDb3Juo7eDMa2UzWQyreq5KanzvEp8p48i8uy8RORzGsFAzr7cTdq7W1FAtZd6uyovR3SjyQ9YZImEbu3on8A1lA+USFKvGkHl3AsLid5tUiW5vE45nZTXqRccns1m7dEgKY3cjdpFRI6GtwOrETOHjWJg2PntzS+a2k3aHg0QScFOAnYDlkmWbQA8mPy8LhHl+m/dpRsapwHbtboQktSGHgY2I4ZIlAo4bEH7fr+rvVwAfBcYSwxf3BF4d8E2axLTo6nJJk+efFGryyCpowwHViCCCblZgxYS+RiWIq7/INoPb2966dSW0uRoWIfIc/AkkRTsw0RSp/XztjmZyDqq2pmjQVIrHEw0IEol58utP65J5elk5mjo7LxOncQ2g6RmWI6BPAzXMzhPw1zghuTne1tUxk7VlTkaIF2g4Q/Af1h8HvV5LB5o2B14vjFF61k2GiS1wnBgGtF4+DGwCdFz7R3Enek3ielHx5Tagf4/Aw3VyQBLt7oQHa6mNsO0adMmXnfddcsPQXkkdafc0IhHk9/fDhxE5OfbCxhH9GzoB55qRQE7WFcGGtIOnXg/8FkiYlXKa0QDS5LUWRYBewA/A44EPlew/q/ApyhfB0ilLEcEFZ5mYD72ds7r1NWy2ew1CxcuPB84qtVlkdQRlkyelyGCDo8nj3ybEwHkhajnpQ00jKZyb4XxRLBBktR5XgcOBL5OjKkfR0xTeA0DuXikanV6XqdutkTykKRq5HpOLUMMefsKsB6wEpHj6TXg98RNi6dbUUC1l7SBhruJKSKnltnm/cCtNZdIktQOHgfMSK96rAPcSASqzgAeAC4u2OYgYGOiJ42a60K6rJuupCE1mxgSMRL4SPIotIAIHt/RxHKpjaXJ0bAv0c3xOwx0n8nP0bA/8QHbvZEF7EHmaJCkzmaOBvM6NYttBknN8n0WTwBZ6jGxVQVssdWBnYAPAhNSvM4cDcAUopvjt4jEH7ck+zidSAjyDuB7wF8aWEZJktR5zOskSd1ltbyf5wHDiCFYc5Pn3LSXw5pcrlbbishvtUnB8v8QOa96srd/LR+Ck4mT+DtijM4jxJyqNwLbEeN1JElSbzOvUxubMmWK+RkkpZU/XGI0A3lexhBBhmzyey8NvdyO6ImwPPBlIsi+A/A1YA3gWiJJZk9KM3RCzWE3SEnqbA6dgJuBcwqWFQ6d+AlwZdNK1J1qajP09fU90tfX18ufT0npvJXqhk1k6Z3ZqUYQN93/R/GhEmsCM4F7iNwVpXTl0Im0PRr2JSIzkiRJ5ZwBHMLieZ3y7U8Mw/xZMwul/2+V5CFJ1Vgj7+dFLD6FZZbI05czqhkFagNbE0GCb1J8po3HgO8CGwGbNbFcbSFtoOEnxLRUkiRJ5Uwhpkk9nshU/ncG8jrdRwzBPAPzOrXKDOCZVhdCUseYmffzcBbP9ZehN6fLfUfyfH2ZbaYlzxsNcVnaTtpkkOOBl4aiIJI6zsrEHcl3EuPSHiK+aC9n8Si3pN51MvGdcBgxRjU/r9MRwL9aV7TeNnny5LVbXQZJHWVkqwvQhnLX0uXavbl1aa+7O17aN5zLKCqpt30IuAh4C/A68CqR+OYLwL+BPYAXW1Y6Se3kXuK7QZLUuQqvG98AZhOJIOcQN52GF76oyz2UPG9ODJMoZovk+b9DX5z2kjbQ8CiwLfBcFds+kr44kjrAROAy4n/8kwwkk12CmMLn+8AVxLi1Ra0oYBMMIxL8bEBUtPcAL7S0RFL72Zf4fniixeWQJNVvQcHvSyUPiBtP+colPuwm1xKzK32DGB74esH68cAJxPDBG5tbtPaQZtaJ06k+26hq56wTamdXAK8AK5VY/zniO2DfppWouT5MBF3zv+/6icz5a7awXGovzjoR43l3bnUhekCts05cMm3atI8NQXkkdacdqf46sJeuBfch2oEPEm3f5YEVgQOIXg4LgV0q7KMrZ51I26PhO8AfhqIgkjrCKOADwLmU7tn0K+B7xAXGlOYUq2k+DpxHdH/7PHAXMJbo6XUUcAOwJfBkqwootRHzOrW33bLZ7CvAxa0uiKSOUCwPQZbe6b1Qyh+A/YAfA5cUrHsW2Jvo7dBz0gYaXgZuGoqCSOoIyxNDJB4qs818oqv0qs0oUBMtR8y8czswCZiVt+7vwB+JLnRnAns1vXRS+zGvU3ubm8lkemWue0n1e7TIsl4PMuRcAvyZuBmXm4niHuAaBg856Rk9l/1SUl1yF9dvrbDdMkQXsm6yBzEG8YssHmTIuZXozfFZ4k7uy80rmtSWzOvUxoYPH75Nf3//s60uh6SOUThEaxGLJ38s/L3XzAP+mjyUSJOjQc1hjga1s/uBOygdxZ5IdKU7hribuR0xjd2RRE+A0U0o41D4AdFtsFwlug/x3rduSonUzszRYF6nZrHNIKkZNqH67/T+FpWxU5mjQZKAHwE/B04BvsbilcnbgPOJ6S6fBx4HVil4/QvEVHe/H/KSNtZwKl8U5WbZGDb0xWmKFYkhMM8Dz7S4LOo85nWSpO4xp3DBdsCviakWniMaeM8Cz0PmzMhbMCNZ/HzGnD09x0CDpLR+CWwDfAXYkxiT9iqwYfL7SOIC41yiO/T+wM3ERfh7gK8Dv0t+76RkkQ8T35nvAm4rsc0WRCCi07uBfxI4mcWDRC8B3yaSHXmnQtUwr1Mbmzp16tHDhg27adKkSf6NJFUjvydrFshsAKxDJCPYjEjklXdxeRGLv2ABMRvRc8QNjJlEIGJm3s8vAM9lYnYzdTgDDZLS6idmX5hKzLxwPFH5vEEkRTwFuJyYeWFrFo9gPwlcRVx8/JgYx9YpycguJ7qC52bUKMy+vDbwGeA6IqDfqb4PHAfcDZxNjLNfnchRcSawKRGI6HYjiala9yamLe0npqm6BPgFxbNvqzstDWxO/I+PS5a9RgQU/0PxnC1tL5PJnJLNZi/AYJCk6uT3bMwAXEA0Fm7MW7h8PPrvjcSIKyeLVkoeyyfLNgVWIOraQbKRWPwFBgciZhJBiueSn5/NxPdxOxhLvOcNiDbD/UQyyDdaWahWM0dD+3G8pTrJOOJCNFdZbEVEug8p85qPJNtUmle43XyZKPeNxHzS44EJRALIF4gLjk1aVrr6bUe8vwsZnIsiA5yarN+nyeVqtvHExVeud8rFRIDhiWTZNGDJKvbR6zkaOt2qxHS28yg9DnkeMVyslbPs1NRm6Ovrmz1t2rSfD0F5JHWn5ak+R8P8anaYhdFZWCUL787Cblk4KAvHZ+GsLJyfhauzcF8WZmShPwvZEo+5WXg0C9dnYUry+hOzcHiy322ysGZ26G6yfxR4sch5eI7o7VtJT+VoWBL4YB37vY/oZiyp+73G4tHkdZLn28u85ubkeV06a27h7xEN+hOBKwvWPQR8AriryWVqpE8TQy2PZCDfRE4WOAH4GNFzo5vH3v8KeDdwMHGhmZMh8oucQfTuOLzpJVOzvI0INg0n8tL8nQg6vUz8LyybbLMDEWh8P7Al8L9WFLZGh2ez2ftaXQhJHWNMim0L2xBFZSJYOyN5lBqWCkRQggjiL0P0ilil4Ofc85pEjqmi+bKyMSzjWeJ5RpGfc88zM9X1XjyQCDjfTvT4vTM59mZEL98/EjfYLqtiX12nWI+GUcQ4mmqjVoWP3zWj4F3MHg1qJ+Mqb7KYjxPfA5vlLRtNfK/kvD3Z5qj6itYy44jo9fHAscD76I4EkPcTQ1vKOZ/unrozN0zijDLbnE00olYus409Gjrb74keweOr2HZZ4gZLqxLc2maQ1AyjGHzNt5DovdBfZHnLZGFU0lNiwyzskPSU+EIWvpf0lPhrFm5NekosKtNT4uWkR0XRnhJPw3snwIsjYja2YoGYsUTb6inK96boqR4N84kTUzh93SHEhcFESn+ADiOi+5I61zZEMsB3E+OTXyMitGcBf6rw2nuT552IRJAfIyLMuTHufyVyNUDkD+pErxFd6bvNaCrnzJjL4kGjbrMdUfddXGabi4neH9vSWQlNVb0PEm2ZaoJqLxF3rX7UgOOOJW4ArZbiNePOP//8YRMmTHgmm83u9/73v/86gGnTpm2fzWZ/R/y/fmfy5Mk/SJYv19/ff10mk1kJ6Js8efL/Hwo1bdq0y7LZ7PbAswsWLNh2p512ehlg6tSpx2YymS8D8z2Gx/AYvXmMbDY75uyzz+bSSy8FeGPcuHFLnnnmmcPHjx8//I477uDEE098k7i2zJx00knDt9lmm5db9T6mLX6Ma/KOcVzhMR748pfXeG777a9h2LAVRs+ced+WBx74O2KYyIp3nHnm7rPWXnvdUS+/nN3ss59dOHLWrDEAT+27L0/tvz/D3nyTe779bcbefffSGbj/ic03H/6/L3955TdHjVp0+733XnT88cd/Afj+uHHjzr3oooseGTNmzFuKvY9XX3118l577cWYMWNGzJ3bKanLKisXWSk2tuYTRJfS2WVe9xAxZllSZ/ok8X/+KtHN62Gi0btj8vupxJ38Uu4korcnEXf5ryXG/OdmnTiaiNo+RTSo1T6eADausM0myXbdapnk+fky2zyXPFdzt1udaQzpEoy9QrpuxaXMJ3qZ/jfFa3a76667Rk2YMOH6ESNGvJBbmM1mXyC+YzMMBHeZNWvWnKWWWurmTCYzob+/v3CGnLuIG0mzFyxYMC+3cNiwYU9ks9k+IJvmGMBSDA4oewyP4TE68Bgvvvjiis8///z7ksVLzZs3jwceeIAxY8bw2GOPQV5ix0cffZRtttnmmnZ8H4XHeHirrWYuNXLkvzKZzFJzV1nlngz8JLdu2iabPJvNZjecs+SSs6/83e8+t9vuuw8DVp610UYfHTF79s6vzpy52q9ee221iXDXbNhs/MyZI0bfeScvZzIj/jZt2ieBDwOnzps3j6effvqZddZZ55Zi72POnDmjgZ0XLlzYdbN6pUkGOQeYXGGb99H+2biXJt7H4cCXksfhybKxLSxXjt0g1SrrEQ3dfwFvLVi3BPAbIkjwoQr76Uu2m01MZ/leYurHY4mkiVnK53BoBxOICuIYYpjEOuU37wpfIP42B5ZYv2Oy/pSmlaj5DiDe47Zltsmdh73KbNNLQyeWJJJd1fpox/+tfxMB0mr9ntYFTmtNBvlqX19fI3phSOoNm5NuKH0v+AwD7/cGIm/POKINvRMxM1FuWMknyuynK4dOQLpAw2yigVXOfsR0I+2oqzNIt6ERNOYOj5rnTOKz97YS60cT0xtdU2Yfb2Ng5oKbGfw/dhcxPWCWmN6o3Ywmhoi8yeLl7ifyzyxT+qUdbzQx9GUekfgx917HEkGIWcRdgG4+B6sSvW9+W2abS4nPx7JltumlQEM35nXamfifv5SYSadwFpacTZNtFhHTmrVCrYGGOX19fWcPQXkkdad1MdBQ6APEe32S4tc8SxPf0VkiUFOKgQYiwv+TCttcQXtm1XwbkUX0eaLr9/bEHcsliQ/GBKIx8Y1km2dIN0aykTo50DCS6CFyJwPJYR4nuuK36nyqejdReU7131B++NS+xJflNsnv6xHTIX4E2ChZtmGyzRE1l3RoZIjs8v3AuUQPrbWI74YfEP+XN9HdOQpWJaLyuWROLzNwEXkj7Xn3udF+RbzfE1n8bz2GgSk+z6ywj14KNECcp9EFjyOBB4mGVuG63OPzyTbtaG9imEyWGBpxBzCVCLTewcBUZjOAPVpURqg90PDLvr6+fYegPJK60zIYaCi0K/FeXyRyGH4KOJ1oKxxMBBdeS7bZvsx+DDQQ3YcXEhcHIwvWjSS60y4iukm3GzNID70xxHj8LPGZOgP4FvBnIujwEjG+W+2rmlkHziAuxEvlePkU8RnYqMR6iCEJWeL/7GLi7nmpXhTN9BGiXF8tsX7/ZP0xTStRa2SASURF+QsiyLIjgxMEd6tRxF3qLHGheRlwOQPDfv5IDCUqp9cCDcXcTOX/lR0pH7hstTFEwOGHRCLb65LHFUSw6cO0vudep7YZJHWWbTHQUOgo4r3Op/g56GegJ/1hZfZjoCHxLeKkzSAaXr8gsm4/S9z1OrTRBWyQl4js99Xan4hOtUKnNhpOJ/5JjiaytU4GdgPWJmYveJG4c1Wpga7WuZqYGaKcK4geP6XsTHwOPlxk3SjgAga+gF9i4OJtLpErpZX+TAz9Kgyk5rud6LGj7rcncXH5aPK4HNilytcaaOievE7trlPbDJI6y8YYaCj0aQbe72sMPgevMZCj4eNl9mOgIc+7gZ8RXYgfIIZU/IAYu9Ou5hAXQNXaGXhjiMpSSSc2GkYT47evSh6F8+k+Stz9yQK7t6iMquwYyv+NNiQCiueU2cdSxB3KacSsE/nOT/b/MBH9XSFZvm6yfT/Rc6pVHgCurLDNz4mgSK/c3VdtDDR0fl6nTlFTm2HKlCkG/SWlsT6L36kvFlzIz2/VCyYT7/Ux4ibVWsRN1l2BNYjroxnJNu8psx8DDR2u6zNIt9hE4h/kVaKL0OlEsGZbIoncE8SXUj/w3dYUUVVYiviyfI3IjpsfKNiRSHbzOrBmhf0cT3weLmUgseqGxN///mRd4edgDHGh/zitu4i/D/hnhW1+QQQupXIMNHR2XqdOUmuOhkf6+vp6+fMpKZ33YI+GQnsw0HNhvSLrNyZuXGeJGSlKMdBQxHJEtKbUWO120vUZpFtsEgNjlLYssv4tRPKsLJFMUO1rfWIO9ywxrOFW4H/J789QPplNTobo5dRPdIu+m4GIbj/RI6rY/+DRyTbvqOcN1OGPRPLDUskeM8SsDLc1rUTqVAYaOjuvUydx1glJzbA6pfMQFFvWC3LTgr9B9Oz+PjGt5S5EO3hOstwcDVVanZgi8mUGPkzr561fl+IRnXbQ1RmkW2wL4tyV6wWyHwOJ1NTeRhPZcqcQeRv+TGSHXyrlft5FJI/8J/AUcVHxrjLb70J8Rj6Y8jiNsndy/O+VWH8EvZEMUvUz0BA6Na9TJ6mnR8PXh6A8krrTMKrvzbCoRWVstsOJ97snMQS4MNjyT2LmtSxwYJn9GGggpjV7keg+fQKR7G0BiwcaTiYuStqVGaSHxlYMBGlKnb8fJ9ukGcKi7vEd4u8/tsw2uVkdWnWHM0NcBGWJ77EPETlpPgD8lqg0/kV3T2+pxjDQMKAT8zp1kk5sM0jqPLl6rZpHr/RoyA0nOSr5fRViiMQOwErJsq9QubeugQbgD8B/WPxCch6LBxp2B55vTNF6Vic2GrZj4MtlOos3IMcSXYn6iQjnj5pdOA2JUcBewDeJcdhHAZuV2T43ju2AMttcQnQ/S9tzopFGACcyMKYu91gA/BRYsmUlUycx0KBm6cQ2g6TOsyPmaCiUIYbTzqR0joZXiJtU5RhoIE7U/gXLCgMN78MKr16d2GhYmYEuQm8ykPTvdiJDf5b4J8sCn21RGdU4WxNDIXJR69kMVCx/pHivhZHE3cxnicSQhQ5J9vXDIShvLZYF9iW6xR1ARKmlahloGKyT8jp1kk5sM0jqPO+k8qwTvRZoANiISCkwi+i9tx/RbvwVkaNhJjEqoJyuDDSkrexHU7m3wngi82YnG02MK3+Ayhmzq7EJsHyK7TtxyqlniUDCRKK70AeSn4cTQyUuAz5HBKbaeWiNKlsX+DsRXNiLyHMyi7iAOAI4jujtsGvB694kLtynEdHfKcT/2BJEgsnticDnCUNb/Kq9RJRRUu1WB04ipvtaJlm2AfBg8vO6xB2h/za/aL2tr6/vkkwm86dJkyZd3OqySOoIC/J+/jBxt35H4ubS08SMfV+kfO/WbnQvcc3zE+AzyQMicPAXosfvU60pWuul6dFwM3BOwbLCHg0/ofI89O1uG+LDMasB+1qWGC6QpqtRp45t2pS4+HwK+BQxreGyxJfQdOJ9HdeqwqlhLiWGFZRK+vpt4m+9U4n1E4jgUy4Lb242i6/RmUE2da9ViO+y04FTiQSpK1b5Wns0dEdep07grBOSmmEdFr9WWVjw+zx6s0dDvvHEdeTWwFtTvM4eDcRd/kuIXg0nM3gu+f2Jbsb71F+0lrqJaBw24g7LS0QG/fEpXvNLYOkGHLvZ7iR6MpwL/Lpg3SwiU/8PmlwmNdZIIkHixZT+/zgV+BKRgbdY0PFpIvPucGLIzTziYkRqJ18m7sSPJKbtzRCBsHnA8ZhrphrfBR4ncvjMTZYVBtFvofyUXxo6czOZzNzKm0kSMPjCeTgDM0yMYPFE2b0aaHiZ8jPw9Zy001t+jfhAvUh0n15IzNhwH/Gh+m6jC9iDOn285TCiG/yxRIP8o8C4VhZIDbMq8X9+bIXt7geuGvriSEPic8Tn/EpixoQRRMBhCwamrzq4wj7s0WBep2apqc1w7bXXbjBt2rQ0d9wk9bZcYKGax7wWlbFTdWWPBkgfaIBIenEW/4+98w6Xoyzf8H3SE3ozkNCbQGjSOyREgSAISJEiINKRJk1FUEGUn1IEAZEuPUFAitTkHAgt9E4INbRAKElIr2d+fzyz7p49M9vO7s6W576uufacnW9n3p2Znfm+93vf54VnUJ7lc2gGe9vymta01LujwTQuS6EbYb7a6x8C/6m8OcaUnUWAqUhzpmfE+j7AC8jZnqvMqR0NimLYMeu9bEfDnjiiqau4z2CMqRbZIpBz0X09O41ifEL21SsN6WjoVuLn3gBORLXu1wI2Aw4nf+kOY0x98w3Kt/5BjjbfRcKQL1bDIGPKzBDkbPgz0YO32cD5yOlm53puXqNzREM2OyLHjTHGmNpmYZRGmKIdOeR7o2iHzNS4z6pol6lRinU0nASsk6fNd1COvmlMNkZK/G+hQedrwPXkL9tiGoerkNDNKRHrFgX+hQZjN1XTKGPKxMrh61s52rwZvq5aWVPqngtR2do/Af0i1qd0na6oplFGjBo16qS2trYtkrbDGFM3pLT9UmXrs8eR3VBkA7gkuAkpJnUiVYkhl9jj6jSvAEi5qNUwyMORXTOBkcB1wGgUNjUdiQSaxqc36Tz1B5GQ2z7A71GoXDu6VoypR45E13Yup/omYZuDcrRx6oSwrlPlKbXqxAxXnTDGFEFvdN9+H1VgegqNC2eiycd/AguhfmDTlnMskYZMnSi26gSoRurtwOVIWX5u7uY1Q6mVMP5dVivql02AK1GZyv2BrzLWrYzy8W9HnfNPqmybqS5zUOnK36JawZllLF8M33swAbuMKQcvh6/DiI9q+GH4+lLlzal7/oieD0egNMv3UOTjM8DROOUySYKWlhZPDBljCmWR8HUV4HsownUDYFngXeR4+BNKr5iahIGm9ig2omEtlFP5BfA8sGZWm1qNaPiGwpVSk64BW4sRDSOAb4kv07kGmqm6oGoWmVqgO7AeSqlZPmFbyklf4BAU0v0gcDVwLMXVRDb1SQtymE0GNopYvyWK4Mo3QHZEg6kWpUY0HNDa2rpBBewxxjQm3dFk00zSopBzUNnyTJHIOXiitlgaMqIBSnM0gGYkHgBmAMeRFgepVUfDuih08xikGl7okgS16Gj4ArgjT5tnkfPJmHpmHTTrmkoVexUNOgNgIrBdcqaZKrEuqoU9B83Y7A8ciPRo5gFfkl+Xxo4G6zpVi1rsMxhjGpPHkVNhDp0nZ+eTdjgcnZSBdYodDXR0NICcC8ehzngr6lDUqqMBpJT/LbBM0obkoRY7DXOBy/K0uQflbRlTryyCqmpMQfn3mUJHw5DXfgqwYvVNM1VmVeAudC/OnKUZTmHn344G6zpVi1rsMxhjGpOR6J79FtLnOhE4A/g5ivxMCUUenJSBdYodDXR2NKRYGXgEPehuo7Y7DXeinNFaphY7DZ8B9+Zp8yrwdBVsMaZS/Ardv3aJWb8++m1aQK15WBSlBm2MSnsVih0N+v5XoVmuS4BeEW3saOg6JfUZ2traNhk9enStT7wYY2qHFuQ8fgxNuvTeInMAACAASURBVCxAqYataJImAMYifYZbkjGxbmlIR0Ox5S0nki5bksl4FC1wMCp7V8v8FQuUlEIrMJT4mbzNUK5+Q/1ATNOxMxI0ihOzfA1d4zvHrDeNx1TUkXoRaTOY4rgI2AnYDwmFZes6mYQIgmDk/Pnzz0raDmNM3bAkcriPRILgE5AY5GBUheIl4FBgHLBSMiaaWqJYR8OyKHc5jttQJ6KW6zKPAf6StBF1yP8hEZj76ZxzuzUSffkW+HuV7TL1ySYoeuBfwD9QCtZyiVokBgLv5GkzLmzXkqedMUaMQtFAX6GqHpm6TiY5ehEdZWKMMVHMCF/3Rv39+Shq7SyUargWKns/ADvmDaWVt8zHLCQKaBqLN1DO+nVoVvcpFOGyMrAp6kDuEb5nTBw9UCWHI8L/ZwA9UWf3ryjH77ZqGxVAP2CJTWHeMrDCA7AbsES4LITE/z4ExveFpWYrdNDh3sYUzpfAriiH93zgx8AvqJ8S2Y3IzTgK0RhTOLORVtUGSK/oXRTNvFH49zmof7caqlZnmpxCHA3boVJvD6NcykLJFflg6pM7kAbDL4Hvo3KGU4A/AJcilXZjcnEpeghdg66bT1GkzCZIbPRmNIi/v9gNB7AYcgwsTtpJEPd39v+9oEPJlFg9kunA1zCrv3IUPwQ+Rg62T8PXz4CJLbWns2JM0gTA5cB/0SzYq7gEWmIMGTLkyKRtMMbUHe3h6x5Ab1TRbwJyHh+EnBGZ7UwTU4ij4X40o7cQ8lYVisMiG5PPgFOSNsLUJWsCR6ESgUdkvL8AeHZVGDodXl0KLn1LA/ZCnQSpvwtJBZsSLpORgNrYjP+nvAJ9L4bT2+GtM+G0tXS9zwT6T4XVroPTesD6e2qAtATy6i8etaNA3+FLshwQ4esX6MH8RUv6oWxMo5FP12l/nMpojDH1Qm9gBeQ07o0qzb2AJozGAzsgAeX55C9tbJqAQhwNRyAnw2xgy8qaY4xpVPrCHitCtyvhpR3g18Da4bIMGrQvmtE8rhLOTEKnQLi8nfX/lLj/W/RaCOOBf9wMN6HZ1o+QPs2P0QP2vOMlggT8L+1iQNhmANKayFxWRGKpS0XtLFAk0OfI8fB51jKB0CnRou9uTD2xbJ71twH/QfoNpsqMGDGi17777uvUFWNMoSyCJpLnoD7KauGSIkD9t80oLgreNCiFOBqGZ/w9plKGGNMA9AK+iwbNb6PZ7KYl0HHYFqkR77AA1uuuVSnB0JSj4Nnw78mPQ//b4NDBcN5+8ARZjoOW6uRzX4UiHX4DHIa89gtQ2tDxwD2ZjUMHwHvkSRcLtJ1lkZBk6rV/xuvyaMDVP+bzU+kYFZGZrvEpYfREiwWYTH1hXaeEWHrppd9qbW29cciQIeckbYsxpi6YEr52Q/2YPyDNtimo73IYsCdyOPRJwkBTW1RCDNKYZmNJ4ALgQDoqeI8FzgDuS8KoahNqJPzPsYDSCrqjPL3XW+G1/8D3fg27Lg8vt8gbns1+wKH/hAd/oodXUjwB7IKcAwPQIH5Gzk/koUUzAB+FSyyBxDEzHRApx0QqamIgcmj1JyJdJJCdkWkaZERNFBHhYUwxWNepfhgQLsYYUwipVNGewMHA7Vnr7wceQiWNnUJvYh0N/VD+ZKm8SXF6DsbUK0sAT6KSPrehzvUkNMg+Bs1+HwbckJB9XWElYC+kKPwuEnB7LbUy0ENkYyQItBPwPeRYCNA94AqgDRjdAt+gckh3XKFBSJSTAWAYGpC/XoHvUwpzkOBj1QhFJD8Nl1gCHev+dEzTyEzhWBY5fr6DOgXZn59Nx3SNTGfEF6RFLb8qx/cyTYN1neqHCeh3bowxhTAtfA2A36N7/Ivhez2AnyJnM1gM0hDvaFiAypJ06pwWyK1odteYRuePyMmwLx3V0+9HVRRGolSBR1Cnrh7oBTwIDMl6/0+9YOzT8LuNYXtgd6RZ0I4cA1eiSgyPxwxO70eD9gvRg2l81vo90X3jWpQmYHLQovv0BPJcV6FDqD+d0zS+E772R/mU/VEER/bn56KIjs9JC1xOCF8nhu9/haIkvi3DVzP1jXWd6oQhQ4Y4h9oYUwypdIgZqD/xAmlB6+5o3Pg+0m1YUHXrTM0R52iYQ1rwI5PDgBNQKbooJWlQJ+O4slhnapU10ez18miw+BzwSZIGJUQvVMrnHqJLtH2L6sSPQY6Iv1XPtC4xDlgZDSSvGwgfHgY7bgA7D4G1l5ATci7Q9iz865fw5dN6uLyDroW4GfDZwAHAo8gxMTLcTjuajd8OVXM4vXJfrflo0czDF+Hyaq62ASxNx4iIlLhlKnJidRQlsVjM52eTwxFBhqPCWhINi3WdjDGmMUlFKSwc/r0APffnISdETxQN2079TK6ZCpJLo2FOxHuHAFeTu4P4DhqAmtpiSTT7PJ7SZx2XQCkAu2e93w7cjAbV02geVkaVEh7N0eY5dLw3qIZBZeC3wMqD4I039FvfBTgJPUCmjobx/4CVR8LzX+u7/zbr83OBS5GQ4ryI7Y8B/gqchVIuMpmMSqd6VjwhWlQP+2vgjVztAl0P/ZEjYhnkhFgWRUkMCF/XBYaiVLyobcwkhyOCDEeFK24YY4wxiTMNPZu/gzSiPkVR7JNQdO8ByNnQQp6JDdMcFCsGuR4qS5eL2VhptFbohlTyT0YexhRvA38GbixiW/2AUegauAjpEXyMZjiPRKIwywE7h+03DdsuhEQRn6XxBpAp4ccop1yKAP0mOoWk1xKBdBO2vxpOHwysrkHiJcgxdT0StGzdXt91FrBV+HomSomYiD5zMnAqmvE+MmJXJyKV4ueQgOYkFG63JnA2cC+aMX+5Et/TlIcWXdN5hS0BAs18pJwPy6L7xDLhe6mUjo3D9b1itjGDtPMhLmJiAvBli65LU12s61SHtLa2Dm9pabl78ODB2YJuxhgTR8rx/3dgc9Tn6xa+fw9Km9gIRy2akCeJr1mfzXQk+paL/Wnysn5l4HOiZ4OLoQX4FxroPgP8Cnkaz0Zh6wFyNhTKmeFnDohZ/xvS4jDjwr8zl6nAL4v8DrXOoug85UqJWA5FfNRU+bAAWgLYOIDfB/BCAPMDCKZCcCfMDeDIQBEbUUzSJtg2Zv014frs/OyBaBDYSrT+yyooquGJYr+PaQwC6BPAgPDa3C2AgwM4I4BLAhgRwJMBvBnAlACCmGVOABPCdo8GcGP4+TPC7Q0NYFC4n0oKEC6pr8TZFdxHrdAbRTNl3/cLXW6pvskNRUl9htbW1pmtra1XVsAeY0xj0gPd679C95wrgd1QtbGD0ZgyQOPFuxOysV5ZDR271qQNKTfFOBqeRgJ3ubgfuKtLFplyOBr2Qxfs5XQugdcLuBMNgLcucHuvAq/kWN8TDUDnoZnFw1EJvoHArqj6QACcVuD+6oX/IifKamhW9lA0q78LsBTwT3ScN0zIvv8RwGIB7BMOvL7IGJi9GcD5AQztI0fApByb6Y70WQLiI6KWIdoBcwzRDohM/oSOVy2kX62Aqm6cgn5PayZrjskkgL5ZTokjQ8dZplPi/dDxEOeUmB3hlDg/gBMDOPhLGHYy/GxzRfIdjXREIqMuImgmRwPI2dAnazkWRdAtHLEutRwftjGlU6qj4Zu2traLK2CPMaYxWRo91/6IUqmzHcxfoXTbZ0m2RHk9YkcD6mzPRx2u7BnJnsB5SBjEStNdoxyOhlEorDmucsiSKBz5XwVubwYaNOfiG3R9rBaxrgdyQs2iNgaR5WIQ8tzOofMsXWpA/o+kjAtg1QCODeD+AGaEg6t5ATwWzvCun/WRT9BAf+GYTS6rzea9PscBD2S9dxG6P+RK2do93P7gPNuvJIug38UCOp/T+1Gov6kTAugVwPIBbBrADwM4LIDfBnBpAHcEMDqAtwOYlsMhEVyavgYmAD8qYNfN5miI4lnkqMvFTjjEtquU1Gd4/PHH125ra1u8AvYYYxqTnqhve2n4/9IoomEfYAfSacIfoVRYUzh2NIT8gbSa6H/Q4HMEetDNRTPZpmuUw9EwifxOhJEojaIQpiFxwDiWI+3NjGPDsE0jVSVZDWlPRA1K28PXv1TLmAB6B/D9AC4KB0+pgdKEAK4NYO8gpmJAyB+1Gdpi1v8zXP9OHlPeRYPyTP6KjlOusrl7hNvfPs/2K0U3VIq0HXnrt0LaAZsgR8k84DUkjLopChX8MbBGAraaMhNGSazyKzhzD2g/Fb5ohX9/BTc9p9n5n6LSXfOBYXk2Z0eDcnazy+Rmsz3xVaxMYZSjz2CMMYUwGk1KLRSzfmv07Gu0dOlKY0dDBhsDVyAF+bEopeIiHFpcLsrRaZiFzlEu7kGd5kIYgwS74nKad0Q/kCdzbKMb6aoEjcJd6Fh/D6WInI/SVY5HApz/Rp3odSplQBg6fkYYKj4vIyT8vjCcfNUiN/mJNssHKHppe1TG8znSDpRHcnx+AHIoZGuAHEp+J8IF6HgtU6TN5eJAZONvYtYfEK7/ls6OpVEUf6xN7dEHlQJ9E+mwZLMkum9+hFKJ4rCjwbpO1cKOBmNMtRiGnm130fkZuSESip8IOFqqOOxoMFWjHJ2GseQW1WtBA8mRBW7vWPQDODFmW7fTUWCyDxp8b4O0CkAh8/ORU6oS9EKVLrZDs9CVZmGUMnFVjjapG0fZBhsBLBpIa+GfAXyYEbUwPlB++tAgpqRggSwKvEi0aNvHSOyxHYXLZdODtHNl3ax1SyKxx5eItm8jFDlzXxds7yr3okFmXNTFEeg4zELlfrdEM7ZnIa2OiTi6od7ZCZ3jn+Rok7oOtsnRxo4G6zpVi5L6DKNGjTqpra1tiwrYY4xpbH6N+oHfAnegaNfH0CTTJBQNaorDjgZgX+KV6E35KIej4Xx0Exgas/5QdEH/osDt9UAztu3AzcijuTEKG3+I9Ez31WggOo+OA9RnSIsBHlbsl8nDQkh4cHbWPl+lsiH464T7yZcu9CU6ZiUTE7UwJ5CA3YklRC0UwqYo+uS/6LymSpcuBryBolMuQ9EsG6M0gjEyl9/HbPMAdJ28ha6HTVH1ivPQ7OdEVH0iKcYCD8asWxo5Qj5Hjobs6J71kJZJ3OdNffALdA1Hac2kWI/89zI7GqzrVC1KFYOc4aoTxpgS2QZNMk5E9/lxKCq1kXTYqokdDWjAtEsFbTGiHI6GJdHs81QUxr9wxvtnoUH5a6SFWwqhHxp4zqLjgP5b4HfI4dCOOo7XogH4gai041fhuumkIxzKwWJohrwduBU4Eg1mf4tSABYgkZpKsBb6/kflafc1cGMxGw5gkYyohQ8yohY+Dt/bLYjPj6sGS6OSdCnBy9TyBYp+yVU28EfAe1mfC4BHgdUrZ3JBvEF8WsiRyM57kEMhir+hay6p1A/TdVLRW7kiUzYI2xyao40dDcK6TpWnVEfD9La2tsTEio0xxvyPhnQ05FJ/j2JJVFnA1D6TgO+jMPZLgQvRIH9RlFf8FIpQmZP1uR5oUPwjoC8aMM5CA7CDgQ/D/3shzYX54b7eRrlZLRnvjUMOjcXD/bSgjmX2PrvC78L97ofCtzK5FKWGXA08TvnzgMejAec2xFfkWAc5VvKKbgaKChgaLtug9JN5yPZLgPtalO5SC3xNemZ/IdLndhLKbQ9yfPYelB6xEUqvmI0iXj6qoL2F8ib63fRBdmWyNnIirI5+D1E8idKLvktuYVRTu6TO7TZI1DSKbcPXQsV0m5nfoZSkn6Pf/HdRCtVtqAZ7PmFZUzmODILgzaSNMMYY07gUE9Ewjdw5qaY8lFPYqRsSKbwIDYb/D5WgiZpx7odmpAM0aHwHeAWYQscqCu0oWuCF0NbUjPR8NFP1MJ1nq98Hzg3/PqhM360nGtjmKqGzabjPk8q0z2yuRd97u4h1fZCTYBYShuxAjqiFTzOiFuLKTCbNq6TP+YdI0+Fr0tfH8cmZ1iV2Rd8hqrb8JaSri8RVTtkrXL9tzHpT+/RAETcfE631sioKFX2d3JE7jmgw1cJikMYYU980ZEQDFOdoeAUJgKxewGJKJ6lOw2PoIn8EOSgySYk9ttN50Lwh6XSKc8P3VkKDrn3QYL8bStNYgHK4ysHq4T6PBzZHWgIfosiFF1Cpxh5o9ixfqc9S6U86yuNC5MTZBM3epQbjJ6QaB7BOqLXwaACzQsfC3PD/MwIYVCE7y8mV6Hu9RWdRx2Ho2l1AhHOlTrgRfb/70TW8MXJAPB++/zzx0WB/Qd992cqbaSrI9iii5RPgVHR/2RI9/75EkUyb5dmGHQ31r+vUA/ghcDKqjpHL8bseihpMAjsajDFJsAhKJdwBGJisKXWPHQ1ogBilRB+1mNJJotPQDzkR4sK9J5A+t+dGrD8uXPdhjn20oLSJfCrkhTKIdEnNlG0L6KghMQUNDIaXaZ9RDATuJj3bnVo+WRGOyIhaeD8jamFC+N4+QXk1K6rBLHQe+8SsT+W43101i8pLDxTunV3Ccjb6XbYS7WhYPfzMQ9Ux01SYrZBzPfvZ9jxyJubDjob61nVaEun/ZJ77z1BaYRQbklzfp6Q+Q1tb2yajR4+2nowxplhSmm1z6HiP/BBV5DLFY0cDevBuUeBiSicJR8P+6AK/Lmb9AuDTsM2YiPUrkU65iCNVpeGXpZvZgUVJD+6no9n0FIsj4bHUze/8Mu0zFwOAPX8KJz0HV7TDyABmho6FBYEqRpwRqIJEdsRIvbAcOp5P52mXul7qmX5Ir2EfdG0tRtqh9gya6VwNObx+gZx0k1AOeiOwCnAKuiecgX6/zcggdA3sgwRgC8WOBqVW5Yv8qFUuQ9FweyAdmhVQNZ1ZyJmaTd05GlpbW6e0trZeWgF7jDGNS2/gCTQ5ORxF8O6C+gupSN4zE7OufrGjwVSNJBwNJ6ML/E8x6wNUpSJAgnlRzA3XLx2z/vawTTnLF6aqHsSVR/skXP/3Mu7zfwSwQqil8NsA7gjg3YyohWkB/CeAowJYsRL7T4DNSVdeyMUsGlc49jD03bJnul9E4pb1Tj/UiYiKVHsFDaBNfuxoqG9dp4+A30S8PxSlzmRXy6hHR8NMl7c0xhTJb9C97uCIdb1RNOt8lE5mCqchHQ3FVp0wjUtK+XvtmPULSNfGzVe94QnkuHgMORbWRqHo+yDdhFzpFcWwBqqgsQA5MU5C+hIzwnVnZNi8dVd2FKjKxjooFy21bEjHQddXaCB2J6p28URLeSts1ALjwtdczqJ+6GEzofLmJMJ1qJrLdug6m428+M9Q/2lj3VClhQHo/P0LGIvSQg5C1/074fpc0UvGgESAt0Uiw/l4r8K2FMtySOsnm5HA3sBdqHz0iGoaVWZupsE6tcaYinMYqlwXVbZ9DnAMsFvY7uQq2mVqFEc01B5JRDSkSlXOIlrwahzpWc0jItafFK57mY6VKFLLXKTtkEulvVj2CLf9X1T2MXufC1AO2XwU2ZCXAFoCGBRqJ/w+gPtCPYUgY5kZpkFcEsCRAWwTKKy+WZiMju1qMeuvRcff9dnrj7+gc/dEzPo7wvU3Vc2i+sURDfWt6/QZco7HcQByMv40/L/uIhqMMaZIFkL3uT/mafc6MKry5jQUjmgI2Rl5q9ZGOfJR3IyUumuJ81F5us+z3u8BnA78DM3Sfgs8gNTF6z3HHNT5+QXwPZRjOh54Fg3AM2vEtwM3oFyr91FO+ovhuoWRqGIcfwB+G25jbzR7tR8STOse7nM4cgaUk1RkxQJ0Pe6NBNx6oE7iHei7/AKYmf3hQGKGm6BIhUGousAgpO+QYiISf3sRpYy8BYxrkfOiWfkd+i29ilTlHwjf74EqUhyGvNqnJGKd6Qo/Rb/jOAG//ZAzco+qWWTqmT+h6J965Cn0HLwjZv2t4esNwGCitYtKYSHgUVTRqFCWobxOfGOMiaJX+Jrp2FwEOdY/Jx3pOBdHzZuQYiIa9kCd0LtQjs4HSHDv1IxlOPmF4pIgQIPubG5Bg6IbUKj9Rah++kckl4tcrtmJw9CPfSYK97wOGB2+NwOJ2WXTSnqGaSoSt2sP/5+V9fc3pHUZ5pGe2akWqSiMaeH/S6Jw9h8hQb4eyAkSrAK3h1oKZwRwYwBvBjAvI0phfvjejQGcGMDQQOHhzUxv9JvZE5UozYx0SUUtpIQ4vyGtlzELnQdTf8wlf2rUO+g+YHLjiIb6ZnPUN8hXYWQL5IguV2RGH9SPerSIZTZyuBfFiBEjeuVvZYwx/6MF9ffuRZHMKZH4APUBn0MT0jOIF5c30TRkRAMU52h4Ds1YppiA6o1nMozOUQO1QJSjYQjqMA/Jen8J5ESJE0asNOVwNGyEfvRj6DwzsirwNhogRokU7oqEH6ejm8WnKCKkG/ohjEQRDjPQDecu4DtdtLdUHkDn9mvCChQDIRgGwdkwfQS0j0tXfUg5FeYE8FIA1wdwUgCDA51zI7qjCJUpdC7veDlph8OmSJdgKroWvkQOiH5VtteUj7nkz6cfhx0NhWBHQ/2zO4Xdz1pQRNxelTUnllLFIN9rbW319WmMKYarSU86Pg+chypyXY7uRal1uyZlYJ1iRwOaqdwx6/8NstpsgwYktUaUo+EG4L6Y9qcCb1TSoByUw9EwHKWBxDkABqGB+QVd3E9VCaB3AKuFzoGDP4O/XgPtD0HwFrTP6uhQCL6G4CWYGMCFARwcwAYB9Ez6e9Q416DfyyMoSmULlKt8U/j+4/gYNipfovtCrpnOWcgJaXJjR4OpFq46YYypFqeTnnw6iXT091ooSjwV3bByEsbVMQ3paCg2f6YHHZ0IX9G5lOGi1KajIYrNUa55FG+gmf96ZVsUUhkXBv0m8kRmR6SASvSdiUrT9EVq4LcD16Owzj2R5sPySH9hDIos6LJuQaDoixXCZUVgpaz/lyUjF3UAcCgwCea8Dz3vhW5vAS9A8AZ89pFSP76LyluO76p9TcAPkE7HVcDRpEOBx6Bc5ZdQetGxxP92TP0yAs1M3EV0atU16B5wVzWNMnVNveo6xdED2AGlS0xO1pQuMwHpGRljTKEchKKivwEuDpcUqSpw+yHh+DOrbp2pOYqJaPgY5b+nuA+FSmdyKRrA1hoBUoleBYktgToJg2Pa70yEgGCVKEdEwxwUxpSLu+lcavJi4lXBP0TiigEKjZqcse4FYGDcjsJqDgMC2Dis6HBGWLVhRAAvBDApq7JDapkXwPsBPBrqJ5wfVnoYOh6+t6RmVm/J2NVy6Bz3Cf9fL7TvjDzHwoibUSRMXLhwC3LCvVQ1i0w16YE6DwFKkTgCOSMPQaVbU9otUZVpTEcc0VDfuk5xLI7O6w4J25GJq04YY6pBH3T/+7/w/8HA71F69SmoFDbIEfFwtY2rcxzRANxGegAHmtF8NPz7ZSSadDBwVNdNKztz6DggnYqUUuNmJFalvqtOfEWOgX/ICnSMePgNCoOaCZyIauTORbmntwJrIm/lgajjOBsNOH4G/LkXjHoB9llP+10tXFYhHZEQlcYxAzmwnkclKD8J//8EHf+PWhSqHcUayGn0VMZ72fogryP9hnVzHAeTZh3kRIhzsgXAY8DhyOlQi2XpTOnMR7+rx5CT7qqs9R8ix4NTJ0wh/IZ0dBSoAtDFKP0qxTA6T1gYY4ypPVITtak+QFu4ZDMto61pYop1NGTPCo9ElQ3ORLncn6IZsFrsNPRBYoaLo/D8ASgU/+OY9jsRX0u+luiJsgeGoHyob5GQ48voO6yEKmhkswkSjDw/472z0EBjLTTQT/EiUpg9tTd0PwCWvk4RH6sTOhSmw4w+8N0e2neKBaSdB4+Qdh58HC6ftii1oVRS12++lI35uMxOofRAx2txNCjYGDmOPkYz2teH67uj31M+pfOdgZ8gx90CYCyKhHqwArab8jAJWB/p7RyLroXpKG3ikQTtMvXHeqhUdIol6FwqeSoW4zXGmHpgEuoPrJ2jTU80YfHfqlhkap5iUieaiZ3Q7G4SFBoGuRTKnQ9QZMaTaAZ/HhrUzQ//z9aa2BDpFUxBmgegWcoAeCRMc1g5gJ0COCGAyx6HGZ/AnPmdUxvaA/gogJE3wLd/gncD2D2AtYLcgnLloB+KqrgmR5uVUeju7ytsS6NwJ7qWUiWLPkOz2++j4zgVhcSNzbOd7sgpkSp3+QLwLIpgCcL9uLSaaWScOqFn0dYZ/39MR0FpUERDtvOhlmmY1InW1tbhbW1tP6mAPcaYxmU46tetEbP+BHSP3L9qFjUGDZk6AXY01CKFdhoeRakNh9Fxxv47SLgvQCkj84HRSOjtOTRgnLQc/CCswrDvf+DB2yD4GL4IYEa2VsJEaB8LE66F4BxVcdgrgPWCjqk09yHhyGryb+RsyK4oAgrtvwM5XQZV06g65lDSefg7ZK0bhELnA+CyPNs5J2x3IUpRStEP+F247tIuW2tM7WJHQ33rOsXRC0V75UtNrCauOmGMqRbfRdHTHwO7oehWUCr1b9G4ZAyacDKF05COhrhw8n5Ifb5U3gTe7cLnTX62B4aiHNjrstZ9iTyJawJL9oW71oKdN4e1NoL2LeH9taFnd4WvdwP1BOfqgz1RBYlxaNZ6HPBOf6VfPI7C4D8+O1p1fhE0Y11NTkcD4lbUob8X5YZtgITGdkUlPN+ssB0bIGX19VEY8NvIEXQNOrT1QqrzvAi6hqYi50J/pCI8EDmqsqvNZLIYcBo6F6dkrZsJ/AFpdhyLBIWsem5MY1LPuk5xzCW/o7VemNXS0hKngWSMMVGMA76PIhvuRekUU1D/sDdKqz+I/Km1pgmIczQsQLPfPUvc7q1IMLBe6YNmYsfS9Q5FD+Bc0nVmC2FRMko4xvB95Pn6n1hboPO1Jkr5GPQqBD1g+XXg2JaO57onGgiPRDeMt2+Brw6BZxZoYLlPxP5eRIN2gGci1i8FbIY6ltXkA6RPcSMqYfn3jHWz0cz6Hypsw6nAn1EHdCwwEWkb7IFEE4cBX1TYhnKxhvCIGgAAIABJREFUI7omnka2H5m1/mEUIZMd/pzJtug39M8cba5FZTSHAv8q1VhjTE1Tz7pODU/37t23aW9vzxZQNsaYfDyHdBoORBOffYCH0CTkqATtMjVIXOpEb3ThZC7HogHqwhHrUsvxYZt6Zhs0iJ9Whm0thkQQJxWxLECzxrm4Jtu+AF7JTHeYCzOfguBduCeA4wLYIYBlcmzzNW2GiyLWnR6uW0DnbfRBpTIXIIHJJGgBtkQz6Gcgb+pSVdjvvui43EvHqhotqJzqTPQby+c4qhXeQg8LkJDokeh4Hk86/eQCdH3GOSoPR8ckV7rKgLDN6V2015haxakTplq4vKUxxtQ3TZU6Acrtz+YQ4GpylzZ7B1i+K0bVAGNQ53BcGbb1LQoTL4bPyR2aDhLsWwg5fVLn46/hvl4H3uylCITLUHpFIakDOyGNhZNRisQz6DpYG6UGgFItHkYhU5ORmOTB6AdyOiqNmAQBsjcq2qKSnIXShI5CEQzrkU6deBw5Pq5A5+L+KttWClNQmgQoXSa7vCHonE8lvtpHqmRsf+Kvu5QIaVeqjlSSHigSZXNUovVTFOp9N4qUMc3Bd1EO6trIufYWciq+n6RRxhhjTMJsCPwyfF0W9YUfRxHh3yRol6kxihGDnInC1HOxPfnLDZrcFDI7sQcaXB+Wo80TwFcUJ8iyNKoO0B5uP7V8hQbLP0MVKzLXvQHsXsQ+GoXl0Pe/GQ3QA3TeppE+NnejlIp6ET78K4pMiStdtDh6gORymgxA10+UkyLFX9DxWasEGyvNAFQlI3UOJ5P+PbyPhUWbhbNJn/eZSGU7QM+3Uwv4fDNFNPRDz6RSlzj1clMYJUU0jBo16qS2trYtKmCPMaaxORbdc2ajMcPdaHI2ACYQLdBuctOQEQ1QnKNhOpr1zsX+SIzQlE4hnYaeSA9gMnLuZK+7AF2w5yP9gPvRzeB2FLGQr255L6QDsRcdUwJSDEBpErlSMRqdDUg7F95C5yEVJdQfeXXb0QBleBIGlsDKaFAVVRZ1KZRW0U5+h+PNyGFxDJ3TRn6KjlktRnj0Qb+rGShdZOGM9w9EDrcvSEdkmMbkNPTbvgdFNYCu40HoNxAAx+XZRjM5Gnojh2pQ4nJL9U1uKEqtOjHDVSeMMUWyA+rfPUQ6AjbFVkjg+2PS/SdTGHY0IIG4fOKI9xNdkaCWWBgNlI5EHcrTwr+H0LEUX1IU2mlYB3kO29G5eRSlNXyMLtYnSM+0fwA8hkLAUx7HTctsd7OxIjqW04l3uKQcPvdUy6gysDdyjsxGDpLzgeuRU2sBnQXeolgMObZSES+3hMsr4XuvU5tOql8g+6IEUQG2QMfgkqpZZKrNoigqaSTpsl2Z9ET322/RTH4czeRogObWdUqaUh0N09va2v5RAXuMMY3LKHTPWShm/Y7o2XdC1SxqDOxoQOXt5gNH07kiRU/gPNQJ37Js1pWXgUjhfjbxMyuzUQWDJGtkF9NpOIHomaTP0azs66jkYiY7IEfDRKojmNioLIWO9RfEiz2mhBFrcfY+F6uj38okZP8M5CzZvIhtrELasZC5jEVOslpkJHLK5aIV5+g3Mnuh63RYjjZ7h212ztGm2RwNUTxL5xK32exEbt0nk59SHQ0HtLa2bpC/pTGmwVgK9c9uj1h3KNLbm4DGh5n9vh5ozHFFnu1/Sn1NsNUCdjSE/AHNoE8A/oNK2I1AD7q5aGBVi6xIenD9FzTYXh7NSPUN/94KdQonotCfYkUcy0WhnYbzSVeCaEM//BuRoGNqULdVzGc3QefxnK4a28SsT/o4X45m9DLZEoXazwfuqK5pibM2SqGaiWb/D0EpExei2eLJSDiz1niH/E6hv6PfZ71UEjHFcSL6Ta+co806YZvs8q+Z2NFgXadq4aoTxphCWRSJNv6Vzo6GXZAQ+Orh/8NQP3a58P+l0XPtzDz7eBZ4qhzGNhF2NGSwMRrUjkGzk0+jkohrlte0snIbKt+4ZAFtl0Jq+bdV1KJ4Cuk0rEQ6/z9KSCuVMpGr2sTL6Bya0kjdFJ4IXz9B2gRXIcdPO/LqTkflSJuJJ5EzITuaBnS9TkQVSqJC05PkZfQAzsUN6PdlGpMj0O953RxtNgvbHJijjR0N1nWqFnY0GGMKoTuqnLQjiszLdjSMRNpamQxHk8yg6PX5aHItF45oKB47Guqcb1DJxkI5APi6Qrbko5BOww3ogjw9Zv0cVIIwIFrMEaQS+2EJ9hnRHXWQH0Ql8B5H5y1AN9kLwvfzzXw2GoPQd/5tjjbHhW22ropFhXMVmoWNSynqhc7tI1WzyFSblMjraTna/D5ss3qONnY0NI6uU61TkqOhra1tk9GjR9eiVo4xpjKcQzqdLdvR0IKcw9nPtcORAyLFaHTPiRN7HIqefb/sqrFNhh0Ndc5MFBJUKLugvPQkKKTTkMp97xWzfiLKNQ+Q0ySKZ4AXSzHQ/I9z0TGOShnqj4QQv0JlIZuFA9AxyaXnsCaFKfdXm41QKtLdSKguk+5o0BSgknymcUlF5GwUsW5L1Bl7OM827Giof12neqFUjYYpra2t9VJ62RjTNTZDovGptM9sR8Oi6JmVLYo/jI7R0cNQxO5DdBb13hKlnk+kufq95aAhHQ098jeJpRu6wOKqNLzXhW1XgldQmOuDBbY/GIVR1yopB8PcmPVPAj8M/446R6ujqhP5BF1Mbs4DtgWuBg4C7kODkA1QSHBfNChtplD71AB9Vo42qXXZg/mkeQn4FdJxGQvcivIVl0WDpnVQyOB/kjLQVIVD0D30GTTb/gR65u0A/Ajp/dSqHlEtMRz9Zq5ADpfnUAd0CXTfXAo4Ch1nU316ET9ZYYxpLP6GomuDPO3yrX8AaRldhCY0H0LC4Wuh+/o36DnZTP1ek4NiIxp+GLZPhYjHLbXGLsgDdwcSSOwe027DsM0C4PvVMa0ThcxOPIyO844x67cmfS4GZ61bCTlRZhOt72CKoxcKpZ5M+pinBDq/l5xZiTGY/Pnru4Zt9qyKRcWzG4pGybynjQcOS9AmU12WQyVZ59CxKtH1FFaa1RENaepR16meKDWi4arW1tZ9K2CPMaa2GIT6MGMylndQinhKq63Q1IkUGyItuwnI0TAO+DMSjDTF05ARDVCco2F3NFi/H834b4eqF0QttciPUSnCAA0KX0b1YEeGf38drpuAvHFJUUinYWdk63toVnhTNAu3F7pJrI/OVYDqvd+AqlTcjmaTZxOfUmFKoxuwKopmWDRhW5KkJ7qGX0ERHVHrn0IPprgcv1phaRQ+PyBpQ0xi9EKdtHXoHP6fCzsaTLWwGKQxpliixCAfJbcYpKkcdjSg8MZbK2hLNeiLHA4XozD30eFyPwor2ovowVE1KbTT8Brp2fPsiJKUk+EsFPo7nbSD5Sbgu2W32pg0B6Fr8BkUXdMTpWpthm6iAY4OMI2NHQ2mWtjRYIwplihHw84ovS01RvgxGjd4sqXy2NGABqtJzvQ3C4V2Gk4ld/rKdDTDbkwS/BRF02RflzPo7DE3ptGwo6Ej3ZBA7uoxiymdkhwNI0aMsD6DMc1LlKMBFB39Lqqq9jwW660WdjQg9ejtKmiLEYV0GpZHKRBtSAH2LhTh8CxSxt8eVdpwHVuTJEuh/L6LgUuQ8Fv/RC0ypjrY0SDqVdepnihVo+G91tbWZr8+jTGmFmhIR0OxVSemEV9lwlSXvZA2w8koF/6BiDZXofKBS6DQJ2OqzTfANUkbYYxJhN1RhZYHgJ8jMbKZSRpkOjAAh0QbY4ypEMU6Gj4ANkfKovmotfKWjcZ3kRr6KznaPItK0KxBcZVFTPGsiMpZroccO28DjyPtj/YE7TKl0RfYF93vVgE+RYKxt+KSTc3E5miwvDb6Hb+FBs4vJWlUHfFrFJpr4eHaZAKqeW+MMcZUhGJSJ/5B7tBHh0GWh0LCIK9AqRO5+Ak6F5uXwygTy2HoXKQqlrxBuiTe4yiE2tQP6yBHaYCiuF4lXbp0Ik4fawa6o4iwlNjuu+iaaA+XS1ApsFw4dcK6TtXCYpDGGFPfNGTqBBTnaFgO2KLAxZROIZ2GE9AFmauU6GXhdpYok12mM99HA5ExdKzk0Qf4JdI1eSQBu0xpLAJ8hBwLeyEBuxQ7AJ+giIYVq26ZqSZ/RPfXq5HOSIrvoKo9AZqtz4UdDdZ1qhZ2NBhjTH1jR4OpGsWIQT4G9I5Y/71w/b1ltcxk8zzwMbBYzPqz0Y1jaNUsMl3hV+h8/SBm/frot3ll1Swy1WZpFJF0N9FRC92AUah6ysI5tmNHgxx2uyZtRBNgR4MxxtQ3djSYqlFop+FkdFG+ivLJV0MDod+hkNWvwvdMZVgGhVGfm6PNYuhcXlgVi0xXeQx4M0+bB5GonWlM9kX31cE52uwWtsk1iLajAV4EziG+pKXLW5aHUqtODG9ra/tJBewxxhhTHA3paChWDNLUFhejWbXzgOFZ68Ygle/3q21UE7EcmvH8IEebb5HDZ2BVLDJdZSAS8szFuyhCpYXG16NZDFgZpYxMStaUqpFS4c/1u343fF2+wrbUO88BZ4VLPvJpXpjys1sQBJORYKcxxhhTVkpxNOwMHINUuBeNaXMzcGqpRpmiuAq4EeWPr4j0Ap5FgoSmskwLXxfP0aY7+p1Mrbw5pgxMJb+myRLo3Deyk+FQlEaSqTsyHjk3L6OxK6lk/q4/immTEnj17zo35wD/StoIE8uslpaWfKLSxhhjTEkU62jYA7gLlfe6ATgceA2lX6TYFNiqHMaZgpkNPJS0EU3IRyhkdW80AItiV2Ah4JlqGWW6xBjgCOS0+zhi/aLALjT2+fw/4HR0bz8bRUWthO7/lyD9l58lZl3lSZ3bfVBaWhT7ZrU10XweLqYG6d69+zbt7e0+P8YYYypGMRoNz9FRBG0CsH1Wm2G4Y9FVLOxUP/wazWyfR8cKBaDZ4E9RnfJconGmdhiEfntPowoDmfRBjtZcYpH1znbo+40Aemat64bu/wFyrjUyjyIH7u4R6/ZC18h/8mzDGg2mWrjPYIwx9U1DajRAcY6GWcCOWf9vkNVmG9RBM6XjTkP90BO4D90c3kJl8X4F3AbMRGHY2yRmnSmFI1EK0hTgCuAMFLHyMTrPf0zOtIpzC9IViUuL64MczI1esnUg0mgIgJHAmUhnYBRKG3mbzo6obOxoMNXCfYbGoA8SoV0kaUMy6AX0S9oIY5oAOxrQg2zrjP8/pqPjARTRMKUMdjUz5e40fAf4PnAYMIT8OeimOLoDxwGvo5tEgAZrNwFrJGiXKZ1tUXWJ2eh8zgdGAz9K0qgq8Cb5nQg3AV9XwZakWQK4ADlWUr/rT4A/E++IycSOBrEzcA/wDvBFzHJBYtY1BiX1GUaNGnVSW1vbFhWwx5TGFuieka8Ky/Zhu63ztOsqvYG5KG3OGFNZGtLRUKxGw+eoxniKV4ED0CxPip1JK3KbZOmH8q2PomMY9CzUsTsXz4KUgwXA5eGyCPpdTUODU1OfPIG0GHqj39EcFKHS6PRDlWxyMYPmmOGajESNTyXtnJ2cnDl1iXWdapiWlpbzgiC4CWnTmPphVtZrpWihcwpdqSyCRMsfxH0jY5qGYh0Nt6HQrhSXoFxWgJeBTYCD0cDWJEsvdEPfFql+/xuYiMqxHYrCgFcBfpqQfY3KtPxNTB0xJ1yahQ+BdfO0WS9s10zYwVAav0GVkY4O//8FSkN6PKPNMODaKttlRNDS0tLI1XMKZQBwAhJvXhXNKk4AnkL9p8cSsyyaaVmv1WQ/9JveDUX5Fcr2wL3I4TC9AnYZY2qUYlInovgZ8B4Kr/oA+Hk5jGpyigmD7A9cCLyEwry/QhEmN6GH5bExn/tTuH63LlnamW5o1qoNhVfPCm37C7BMmfeVyf4o5PsLNDB8FbgU17k3phhORPeFg2LW70Ra/NTkxqkT1nWqFiWlTrS2th7Q2tqafT6ajf3QwPc9FOW5HxKBPQa4m+rq0RSaOrF42K7SkWV9wv1kpk4cjqI4dy5yWz8Mt2VhbGOiacjUCei6o8GUn0I7DeuggXU7miG6BIWnjkcX61Tiw956I0fAXV0ztQOZwojvA9ehwf6T4XufUX7Ngm7AjaTzp29EM2at6Lh8A2xU5n0a06j0Ad5AA78zSacMLIKcENNQWVfrvOTHjgbrOlULi0GWxs4ojP9vxPeVio387QqFOhpAejqVJsrRkHq/WOxoMCY3djSgkmb51HCPprFrrFeDQjoNPVGVg8l0LjHaE0WYBCh0NY4HkXp6uTiH9Gxn9sN5KHJ8vIrEE8vF8eE+/4GcJ5lsAXyJHC99y7hPYxqZgShkOCWCOYn0/eQ1YM3kTKsr7GiQYyFTQPU+OqdJXAo8XzWLGhM7GoqnN+ob3F/CZ4eiajRTkfM1n1Bwoe3jHA1Xo4jhARnvZTtGeqIKSWNR5NB04AUkBF4I+6H7/nSkR/QsiojNdjRE2VjIvlOOhuwls1Ty+Sgtb26GDVElhpdDFaGeQ5NJ89BxfRKlv8SxKxrETQ23/wHSMcvmx6jE9Uz0/LuDwpw/xnQFOxrQAVgrT5tjkV6DKZ1COg17oPMR59SZHm7nK+IH9v9FSuDloBealXo0R5tjkM27lGmfoI7Cy0i0KIq9w30eXMZ9GtPotKAya38B/glchH633ZI0qs6wo0Gd+P0y/h+Kjsm1SK/hBhR5dkTVLWssSnI0tLW1bTJ69OhKpjTWMnuia3HzIj93DEoduBYNXHcBLkNO2V93sX3UIP4cpBexah67/oYG3UcCmwHbAacg7bR8/CG05zIU5TEk/Oy7FOZoKGTfKUfDRmgckVoyJy9/AuyF0ql2BK5Ex26nLHtTNpyLjun2yHFzW9h+WMR3PDVcdw1yXmyPUgQPzWr363Db16H71YHIEfo1sFLEdpuZxdBk3+XAreg6+gHx/XGTGzsaKMzRMJjmEk+rBIV0Gv6KbppxOXovAZ+iczYoYn0PlHZxX4k2ZvO9cF+H5WizBOXN714+3N4ZOdr0RF7pq8q0T2OMKQQ7GqKxrlP5KVWjYUpra+ulFbCnHvg7mq0uZlC0Jrpuz4pYdzzqk23chfbZg/hT0WRRVB8um6+Bkwtol81GyNl3dMS6RSjM0VDIvktNnUhVrckkV4rJf1EkRCaDkCPl9Dz7GoTOyZ+y3u+LUgb/VYC9zcJgJDAfoFTLj9F1FKCqXf2TM61uaUhHQyVyz5bDwk7VYAlUZi6u5N4tpGuTLxmx/jR0I7ixjPaAHopxTEZOqHLldxeyz3nI0+6ccmOMSZ7rw8UkT69w+R+BxKXXj2k/vEUzwpntNwV+n72dkCnAcS1KYSx5HxViANJ1KqbqxlHoO10Qse4fwEkoqvfnJbbP5ASU+rojhekxzEW6XcXyczTpFFX5pVDnVan7LoQXgEOKaD8cfZduaOALErD8CumY5eII1E/9Y9b7s9Bk1SlF2NHIfBdVEJkAHIA04uYDi6Lr6XzkHNoGOW5ME5PP0dCDzqIv/Yj2SPYBNkQPnLYuW2by8QU6D0sir3w2V6CH2PIoymBW2G5ZdDM9BN0o/l1GewBWzNFmWZQX+XkV99kP+E4Z92mMMaYw9gYeJncZvqORA9rOh+pzM51nz75HfIh41GByIPGRrvNQePWXWe8Xu49K0EJxTgbQTPrzqD+VzXyU1791F9qnOBZF/vyAwlORf4nOZ3+U8vZkgZ/bGEU1d0Xjo9R9Z7MLSqlaG/UXp6Bjt1AR2xiPxi7LoBl3UHrMS+SPtt4MHYuoCbyxaMJqaRTB0cycg34/Q5GzLsVUJMY+FTkL90MpFabJyZU6sTvR4i25lhfJPfAz+SkkDHI7cos99kE3xmmkw5lSyzwUNliKcnAcLeiG8xLx6s0pschicyJz8TKqcBH3IEqJRf6wjPs0xph8OHWi8XWdbkIDoqSxGGTxXE7xA8ax5I62OJ+OTpVi26dSAl4FviVaCDEXGwAj0LXwMp2rRUQxFunwRBFVdSIubSHfvvOlThwarr8eaTJsCOyAZsa/yGqbK3Vik4h1Y5GgZj7GIgfQ7IglJYi8cgHbaWS6oXFFrmjoHiiS+PaM9zZGAvSfhMv9WGAzm6ZMnXgM2K2A7QTIU/gREo8xlWc0UjE+B4V6XY1ukCCv8rWog3cgGvwPRYPxKcBD6FyVkwD4XbjfEShqIvUQ74k6k2cSnT/XFc4G7kFaEwehUC7QzfBgFLI4BnigjPs0xhhTHsZSvVnscrMnEkAz9ceTqF+yARrYF8JkcjuWBoRtSm2fYh/Uh7oL9WMKnRV+Fdg33O4pqFrCb5CmVxyTKU9qab5954se+S0Sh80WON8EORa6wlQU2ZqPaah/fGqONp920ZZ6ZwnkLMolJD8fTQAun/HeMKTP9iQSqD8LRVRvWBkzTS1RjBhko7AwUtU9EmkVnBb+PYT85TurQaGzE0uhQXSAvOIjgWeQ53UBunFXm3NQBMUcVCppFHI4pARiFq/APk9Cx2seOh6PIg94gDzry1Vgn8YYkwtHNBQW0XAAmr2tNcYXsLSjgUfme0lQUkTDiBEjonQVmoWFUL/p9nwNM7gY9S2iokG7o4m2G7rQPnum/tfovOYqnZmLP6EKZLkELy9G109UJGoxEQ359p2qOLN0TPu5KG0im1PpekTDP9BvM5/w57UUpofRzKSuiSjdkUzeRU6bOFJCo8WkxTQ6DRnRAM3laBiIVGNnE5/6MRuFBA1MyEYortPQE3XU7kKiOc+iuuRJegk3RmGJz4Y2/RvlalVCfDTFOqgE35hwn/egULxm7kgZY5KjGR0NPZAjP7WkytktHLEsjQYf79BZVb4W+Aj4EA104pY5wJ+z3kuCUqtOvNfa2tpM12c2P0XX6JkUVn1ibXScfxWx7mjkeNq8C+2jBtAXoQH7ugXYl01qEiauxDnIETiPzgKI0DVHQ/a+1wg/NzSm/QeopGQ25XA0bIKO9fF5bE6lJP8kT7tm5zUUiRZ3XQ1Cx/GcHNtYn/JHVtc7TetoWBr9+OI4BHmuZqAB3o7lM62srIjC6icisZodUFhPP1S6ZnlgK9QpnAh8BqyQhKE439IYY+qdZnQ0NJKu00DgDTTjHKc7NJ3ayDMu1dEws7W19coK2FNPnIxCvV9Aooa7oTDvQ9CkzcNZ7U9EEaNXhe12RtUM5qH00WyKaR81gO4GPIL62XHlzFvC7R+ElP63R+kLUygs7eKo0Mb70CB7O+D7wHHkdzQUs++XgHFo4mmHcL9HheuOQM6Av6FjtDUSwxxO1x0NkI62vRWlpuyAUj3+ktXuL8iBeCmKJNke6Uucg8qVGjnJAuQEy3Y2fIe0AOrKMZ/vg4oG7Fkh++qVpnU0nI1CiaK8vYeig/JvVK7oVRQRsEZ5TSwLtyEvXFSpx2yWQt/5topaFI8dDcYYU980o6NhUdQpz7fsimY2a7GvkMkSqNM3BlglYn29Oxrea21tPasC9tQbawNXAu+hPuxMNNt6L0qrze7/7oSui2noGngK+HGO7RfaPm4AvTzSUvhbzPYXQSXNP0UpCFNRf/w0VOmrELZCkbFfIsfLDOQUuIWOv9NsG4vZ98oo2vRbdCyeR1XRUhyMHI9T0fX8FRqfXJy1nVIcDaCBbStygswE3kZOkm4R7R5Fgobz0eTjPaiso9HxGo6O82soYudI5HiYhI5ZXEnSJZH+3xEVt7L+aFpHw7NItCObVH5bZl3ZPshjma9WbRJ8Q3HhUAeQXAkbOxqMMaa+aUZHQyPSDQk+TkKd48xBZ107GowxpkRakHDnO6Sj0+aj6JtNYz4zEDmh9qqGgXVIQzoaCsmZXxtFK2RzIHrwZnoaZ6Mcq6O7blrZ6UtxglOTw88YY4wxpjlpRyHuj6FShT9D4fDPV2h//ZBmRSHRlymWovOsrDHGVIpUKdLrUaWRPmhMOCWmfR9U/e0McotEmgajkAdTTxQNkM1RKOSoPev9D+hY0qRWeAU5RwrlYOq3trcxxhiTBI2i65RNGxLkewxFgt5LvHZDV2hB+c2Ti1hm44gGY0wyTEBjvzgnA0j/5HHsZGhK8qVOvEfnXJvN0INtmYj2Q9FDstbYBTlF7kC5aHFqqRuGbRYgMZwkcBikMcbUN82aOtEouk65WAVFN0wFVk3YFlAExAfFfqi1tXV4W1ubFfaNMZXmYaR18V7WclSuDzUZTZs6MQblJd6KBr+9UQfhdiTUks1yMe8nzYNIafZyYG/keRuPQn0CFHq4Qvj6OcohejQJQ2uARZE68nqoDNlYdOG/k6RRxhhjap5dUf8gyHp/IaTofirpdMw+wNPAL1A6Qr3wIXB4uNQzuwVBMBmdL2OMqRQ7JW2ASYZCHA0XoFzEZ1H0w7bASqgsTBRbo1mKWuROlCM0DJXhWR1YLFz3GQrrGY2cErUYlVENdkZOpSWy3k+VHTqNzukyxhhjDDSOrlMcPVBpvBdR2kI9M6ulpaVZ+zrGGGMqTCGOhldQOaozUS3dt1AN3M8j2vZEZWF+XS4DK8As5HC4M2lDapDtUAmfD1Gn8Gl0vNZElUd+iXQ9Tk7KQGOMMTVNo+g6xbEwinYcjPQa6pbu3btv097eHtWXM8YYY7pMnKNhkax1zwE/ymqTPeOdYjDqZPRDdWpN/fBXdO62pWP6yxvIubQAOAHVmx5XdeuMMcbUOp/R2XGwGTAIuCmi/VyUkmmqzPbbbz82aRuMMcY0LlFVJ7ZD4YCTSlzeBL4AvkR6DfVIH6Tl8IukDakiK6LO4D+J19g4B10zu1fLKGOMMXVFStcpVZGhXnWdjDHGGNMFoiIaxgK/IVoxuhjmAF93cRtJsQlwLDAduKyL21oMzf73L/Jz2UJalWaV8PW1HG3GofO6So42xhhjmpdG0nVqaEaNGnVSt27dxgwePHhM0rYYY4xpPKIcDV8hZehmZgwq0VWO9IAZwPWo1Fmh/Ajtc0hFAAAWMElEQVSlnlSTlCBUnxxteqBZKotHGWOMiaLRdJ2ymQkcD7ybtCFdpaWl5bwgCG5CfR5jjDGmrKQcDWuimtDjUETDWFT6cUEyZiXOfODcMm6r2E5Uf2D9Mu2/UN5CCuDfB26LabMjSp14qVpGGWOMqTseDpd8zAM2or5SJ+bS9UjHWiFoaWmpdvSkMcaYJqEHKmX4MzTjsHDGujnI8fB2uLwV/j8Oz2g3ItORg+GnKJf2kaz1ywAXIf2Ne6trmjHGmAbls6QNaGKODILgzaSNMMYY05j0AK4IF1AliVWROvQ64d/rAnvTUThyMnI8vIlKU6X+/pDqawuUwsJI+HB1pKEA8C3wHsotnZaQXUlzGrAF8ABwI9CGZm/WQpoViwO70bzHxxhjjGkIhgwZcmvSNhhjjDFLAFsBP0f6DfejQfl85FhILV+iutJXAscB3ROwNRcDgX+hFIEgZpmNBtkDE7IR4D/IgZMEiwNXo5DWzOMyBtg0IZuMMabeWBLdO89O2hDT8CTZZzDGGNN1VkN9htakDaklegMboFJWr9NxYDqHZAfr2awITAAmImfJDqjWdz+gb/j3VqhTOBGFc66QhKHURqdhIRT1sR31W6bUGGOSwo4GUy1K6jO0tbVtMnr06GUqYI8xxpjiaEhHQ1TViUJZHYXR74oGoz2BqUgA6r/AgyjCoVb4P1RucwdgUsT6T8PlaeByYDRySOxfJftqjRnAc0kbYYwxxpjyEwTByPnz598InJC0LcYYYxqPUh0NdwJ7hX+/jwbm/0WD87llsKsS/AClc0Q5GbL5BjgPuLSiFuVmAPBCgvvPx8LI2TSX+tDl6Aq9aY7v2QtVmmn0ajM90bmcn7QhFaYH0ILSoBqZbuHyetKGZNEVR74xxVJ0n2HOnDmLPfroo8eitFij+2UvmuN5XyjN8hwpht7oeLQnbUiN0A31q+YkbUgN0RNN2L5fxGd6V8iWRCm1IzQ+fD0NuKA8plScvkjwsVAmh59JggdR6kItswjS4JhHYw/YuqP0mnYa/ybaD53L2UkbUmF6o/PZ6N9zYXT9Nrp4a180OJhG7d2LRgJPJm2EaXhK6jOMHDmSl19+uRnuhYXSi+bo1xRDszxHCqUF9ZXm4t9Nij7oGpmLnS8peqG+5uRCP7Am9J0D3wbw2MeVs6tu6IfKXH4BLJ2wLYXyNHBzEe1vwx3EXOyLPP5bJW1IhVkXfc/DkzakwnRD3/PCpA2pAmNRx7zRuRP4KGkjqsC56NpdOF9DY0wHZiLxbiP2QfeSrZM2pIa4F4m/G7EEukZ+l7QhNcQJ6JismrQhNcTzwBNJG1ELdMvfJJKZwGHIybBl+cypKOcCBwB3oMFxXEWMDcM2+wJ/qI5pxhhjjDHGGGNMY9CVHNKngMVQDko98CDyVl8O7A1MQSkgk5AnbilUZWIp4HOkQfFoEoYaY4wxxhhjjDH1SlfFqurFyZDiTuABYBiwDRIzXCxc9xnwOBK0fBCYlYSBxhhjjDHGGGNMPdOMqtizkMPhzqQNMcYYY4wxxhhjGo1SNRqMMcYYY4wxxhhjOmFHgzHGGGOMMcYYY8qGHQ3GGGOMMcYYY4wpG3Y0GGOMMcYYY4wxpmzY0WCMMcYYY4wxxpiyYUeDMcYYY4wxxhhjykYzlrc05WFm1mujkvp+MxK1ovIEqPRro59P0Hf092wcZgHzwsUYUzjNco8olGbp1xSDr5GOzAEW0Ph9wmKYSboPacRMYHbSRhhTz3QD1k3aiCqxDs3hlFsNWDhpI6rAAGDppI2oAksCyydtRBXoB6yRtBHG1CGrAIsmbUQN0Uz9mkJZChiYtBE1xppA36SNqCF6AWsnbUSNsSzwnaSNMMYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjTIK0AAcBI4FJwFxgPHAF0D85s6rGAPR9xydrRkWYDQQRy/lJGlVBNgQuBV4GvqZxvuffiD6Pmcu6iVlXXlqAA9A5nA1MBUYB30/SKGOqyE7AU8AMdB+7FVihwtsoxz4rSRLHpNafn+U8Z4PCbexdxX2WmySOR6NfI5sAw4FPgTnAh6iPtXgF91lJkjgetX6NGFNxFgMeBk4DdgF2Bc5CTodxQO/kTKs4iwGvoZvF+GRNKTvd0M3sADQAz1yWS9CuStAbuBaYBVwD7AmsTe6bfz2xOrBDzHITun4XScCuSvBH1Ak4C9gGdQxuANqB/ZIzy5iqsCe61m9Dz+MDgDdRx7bQ+3ax2yjHPitJEsek1p+f5TxnP0CDroDcA+tavk6SOB6Nfo3sjgbT1wP7omfxb4EpwAtA9wrss5IkcTxq/RoxJlF2RT+QIUkbUiG6AY+iQcypNJ6jYQl0/lZJ2pAK0wLcA4xFA/JmYiPkLd8yaUPKxIrAAuDIiHX3AK9U1xxjqkpfYAJwR9b7SwET0bOq3Nsoxz4rSRLHBGr7+Vmuc7Y5cCfwLXAMuQfWtXydJHE8oPGvkX7AZhHv74m+964V2GelSOJ4QG1fI8YkzqboB7Jh0oZUiN8DY4CeNKajYS10/hZK2pAKcwgKr185YTuqTTfgReCypA0pIzuja3bViHW/BKZX1xxjqsqPiX/m/g5FbC1c5m2UY5+VJIljArX9/CzXOTsdhW/3B/qQe2Bdy9dJEscDmuMaiWKhcNsnV3GfXSWJ4wG1fY0YkxgLAT8E3gWuTNiWSjEYpYakvIyN6GgYgjzzjc6rwIVJG5EAhwKTkUe+UVgfPZSHRqz7B/B8dc0xpqpcDHwTs24r9NsYXOZtlGOflSSJYwK1/fysxDnLN7Cu5eskieMBzXeNpFiBdDpAtfbZVZI4HlDb10iX6Za0AaYumYRmDe9DIUbHJGtORegLXA2cgXLbG5WVUN7+JOAtFBq2Q4L2VIJl0eB0YaQzMgGlEryFnEeNeh/sDpwN/J34h2c98hpKZ7oMiXGl2BgJ1v4uCaOMqRKrAx/HrEu9v0aZt1GOfVaSJI4J1PbzM4lzVsvXSVK2Nes18nPgCzROqNY+u0oSxwNq+xrpMj2SNsDUJdsDy6MQ5uOQkv2+aPDWKJyFcrKuSdqQCnMPmu1fEoVv7QK0IvHAnwPzkzOtbHwvfF0bKQH/FX2vHYHzgNVoTGfZPqhayqVJG1IB9kIOlNeBx9E1vD9wBPBAgnYZU2kWQx3SKCZltCnnNsqxz0qSxDGB2n5+JnHOavk6Scq2ZrxGhgC/QrP306q0z3KQxPGA2r5GuowdDaYUXg+XB1F5y+dRNYpzkzSqjKwCnILU7IOEbak0k0jfQEeiWeIhwENIOLERSuuk0gZ+iHQaUjyGwtX+gr7nR9U1q+IcjgbdXydtSAXYEhgGnIOu0z3QjMBu6NqdkpxpxlScuOdSewW3UY59VpIkjkmtPz+TOGe1fJ0kYVuzXSM7A/9GWhZ3VWmf5SSJ41Hr10iXaNSQYVM9xqEyMD9P2pAycibwCM2b692KzulhSRtSJlKlV3tFrLsDVaTYpHrmVIX+KPTuloTtqAQrohmAM5FY63AUzbAmEnG6JzHLjKk8U4nXXEm9ny/ft9htlGOflSSJYxJHrTw/kzhntXyd1JJtjXqN7A/cjQQP4yIpa+k8ZJPE8YijVq6RLmNHgykHn6AQ7UZhX1QjeXrWch4a5ExHIU2NzFtEq/rXI5PD1yUj1k0MXxvp+gWlTUwH7k/akApwMDADuC7r/U+Bo4DtkF6DMY3Ie6h6TlQ99tUz2pRzG+XYZyVJ4pjkohaen0mcs1q+TmrNtka7Rn6CtAV+hvTNqrHPcpPE8chFLVwjXcaOBlMOVkUiJ43ChkhkbsOs5SIkJLghShVpZPrTOCq4r4Sv20asWz58/bRKtlSLHyPhyzlJG1IBlkdhhlGhjCnHUf/qmWNMVRkNLE50rfZh6DefLxqv2G2UY5+VJIljkotaeH4mcc5q+TqpNdsa6RrZDLgROfpvr9I+K0ESxyMXtXCNGJM4K6OZ04sTtqMaNGJ5yyiWQAq7NydtSBl5FniGzs7V81C43KJVt6hy9ET1no9P2pAKcRQSR1o7Yt0pwDxguapaZEz16Isc3sOz3l8SOfxvzHq/B9Ib6tOFbRTbvtokcUziqJXnZzmOSTb5yjnW8nWSxPGIo5GukRbgReBfFdpnNUnieMRRK9eIMf/f3r3HWHrWBRz/Fi1ttSsX9Q+BwJio3Lw0BZtyCRhvxaJY21pXjaYgYDXGqMUoIhAiEQka0QgpBoTGYkhJvBETLzFea9IWgwa0tY1FtN3QQq3sFmoLFf94zsg4e2bnPTOzc+by+SQnJ/s+z7zPc549M7/nPOe57JqXNjYyeVljWcHF1Ssbv5QfavxSHHQHbaDhosb6sasaG9a8oPFB7Y7GxohP2PhH950Lqk81lhJc1NhM8I2Nb8VfusR6nQ5f2+j8PG/ZFTlNzmoMHN3VOC3kWY0TRN5UPVS9bnlVg11xSeNv13WNHcqPNo59PVY9fl3eVzf+HrxlG/fYSv7dttttsh/i5060yVpTPljv5ffJbrfHYXiPPGN27eWdPAv4vOprtlnmbtvt9tgP7xHYFRdWv9P4oP1gY430P1Svqc5dXrV21UEbaHha9Y7qtsY34A80drh9YxtviLOfnd8YaLiv8VpvbiwxOGguaQS6Jy27IqfRWY3fx1sbf49ONKY9XrHMSsEu+tbqhsYA6r2NjcOeOCff0casw3kznKbeY6v5d9tutsl+iZ870Sarpn6Dv5ffJ7vZHofhPXJZow02ety/zTKXYTfbY7+8RwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADhMHll9wRLKPbM6vzp7CWUDAAAAp8FZ1UPVJUso+7nVZ6snLKFsAAA41B6x7AoAO+5I9R3V528xfaec0ZhZAAAAHCIGGmDvWWl8G3+qx6Nneb+n+kT1vDU///zqD9t42cBm6QDA4bHS6Fu8YMn1AA6Q0/2NJrB1r6hu3CDtxOz5SHVuy9kHAQAA4CQGGmDv+qfqbzfJ8/bquuq/T391AAAANmfpBOxvF1YPVF8xJ+1E/3+5xeULpl9W/V31qeo/q/duUE6NJRw3VPfP8t9YvWRC/X9yVo95g55nVB+rrlpz7ZeqDzc2mVwt50UTyqk62nid88q6/BRpU9rhzOpnqlsa/x/3V++vvmVi3QBgv9gsLi4a26fcs+qx1Zuqv6+OV5+ujlVXrMmzaD/hOdX7qnurz1T/VX2gemtjxuh6i/SNAGBPWWn6WskLZ3nXBrlvn107v3rKmseRielVr5zl+a3qm6vvr26uPl49aV0dXtcIzr8xq/M3VldXt8/ucapTJ756lufCOWnnzdJW1lw7Wl3aOFXim6prqoeri9b97LxTJ7Yy0DC1Hd7c6KS8vLqgsWfG1dUz55QFAHvJStP7HVPi4qKxfWqsXe3zvKoRZy+oXtjW+glVV87Sfq8xgPD8xqDENc0/uWqRvhEA7DkrjUB2ceOD7/rHGWvynmqgYd5I/JT0pzcC7y+uu35O9ZHq2jXXzq/+p5O/magxcLHZQEPVXY1Ow3pXV/+yyc9W/W71++uu7cRAwyLt8PHGNzgAsN+sNG2gYZG4ODW2L3LPeX2eKeb1E768sez01+fk/4ZO7kMsUk8gSydgL/ujxrTA9Y8XnuZyX1bdV71+3fUHqt9sHI256oeqj1bvmHOfT08s733Vd865/qLG6RibeX/11IllLWKRdnioetppqAMA7BWLxMWpsX2Re27VvH7CVY2BhtdMvMdu1BMOFAMNsHf9ePX1cx5/c5rLvaC6qbH+cL1bqsdUXzL79zNmeacOKsxzfWOJwePXXHtsY93k9evyfltjAOaOWf2ONQY7HrWN8jeySDv8VPXiRufpuaehLgCwbIvExamxfZF7TjG1n/Cc6i8aezJMsdP1hAPPqROwd93eGIXfbY9pBNR5J1msDk6e21gu8KjqH7dZ3l9V91Tf3djroMZayX9vrH1cdWX1zupdjamOd1ePrn6i+etAt2uRdnhPo6PxqkbH5UONvSvWT9UEgP1qkbg4NbYvcs/NXNn0fsIXN2L1VDtZTzgUDDTAwfPZbaafqP64esUp8tw5e76vEXy34+Hq3Y1NlVY7Iz/Qyesdf77ReXjxuuvPbNpAw/2z53Mar3Ezi7RDjQGXK6rHNdagvrf6ucYO2QCw3y0SF6fG9kVj7aks0k84UX3RxPuu5t+pesKhYKABDp4HZ89n97kP14ukf7ARkG+dUNaNjU0Wz2x7yyfe3lh+8NRZ/Z7V6Jys9cTGkVZbddfseaXxGjezSDusdawx0PBg9drql9t8cAcA9rpF4+KU2L7VWDvPIv2EDzZOpXhEY1PrKfl3qp5wKNijAQ6ej8yez9ti+rWNjQ2PTijrbY01ia+dXLv5bqluqH64cUTkn1b/sS7PnY1TLqZYHfQ4Z821WxsDK9838R6LtMM891Rn5e8sAAfDonFxSmzfbqxda5F+wm83jqT8kTlpZ865tpP1hEPBjAY4eG6vPlC9pbGb8t3Vk2dpb5uQ/teN6f7XVs+u/ryxWdKRxvrE66rbZvlvrX6semv1dY1pkscaH7C/asF6v7lxNvVnqu+dk/6GWf2ON6Yvnqi+sLFB5nq3NTZs+tnGDtEfbuwM/YbqFxqdiD+pPtnYZ2LekV5T2+GMPtdu/1Z9XmOa5qsbyycenvj6AWCZntLGmyPe1GL9g1Wbxfat3HMji/QT/rK6prGXw9MbfYIHZ3WYd2T3TtYTAJZipWnnWdfGZ0qvVH9QfaIRaG+uXrJAetV3VX9W3dvoINw9+5knd7JnN86pvmeW95ONc7LfXX3lhNdR4wP6HdU/Nz68z/ODjWmRxxuzFj7W6Pz86py8lzaC/q+tu/6jjSmQD8zucU/jG5df2aDczdrhSON13tk45vJ4Y7+Gn24MuADAXrbS6Euc6nHumvyL9A+mxPap99yoz7PWIv2EGn2fmxp9guONDZ1fPyvny7ZYTwAAAID/c1ljNuLZy64I7GfWDgMAAAyXNmZFzDvKEpjIHg0AAMBh8sjGEombqo82BhUeV13eOKr64uVVDQAAANhvvrS6vvrXxl5VDzVOxHhP8zePBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAE7hfwHPgXHsKCycwQAAAABJRU5ErkJggg==)
MASS::boxcox(m0)
![plot of chunk unnamed-chunk-4 plot of chunk 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)
m0 <- update(m0, log(altplan)~.)
par(mfrow=c(2,2)); plot(m0); layout(1)
![plot of chunk unnamed-chunk-4 plot of chunk 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)
## Quadro de análise de variância.
anova(m0)
## Analysis of Variance Table
##
## Response: log(altplan)
## Df Sum Sq Mean Sq F value Pr(>F)
## cult 4 28.16 7.04 40.9 2.2e-16 ***
## meio 2 8.96 4.48 26.0 7.9e-09 ***
## cult:meio 8 2.89 0.36 2.1 0.05 *
## Residuals 59 10.16 0.17
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Comparações múltiplas
##-----------------------------------------------------------------------------
## Comparações múltiplas para o desdobramento.
LSmeans(m0, effect=c("meio","cult"))
## estimate se df t.stat p.value lwr upr meio cult
## 1 1.7710 0.0928 59 19.084 6.364e-27 1.5853 1.957 bds c
## 2 1.6699 0.0928 59 17.994 1.237e-25 1.4842 1.856 ms c
## 3 1.1219 0.0928 59 12.090 1.315e-17 0.9362 1.308 wpm c
## 4 1.0511 0.0928 59 11.326 1.972e-16 0.8654 1.237 bds d
## 5 1.0862 0.0928 59 11.705 5.104e-17 0.9005 1.272 ms d
## 6 0.9246 0.0928 59 9.963 2.953e-14 0.7389 1.110 wpm d
## 7 1.6213 0.0928 59 17.471 5.386e-25 1.4356 1.807 bds f
## 8 1.6493 0.0928 59 17.773 2.297e-25 1.4636 1.835 ms f
## 9 1.2911 0.0928 59 13.912 2.760e-20 1.1054 1.477 wpm f
## 10 2.1278 0.0928 59 22.929 4.487e-31 1.9421 2.314 bds p
## 11 1.9777 0.0928 59 21.311 2.126e-29 1.7920 2.163 ms p
## 12 1.8199 0.0928 59 19.611 1.580e-27 1.6342 2.006 wpm p
## 13 1.4318 0.0928 59 15.429 2.252e-22 1.2461 1.618 bds t
## 14 1.6472 0.0928 59 17.750 2.447e-25 1.4616 1.833 ms t
## 15 0.9715 0.1038 59 9.363 2.854e-13 0.7638 1.179 wpm t
X <- LSmatrix(m0, effect=c("meio","cult"))
grid <- equallevels(attr(X, "grid"), da)
## Divide a matriz de acordo com os níveis de A.
L <- by(X, INDICES=grid$cult, FUN=as.matrix)
L <- lapply(L, "rownames<-", levels(da$meio))
t(L[[1]])
## bds ms wpm
## (Intercept) 1 1 1
## cultd 0 0 0
## cultf 0 0 0
## cultp 0 0 0
## cultt 0 0 0
## meioms 0 1 0
## meiowpm 0 0 1
## cultd:meioms 0 0 0
## cultf:meioms 0 0 0
## cultp:meioms 0 0 0
## cultt:meioms 0 0 0
## cultd:meiowpm 0 0 0
## cultf:meiowpm 0 0 0
## cultp:meiowpm 0 0 0
## cultt:meiowpm 0 0 0
## Faz comparações múltiplas de médias entre os níveis de K dentro de
## cada nível de A.
grid <- lapply(L, apmc, model=m0, focus="meio", test="fdr")
grid <- ldply(grid); names(grid)[1] <- "cult"
grid <- equallevels(grid, da)
grid
## cult meio estimate lwr upr cld
## 1 c bds 1.7710 1.5853 1.957 a
## 2 c ms 1.6699 1.4842 1.856 a
## 3 c wpm 1.1219 0.9362 1.308 b
## 4 d bds 1.0511 0.8654 1.237 a
## 5 d ms 1.0862 0.9005 1.272 a
## 6 d wpm 0.9246 0.7389 1.110 a
## 7 f bds 1.6213 1.4356 1.807 a
## 8 f ms 1.6493 1.4636 1.835 a
## 9 f wpm 1.2911 1.1054 1.477 b
## 10 p bds 2.1278 1.9421 2.314 a
## 11 p ms 1.9777 1.7920 2.163 a
## 12 p wpm 1.8199 1.6342 2.006 a
## 13 t bds 1.4318 1.2461 1.618 a
## 14 t ms 1.6472 1.4616 1.833 a
## 15 t wpm 0.9715 0.7638 1.179 b
##-----------------------------------------------------------------------------
## Representação gráfica dos resultados.
ylab <- expression("(log) Altura de plantulas")
xlab <- expression("Meio de cultura")
sub <- list(
"Médias seguidas de mesma letra indicam diferença nula à 5%.",
font=1, cex=0.8)
## Gráfico final.
segplot(meio~lwr+upr|cult, centers=estimate, horizontal=FALSE,
data=grid, draw=FALSE, layout=c(NA,1),
xlab=xlab, ylab=ylab, sub=sub,
strip=strip.custom(
factor.levels=sprintf("Cultivar: %s", levels(da$cult))),
letras=sprintf("%0.2f %s", grid$estimate, grid$cld),
panel=function(x, y, z, subscripts, centers, letras, ...){
panel.segplot(x=x, y=y, z=z, centers=centers,
subscripts=subscripts, ...)
panel.text(x=as.numeric(z)[subscripts],
y=centers[subscripts],
label=letras[subscripts],
srt=90, adj=c(0.5,-0.5))
})
![plot of chunk unnamed-chunk-6 plot of chunk 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)
##-----------------------------------------------------------------------------
## A diferença em termos de distribuição para os dados originais e para
## as médias.
## Alguns zeros.
p1 <-
xyplot(compraiz~meio|cult, data=da, layout=c(NA,1),
type=c("p","a"), jitter.x=TRUE)
p2 <-
xyplot(compraiz~meio|cult, data=db, layout=c(NA,1),
type=c("p","a"), jitter.x=TRUE)
plot(p1, split=c(1,1,1,2), more=TRUE)
plot(p2, split=c(1,2,1,2), more=FALSE)
![plot of chunk unnamed-chunk-7 plot of chunk 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EF2iBqUJ1epIY56azpqb8im1uBA1CA7RA3Kk6vUQG4orIOoQXmIGpQHZxhyNUzNtvaIQ9QgO0QNypOr1IC+Mk5ezrMt9DobWyQGUYPsEDUoT+5SAxrPhjw5kJAnaRA1KA9Rg/IIB0qfH1IzqvU6EigtCaIG5SFqUB6yvEp2iBqUh6hBeYgaZIeoQXmIGpSHqEF2iBqUh6hBeYgaZIeoQXmIGpSHqAGPlHll7PSFJydzT1YU1fuPeMf3UqIG5SFqUB6iBjz+qfnd3i196D7s8TxqyN45zk34XkrUoDxEDcpD1CCFXuxikqeOcczPnbCL50VEDcpD1KA8RA1SGBPI/FisesAel2jJ8yKiBuUhalAeogZ8ni5wXc88dC7KPRscwPMyogblIWpQHqIGXO7rwX4je1Atmns+i0qy/EKiBuUhalAeogZcUk5tbK6ZwxyUass9XwWPM36ZGh+XTn04koUGfgqIGpSHqEF5jkD9jI9hvNT1HVkba/hBfcGyGh7YQCY2ZOlNsh+iBuURVsObAz+syVGLGNHnqIYNmT+ENg8kls6aGtK8RyBUndxQfHJylxpSJjizF3PkX9nYHnE+PzV80mjIiA4IxYZzh0Py8LyGqEF5cpUa0lpDxZWJB4c5OP2RnS0Sg6hBEm5x6ZOXEWTy8tORq9SwGgaksY+X3YukZF+DRCFqkMISOMqGPA1lDneTkKdPSK5SQ1UfU37mb+FwdjUHA6IGPL5psWj3xn7avuzxPGrw7lkkUPpTkqvUYN/edHAVpmdTa3AgasDjQGMfjVOllcYnK4ro/IaT5VWfkNykhhRqgOnoGYzOptbgQNQgO0QNypOb1IDcG5sOTsG8bGoNDkQNskPUoDy5Sg2t7P4xHvSn/s6u5mBA1CA7RA3Kk6vUcEpV9h77uFDFN+n1SSBqkB2iBuXJVWpA36sdOsSPLAWlnmdjg0QhapAdogblyV1qQH80sgXIP413ZPuTQNQgO0QNypPL1IBQ0o1H2dUSXIgaZIeoQXlynRpyIEQNskPUoDxEDcpD1CA7RA3KQ9SgPEQNskPUoDxEDcpD1CA7RA3KQ9SgPEQNsoOlhjdX/1W+JbjkPjW8u/5Y8PfZT+5Twz+3ctIScpbcoIZ1ldRAR8xPU74xWOQ2NRysZwMQMuFNtjUHg1ymhof9fAGcW+esvFS5QA19wbtP/OB80CRZ+dbgkMvUMEfl2Cn+fxFQ+ln2NUiU3KWGv/2p6uMmNdXa7c7GBony+athCXR4zTykDIIxyrcGBxE1vHvyIrtagouQGo7S1bnwoXl0sydPckrHLHepIaWo4xb2hvh8sOO9bGyRGJ+/GgqGmHoL1R3fKt8cDATV8HtdPUDYHKmpu5VFSA2NHB9yjw+KAoB7r/vZ1SZhcpUaJoEaqPBFaegEjMzOJonw2avhDow1HS2FX5RvDgZCalioNsTGjwiHujnDYiaE1ODUnHv4y5eGRhO/UPmey65GCZKb1PA1BV3ihxaCpskorGK2tkmYz14Nf8AS09FB+Fn55mAgoIajdGVurH8a9Mq+9ogjoIY3wKbuRG/zueyECQgdcw3KEcORuUgNuygfD+YhbST8D0Xny9Y2CfPZq+EKfG062gB78Ks908IFNJXWWN8ufgTUUN/J2DtHLdRSt/xQEgE1pOli2YdFsPoCzGIO1sHCbGuWAKJqONXMANrKP2VPa3DgVUMlr456bt6yjs3LchHZ2SQRPns1pHhVMx110jzBrvV7jW2zuO55FJnV4FdDmo05pek+UMRKViJ0QxGZh907qKVLyjQ4zhykuDXLtmYJIKaGeWq75nHdAqBZjgkW4FPDS1W/xbCTPdoAqzU9srVNwnz2amCua+MdxVZ1B+xKj6vL3GUekocynTjZ4VfDk/RxkevwjfxvbDVCaljN3VFUKXbKUI6bn4iolF2tEkJEDUdV5dkscEmD0k/4J4dPDVdh5guPQuwk0CkIV/+ZvY0S5PNXw8sy1JebE3d2URXAX6MfbTCNtDfRyz9bz6+Gd+nZjk/ljH65CSE1pDWFyj8mlnOydTnPPQ+um12tEkJEDbXcTNfCF7Y5JUyWTw0PYBzarPaa/OuxQQBfZXOjBPn81YD+7aoDAFUM/rxasraz6Wi7ApvtCow1FA0zzVp+BSdlf1/rEQx5Sh7txG4hWfoC9+xSzhj/E1bDW3V309Em2JodzcGATw1pecojtL8wt+fslGxukzC5QA0IPd+xYKOUYb1/YLLp6BLMsapVQgio4TsYzz2ecykn+9tmAZE1FG/2L5yjr/CKO6ymv5YtTRJBWA23YJrp6BwsyI7mYMA7DBnPDe/+tWK0Te1sbZAocqvhz4yFOJdk2QZAiZWXL2E48/NQYy+DjwKmFlBDSm1oknDl1HhH55wRHmACY+XlXAhdeunSsjCYnR0NEkVYDU/TN6f5DX7MhtbgwKuGtxWg9f4rif+z8Tw3paTBUG5WTslpKbcawPuY+XC5LH0KRRZlFyiD0AjKOSa2IOhknyoQCnl6PUjP9hwr56yFNDiLslf7sw33zyGfNJGxhiBz6NAEuJANrcGBP+TpRU8te2prHwmDop06FoJSOWReW3Y1aPWLTIc5WA1fwby50OIFuuhcrLT6qMyVC6+hePTT/B/OyvyOWQUrX8O7/fPn78sp32giaphgGuX9y7FCtjQHA6HlVffXzF98MamIHTfutUJbMWcsVZFdDbPqQMfX3GEOVsPbSpQ+9OG1ma6GMw8MNWSuPJetvMyRiKjhTXm658knV78xuOaYGzfRVC5LwfSdOh02K98cDGRXw/LUsaqw0+xhDlYDehnNDQlHMFdOL80reesmalAesZCnF+3pTNMqOQFRNTR1NYXfvbTppnxzMJBfDQgd9NN+lZqz1cBUOyx++i9sz202XJK3aqIG5RFfQ3Flfvz0X7OlLXiIqqFsWfNRSB2lG4OFEmpAj5tApUs5WA1XR0Z6QtsrxifT4Ka8tedONaRtblO4UJNlOWTFqFLLqx5Pr5U/ovcx8RdKRlQNlcMR+nNgmeBqk3wbKfD+0lFEDQitdNGP/T6nqmG5DVWkPFD6pdyz+q4yx9nnSjW8rAv2lau5Q/E72dEgURRSw69eEBhVVkMNkX8gUFQNvTQPpqhUEVEFAXLGPr4KqQHdbQTaHKqGfarw0whVcgij2Xxbu6j+MtefK9XQhBr2EqHkubrwHJFmTxk13HL22o64a3eq7HWLquEEXQ6qXkUopRKlyxFLKeRWQ5ND5qNtBXOoGsp5sys0zzi4GYqjm2N1+fHXa+KRG9VwzHxhL4KlijcHA2XU0FPNjZ+jlKqOsi+9EE823w8cDqUkH6gKA+2byP3u1qBgoHSqLKdXdjXcpoxZtn4L5SYpask80pA71RBH/2M8SPVooHhzMFBGDV71TAdb5F9aI66GI8CFPtlPS+ukzwn5cnLFGgpJHIF1xoPU0dBi4nF5K2fJjWpo6m0+qlZE4cZgoYgaXsEw09FNmC535eJqWAk7F8TFLXqE0Ey4KvfbW4Gcanj7T9baYhHZ1fAbrFzfNqrm4HNoHRyRt2ojomp4veDLqLoTpCQP3tk5KqqvAhYzIa6GVu7mo0olFGuGBBRRwztqkOnoivx2F1fDmvTcprJPmlmFnGooTu9CZTKTtaYZkV0Nj1WeYB8RpqIH9aMViVYXU8PRPOAREQy2P+BW+Lgm2BQvqoYOSoUpi6thPFw0Hry2zxHD58rcUASXNx0sA9l3hBBXw+n0wc9GzjlhrFdONQTDTygkM1lrmhHZ1fDOAUYxn7E7zUAbJW/NJkTUcMPFc1MaQmfK0JjxsGlVVeNfIvSoOygVJSeuhguqL43zeSNyRhSvMmoYAVu4x39DvGW3MMael2E+xq+qo6pOcr+7NciphsdnstYWi8iuhm/B1nvJS/RqqV5KmlkJiKihndaYxeV5/kC83SjWmReOd6JOZa1lfGBMXsbBFycQ+rsblSNGIRVSw/MCtpMeouSdxWn5881iqOGANv/6t+jZLINPjgge+e8NQ1YIOZYXNAYNeCuUe0BYDUnpPfIFgLfms4mLqXt5mxqRpYbxgqGGtBEqsHcCaPtamSZIRKGQp1vlgDbowUGBpec4O2XvcAOdQQVFLsr/9lbw31ODV3OUtLF/TN/1r2m5g52MCKvhdvod5XFzeJgIxSubj7yaW98qIbDWUNyc0a71pJyynFypQOm0A8Obxy5WYndPHDWgV6t6NB28M4dsbfbfU4NnC9NBiqqfvDWbEFDDi3ltoqH1m7WdY1rPfZGIqYZiVf4YGhMz8hxC3golehdXQ8rPsTGtZj1V5u2tQMEtat4uaR/TbpHsgQVYashRyK6GpBUd69YyIkvcnOxqqGQeHT0BsmSo+wh+Nez2YDqMADpQGXTg1hfwlvF8qaPA0QHogTcohT4Pomq4XJxpsh4MOWIIkkU5NRw33m0GyB2DS9Twshyo3LQ6TwZ94yzUnI7sapgFy7jH1Lq62/LWbIJXDUd0IXuTUSOKcrqM3m4Pobzxeo6VoPwdhM62g0LUaRmbmQkxNTwIcPrhNUraVVSdU3Z5V0wN5518N7xDr34KcJB5HQNRw/+ob9+hvNzfrUfhLNScjvyTl8X0bGbO281gnLwVm+FVQzFPNiasGTiq2iJ0pgQEYFW3DwK4ycuHIRAjXyPfQ0wNvagD3OOTPME55D5YMTXUszWOAV51kHlmm6ihYCM24JQLRZ7skoWa05F/edU/FcE+IpSmRyuUgo9PDX9xKe6TnWoEAVUiGOxbA9Zkb6z+VrQx5IkaImczMyGihjR389qCOfC7Qk2QiFJqeKLubToaSOPva4IDUYNuCrt/G7cvyEwNf8G9dd2dSi41fjZXFNX7j+ANMVEgX0MqGyg9SLGsgXxqWA8HERee/7o5VKg7/t6vsBanusgIY6B0n+OBSsUUiKjhIbtHNsfJnLHuUjk1/J7+cfgZDstaM1GDmt3LUccNvY9x5C231Lb/lh09qTHs8TxqyN45zrzLUAXU8Gxl/16zryVtH9FtsjXrCxLjuw3flmRFQRH41LCWi5G/CjPRXC7s+BisxKmuXGlGZntGx47f4JG337LH4gXe5/Gyfr3n3US/Tug6ajdfzhoRNdxN//WfOWU/Phw1WHNh/AA1RmznrolNsM+qlvGhmBrYv2yCErv+yq0GL/ZPFtKWPaxblLfcU+4ru6sj8y966hjHHO6EXTwv5VfDXDt2DSttz62tjrwlpd0Md6pw5fz2SywnDp8ajnMzIm/0nVA3LZup9nu8kKeWju9OFAAzNtPES2Rmug1bSuXJFc7H80ERUUNKepTWCpk/L1aDoYZDAZIvjFuRXJEANufIOLiehfZ9jEJquFxK8C+bFeRWQ60vmB9D6ZUoeaFo+qQ1cBehxSoucLwE36odXjV8CxE736YtU0HEU3RzlDaftIwszwpoRlxHz5b66GVffcmnhtTAAmwGiy9tDzuwJ+lNEX8s16+HQU6GuQ/bgge4Xt9bASZKacskKL8nKXWnDZu47dF8V0fLUxxiw5BtdMa7r3clPRXoZVmDuBqO2ngtlnhhPMmnGVnS49ISL5uj6JlvySw28QOUUcNdP5tJzF/2O1dH+RcpyK2GMyeYH4+DwFUPecTGcb7Tvkaos7FvMZhvuJ5PDQ/sK7FhKaU8unNrYrZR0s78cNjIPd7yLiapHAa8MxQbqEqXEbpgo9GfZW4squINNaC0KpTuNDoIpelK6g4oqbbuBn5TbuprsZ/lrqrGsJ95vOhU3eLLxNRw1dF/5+q4uMlVcspQA4YaSnkYv/UlXBhDqK3oV02RUzc8S54toTqQlfZ9jDJqiFUd5B4vOsm/VFCZaMgHgyKrDnsoVrp8O+ZHtWjueBbF833Ep4a5wKYS/xPi3xi+ZJ/X8pIyr5bmW810NF32Pav5Q55m6VQlogoCBSFRESrtDMz6zgK4VPUCqPOild1r5pmExPBTuEmQt44x/9q2Z58Ppyx6RTTkab+j8XamVs7YVwlDDX+m/5OwL4xUr5rMz9UOVJH8QNmvyErzLKCIGt46NDUdDaNkT/EgtxokXDsTPJn7CVSKG5dgDJBpgO3dkNh0qoFlfXfXsW/1I3O/XpsLb5wEUhLJPIaxpqPjpggo+RAIlL46uGxw1UlX4qsFlxl0Bbe+BBjWtJCN29Y0tACY7oZra/ymtOHmjy/BbFQxgj3aBdssvUxUDdMhMDyweOOqoMyqE+mIquHH9IEc7AvjvvFe7d6oSF9oJPvaR0XUcDF9o/edsF3uyg9AtYyPYZzUO8mP1RA5zMLLLDLVKZF9sKSGx3kM6dgZZ0I/oqMjc83PjYFW8cV92edfSxo2upO+Q/ZZ+F5CORzkTgC3FRIQKlJlU3y/SBjyJ/L7Er9oUx/mx1/DocXJqDD2+UFYb+llojcUuqjEmfGzz6E2FOZM8ssN8fE/vUAoeWXTOs03yB8nJaqGJemdQewL4wZ8bTo6BYutbBc/Amp4vTk+fs3jg9PiF0odSz9t3gyP+RzLns1yK9hlfAzzSE2u/LEaXMdjFh1lMK4gqG7lDcUYON+cMnZzqS7PEeqkk7J7SrJNB9PRGt65EWuRWw1nYBabQcs0RRGlGohfdJD68YOGXDFdFfb5XEi09DIxNUyCclwl9U9remC97zI39uWGWbucuHKusifGEFXDPjAvrMa+MN7pupiOVsJeaxvGC78afvLiZtrYH5ru0lItP6HNlc6BE1lqngXkvqFQzcQrOcnFZPXYcO5hSB6eF/Kp4Th4qFrbu+p9baAoVTnprmM9iy/jo4G9cQFFakVHuTMQyK2GtDyF3s0HcNb1dbSHSDX8jF90P8QV0gw7V9alMTgx/96kIj4Wv8DF1NBAZTP+4pO/hmvzhWPtPP0tlNz04OG28kBB+S1Xfy4O9CHxQpIQVcNb53LGf6qEC6Oe413uMaWcs/ybdPGqYRFV9Kf7u2200P3JsfZQXVqEQgV347f5u8K+snfN5FaDPd7mHtv15hSZpsnLCMmTlyHQLtz9ygzQUjVmwNDiGmkzu6e04exWl4/ayr8biZAakg7On79H6nW3AmrqyzvCwEr0rgY0TddC06EAACAASURBVHUQL5FOLYrawhiCVnlrm7Jbryyy+CoxNfhSxhneHbRPcYw3vaqrxgW3PteA8Xu4C/jInOxQfIZiBrRl+pLoTwkXxglt8cvMw8NW8E2WGmcRPjXctS/7GqWGeV1rSh9nx42lrQY+oKrADj/ebajALZDcagiLxSmXlD99adNTx6HMz92SQ55SPVwBCn+ZH0AN0bZgJ+G7lGOjPV06pqYtDJB90F1ADT/nZbuNvlIHPidTEKFSARXR0B18W9i8xC95XwWeDZsEAaXypiJ1NM/dnogantIqUz+3GRWN8abjTBsMrwOI4w7eOsrdQ8cIeRpC2daIKUNJuTB+tqPLxNSwUWStCp8avmHvBH5hjPBI25O5qkNLSat2iU5VIaaajp4g/lKpyK2GTvY4GaX3wKaTLOywyzxq8O5Z0gOlb8KUzuBkKDF1RxTYO1PSc2ZdHZLP4NnqoORyovCrYQ6ELLp4aWV4+ngXLjVs3MG1UlGDoXpA5HLL4wWWOQcdogyG0jP+6OMJbh341kaJqOEQgOk2sTuMwXjThnmMj8PAqabxqA5IDOIUAydQ+lAbL0Mw/kQQy5VB+QxereW+++HgUwM3iTQL/kaodDnE7nwp8cbgfJ+8Bp8OSmzgK7cadmFllF5oGlPryj5ZUUTnN1zy8qq/YP50Y7r+32BkNOxUIorcOnjVcNumIvOF/3zdnKKaS9KqjM63DzahxPnzd1eI2MhFL2GSsVwogWemh0VEDduhsKpcux9T0VZbwPnY1OBmQ1BKQ9A599rF3kq0gNF47cVFWA03prVr1n762tXj243cICkz1bsd878/rkzsBp8aGrGxfpPZCdbq7OY/w8Caoa9ri+b/9CgrrbPEZ5sA7hk9ZI0xor+bMYpcmfTQVsCrhslwGr3pZ8u2NkhaFpmuNn9CN24jPrrENLiMX/AOmO8h5gF/HhgRNZwAbipInRdcAKfd7R3Y2aYlHkb9u21HKFzuZVlCarheBTJhOx77azjta3e2RDHZx/pZ+NTQW8t8XSxnN0vKW4d5GuMmverLUezfx2aYzOM5n60aUAXf6xo2FmwyqCbZVpsepJI62qAUvGpo4oPeVoNm6xP3uNJ+khbvbITvvKjAaUeP9QDwzCelZNFg47dQcgmBIWxhNSQHg6pLu0AaoFEQVnaeNeyY2ETOJ+HOANSKPyjLUZjWI6CGy+6UWmMXxb4xlOpir4Y2uN2AnlB5aeLhCV628i7HNsKnhm3s1XJP3Zo5YO7artu1klzzeTfHYfsT1zaAhvL2nD9fNSRQ1XvC/1ISKRgRoTmFnhU1iEZmZw+8aqhV6EkH6MbONpULs6krpcrUknodNPgXHXIJ8JISKI3QBohm8yO/bg0L+F8krIYB4ActXyF0gKbxJk6Ti9ptP6nSUkXU4PVHmBb0ziD9ghdGQA1VVbb53C+vBjuAqrD6srsbrMarcyd05iRy2z9Q/rlLXjWkldMxJ7UPdHbzf4muh2ulpxEp52TMVTcO5mephR+ihBpSb5y+KtssK/+i7Gm0oy84aMBfr2OH/PfDXLneM2vwqqGNht0KWdfzeapnwwHSYt6vu4Er2HiBjTNF9ZXUmjGUoW1cRw/oI/AaYTUYqId9wKNjXFst1MB7z8t5wIvtM/gEAOXD9h6KyR07wq+GSwBtmT9AVTfw0YX6VGM+km7VeF76AY2cTfMwy0ybWMkKb1zDrfxQasAAF1A1jWui00vfAeO0+Z4xJX9EFtr3MfKr4XZ3V+aqcGwlUxYlgVQuvzdxZIPIXFtzb5XqIGXCX0H41PBvPigNsdvbUMXXwJx9UiKXGFrpCrE9ZJu6+0uUF391Zg5/YQ82tQRDPgXV8IbNYbm7lg3YVYBamO/5fIweQDviadIoV+7uXfZwHH41rAToA1eRfSnoBtDKAV2FUg54dfo1NB08hpFytPF9+KMhX00KBchbp5Qa3NpdkF7xwvSQ8D60rKMNsqvhqCuEdRzQqjSlX5eFijMQSwAXlv5NFiAxg/X1hASZ74CN8KlhAOXjwN5PLgNb/5eneKKP+GgccDzh4EuEziVEFJTWnMsJCXcQSvot4QjvV7egGu5DUMLvyeh2QsJ+KIv9rgV9VeVXf/XNrYsbnVzVuEbBh18NcwF6wbMUqhwMBGhBpTyDchTePbhjm21fDZ6zcUfCJVpaxwwL0eVVlxL23JVW5dtfEn59i6aD+SoeA1IXOggitxoeebjv5A7+CtfKsj+XmBqq5TcdvNbhxfeb+JVbFlAeb285SfCo4a1j40v+4DNsRBWKSkQbpa2USynPdtB1tfKxjW4oYa5+bwm2RNWeBnawfiBPhL6QGp73ZitwCjKmTMJ+38qumWYJbBbIPSHIr4b1AL3hFHIP4d5ZfeAUFPPAqvK+A5Xe4M7ytdSMiBp2hbPvW0NChvvXwx3Y3vnIJWCOzWmvl/U0y62GkdSvpqO7Dh2zUHM6YmqIB9MbLpK09my9ymPMzp1jPFSbrG8aDzxqOAGL0SMfFYBbVaYL2NhGykKa1BiAjgnrwkE7fgZUtHXCTumzhPKduGvHUA2UWJqwuglV/IXFVwmo4Vlhyg5mDaYg37ZdvkBhZzGYwFy21dmVXRT3n9x7fPOr4bGWbkANQNUANOoiWhu6DmWDNQZ6y5tpqD/NNtcAlLQuHQ7CalhABcTv2j7UWY89OfK6PESvTFhRD8qoTCJ76oITqoqP3GooljFS1RZvnwURxNTwxCUPp9q9jsUkzN08cA7nVvHfV2Beg0cNe9nt57dA7Rupm2DvGBgupcqFEBfmtCeRLqONzuPx9KxnEcybyhu25dg+5lRw82GlsJLubfFlAmqIVa9ZB7auIYNhRgfwLmuHu2y4P1CUk8agr8KIIU+AgymnlmwIzFD0Aqqw6ltXUAMVqvklCFw0WBt11lGpwNc7+AobJZOvos1V+dpqRFANl3WR3D6b1wIDXmHWNxy+4x7nQnGKC659VI2Wtwss+/KqjBGc8dos1JyOaLL5fY6aJpPG16D8JEQCoa/AtOjmWLYtrzrLpd0YTbn3aABBEC0pNUZYkdQLvpS3dmQwOB5m8x7vxCs3jGLDLlN9K+42ZqVopbfYbeBXwxNtB6ajCuBbm+lu21w9T+EO0DnRdub+ud1f68G1MmY5TATU8KoKu6zG2Fsp4AdAL8Gp8DyAtrQaqsX/Twe06yVa9mUUgmoYoDKFuWzBTSz01qm+6aiucwUIHxEf66yalaUGfoTsi7KnpB8OM2Sh5nTE96G40ckFwHuIpIjYL/zNR74NhV5nDTxqSPUuz94K7q+hBQj/QdJd4RMYwfwYzNyMOHDhCY/hf3gFI9nYW3QFpqU6tmOP1lkOsuZXwy5gb7gqcckEqjNfbIUwJwLfQqHrxlzHNGjPvNOGSV0aIIJQNGTKXF/jO7Ot1tiXxqqQDd1f1kRtz5xiioJzxbAWn0tBUA1lzDlqk22wlicilAg/mI4WwIlZoQD6enLv1yJ7ryFj/U11WTJZiqoh9Wzi+dsSx3ZRpRLMjweJif+i4vhDa5jwzVB8A/2ZW57Hx5pzu1hJ4SrMfLRq+SlD09unjFeEpidewSLcJ/kE81XkF3km2YosT6u5PGr18oWACmK+P5lUGTPJ7h2oeFJlEww7bp0ATdBr98JgeZTDWoTXUPx9oESe41sTX974+0ZSJM4ycvaeC2BzNc8bNx+MZo6O1AyVp50ZCKohpI75yAdz88I9ptiLlLPTYffJxHPXeRchWY3caghJDy64SGPtwCKGiBqSJ7AJhQK+kzg229g7LbEq0+dUx7hKyKeGB2+y+Rgo3CuMeVOq/t/SanxBOXNfgyFoG3dF3E3PbClCNW6i8yY0C2aKOw9/swIsptbnV8NeLvyivePl7yNAw3w16fwXncEZ50iCAp10xfJC4ho2hZEtXdBG3jkKITUsDjLfyfRhfBSIN3O6hO1hMP+V3tdRRcPFQpVlamg6gmqoEG46eK3FlP5pLvQxaZyraaS3OOYtpgTkVkMTB/OKbD8oLbwyGw9hNbyJgmrz1s4oCe2ldVhnwjid25DVK7vqTCkFZIQ3GjJtoT8bIti1l72jtAGjfRQEde0fSUHzVmo2heZ03MWXY40LuJ3AH3p9Xw/K1rR7Y+ll/Gr4V9+I+bkY1icXKphydmlT9uOjDm0z47DFejLhSgdXG0xDKdBDHHiBynKWe6vhV0NaDyg6vQXzaSk4L4YOvX8Uc9+Oq8xfxqs7NPFT2escfE7IH/QkqIbhlGnOaTmswasuxa0SI5KqEDVZCwaoNjYPhZleDR+51bA05EOyUD2LsBoGGzMJpA6QGCX91JUOYacorvnSsgfM8+dreOQS9Ms95vGyv4+UqctkWwo6J7PrqoFiJ6p+tS+JKcJ7jqF32eVOYJfnNULLKJ7LU2CGoh81B6FX/j7cGow7BR3vnF3ap4KNyQ8CZ24y0DHXbewgALyRTmcDVfEajAu/GpZB15R9UN/PmeqBtmlrhDjh7Wqb5sJ8+Y4P8jzMLr4cVdhO2spYDATVcMuuKNfMs+7BuFfjBBiH+sPstEDolNoXFrysTcu9U/Hnu7yK5bVdI+NBaolgadW2Afu+P67q42g/FqSHrQvDr4Yp5n/LLkkrYaZBs95QZNraBfmAilu7tK3GHzvmaaveZdDqIEc1FJqxdm41oCxf8QJqYL6Yany3tr8KCq38caCLzQ7ufyazftAzPXDWDzw3uVWBqhXN9nabRgINZXne2Vr41VC0UDKq5/78dyc1vfDHMqDH7GgfBvbOx03Nds4Luurkj3YRjmvYoHWLW70i1saNf+X8ByQ1hLKacrPCISwZpYSHoEdOzWRoZWY+bzUcSu9/TQZpiborhdRVAajqnX+n72594yzCr4Z6eU0HqS5SliJGwiW0lBst0HIxke0f4Jc9WZ0GoBtPYG9l3DryhBcIRUMmjWVvZ32Lq5lqojJfuJwfdKwfYpeetdCLKZYRDem74YjMAuZVwxN28sahHdMzK8tNj+BuqD0B/u6tMTWXqqpAxgaRaMjjVdiRr6YS1tylTnNhoyG5ZHvj4R5q4pXFFn7I562Gn81Zh/75H/whodJHNwrWQk8TE9l4ID/e3HNWwq+GMuVMB0/zS7n3DuNO8+XEM8n+1KHl+yWuYny4lZsRuZh4NvUcz8ps4ZWXKewU0L3nv2+zEPiexPpBC2Bfoc+HfjirChsPQxMPT3QIS+X2B5cTXjVcgjnoDXRnujJ/wNjEi4CbM7EvnYaSTqyas+aHmrYSzIuP6BqKy7MXnZO2BmI1LPrLmBXqBziDeqtkjkb/vNWwH35ifr7tyu6WbdtJbGjMxMuRzDewytl0a5ZsK3fAPL8a6nBZWJKmhjHvX2s3doUVjInubpRTcV9qhmGY/1ATL2Co6Wg/WF7yJpLl6UIbA4ANI4C8wyxOQb5LnNEmlOmcOLB+MF+fCbU0pugCxwsIHZV5jzBeNTyCEeMLMBdD9OGdsNkUZobDWGCFMIkb8K8v9xJyFmE1JE0rzJ2t/BMljHwlMJ3AqdwGPGyfuZkV+aEEkV8NN5ZOHtjTSBZqTkdQDf/qWyL0PAhUxZw1KgjAinp6UBjKjoovDGrjxboZsKLlJMCvholwijFTJBRpDRVdqCk8r7JQjJ0RPsZ91HTsj8LSvl2KFTKFkPeiLe/XJqyGvfaaL1uoaHDsXREK8gaQ/HvY6AdHox+mUobO7E0MqHTsp3gwSErfKgr/WEMBW4gIcmjnqKqoeoDGsScci31slvfaQIVWV6nAWYGkQIJqeFUZvCmdOwUUFMT/2z7XtmGcOx2htFJ50567NpChlZmRWw0pvemMe8ws1JyO8AxFT2opqgMhD8fC1CdF8YbBa2vZr86rOgc1u/bimp+fhNztWPCr4a5D0YeoMzX7Tj63J8/qs/vVYfFGR63/57gtMJ2Geeh3G9BR0pafL4Z+3Hf5JnVzyy8QVMMD53yXLukibh9xDkvaoq8s+E4vWD8wN81OYRB+tD98NReg7b/NYMNOjczXLb8aSkDdtG3Q5l4RqIcO2WAGbzLXbTHDyUngdfNNPerXGCgkUzMzIaiGWKo/FfUIPa8MWtD3wR6K7EqvSCvn8DsaBd+8ayIlmzAWcqvhG4j8+dLjf41koeZ0hNXwIpyqC+rZ1aF2EnqiA4xQopOmhU0LKaoEt9ZN5s3SBfehWE17xdFRI90025imu4uONyTfOb5lwZhuX+Qzu5ZqdhZtBQ8ASevd05pBuYUJ61rT+XjuogXVMI75A3TXXGZvaH9GE8zrXAW4s2lUXTadFeU7eXcLgGnb3NxUeaWGq4rAq4a/IRgqLWoAzhTlXph2mLRq8/7Ey/cx1iyddbbRUWu+CWGjyYLgL3mbi4TV8EDVpoETmxH6hUflWkzPIWI+XuzosyJUzAwntS+UmREmf3yO3GooirsoEBeRaMh/+7NXoWEiu1qprlD+QzNfgymTzm5uY/go7PXN2AjtXnWoNPumlbi1XV00FpeKpt1J3Lw0vk9MhSA9pwOVd0R0PXvuMF+cLUQdt6NVplV3uKR8w2Z31nbj66sKqqFKCEIh7I6Zr7S90E28cb0UbYv1zcGBuf+pyzW8rdw9dF41LIDfp7qZIgQzoTLkLVKuZkynfv/7av6qLfsTr9z/aDzh6hfczf5arnYJ+4piIqSGn2C3g3H3tq7qX2DS6Dygj0nAGVR80dfG9A8MxF4uj43carCVtNgYA9E1FOOg/lHjMsbB7CokMeLAPNDTQ8PlP5Id4T0vR8NS0wzVRMgUjZPKCGH+6NjoCG+jENRBFWL6xC9NOHvHGDdw3hM8YRB6wMjBBtywdorJTMrxhIP8nThBNRSqhZBze/bI70uUpra8rPsDHsJ45jbm5LV14ToYlNBbSnp8PHjVMA4eoeRjCYdenGoG918/uXP28Oa1S2eMjuvTJrpCRKi3LrMv9N6hFaKi2/QZHT9j6ebDiRsgIsE4ipoAmCsZJCCkhtlw2tSXnQxnYBJKTYjRQoHROEnHXx1O+O2ffQlnFNg8Q2412Mm9w5aIGrZGaYCiwaUl8+2PtVfhRDD2bd/NcAbw7aOAG4TVsBTMOw0NpN4kXzm8dgYnBC13sWrNQnj/+/3djHAawIVmc+M8iKOAxt+U8XxbN1CXXyZ85Qio4f5AHVDuNPs1bKuuh57i2JdpMNUfrYeRlTRMU3uiMSD7sB6vGmaCefefTvrOnqAq9f17XbOUJ9f+PJqwdtG3k+K6t2kUVbKgn3MmV1CGwKKVd7FZgaSkntlT2xbs6ovt3SOkhuVwVGt8x8Hwh3FS5cn8YkBHrRVbNHWjmzfQJebI3FM3IrcaCsqdz0dQDWmdwdsHKC0Vbqv5IdkVMGJF9xjvOh4VA3XgkDoqZ/l3thNWwwXmon7x527mlsHRPp+t6ZahRHSnUXM2Hr1l+Upg2lq0HxvB48r+/hI7S1ED82Z4lU7XJK5nMNQRnBPjV8MxdzqAYu9m9J6gB2rYcsxkyyUKpl6nIKB7XAGAKSUl7ZyBBa8afjNvGvjOTaX5Iq53QYgUG2Z+cfdS4t5NK+fHq1WdYmoFUF2eV8IeIUZs0hr3jnHtXcQyWQip4RL8r2Je9uOdGhY+BczxVol9XMEQe5K3FMMuB3W9uD5hUOY5fnuxkVsNvfPKnD1YUA0zoctQcIVWdahVFdT1IR9Gtyol1Psa8xCtiWR34D2d1zW7sjyZqe5wMowTAgQ16DH2+y0n7oplp4rWLGL66Grmq7t7GnqZBwy0m5ZugSOHc9oSbE7R1PEgmAiVVw0vfL1/Ow2awQCeKWtpdQNwKYC3+HchjB8J6iPodwe2vzMDq4wUeNWQVtKVG6JNaw9+bP8hbQbdHrfSVmzG7DdxKkdKQojAYmjJuud5E56YETOCMxQ17CdxdxSjYZRzpkwRb9ZGURAx4zFfsbtO+dhk6mnfqZriNxgbudVwXjV2ZrfmTYxkoeZ0hNSQ5Bb5VN/krA58nYLiaMDb3uM3e6f/HVoCfsCFXfxBYWZFwUdEDZc89A3jvp1eGRphSvQ340YD09ihNc8ILdNHtz93PVZLtzwvWrSF/T3jQXv1PYGX8aphChxk7oBA41sc3JxoaKiiMPOFpEQDHcj0bijdqHDQSgvRwoF/8vKUs33cwcRVlYA25XDrS+EugX/jDm6Dlk9nOjrVsDeQTAsoYfwzJhcSzvQtqIa/PfX5IaJ/Wchn6/r+5NPN+Lz8Y5L9Vez3w+4vvQAaHMdtMTayxzUUZ2+Z7YxkoeZ0hNTwCyzZANvR+UDjnSLmfPApLpe04Svj6Y6Qd18PJKoGdLUmO3xuH4ebAm60aXRkkZ3pljicvSDux9lQ0WJ7ZqcvuTksGI3Iq4aq+RFqbpiYfjPuD7j7+CY1NpfReYEs+YPfQyBfw/nK7Ls6O5nzNJyB2bi1/luam9hwbaXytJjyxgJ/pv+xJ4NgPknhaMhrtUxTKlU/mpZOTWhjA/5x1yyUKsimIRoAjk2ag1olfNFZgdxqmAKNf8PNfImFkBrWwZE53MV6uQF0HQj/4NZ5dXWk3nzz3UzuVSmiakDozrrv9+CfpC62poO0KrZ1a7Wbbh64FpfDq/TktPcE4x151RBSG6HI4nth+hLnmocX5Sm9AbCjQGpDrbnrTq6fEKTuDTAJtxQuglmebqxZuP9NeiKs1zAMv94HU9oN/AOhowUhBq/jsCt904B1ltPkmBFbQ3Hnp7lT56yxvLzq6fwSQEct/Wi+1bEDO7vR9hlKpTtHUjuwGoyP3GooHCHzNIqQGnbAjqXGUZsZcHU4SAhr7E+bv7Pr5hd8oRWIqWFXfQ9DcE/87XCZtj4YWsjgFrXmw7aKySE1farxouBiAl41lKyA/vRTaUCtZzpltrY1lgHmmsQ/W1Dg3pwdFb7nUACiKXlXUIglgGMxVKnpZig4+B76B1NMdweGGGy1FKUpdoQbcfDE2rvgl/S1v4sEtiJHYmrY19DTkLd8uMFQZoblu6+zcW7gHPvB2ff9EqV45K+op2kosN+3FE57JSC3GvRy37oLqeEe3fdPYwxOLbfkElKSxiyHrcaDF7IvcxdRQ1ovcGseW1PtuA23vuXwjRdVIbaNH2g+mm7n5MD/cY0IMY1nzBSMYuRVQxfdTC0NXBIDylMPquo2eJ2dhVotQKij6ivmuC1d4HVZzR6sctiIqiHJE7xax1am3X9ZAlhfp4fd6ApsEJyjM1Cjmee/4nUcnmnNGQ9jLGfQMiOkhrRB4NK0tQPTM+gUBsV5RoXero1WQWh85lHzaPfXR5m/jCqPASiqMoU9QIKH3GpQf5WF6iwhOEMRrT9exnCRDScbOBekvPNz91DjWqyuILgbpDUIq2EidGU7hpcK63E3BX3uqvJhYyGSS4GF7bUF5TAXjGu4rruHCY158qrhKEWFUlRVHaihEFVMRWHueL2brjwZijkfa8BeXA3gf+hBPkd5o05F1dAHuPWmJwOdfAJxJlVuOQaeioDQ28Og/zoNt573dZzKC6Pj0FJtnP7eSXcRfJ2QGr6Gdi9TImxmF9f+gdboS/P+qW7HB4EuZnP6jNYG6N8IqAp3HwV7BKpBuNciHbnV4DQ6C9VZQlAN13zs+zm6DI1VF+hIRUpK5LZRlX/lvcf7owEzubcEBNXwr131u8Mjggq232KDHXHXCPyNbQ2hLYUVCsghuRa0P/bk5jxP+2MWf2+CP67BG2y9R7LxTvYuWqipgkZYDS7t/XwxrDO4TA8OONEdgPk2O+/iJy3VjghiarilbtEEmv3y5PYYUO3HqbCH6swhcGak3VR950fw5v7fryEYHYe7eW3GXnzy1whdiPAsuIAa3jhVSEWrIX5YEdq+w4nZQrOgqYdjbcEvzryMtQ3zl3G6sDRQu+MvjQ32EDEmso81YM8iYyIcDXkt0hwk31niAspdAWwx2wmyb+IsrIYtMNKJKh1T05YKs8cdlQkNM7X1FM9gO78c3vRUs0WLCOe54VXDA6p85sjiuipPnPbep0agEzD1XARbhnYPZP/fIV0JWVbbmRBTw0L4PWkwF2Fq64NVYZ6aTAeSjVo6CovTDGAcCcLqONyuyZ2bL0RyUAqoYQ87XtHG1okqE0jb0kNFdnx/Nr8C0BXmc3d2yQ259w46wAa/gNh8lUTkVkPL9IzSWU8mzSG2hiJxxuSBcfHzpW9ElrRjSvxyBRbmC6thDtjkZwPcHsUAdviwfWdTW5MovsuLXw43F8ZPOyjiP141JMIwGBTvSK+ObwyRsBQZ9DjtPQ7LUVpRj5tpv3SF3l+bFmStoevIGM4rpoZR8Jz5Ql8cP3VPLw2OgVNVfVF1Lj3eUxiDipuTh6FfCmB0HE59Gz9LdPM8ATVwA5il6JDTaDqcagJ+oivJz8W5g1Msuz3mJAD1wF3siWWup81i5aQhtxpWyJhMmkN896qchoAa0jaXA6r2srfo6shINQzAXHXkZr7Dfy6QA/2fOD0VbblzkLK+VVihpqv44yh41XAWhsKaZHcqNLQyxMEx5IAVqnKW3UXvdzuXyCJeEKYqZ7rRmyzn/tNiapiUvnStM150jU0siobV6LeeRSC4tBq0+ccbRyhex9HCHYddHYsG5PXPX2+OyDpqATWsYgP8PelrF+ICoMLokqra4s19tzlGDaEtiurYNFpqWmUXTFNyj5p93gngciT8anhZF2zA0R2Kz7KhitgBpcdLMFU9j2ngaYvgLgW3+liWw/Pq4FilqiuU4e3y8qrhjX2MpiNzT1Gkig48tc9vQQGc9r6xa81YsLVpeWP6coSeMoY3iKlhm/lMpRUoi1Vh2YJp8RDTn3EC12oHAG/TTAHbceANVX7XFGy9mBt+Oy/I+6fgGwio4Rx8hd6pqcka2kEXBjrAmzO7M8mGzYubjoaSeakgUYPs8KuhCTXsEthfm6uhipxeCzA2gsZKELnM1Cd/Ee4pPKBy06IcE4o5NQAAIABJREFU6lBjXjMX8TeaMnz3FfzDkJ1VlWm6Fxj+sM8DnigUc7ePTqoDaAo02DRQW2Sxl7M5zXxKA/nCG8TU8NYvn/HjPAszrf938M0dFQVfXggC8ADN3RtFwN8kZLbjwLfRd2fo1Rfa3V9iF7zS4C2Yf1BohqKU69WbjF/KzqOGoWN20BWrxagZOH5hDJDtOLg2BZDzc0PKjKAa7o6KjKg0UuYMQlmFVw3HmKvjMaj9lgfB+KHqArDsmR9WlHZqLarLWfRqYyj9k9hLGTnQH8jhAIw2HvAPffOr4b6/FnQzqgKltXMAF8DcCfIff9vxDlXvzTG4/o1Oq9NThL4qI1t4g+jk5VZVgZ9fofM9qCpii9eMJEdSPbsCVTOQAlfQqfqhlHwZSUOP5OfpOFykO9/TNUljpxFnHuDCIXgRUsMJW69ZYAuB6tAnh6OYPhpWi/+hbJ6izZwavC/Fsmkl92KVw0YRNfxzETtmWRQhNWxypIpEFaUc+Zz+aeBVQxz9D0rzLh3M/TkbTYITaBxgBUX+24nrOHqJmgFZkENvjenbLMmpBU8ZgXwNlz0zzVCUx10n9Xcl7vUl2Jn2ehmR6PfyOMkU3iAeDbnRh5sfaYu7XPlp6/TOuc/Zmv5srEzF9F/ydRzi4eIC4/WZPxKVKSxUv2A05JGQ9HNsFw00VvrjeHbevTt4m5pNA+4eybjIr4Y7fbzZy7iXTNsVCajhF21R9tr7s7jm8Me/fPLknytXTiceT0jYunbtD/PnxcePiYvrHtspJiY6KqpURHhQULgCG5Gw8KqhKTtdPojaMgXcvE7f8w5NQ5tgH16df38TN2wNZg50Tg4Zy/yj0/f1Kss3ZSSU5SmywLiWVZsP+KJsWSe8u3YjvaH7mL3c3MAwyIig/MuQV2gFKD7iakBvfxoeN/2ChDrP14NuTcqA5mf2j/QOXQX/TL88bLHj0NUGGTeCQE38Mta6WEQ4UDplewjU3rMwLm7hn15+eGmwW7PDKVUhqORaPfj13FMYvOuIF5KC7Go47Aph7fu2LwyuFj6vViCghnJuDxD6o19hf7UhNrZZTKOoqPIREcFB/gaDFviwMxjyBuWLiCgbFeXisX1wzag26+WObOBVQyt35sfTAjbNwc6hprf+EPvNJM9J+oB0OaRubBvl4WieWIuoyPN6ITVUT+/e5rcQi8nLzPTs8uzHLJ2DMoU3iKghdX3bqJqDccNNzUyDm+g1ODBHfVUp6CIEZv7lK0sdh16a1JHQvGJQYJidtnpBwbkQQTXsiY0qAtqvN3atFu6kiwPRmVCWDrAUoVqQrziKBGoGCgHPL3CK4SO3Gu4Z8hoDRw/mMcjyBcGvhrvUCJQcS6nZfH9qZ9+goGIRJaOiasfEtImNHRAXNzl+yvz5i9eu3ZqQ8Fti4pUrN548ef9r97gW6NAIByh9Q452ZsCrhvFcIugb7OaKFEDJR+zKKbzNWiVjlMOtcmBfwg3oAZz9nuv4Zg+F1NBTY5rXv0cPkNCAXemrwMu9l+NpNSVLeIOwGm6WAfuIMBU9SNpSv63s7ntOcA2hkoUQmgcfTCIezvdRx2E2bAwGjXE9tZ6CLwVWmAio4Vk90BcrxNZBsUMGQXqshSrfQUM202le7RMDVQfGqIEeglMMH7nV0M/WPFn/t03/LNScDr8ajsA61Bc63Wd3+FJVlP7dPx7UTPf23RybwvLulc2rhguqL5lrtQdEO0GVReNUVdKu2Mu8t3wmbjBycNTOfItO0nmNn6P+wDcIKKSGw2C6he1ESdmK+Z13IWP3YPMH2SQnyBLeIKiGd0X1s5ieyp1mbOJ4Cbz2KPwKdYSq6GcYg14YzCvw0mE6Dt7v75N7W2+v00DVmpQHlLaFSEog2ZKAGurQo/5lY57Ao0OvlfdaQV6+F77HM7XqAjrFyKQCFHr3BYADJfMNstxqCM4IlG4tS0pAfjX8CmvOq7hooJ+gLyyXWvFdfZ1d2qJPEVqJn4QVC/7Jyzj44sSfdONulMZr8cvp0NPPQf5U9xncqAJUzF8opT7o6OE3L3QEng1qRDJKt4M2f7GrrCWuNvmJLrYzGT2cZFvgg4HAHtwWnFlEUA3fmnosqfV00ga8VlMRux86g6eu0NPvXaD8xy849GHHIRpCbSAUSqkMajUMGCyQzoJfDVtgHPvwDeioQ+jFfHc95nT9GNAOf9GB6WZQG05XZbocPbBK4SO3GrQZ6x8n6LJQczr8anhADxxnzKwzmL7rFS214rlwDK2kq7xBqJCU8TVx+NWQNkIF7DBI2yN5QWMACFA2ZKNSXqbnUC8MjFtlUl14VyAKqiGpGwWODkD3xZsFTGeVA9gYaCj/4acz5QsZwhsE1VDBHIZ7Aj/Bk5Hl9mDjZLzfg6qW+pLPY6n3Og5lPVTArlLRABSKDHiu4991nV8NrRy4d2pt6wGMYaDAIRXmnVsc9d5+G+PwSmEjtxpcMlLqDHYRLPuTeY5mRVG9/wjey1ZgGLK2Q2Nn9vGGcw1US/JeZAOpJHZJQ/1k4/CgfAitobg5I0g/6SzzedvYP8Y/D14KVqvxjUE3ulMQfuIyHegh9FkS2Q730tQ2baZJ30ri2eLY5sMOfHy7/6K4NsvhDYJq8DJ3j1Joqfe0Txd1aT58TFTe/DF8S1V3B2TuOLi3Gg1N3R0bthhBDRpMvQutyVszvxrKGSeOypd+4x4UM2BrMgrE3QXwbvfCAWXiOuczuJeMv9DQmEJUPuRWQ63C5pv+lEKCseALNGBUwzxqyN45zrwpZgXUcM7e1j4FpWz2tzuDagsn7cxM8qJyfi4eZcKoVjEdVo6A1mmts08NCDV1aFs12MevcM9T1fFCW6zHpym7cqGySjNU0/tdeWf+IH8RNcjNXdHwhodft4jpvkVgEFFQDZ4tELoT3zym9y5VP+taKMR7HQe31tPhGzdd3lJD6YFDqLdhNXiL8auhbKnv6oQElvULNzshSOJUw63JzWL67EtqJHO/QW41bISBxr9o2gDY9NFv09lb1W+8UQ1PHdnN+nbyrg0RCnk64AQOQU7gfwClemHvt3oxj7kHRvs7QP7W0LtQBfFSEhBUwyEHrgPKdlr10ja1lU6VfAgVLYEutG3MdKy3C6y/yGY1oHMi4Q3MvYhHkP7je5EMBNVQKQTN1YN3ENPLn2Z1GwXYldFxqBD6jTHeCKB2tcDnul68hfjVUIMy1dBHxc0xPFQJZ5H8qGYd829VQ537jSUOu4oge1xDeyiz5Oyts0vKgFDmhuGTXx42qmGxitujtURLnlcKBkqfooOi2i5+w+aGxB2GvOsCnprQ/bMpoNS+t9Z5ujWGbBuGZENifZkLodUCL+eKAJVlfduPmQuLkb4bY+n62pvokcB3SnarAR0QDG9YR5dmuvOvZ9uF8HZ0BNUwCzpANaZf8iwEiipyz8Z2HIwroGeALQUNIG4rux3h4IHWDEP+ogXo/yBpFbsREHcX0wNnp6UMZkMN5g71+URNmTctJG94KITsakgZZ1zyYTtWZDrRpIbORblngwN4Xia8vKo/dLzPXEVfqSvhTl52Bt8Q34eovMGF+eJuif7UFVcJplSVjpAaKhpmABR8gM7qwihKmXinDN6V0M3Q9UB3WrCrKJ4IXDbZrgb0o0B4w9uMeU/eRKPCk5dFIC9Tw+0mEAhR+Oc4dXP/2H4b8KIudvpDDLv54Fs2nWT12lRBNrohP5TmFx6vGko4AcVOXu5nvqwSmb9TX8Hv1I94ZF/RuNp+PsxJaSnnftkKrKF4vHxQ54HLeNexmjGpoZpxamEWxZNOQFgNqX0pdZHitlAbK+ycIcUeRsHX6DqM/BrsKAiN0ECZMqq1mKWxEFDDTWpEPTsa1EWLq6E8qGQOev+I+5FA24Wp6P+lsamE+PdSzn41oHH84Q07YaXpqAJvtm/hkKc5APYRoUz3TK9iPriYE5h/FAaNQQsheF/Zpo7DU7UNG+tkQgVuvFcSnxouQLhDA9AXC9cABWr2oRPuBiUcS8yx9qnBkSillYxu+HQrL01qKNWWe7YKMrnkTYuodAqLLDP4o1+NqI7bsMPebgNMZWSzE3b8xtzcQeWocnDmWTHtTmv+BTwIqGE3bAv2CEnsWyOqEpzWuSoX8GQidWMRKDmQjbtNrW7Dn1TqE6gBdecNb5jBxiNyDKL5PiXCahgJq9pGRVBBO5LbO03UhWGlBrzm6vLDS/RqhYfTR5vEWIbrOByH4JA2FYICC+ko0FVN3l2Y/jBOygyfGjZCgUpsoHRUr4HgmI95EEr9bYGhYF7zxk60pbQG2WIi90HhjI9hS6k7kCmkhmclgtLxSN8DxDJJ24Z3i8fPinedVUMi2goJiQAT4Tpj3ZPoTqDtL1b8C3gQUMN22BXgwa1sXgYnbF0jMWu8s6B33yXW5ap74m9YwvSRr30plEdFITW83RjXfSrfXERSLcvhDc9XVYYG7fr8wK7dHQp8K8qE1cB+XFICAx9xOZ7W4d2Af6k3rkj7y67WusE9vhbfNBA9iwXvqRBYCaHE+DLQGDwaMb2I/P48NuNTw08QXNV49B14YGcS5rjybc8BP/Zmu9vs0aqW7Ew+4wZpg5j8bAePjI9huWcSS3+shlXfmY9SGwjn/TCpoXqWbijQfj+uK1cFN8PNWy2Mh0XoHEz/Aew72LxD/VXMPeNlL1epa3H4EVDDeZha2VHP3pAOpI+DFu+mMmUwN6ehm2jV5j8XQsApoiAluLWnMmrY6sH9aerxOO1FMUvhDd/bmzrn2lGpqK43X93CapgPv6ODsJg5Kl0EoYo4mxA915q3eI82vn8MxmruHczFl9/1RhXThNdAxIbW8sRs8KnhBBT1MAaT9dDQUu4GXrXnlmPr4Y/XHbgjmhuuS2kDgyTUIoDcNxTlM6ISvxBOf2lSQ2w492xIHp6XCavhiN57yTN0/X+aArhWa0IV9g17jUID8lExdjHoHxduKvqMwfcaZgWiCA1DFg6YAuyg4H3X6l0ozA3pu0K9oynJB6rwD8oJ8mZ5qzLVhglmJ1NEDTvUeVf/iy4PUBXj+eq/E/BxeMN3UKwhqAu0gvI1YMBJNe9coLAa7urqp81l17Lto5gewxAKY43MCfNysLUUTHiFznenKmIMSDIdBwo8NCOuqLq40MB+K17j2xacTw1pwV7G3Fm3HYNBcEuAD8rVhTan095sD4MS9aD1qbS3E4BrAEppCwPxqxFAbjV4Z0ytjnYVLPv+5GWEVZOXqLiXcZfAzdgbG17UQX6oem0p8zXsb38xsZDOuCjlV7t8cqWfEVLDFspeT1HjjobqYoCKwuoG/E515F6X0kCNu+WzVJRQQ0pwEPeHRUtN2+R8zFnnD8MbHjuVO05H1oSwNvBTc8rNnTf6QWRR9ihoNwGup601BDxnRx5EMrqy/GoK+3jtnQe4bJYzYYF4KYS+pgAiBg8FT4rSF2Oe3+XbKYl3hmIT5aCZnYR+y6em+D4DlvjJlLzrtS+w3YTUH53ylnbkbsoZN0hZI8uL7GsoMoJMJqoFyx42hzyxuwzttirkCZ1Mj2mp7ovb3d5t3nAa1CVCwdm8Bn+LOhx3lkMEATXMM4U7AcV0Aas8waquh3lV9GVzJjfZUUIN++EH01GJMN7X6CLen+1bCAdamXrnrv7gyP8lKpavoTulhWK+EMLeJjbGCXa9a0rftgHaGDNNpObDC4Sbbb6a6k+Gkwgl8GXZ4w95mq2lQGPHdD8aYubq4Yj2MN2B72VuKipE+UChCwfZTN4MKe1AjkXPsq+hyBgg7Sb8JzmcHig9ePcsqwKl2e0gj5uOxgH2jn9PBvhrVTrnMlVLB1Ue9yD9f6+gq0odhbUMvxrmgapn4rCCaqC0ztU2YLqsUnHzkR/vScoiSqjhWzCvuuhP83bNV1F13/tdX9UvKvXy52hjcaZP5cG/IEE8y9OxDrRt3fnsncRZXUec9pb24Uw9DgJMJuvgiFPsVTi4q0GtAd3vx5l7ktSatjxfMAKLsq8Ozm9n69EUK4VwOnnM4b/J4NulWEj0929Rirqv8X+ltod+Wd+VWm411Agzt+mdv8CfFmWoAa0oovMbbs3yKpTUD/qbdpmZAllOODcbvhC/vcTYjoRXDUla+g+E3m77qiRImLYsnb44OH89/FKZ3nXXlLG92tdrO5s/DaUSapia/gfJnAHuQ8bAeztFdtMX0Ro/mWVgfNGq/LVjJICbCq3ZC+z3vA7XRBvLsF9Vhu0t9AbKNP3YHWvh8DiAcrXyg5cdne9P+P55B941TsIJ4EzcWRw/dR9e8J6XMSV96v6p4G4+0zbmXNRp3aBrlt0gtxrWpP/NBkhPoWAJATWY9qYbxfas2tlkPXnQCGgrcj5Nm5hFC+7fyKuG76ExQlt9uSrGYy9x/tLV9C97obVmRf7ewPQlIx35hmqVUMOa9FvELwR6j2kd3nvrSQAl7blBwzD7YDuBCRwMNaChlF3tmBLghrnMc5WNulJMZXX6+H4kzsQGcleZ7hC14AOlHKA73wcbQw3vBnKJC0P4o60zUZpbnHc8lC2h6cmFblzJmKBO6w6xWXWD7CFPMVBl+bnb51dVgTqyJF3kV8NGVf7FDuX2RQPTYbxtL0divD4isWTGrU/P/08XJBRkwKuG1rAJraELrf7ncYiExBuLzUnPp3yUdgiDbZqgJqCyC4UKhYCqwNM3U0INj3WmuaqL2nYCL0uqmTm84TTAFG68fg9UAhCIUcVRA/qlTYGgUqOw40Eu9ykSVLitqrXxWSLdF6PMBKDV2p0/FgawBz2dvyV/WLa4GtIaQYtfn9xe6KfFccNYNhTwV1vv+e0BakAt9rPWJ1O+2bQe0CWLnz/Z1ZA0XG8c4+spZVCFH141PHcPfYqmQYcX3WDX6XCt8IaveKQ24x1N52ipMea93EULZTziVUND+OWxoRg7XF4ZYuAgZqOSCtuxwxLJ87UVpX8PvPQucETl7PI36gvrK2v4FiIqMnk5AvqwV8DvBewEJ1ZehGcObygJcRH61WnbPbzrQzGBjpWwGlKOfPv1Tisvv17wP7bbcjCPM0aozEUN6Ddowy8l1WA7D4KTy+JqWGYaZr7rH4wRKv3U2/NgSkHvyxOoL308usD36M0kKvO2V1l3gwKB0g+WDOzcf75Mueb51bCc7bGmDQDb6loXyl6erSiSalPf8//2mdZshJZ2AiOWvGoYAJO+NxohgHpq3w63UTdCIW/jRt5Q2op4yLWweSDNGuGNe8O/wJdnixlF1JDSCRzqxBQHg0iH/o5/pvCGNQAujqAGW0+ghT6agmrY6M9+Nzl/bVWPOqkpONeLKQweOAHLIygojjba08XcuTu2xgJ/IXE1VA40uXAZ4IxInvaDAAh3hbqvzviD1rW+K9R+b0wnrSd0zpIbPt/dq/obA+wPtPLSaAZL3yjbMq8qqPi2eGI6qOkpD7i9jfngVcM18O6uZ/9av0MeVA0/kcvL2eUNhio/WLO+eCi8rmbc16BRAPIpCJaNplCg9K6m7oaQ/4l+R2QOb3hhV6Kui629jXMZfSOhMkJqWEEFzj//99rS1kYMb2roZig8FivVd11vsL2HrvZQA6WCjd3pQvyLCsXV4NjBdHCHLzbifR7H+4Kh7hrmgnrylRvlUmf1ByJI6wWdsuKGz1cNGTuCNOONpxXj/ML5m94PiH0UquXdcHhX+nKOdXCEv1L+ycsqYDAwD9t1sA01COR5kZycrEovyusKIxafR21dUEgBsPy19imWV2VinzYjvGEidGPvBC4V1QnGbwqo4bFz4bnzf/wHJTel8JfWWElkAGiLXkKtNdtdAQ4u7EZZkxvSRJqqj+noX9y41/HGGfu0Y/NrUhbCutJ6Q8csuOHzVcNYMO91GVHKuqpPlWW7gY5T3ut43s7rwHdFnUv/zE8Ggb0r+NXwLhDAv5ALUEMRCqskub1SOVQ0I6dojYiib+0K2Fq+Uj6xGtAPkB7ekNoe3JrH1lDb8XfeWATUEM9lTNL0eP1Qi7mvrPW0dIA4W3VVOtgV7Ll1DNRE62coAsxz0ycxt/BFi7nPxg5uVzzvHz/+PeOGDta74fNVw+/mq+M3aqRVNR+18xh7OHF5tQ+yqP/t5caz7C4tT7hxfOhNAaEktUKB0mxucE04cxt7ECZKba9UtmkCBtiBLXO9ukKIDcQuALuGll/5qdWARmUKb9hZ34UO7nlNuAC/Gm7bQ9/diZtaUZXelMfabDgrLANdvas9fMC+BFDaMYcSOwJ04nmpuBpidZdMB/Q1vLe/rWrPfEDo/N+s15UNt7R4I60PtJCYCDyDz1cNKFrFheKe9nexar1yUn4f7qs/rQdsfu8Xp539eKKDlkBzdgL5eUOheTXh3JBRGi6jSqK3h0xh2bw89wh5WNIQAg3sAcqDMxVmY6vm6Q99cjWktcO7vU6HXw0NaePSnQUwtk6BLDZLlKRQHfRP2gbxdjSsZ57/n73zgI+ieBvwu9fSO0kIEEIPEHpAqtRQxCgdKVKliTRFCEVFRDCCIiCgUQRRFA3oJ0VAQpW/ShVRRBBpUhUI0iEkN9/ttYSws+1m747L+/j75fbCzNw4uXtud/add5ZDN/g/4aLSajgWWIW/l5M3C2SFb/IMh9fPhSRfO1Hd7/Dd1kaBbzTzaOhBD/i5tSXza3qIzkOshiuNoMaY8e304XJvA97PBlhkO7hZrNAeFlv9K1ImoV7mogem9YsUXeEsroZL9aD28+Pb6KIUZuxQzsewdi+kJwZBOesVRQBwxiWUoh5XA8lpzSkKkKOq4byuptF22d2oVEWRcEpGHK8AEFKJ3w7CGg4xDf6MpmxKKyPkaUOIqUPaiErQXNbGdjx3noRi8HQnvwDLV9UxTjCJywR4iuIG89uR/CXQEycojT/EaiA579TUQcmRclM1FGIaOJZadost9E+rDfUoi/U2tQuEoNTvRRsWTzZ/563qHMSPYbNhtBjPmXLeg10w/t3atnzF0IAa4O15NZCrNU2bFRSnqmEtvAZzrUczQPtrNkL+e4nfF55LAv5deLdiIulRTLignEDpY8/Egr7eIgWXAOYlUQDR/a2JqZKETTgRugu6wTwAmn+5d9u4gGKUuJOHWQ1qubg56yD/CXYElgzzL1ziU66l4Br/W//L+kkyHEVcDW6jT5TlA/QzzCRnG8cefQn2wXvUol6gBnImPvK+E+Kc9bPeoYexUdXwGfxUL9B6j+lViJDMTyrE+U1ZMlPAOZkLtfnbwrd7wafkOaNwGVlrKFTwuDOeu2kd4RKThN2wHDpl8V+Oe4MpE+JFTw3HOvJpPiuteAvssz6k7YP7j86Djg8O540X+fXcEdMkAgy8RA0v6v77GLbre7TizxgiAtYDPSrMG9RAfgsrkL0h5wUj3+3ILyiFqWrYDF+ergSPpL3SWkdd5y/Gwbb861Zfr6iSeRhAl+l9o/mdf9vHC5fRSg0Dgxxvx9LtKUUmQbcH38xrrbkJHvuDP70STtJX5NSwNyxw1OqsdxJhpOPu8Sm/wQ8WmwD9CgfTXakJnZdnfdIaWoufOHiJGjbC/NO6Z2txYQO43i/roL6Jnh7CK9RA1huc4Q13HgF922mTawK8LlyWqoZbIank6oQSAOEhNVT0YWtA6LhvN85M4MSTFz7A23w66CbrCDntT5lD1EoNXzg+wFvo26lMhq6F37KzgGu48dtxoYE7yW+Ue6VFTQ25VWOsjrzdUdfYaJ35Ol3HT+BiyzwYJhX61XM620KgtyQ+SF6iBnPdoG/76gLhkXIRh5vq48T2rvcONZBFzvCGNyDkEP+4lOOEw07pdygmw6Q8i8ZPdy5030kWt+ITrFkmrrU0Kbio+HvrnhuphjG/Wb5Lztb1o1TUSg05FSOs0/C/lCxBT2b1EnS53w0H9S2s34xH48vfOUf56xc1NXznuC+RHdylOjSckt43yE/wrDW3G8y67xfXAxy7rDaLE40j8RI1kONloGkkvzN3aX+uBHAiCQO9RA2Wj7Xt/M0c7dg0ozv0FSxJV8PdJyFxfPqIWE7G0swH+Nxx6/G0YZR4yXyW8euiOT59V0jnfsEm2sdJKzWQ3+J07V6f3skQIfY5eRk63+eG4caztjXvKyBzt2NpbyGKmhpecWaDerzM7RnlAIK6USbu77blFhV8/j04FPIOiK4l9BY1kKuTS9lvTkD1jFoi+cy8RQ3mvrbwhpPA2S8tvgbhS3eRaEjzx7U5MLZUtRn3cybHhXsDueFSE6Hc6x8UBy6yYxSAsSt1n1/N1EAuvVAcIGqo+FqVV+DxghPrNZuQJ6L4yJrbhlEjOOHQ3qKmhpF6xxTCgDDLj4un6PMGNxvpVxZ4usq+V871vVPgE7F7jxqoIfe3vepSxj5e4tSWdf+e+I+QNpRVlzzeogaSk2INb/gZjId+33vY8pf6H4QJFhRflH3t+G2S88teelorGr2cWWeeLCevxnfQ8w550rRuR1CzG1mPiWw5rJ0aLJw7IxkPPQXaO91gPhyXkvc/rg1/BRLZWEfJVlvU1PAaOD7VKRWkyl6s4l8gqcaP1pPck91smV8bbaVWY66GOy9HWF6x3GIVi4xT+ZMG/8H/ElKlGb2U16iBXK1h2nzvjWK2dR8l5+YuB+FVaFKpXK6P4fezSBJfiPEgo42OLA+168ur0T7qGjnOZ2l9Efh7KqHUkBdN1SCHKfCYbd2teQG/d0vMjOlc3PiMGRzQ0iUXNTVsd6Qz+VtGNtEzCaH7nE/uhLQjZH9UQKAhOCBEF8FRc5GzVsP1xvBYRubbNWCgYjfM56Br5tLehhInfwaRhSbeowZyplRkU2hqgGJloEZ9eLLwAhcHEmq4WJ3rvDjzjYpKd4D82rqvjYXfOZkf5NDefOaQH8nhYtDg0y/rgm4xpaDH1WAZM6sb8npDvbmpXH1ovq4J/8XRk5bzpqipwVw/2Lqe+mpTPfWyMJ8ejBjIAAAgAElEQVQ/Y6MPO59MhLfvlI+pEvY0vLorKaiu6TClEms1DOOsa0VyhypOtrlX17JM7O+EbAusXy1I5FrUi9RA9pnglVcA/H6cAO9MBtAJj7KEGjobrdOJd7opjG3IqRxlzaF2sU7ACXkV+FSSc+DY0cRQGH2BvA7JQre7eDyvBsugtbvNx2eNN5Pj/nVfg0nkyprwKtQr6qKmBnI83thnaeYrJfUi6Zzy2RMS75yjudMWqkIXSIAAfnKvkx9tbT5jNVwx2ifpcyrXUli1d8i/+yMDh372RTMwrhIp501quBvI1Qlr1wW4R2KDygJQ/kriajjmyP16I048q/kD/BbtP2jZFxNiTHIvRfizhgwItV0BVWmpP2qk3NrwAjWQN6HtbXPp+vzJ5xfGmAoBS57xj6Vv6Fjk1ED+HeBn+Ss+slVe6S3+Sc5w23szAvhMANDi7YzxBihH23mFsRq+dSaQmQQK9ySN70DIya4GfvWPaA5Ub1LDThgE8JF5pjVYL8IZsVoIcTUscW5PMshf4UXY6R5Gy3A13SW3/BNR146XhLIxlu8LXZckiM5rTPG3N6iBzIQ2h+Bt6+FPj3KW93IvkQVIRU8NhNz6ea/8JVnfGB7J32Gpc2xnvcF6Wt8qGCIoNRirgd/K28Z88ZumD+I/jJw/nXtt796z4lukepMaVkNmF2hy/A7Z1h9WZwJlB3NxNcwEx9/3FZCxq+393Ni3V1byNxtboHODoCZ6MAa0bOjXAWBut5LCBb1CDWQW1Ld84O/+8ltO3pkPYfaerUfp+4EWRTUoYynXyjl8gwOH2rPE165vDKJUYKyG1c7r5Vfk79Blo3iFEpZv3j6HyRnxRYjeo4YjfULs+zrwecnbjodDwuXE1bDIadNhRiY7HogwEaDd+zqAqIyJHIxpHNesmnA571ADeQtgYEXL+QKnd2yxWIu2XgTVIEk6dHIsk/0EOtjek0d1w/V6yrkqYzVc1Nsn6XNrVFZW888AaD5tRjdT8KZ54qntvUYNm4ONsc6cdREBgbpQygJlcTUcdiyPuR3flHkfC9PTmkya/xFU3HJiR8s65yVq4N0Axeryd+B5QZQKs/ygrFNBNUgzDobZj25YhjLyd0L+q+/fmKNtwMz6DkVfW+SVeZxtk3TZ3KsWzHW0nPAcrRQSUlf0y9Nb1PBvRIXnLZ+yzt2BawR66PcS6Cm5+CTuULTztyZ/yB1ozb2kLSP1p2bDlxUjlxwfEEa+BD0l3a12arieTb8oeJCtlhOcMzGlf59ukcPz0eVvbzQCfCtYEtUgjXmQ8424zQBG/879orkYaEg7V2WthsuJXM/MrMVNoIuyk+Ov4cOXoMrcrFXdIYByXm7HW9QwDX4IsX6ZAZQzgT4CGpooi8Ik1HC6pOGZ/8t6vw4lKoIpr0D2Pli8Oyh47COxs6KpkzoaqSFvYRKAf3v5n5GmEAYBMOvzSgBx5Av4hHwARuGEDagGGeR2tU/rErLSfrZbeUXpJpTSzKMhrwzn76lEv6UwAehI4w3yeXn+bDekgXhJb1FDi0oHLN3t0NRxHfzynZTywiWloiEv9ONPmUtmuL5ftCTrYNGd0FTyR3s+DUhwIC2ZhzZquPM4VJ+UPjTSQA3AK4TZCDvb2S+BAkhO8ACSY9DrBU87UA1yuNuGc0S5NQ2av+KTrN/No6gDp8EaihvfZ+1WvN1v9xKWH+bfsjZfeixRvKS3qKFqm5GWb7Q/yCjOH7pADJwhgylzvdJ7Xl7dmvWz1lOQVnISY4++YPn2vfckzE6HF2jFtFHDKEjn7ZfdQke5lVOYbIDLpDQkbeTz1uWQxMcIiQQQzB2LapDFtWT9V7ajv+ICXty294vmMID2jeQtKy8HBTlOMx55RLykt6ihQd1iEA4/3GlrP2uY8F/nEsIlZW2H6yb2hoZPrMo1qgA9nuYaXKeV0kQNlwy9bQeXi9FSPBXiHgdHScs4rnF5fp0of2oVYNAJz5qhGuRxsXKAfZL/zJP8mWPk29RzVW9RwyLIsh2cNYwUL+ktahijA8ubdUwN5/3L+DDK9nbepAbyRzO7yvxG0nNBa6KGFeDItTvIX+YpUhXLtfEk7nUuxjqlA2FBfNJbwZKoBpmcTgh1ZDE9/XXmZpF9mL1FDVeLVbGuMr31mIEeDWvFW9RwSA8tIEhvnM1BE8vFcMgKE21jWK9SAyFHV2auW5W5lp5iTyM1zINj9qPXKXsWPsBiCDhwzNT8Xd4LIdXCL14MB8BpSNf4Myb68Jan4iC+70/iBb1FDeT/DLHpP+1+v4pjsSkVb1EDGQbFw5xxDbW5EgBLhQt6mRpkoIkaloDj62ocZafjB8htDvoOPSCQs56YdXyMv6bQC5ZENchmd3A4F9JpyJMBOvGPmteogfyQbE17IJzfqwBeo4brxmAogGFWRE/hgqgGK787olzzalCCMB/k3lgj3DfIY6OdwaP3gWqQz4sQxp+/nW9F27zMhveowfLe+XTJLul7nl6jBjKQ48r7T4wJfRRM7y9uVpLUpkQzohpsNAm1pdWdDgvkV7q5fOiwzJ+qwLA1/VL6r7lB6givb0U1yMZcqoy+Smq0v1FvORMzVp5Hi0HTQg2HnikdEddN5g0qxXiPGraCrpbhz8ZhukDwL1+6AqnwuHA5VIONPyJCpu4/tqkbtFF8b7uzM8a3knNt732gGmRzAOa2AkOgdWIXLHqo+69wOQ3U8Km/3+NDuoZxr7Fu2Ib3qCEdHrMOL0RGRrUA4yLaJuioBjt/NOdHy3+syLQ4hS+huO0gzwCCt1xRDbJZB4OhFpgCTH7R0JurDPrGwvcv2avhe31DPijlv+7wEeOWbXiPGkYYzQeCS7SGUlefjnoGyugMlF0dUA1Ofl+csULNVvFmo/2v3hKE15GjGmSzFQIfncbfDf5oJrQYAy30IJw5ib0amhazpZPJqVlcYbC0PLxHDeO522SlXhcGfiYdtK8FNSnlUA2u8zFAlc/2vxUNOuF8OagG2VzUw8qG1QIg8N5TxoC/LKcQlPW3zNXwn94Rfvsh7GbbtA3vUcPnsJaQFxyT55ENQiiBZagGBiy1rVUJoiRJRTXIJxlWluzC+Udk6RvC2cA+EN1OsBhzNRx0ziDvgJWiJVXiPWq4HlPjel4ZGJDeGJ7qoG85jZa8BtXAAvMrNRLrLaH9K6pBLrcXVwedX6LOqOcih8G/hgEQ0VGwIHM1/OVsMAvWsG3ahveogXypq/QcwMcdoDe/x2wPuCFcDNWgnvMzWlaoP/a3rGdqJj7xAWV8eVANMjlZDSLBz3oGFsjpI7fDQOBeEizJXA33IrrYj17ilO/IJAMvUgP52prmyTj6LiE3/IvT9pBCNahmQzgkptTVcxDQJCUOKlHy8hJUg1xuVw5ecq9OGH9njevxDnBJoWUDjcLT5+ynIUfobOkh/wxvybhlG96kBnK3SqnoMFt4XkmYRimEalDLrwGV+Y1YegEfJJX3aUgZ6lpRVIM85sNyQrZzXCB/i4IL4MDIwVThouzVcKms/+tnyKWMYmHi2ZrU4lVqIM1r/ehX6tOr5HgaF0ZbyYhqUEuHIH5jlSO6vjVj+SiptTCDVhLVII828WayvyTo82PPoZRgAgxNQp5OtLS+Yo190kXV4F1qeM54cUt52xCPoZVBNajkjv8A/uEtOPgRWLdxq9qQVtQL1LCshn/8ZFreLG9RQ8X25Gx0JKz69mWTAcKqlYe0BUFJwqHSmqyh2PV62pSNWmUt8i41/Mg9Q+6teSktvTUtBSuqQTUn4R3+YYTRvNe2T2KPWFpRz6vhPW785gXhXWj/LKaGPx4PNflFl42OLNGTErRMrTm+TctqoSZjWC/KNsGFqdqaPKt/AUx6y3mDTleuIky69TnMFSzqPcurfhvbJqXfKun8iBqqYd/o1inP0HY6oPAs9Pzj+vxW0dCcuu+Gj6rhxxEpKUM3S5dTzxmYSW4s6FSam/Ex1Ezp8WlOl1K0oh5Xw5VQfjfjDdR9S0XUMNyWfBjATwf6+Qpe05ym15XT2VLx6z+TVaVzxN3ikfctZi39vwrNBYt6ixryRnP6pDrB0Fhyqy7N1JAzCAzVawdCiqJI3tzxemte6XAI+5JSxCfVcLsnGGvW8odUxTtuySc3vOPWEhCXwL+DyyRHQtXY1rSiHlfDEr31C79OL8q/09UwHSBy0wwwWrzw02t6ToFsZ0CXA4EQ8GxA1T0lgdsjXYGQTHiFdxBE2GYbOBhYIuKxeMGi3qKGydDrnOXico5fHepmyHY0U8MIGGz56956w9BU2bXQd6bg9m+fIntqGLYJF/BJNfSF0dmEXH9FR1luyoTB+sD4DeS8CTjLJyZvWQC8SyvpcTUMqmF9GFea8u9UNVw0QeDJeyb9XyuAq0tWU9aICHEhoE1ufzCeIV/AW7fjQCLdsg1zO8tZRi8+RTe/45oBagR+7xefIFjUS9Rw0tTRdinxEbwnUVQrNRzU2Tf5fkfhu6xDkO12+8WSNYQL+KIadsII28FUPlpcK875c5OvkMt+oIuoRv4ew9G75XE1tEy1PrzLUb7aqGpYAjCWfAkdCakIcNLyQ/YmphnwEwmB5yxH1erxG0uck1PpRiKAibNfTATpesLiPlwrwZJeoobZYI+NN5cTvvDJRys1THFEaOVGd1BS75pxuP1oJghvX+WLanjeYL/suh3cR7t+XDdGgj7CCP4GgBCAJ5sm0Ep6XA31bF8sn8Pl/N9da5XspCxsEK44GSxdH8ufD/UD2ES608o9yDjuzi0APnl8vwhyAmCHrFopAKExft2fBx0HbRKehEndYJZw896hhuEmx/xjV+pMkx2t1NC7mOOotXDSYgq/wSL70SZYLVjCF9XwhDP0sz71hqLr/A4Z3417qhH8eWEMNH11n+XDQLs5uAHK5n8MUyi7OFLRSA3Xn0hxUo02QfkywGdkPP8x7AOwhXRzpFaXJg3u3AbrQqW+UeQ40DZqL0QbMOnKhQ78EmIAmpd+Eh7VOdP53o+XqGGE0aGGLrSLNQdaqaFPlOMoRXbqQp7fnevJsijn1r6ohg5lHUePNNKuH39ABuGXp/xNNlu1+6KONhP1HVTL/xg+QQ2apMBADa3UXlB8wl9QfGW7oOBOW37I3mF+keWCItR2QdGAv6CQdyUyDgIiQecXAf78vY1ggFJBwl32EjXMzb+gEL7wyUcrNbyWf0HRWUm966b8CwrhGH9fVMOL+RcU/bXrx00/Pu/balhF3oLDlqOWtGUqnr+gGGLL1jE+gfLvVDVcckxDZgJXj6wCqbPmfPhpyAH8NORyeOt2cZC5Nf1BgJ4QD02iw4CrDpGG+X69hQt6iRpOOaYhF3lsGvJ3xzTk2wrfZR0d05AlKLlcfFENuxzTkFO0nIYknQOPWAQRWe9cyeqWZ5u48bSCHleD/eZlsvKbl2/wNy/T+ZuXhh9f03Oyryf4N1Zn/ublsIBqu0sCJzc7SnfLiYKuWEBlgATLf8+UiDwuXM5L1GC54rLfvEz22M3LUTDI8te9+YahmbKbl4dDS/OXkXtqGLcKF/BFNZD+7rh5SY6ExW/gd6oJMWwhucvCEy7TCnpcDVdCJ1h+blQT8jShYMgTZS8TYV7T6yrobSFPBuF5LgFy2+fHO3HBUOZnSjlvUYN5Ih/yFAQtJOONNFND7kg+5CkA2v+nsOJPJSEuOQHCaekpfFINOQNtIU9d6dvjsWBnKcvYlrG8hxOTI6CG8HyZtZyn1UDe48ZtfFddoPQhPlC6GB8o3UPrQGkrW6r56/X+USXiyzfq/D41h6+3qOGhDZTmuT6/U0rqm1Sp+aQabIHSQzQNlOa5vsAytuk/v9yOD5SmF/O8Gsiy6n6lJnn78ioFeI8a5OJdy6vk4KNq8Cq8QA3ioBq0B9WgPagG5qAatAfVoD2oBuagGrQH1aA9qAbmoBq0B9WgPagG5qAatAfVoD2oBuagGrQH1aA9qAbmfA71UsSJryVRQJjGsc1U1UsqL1EgARKlStRU9cpNYpuqqletnESBclBBokSZ6qpe+dHYR1XVq15GokAFkPp/KltNooAwTWObqKpXM0GiQCJIlSifpOqVm8U2VlWvVrxEgXreroYD9ZIl0EVLlRCkHCSqqhfmJ1EgKaiGRAl9lKpXLg+VVNWLMEkUqBZUXaKEIVLVK1eEiqrqRRokClQPqiZRwhSh6pUrQXlV9aL0EgVqBCVJlPALU/XKiVBOVb1onVSJegdc+Ny6QQ3S+A9TVe1LmYuxC5NaQVW1goQNUFXtG9iiql4X4UR1SoihLXERZz2oCIS00CtGVbWCxFPja0XZAt+oqjcgTFW1glRIVVXtB6Al0BRnmL+qanJBNagC1SABqkE+qAY6qAYJUA3yQTUwAtWgClSDBKgG+aAa6KAaJEA1yAfVwAhUgypQDRKgGuSDaqCDapAA1SAfVAMjUA2qQDVIgGqQD6qBDqpBAlSDfFANjEA1qALVIAGqQT6oBjoq1ZD50KlhFWxVVc9zatggf0ux+/CcGrbCKlX1PKmGTFX1ioIaXlf3XXp6pLq9yr9aoKpaQd7cqKra+RHZquqtmquqWkHeXqeq2sURktmsBfn2bVXVCjJXdqbw+8gecV5VvY1vqqpWkAVfqap2deQZVfW2TFdVTS5eoQYEQbwNVAOCIAKgGhAEEQDVgCCIAKgGBEEEQDUgCCIAqgFBEAFQDQiCCOAhNQhsya5kw2tEBjjG2uPLY+wZNWzi7hX+1ZfhnuiID4NjrD0+PcaeUcN6eGBIP3U9hB0pCI6x9vj0GKMafBUcY+3x6TFGNfgqOMba49NjjGrwVXCMtcenx9hTaliY7B/Wfrf1iXlhDf+IjmP4Ib01ubwpvJXootrj/asG62OHXZ6bHBzcfJ9UnXmhefxDRevy1c+KmcnxnhUDDSWfOSHYlE/hwhgrG2QcY98cY0+podLsrK+eNGXxT4YYJn63enQQP6T9Ez7bvXHCXfGq72/akVEsoMqczaubRWVL1DkAv1p+XoBO/JPhnfnqH2ze8Um9iP1CTfkULoyxskHGMfbNMfaUGm7xDz1L3eMTdlkTYCy2DGle4DIZVflzuEzgM4xcDc6QqGOOXGj5uUJfnH9SY66jek7bqnkPNuVbuDDGygYZx9g3x9ijcw2HYB0hfWtZf2W9RoueJLNqNnzPP2n6glSdrhbDkmH99b9bnMsdLPDKmwWa8ilcGGOFg4xj7JNj7NlpyMhphCQ9az20Dul7uj4H5VU1fs3/7NZfqs5H4bmWS7S1DeYRsiyhwCsXny7QlE/hwhgrHGQcY58cY8+qocqLhJR6xXpom9n9XzuuzQE5VYOW8z97PyVV5zy3nRz1vzGlDSG9hhV65Qeb8iVcGGOFg4xj7JNj7Fk18M6rPtJ66Ljpc6ir304ZVe8bB7E6DUeTd1LJXtO1nLCN5H7PF423rYoxVjrIOMa+OMYenmvYRMig6tZf5d8PbtpZRtVC40CvMzfe3HwRIaWXfxeTm1/9CHxbRN62asZY6SDjGPviGHtSDTltK+cRsof7gP9V/pB2bStdtfA40Ouc0y/3zyZkXIcBw23VrXPKfUvmFI23raoxVjrIOMa+OMaeUsOCjduW1A23xmdM1w1YtX3105YhzX3m8x82jdMtFq96/zhI1nki/AnLz1/8gn62Va88O+vrzqYNAk35Fi6MseJBxjEmvjfGnlHD8V4VA/QlBh63PVvbKkwfXnciIdndixsiG4vv8lV4HCTrrIWV/EPNuvbq82v7hbXfJdSUb+HCGCseZBxjHh8b46KW5Ukg6h1hDI6x9rhhjFENCGtwjLUH1cAcfNtqD46x9qAamINvW+3BMdYeVAOCIJ4B1YAgiACoBgRBBEA1IAgiAKoBQRABUA0IggiAakAQRABUA4IgAqAaEAQRANWAIIgAqAYEQQRANSAIIgCqAUEQAVANCIIIgGpAEEQAVAOCIAKgGhAEEQDVgCCIAKgGBEEEQDUgCCIAqgGRx+UKyXc93QfEjaAaEHkcAN0FT/cBcSOoBkQmK9Z7ugeIO0E1IAgiAKoBsfBZn5rhxoDqM3P/GFk5KLj2vDzbr82fPBoSUH3aDeuTxPq2X65qF+lX4fnzHuop4i5QDYiFxJC+L785qTbU1scPem1iEoy0/vZeJ2g2fWp7qPGftYxVDXkDIWlier/AyB882F3EDaAaEOL82HeEV3Itj/ea6E/xzydyS/iHT2B4fpnXYSx/SvFXmWLnPNJTxF2gGhDivFj4CeZaH1fCUsvPf/2H2f61eWieo0x2UH2z9XfbYZT7u4m4EVQDQpxquAk2GfwJb1h+LoGVF62MhL8cZT6Fj+1VkuI80VHEbaAaEJI/xWjqYX24DGMtP8eCk72OMi/CQXuV/oBhDj4NqgEh+WoI6mJ9uA7PWX4OgmVZdq47ygyC0/Yqo+GIBzqKuA1UA0IoahgDOx8oMxbPGooKqAaEUNSwEN55oMwnzrmGasXd1z3EA6AaEEJRw3Fd0r3CZS4HNrDdofgeRri1h4i7QTUghKIGyzXDEOtiy9sFykx1xDVEnnF7LxF3gmpACE0N19tC/LMzpj4d9Vd+mdz+UGX89D4BETs80lHEbaAaEEJTAzF/8XhxY2DSyAsFy3zTNtJUfgyuofB1UA0IggiAakAQRABUA4IgAqAaEAQRANWAIIgAqAYEQQRANSAIIgCqAUEQAVANCIIIgGpAEEQAVAOCIAKgGhAEEQDVgCCIAKgGBEEEQDUgCCIAqgFBEAFQDQiCCIBqQBBEAFQDgiACoBoQBBEA1YAgiACoBgRBBEA1IAgiAKoBQRABUA0IggiAakAQRABUA4IgAqAaEAQRANWAIIgAqAYEQQRANSAIIgCqAUEQAVANCIIIgGpAEEQAVAOCIAKgGhAEEQDVgCCIAKgGBEEEQDUgCCIAqgFBEAFQDQiCCIBqQBBEAFQDgiACoBoQBBEA1YAgiACoBgRBBEA1IAgiAKoBQRABUA0IggiAakAQRABUA4IgAqAaEAQRANWAIIgAqAYEQQRANSAIIgCqAUEQAVANCIIIgGpAEEQAVAOCIAKgGhAEEQDVgCCIAKgGBEEEQDUgCCIAqgFBEAFQDQiCCIBqQBBEAFQDgiACoBoQBBEA1YAgiACoBgRBBEA1IAgiAKpBJv89+Ksr7u+Fb4Nj7E2gGuSxibtX+FdfhnuiIz4MjrFXgWqQx3p44G37aZgnOuLD4Bh7FagGeeDbVntwjL0KVIM88G2rPTjGXgWqQR74ttUeHGOvAtUgj/WwMNk/rP1u6xPzwhr+ER3H8G/bW5PLm8JbnRererx/1WB97LDLc5ODg5vvk6ozLzSPf6g4nf/5WTEzOd6zYqCh5DMnBJvyKVwYY2WDXITHWAGoBnmsh0qzs7560pTFPxlimPjd6tFB/Nu2f8JnuzdOuCte9f1NOzKKBVSZs3l1s6hsiToH4FfLzwvQiX8yvDNf/YPNOz6pF7FfqCmfwoUxVjbIRXiMFYBqkMd6uMU/9CxlOefdAl/xx4stb9u8wGUyqvLnyZlw0fLzanCGRB1z5ELLzxX64vyTGnMd1XPaVs17sCnfwoUxVjbIRXiMFYBqkIf9OvgQrCOkby3rr6zXwdGTZFbNhu/5J01fkKrT1fItRob11/9u+V7jDhZ45c0CTfkULoyxwkEuumOsAFSDPBxTZJHTCEl61npofdu+p+tzUF5V49f8z279pep8FJ5ruQxe22AeIcsSCrxy8ekCTfkULoyxwkEuumOsAFSDPBxvniovElLqFeuhbfb8f+24NgfkVA1azv/s/ZRUnfPcdnLU/8aUNoT0GlbolR9sypdwYYwVDnLRHWMFoBrkUfB7pfpI66Hjxtqhrn47ZVS9770mVqfhaPJOKtlrupYTtpHc/13q229bF8ZY6SAX2TFWAKpBHs6r0U2EDKpu/VX+PfemnWVULfReo9eZG29uvoiQ0su/i8nNr34EvvX1t60LY6x0kIvsGCsA1SAPxxx25TxC9nAf8L/Kf9t2bStdtfB7jV7nnH65fzYh4zoMGG6rbp2371syx9ffti6MsdJBLrJjrABUgzzWw4KN25bUDbfGwEzXDVi1ffXTlrdt7jOf/7BpnG6xeNX732uSdZ4If8Ly8xe/oJ9t1SvPzvq6s2mDQFO+hQtjrHiQi+oYKwDVII/jvSoG6EsMPG57trZVmD687kRCsrsXN0Q2/lK0auH3mmSdtbCSf6hZ1159fm2/sPa7hJryLVwYY8WDXFTHWAGoBm9HYGUBwhgcYwFQDd4Ovm21B8dYAFSDt4NvW+3BMRYA1eDt4NtWe3CMBUA1IAgiAKoBQRABUA0IggiAakAQRABUA4IgAqAaEAQRANWAIIgAXqGGKVtUVTs99KqqeivmqqpWkGkbVVU7P0RdGtJv3lJVrSDp36qqdnHIRVX1vk1XVa0gb32jqlr2EPHc0zS+m6aqWkHmrlRV7erQM6rqbZmiqppcvEIN/sNUVcuEH1TVS62gqlpBwgaoqrYKtqqq1yVeVbWCxPRSVW0DbFBVr1eMqmoFie+iqtpWWKWq3gDXt7yokKqq2g+QqareMH9V1eTyMKvhy4dODd+AuvMjz6lhPaxXVc9zatgC6s42PKkGiWWlFFANVFANCkA1SIBqKASqQRWoBglQDfJBNdBBNUiAapAPqoERqAZVoBokQDXIB9VAB9UgAapBPqgGRqAaVIFqkADVIB9UAx1UgwSoBvmgGhiBalAFqkECVIN8UA10UA0SoBrkg2pghBvUcKByOQn0YVIlBInVlVRVL8hPokC8f2mJEoZQVa9cXFdCVb1gk0QB6R4bQ1S9cpwuTlW9EKNEgdL+8RIlTMGqXrmErriqeqEGiQLSPfYLUvXKJXWxquqF6aVKVP7Fhc+tG9TwOTRJfbgoDw093QWFVIIGnu6CQqrAI57ugkKSoK6nuwrCFJ0AACAASURBVKCQJvCxC59bt6hh7dmHi2fhK093QSEvwHJPd0Ehk+ETT3dBIdPgQ093QSFrUQ2sQTVoD6pBe1ANzNFYDafYN6mhGk7/9usZDZpFNWgPqoE5mqpha8Tr7BvVTA17OwQBBC5h3zCqQXtQDczRVA3r4CFSw+FSxkHzPhj/PfuWUQ3ag2pgDqrBwWT4QJN2UQ351O6oSbNnUQ0agGpw0DxMk2bPohryCXxck2bPoho0ANXgoHJVTZo9i2rIB9XwEIFqcFC+tibNnkU15INqYE5GswhjbL0FGrSsjRrOzG0YZiz99LyHSg3AY9KgZU3UMPfx8sH6kOov/s6+aQ3VYB3jRA1aLqJqOPUkVHr25RdT3tSgbU3UcCIFKg5N6xMPD5UaEuZZ0EK/mqihfHC35yePfpSLXsO+be3UUIsf46UatFxE1TAKRp3WoFkrmqhhMIzhO3z61YdKDQ/XBYW9u/8XGbGPfeN4QcEcTdTwq18D9o060EINvxib2A5wrsGKlmo4+yn0Zd84qoE5mqhhDsxj36gDLdQwG+bbDlANVjRVw9nESPanlKgG5miihqGwlX2jDrRQwxBYZztANVjRVg09YDfzxlENzNFEDb1Ag6tJB1qooRfssR2gGqxoq4YhsIl546gG5miihsGwnX2jDrRQwzDYYjtANVjRVg2d4SfmjaMamKOJGt6EhewbdaCFGubC27YDVIMVbdVQK/hv5o1rpYawtpo0e7aoqmGvoRH7Rh1ooYaDgUm2PA2oBiuaqmEb14l941qpoWwtTZo9W1TVcLY/DLN+1LRIM6JJXMMEePIo/4hqsKKNGuJ+5B/2V/XTYJJaKzV00POd1iC/T1FVw7EWEN8vbexjWpyNaaKGM/0hqteEicMbohp4tFED6JuNSuseYsxg37ZmalijjxwycWBJDebOiqgazp6e1zTSWKLRDA2a1mh51VdPFDcYo2oP1OBNgGqwUr7Wu01CDSV67GDftIapXJbXDzYkPL2XfcNFVQ0agmljtUfbaUgtwCxPzEE1aA+qwQqq4T5QDcxBNWgPqkF7UA3MQTVoD6pBe1ANzEE1aA+qQXtQDcxBNWgPJoDTHq9XQzoUT3i4CIZYT3dBISEQ4+kuKCT0oetxOER7ugsKKQ5vu/C5dYMa3olv1OTholypBp7ugkIqlnzYelypRH1Pd0EhVYo/bD1uVHehC59bt1xQ7NT+RZgyDuZ5ugsKmQLpnu6CQtLhFU93QSHzYJynu6CQnfC5C7VRDQKgGrQH1aA9qAbmoBq0B9WgPagG5qAatAfVoD2oBuagGrQH1aA9qAbmoBq0B9WgPagG5qAatAfVoD2oBub4lhquzumQ8uTbV9zYGzn4nBpOvtwupcenOe7qjRxQDczxKTWsi4ZSyaUhcpU7+yONr6lhpgkSkyOhyu9u6480qAbm+JIa9geU32Z5+KGy3y53dkgSH1PDR9DqT0LyloXHZ7uvR1KgGpjjS2pICT9lfTxXrLH7uiMD31LDzai6d6wHW7jx7uqPNKgG5viQGi7qHO/nV7izbuuODHxLDWvgG/tRq7Lu6Y0cPKSGze2jw+ouNVuPl9Xwj598l1YS1aA9VDXsguX2o/+DbW7rjgx8Sw2z4ZT9aBxH/SC4Hc+oYWng82vWP8e9yh+/x43fvCC8C62oHDVcmNWj23PrzSo7wxofUsNO+MJ+9A1sdVdv5OBbangb/rYfjefuuKc7MvCMGq5YZ2KHhuZaDkPTLIcb4DtKURlqWBwIAREcNL+gsjeM8SE14AUFM/CCQglfwjlCluj/5Y/r9KIUklbDJ1yTvWbyzyz/6rdc6g4rfEgNzmnIszgN6SKypiE3c14UF+VJNbxvsnyWB9WwHo8rTSkkqYYbUbVsSvgCZrjUHVb4khp+CbTfvDR514yPb6mBLHHcvCx12X09ksKTamjUz/KjZar1+F2OEgkmqYav4Sv7Uc2aLnWHFb6kBrItBkolx2PIk8uIhzwt4EOeIjDkyc7rsZbrCVKvr/XJ51DAl7d7pjipBlvEm5kBjjmGZ/28YibSp9SAgdKMkAiUPsEHSn/iVYHSW6Ba/sew122FtV1Rw6ywvfyDkBr+q1POSQysE2/nNWfNUYY8F/rDDN9Sg3fic2rwQtZBTP7HsOF/Cmu7oIZXInZbH1u5ekHxqfO2WvPy6rvDEFSD9qAatMdTFxQzIvfbDobYJgjGJ1AKSqrhcuDjtuuIn3TeEWWKatAeVIP2eEgN6/x/sB/Zb14mq795mQ49/iHE/E2xOO+Y3kU1aA+qQXs8o4aciq85Dq+ETrD83OhCyJP5ec7UMKU0lPtFZW8Y40tqMP9ft4SYRtP/dWt3ZIBq0B7PqGETrNrPc5rwgdLjNr7rWqD0z8/WqfTYAu8IePIpNdzpDBGp3ZKg+G73dkgSVIP2eEYNi8DGUP7Jsup+pSa5c3nV/rnp8w+xbjQfrdRwPCN99o+atExVwxCYfNPysDE26h9NXlg1qAbtKXqLsk+nWK3U8SLbZvPRRg3XB+j4btf7Q4O2aWr4SzfQdrDTmwJ4eVAN2lPk1HCmdOC0I9mHJpmqaDVpqYkabjfmhu/PPjE3MlKDgDmaGt4F+20k0iCJ/au6AqpBe4qcGrqb/md9XKcbzrTdfDRRwwz4wPp4OLwR+8ZpahgHjuu8Z4LZv6oroBq0p6ipIdvoMEL3UI2WxmuihvIOI8wA9tMkNDW8BNfsR72LMX9Rl0A1aE9RU8N252KsD+Agy4bz0UINV+Fl+9Fu+Ix56zQ1LIc1toPchGbMX9QlfFANx2cNGfL2Sfd0RhZFTQ3fwkb70XKtMstpoYazMNN+9Ae8z7x1mhquRta+aT2YDYuYv6hL+Jwa8iYZIDQEjK96xQpBK0VNDQdgof1oGmiUt0gLNeT48fd5bxw7nrsGvmXeOvXm5TKu5je3yMFn9W3VLVy7fuxErgv9oiNDDReOeUnWLxsSahgJT1kuFA928aLLjqKmBnOpOvesB7fKV2fZbgE0mWtoH3Vxf6oRICzB/zrzxunRkJ+F8XdMuZ6qXnNvewNAxBgttlaQUoP5o8qWfldZ7D3fweJq2M31tz6ae+m8JKa36KmBfAi9+ZPk/56Ar5m2m48matipr2gMffb9ORUh+DDzxkXWUNzIfHH4O0dUtfqxIfy59+d20JU6qrpjVCTUcK8zVJuWMa0adLnH/rXVIa6G0cZLtoPzujS3dEcGRU4NllO3mIFpfSNs6ay1QJuQpxmg65A2rDQ0D6vJPCuFJsurjhrrnecfN4fUY//dLaGGN2E8P0i542GW3BaPTW6b0utz7UwiroaUao6jiqmadUEhRU8N5Lu2ARD8xP8Yt5qPNmoYq0uNAGPTTPI+bGDdtiZqGGE8YTuYq0GeenE15BZvYj9qHCfTo3OMXOXkCKh9wsWOURFXw6PJjqOkFK16oJQiqAat0UYNtRvYD/5jv/mZJmqo2sx+8K/zxis7xNXwKyywH82XeYf6fWh3zKKUpaEJq7JOuNo5QcTV0DfUHlx2K/AZTV5eBagG5mijhlJdHUdh/Vm3rYkaons7jvyHMm9cXA2bYbX9aJVUZlEb18LqWz+au6vxs671d7jaPQHE1fCV4z0zxxFK4nlQDczRRg3VWtgPbumeZ922Jmqo2M5+cBUmMG9cXA37YLH96EPnKhBRVsJa/uFbQ7FS8RumxekyXe3fg4irIa+R8QPLpU/uQmMzr7mpgmpgjjZqGOx33nbwBTB/42qihr6B9rWtS4F9pnpxNdwJdczltQ+VtYfkG9as5NnFqp4dZcwjF+uGnnO5h4WRiGs4XwfiO3cqCfW9J2sOqoE5ctSQtyntqWGfKokW2Kd73Lrm41R8aeY5azRRw09cJ2sm4GNx5dgvVpG4Q/ECfGJ9/BhekNXcdODzUcyFHWS0IZefq5jmcg8LIxUonbO4bbly7ZZ6zc1WVIMGyFDD8WTQR/hDxDdSBQuQDklv7dgwNjSI/ZWwNrkhp0KN2f9b/3xwiAZ/QAk1XK/Pdfts17JUaCDPvl/CesvP7tFm0qQi/7x8O4kKysHlVczxRTVcSvCfeZnkrKloUHIfcnk8P0fW8FdX+iaMRmljPy1pTT6jxY5MUtGQN58zWV7ab+RNec1dDWtoufBoXZVs4V7inzd8xOUeFgbVwBxfVMM4zrbG61LZSkrCl+79mLmCfSgk0S6j9MVOfpYPaC2JPYbUIL2GIvvbzLXyQ7QX8jcve0UuCS1j3YolgX3cEaqBOT6lBvPyFAMU6xfdxv58Ifzkpk6JopEazlXSP7Ukc1pZ7m3mTYup4eKUSgBJ6cpmZF43cpUTAKpb1fu9c50rO1ANzPElNdztDMV7DWlpgJ72Xxxw3mXzKBqpobW/dQeBm49zP0gVVYqIGn4rCcmDBiRCLWWZbo9NblU3IMq6WuR0hYhLLvbvQVANzPElNYyCqfwa5X1gsGdqOgQZ7uqVGNJqWLtK6XaovPem2g6yI6hbCaiFrobr8dHWtNsr/ZoojhD4MTR4xOfLnw8PzHKpc4KgGpjjQ2o4b+hhfcwL0tsjBZc7E8t4FGk1JEHIU5k3lLU6DxwTI08xTx9HV8M7jnwWs1SsNfnzST2Arq0W6b9QDczRQg3nzmi5pTZVDZ/CNttBT12E9fHeI+HKv4w1QFoN2R897gcBnZYp2S/5ZWdmyec51uNNV0Pb0vaDK4YxKhr+b+9ebTKNoxqYw1wNF0bGAUT2/ZNtqwWgqiEd7AGNR0zWb7S/O8N8zXqhBFlzDbdX9wkDfeM5Z+S2+g78ZT/qHa6yY1ToashfuZi/6sQbQDUwh7Ua/ojj2kyb0cUYspVpswWgqmEeOJKadASokFLPoJuqVR+UIXcaMnfHqFjQJU+Rp9U98Kbt4Fr042p7RoOuhnoNHUfhfVm/qiugGpjDWA05lSOs0+W/lY7Uavsqqhq+d2R8NVet8WZKhXpjZC39sZK7cnC33vOVnM4rQcEdCosdSgJUnSJjEy1zk2DrhGDOU8B8Wo+uhsF+9miGvTCb9au6AqqBOeJq+GVe+ruKJo2+hI9tBz/AdBd6JQZVDXmVS50muZtmpfeC95Q1ebQmBJaLgggNVgTyKLt5mbd3SkXeDnulCv4V7Tfsm6z51WGsC30Thq6GnVxf68TGrSbB55m/rAugGpgjpoYzbazbVz6p4A72MH9HKEx5rdLp0G9ebvOLfbEs32PdeEXLaC6UCl9yh5i/r6bX4K4akauG7B07rjiOD06pAlB21A7x+4One+gt/7NllrravwcRiWsYDi03XvpnRQ34kP3LugCqgTkiajhXJmDqkewD4/wS5UeodEpwHOWn42OMSDTkD2WsYmjdAboruen+rN6Wru5SQiVNVvPLUcOulpaPub71PucvDqY3BkgYtUP05kP2lqwDWtwNElFDXnoIP8gRXhFMlg+qgTkiauhl2G59/E43RHZz/UId79TajV3qFx0RNdwpE/vSpEWnCJkIy+U3mBfV2X60ECTP4tUgQw1rTGFjli8fFeK3vsAvT8xpzEF0n9XuX0ksuobiyhevvLqa+cp1F0E1MIeuhv9MjkxoXYNkhwe854gt+Fsvbym/ckTU8C3YT67vxrWW3+AFeMN+tBeWudAxKtJquByRaN1z7UTFqPvnQv+ek2KAqD6rKRlTNverm9z5M/bq8Lndq7yQh1gNPzi/eRfBAbnNXYmsab1gvtnapG53BWlE1DANHNMivaLkN3jGmTL9F1iiulsiSKvhbfjRdrDtwf+5i0tTTRDRRyBYMqcvBDVtGQONlS1nkIEvquEk+4UbLvEQq+E7cKz2XQHyU8ev0Jec+dPu9xJhrstdoyCihjRwnN486ye/wXvBfexHSxX8jypAWg1PlrIfmGOFAomyl3YLgsDUpdfu//UgeNHym3sZ/nVZnzf4ohrqFvvo+sYPv/Ka+yoPsRp+c34E34Dj8hvMqsLPUsV/6mrHqIioYa4z93nrsgpa7OVvCyO4VT1Ok8t6CTX8e+xs47qOJzWbCxe6ubpPCASkLi1wvXGAG2b5effYsQz4iEk/8/FFNeysBvwNHV3qabd0SBLPqWGlznYr7KL1BiQ18y9dDebSdWxTijmVKyt65YOffLxbm11arYio4QhnzwZ91DRcQYt/hZTmJ1xPpmgz1SCuhuU1LX+doHD7gAmfNdiwhlL7pcxxXD68yp0hp/oGAQQEtGTXWSu+qIa7rcDEtf+/kcYSJ9zRIUlYq+G3/MUpf4rG9XxgBJsaTsGu3yzQJhJF7lAsgV789e3VLuxzLLuCWJanvro5/O3HI1WCTippcnMMVEqpazDK3qZNGWJqGAwVp2TMKAUNrDlgyTZ4R6wlayi1vvEca0bmPlFkd6jf0wsW9tfrGCe09EU1zIUZF/pwxZduD/SOve1YqwHidjsOPxU5p9jcotQ0uxp+NYq+hFjI0/MQPTCtX6Qtn5/XIKaG642h8si0J4zBa5W1eeXVugklyiUx39LOhogalsJA3gkX/G0hjWcTJbOcWOxQAnSN55wm/SNuJcRaU1k2MsZdZddd4ptqSKxt+dbYngTNBnCn3NIlCZirweTviDURU8OkN27ssKthU3HRlxANlM5qFwhBqd9LddO9iOaGvJdRVw+xg+XPjeQdX//2kKbR/EVo2ZL6N90d8pSYZJvdWKPjRiz/fFTofXENNOyh1Cnwum0bqZyoJjCHTVftSKvhh6+//0PhKplTH6a/JRHfqR5JNWSD9RsuZ06wwZ4q38MwV8O7j8FAW7iJmBosONSwrI5oMYnlVWb5qUHdhVTa2Jxrov/s5EJWxqiUcgaLFGJThszJOnaPXO8Kj1+RrqgYuhrOOHdkmAY6AH3KPkrBwuR9P6Y0gCnwtq3uihJPutzLgkirIZmfwNIXr9a8x4hXF6zY/vs/Up/5q4P5oYYau1j18X4k1XDScal2ujVErNSmE4pgroZP86bqk6xhBjLVMENXrM4L9GW+PpTlSS55BzPT+yRH8CcK5VLTlu7Nt585XVdJg9ztdDXsd6xGI9/DB+s2K/KSeXdD4C9DLqXp2pjrN5SuoABpNVz+cdVHM57v81hyvL9tnlsXU7VZ1+emvPvF1t8uCExC5zTjBu7J/nthTKAmAafSarjp3LBwDcRAqqK5KE1grwbL9VIp05t5stVwYd+GmXVNSwr+0+VoKIDCy3KP44IabuxdmtatKr+FQlByn/TMgw/GGK6LCPnapd4JQVfDCXBkgx4NHBhbydpc1kleJYASZfTQ5T9S4TGXelgYZXMN2Qd3rM6YMqpPStU4ve095R9XtXG3UVPmZO44eNZ2OjEPFlofT5Woqck1hfRcQ6OS9l0zuhnPTTEFTpG1JZ+GrC34IYxRenYurAZyuQs8+qdcNViZbCh43nB3/BAnLR2RzQ8NqtRwLGvOkJQ4/o9QLmVURtZZasGjSVwa6wVLdDWYS9jCGHJ7Azc6fUgE96aiht8CqNBt7E+E/A6vudjH+1E/DXnr2I7VS9NH9UlNjjMU1ERMSbsm3tVmAwBpNayGrtYr8bkwkpAjraDSJi36IZ9t0DL/Y/hyjsLaFDUQ8lmk/9QPFaghN+ZVSjFfv6DIdV496Kt2u+/qgcL1LpDKOKeLyDTkNFvU6GvA9eNfu4OyPd7/CQ2zJs++Vi/wb5d6WBgZashZMXrI2HViFr319951n8yeMPCJhhVD7F+OoZVarlaaTEMeMtZQvAolhi+YWAta84YwL43h+jAPMFeCFhcUPOc6gUmBGkgTWrYu31XDtR0ZaanljJY3ZEjjIemrj8n1Mj/hcEh99wQQUcOdFOiyeu8aI1fJetPyZkllW759pedq7Nw1rxzrcEhpNewoD6YIA9SSmejnXxiyYdk7kwd1CI8F9jvqEHnLq9bU4wDiZ9kjXq+M0kfM0TK/sQSs1dDFeSfx28pK1FBxFKWYL6rh2k8fjX+yIn8+G9FgQPo3R5RGP2cGRzE92RQLebozPpD/Om1mD2d4kVN2xrItkq9d+VtXuieApBp+DY774ha5nhFeXGaa21D7tkG/BGuTy1feystLxwpGSe+tB8m7qWWdnNmnydmFhoHSeeK7FN+nhg1A2xjRF9WQBMCVaTv6/a0XVL7Er+UNLL/axNdQXF2f+SI4bum9DzKyQhbkn6CKX/7M/LtPUg3Nw2wpeveb+ogXdNA90P6hbA5ltVjhpGpR9r05oYZR4sFi997g84aVyWA/d+q5NRR2NWR2X/Td6glBT9GK+aIa1i3/WeYWzjQut4Xe7JKVSK68XO3cSudNULr4Zyqwv6UiqYYDEBMR2WxJLiH9AuQN9a+mOvx0SO7L0MWvugbBMirzNZzrA3FiCfRup0DyjIwpFWEAczewVMMdRV+CdjXs651gCq7/PvV/zBfVwABzui5R4fc3HUk1nHHec29RQukZwI24Skpnt6WRUMPuSEgc3K8sNMkmH4DM2YaVAf5d04aXhadyvtY3ED/hVYPqVC5bKkML+l/6RZht3jAopVVt9pOnLNVQW/cdqV8Q17pmA9VAYW146DeMmpLO19DRz7Y+6mNQvnVGhj1igCXiargSEwabLFe0c/WpZAn8IrPNQ32iwNBomeVL6mMu5Q6LXhZEfZannHR/Uxpl9eHNwCcutYaA2jUMEMpawCzVUB5WksSCuNY1G6gGKze3r9hVaLbySFWZEQ73dq3YJnpWLa2G03H+E/cc296fq6/8MiY3KYbt2ioipYYZsBTe5Q9ehj3j9CquDuZCR9aJMVxJAPdXOygvvHZlO3zWXD/d8se9WA/6qW5fGJZquPyra30RBNVg4cozfLRvxEv3fzFc6wRPSH/ocl7mgyb8B4p8QmSkjT3xOH+nwThUzYd8FUxRUUsUcTU0rGYun3gzLzv7LLwY3UxN+5OhL+Nrd9dyQ66Oh1ShyJCVMBXesh59DDrGH7+HOMuTt8JeDRercE99mfVxC2h3f/CsOV1XWWrCIecxaLYkK7OHrsq/1DKy9qE4uvjN5Sqn7lsGnVNXkYq4GuI7k6+4kpEAxY2Rxh9UvcDzfEgiS1xMG3sjzRCU/uCZzGaoX8z225nAvezKCzwIqoE57NXwtMEWgzgLCscprwkLXSVedyb/sT86onpxrtJRWhllu1cpZ5c1ExxLxNWQ+Bj5IRB05apZzpdU/i3MA1XMqojhckbpXxpCzR8L//KqX0QL21Gj+Jherr1AYVANzGGuhkuGgbYDc72Ewv92pIo+XfTUt0xdM/nE39i0WxyYaJPYWquBdNMzXi8qroZu4f/EllgxNKlcOQisqnJ2Lrer/UydEa4nmzcvLcb1KZyCYgiXZH2cAW/F9nTxBQrBXA05ywa2b2uDyYZmqAaywZYQxcJ0eGDd1bWO0P3BNO9OzsE0kqVvdIJfSFdVt1G4kOZqOGbqyLZBcTWshRb8HQpyq27oIvhMbpvXVr+9YE++Zu+25Ra50MPCsNiH4vIoXWSh0OnLodDli6ylLeGxExxtGZJKWKvhRkPQFzP5xVrw7yxQQzGoBrLcOQQfCtykN6frahyj1j0EGaR2PB/cvBsWla4lXEhzNZCRwDY5pERcw9MQsPXWxc+TuI9zQvqLFcwn9+VgfqK1Uv4635uN9QxzjrLZoub7avDob/f95mPgV+FETs/pp/uNUkklrNXwEjfvLilj/bsNZ7KpJKqBbIIV9qNXQChafk1Y5He0uhfhpb/hdf7oK8h6HYTXP2qvhothjzCd8ZdQw73iOv5zHv0FIZXbyWuxD7RYdezg3OLG/PybV2qZ5KS7kwej3avuzQkxjCqYJszcUj942c6ci0PhORbtF4C1Gip3sujW9lZ+I9KFlp2gGsh1x/nXvcpVBAscrkyfcKiauBW+4g+6+F37GrYLltFeDeR1YJrTTCpQulViRtqEr/m4peLUEPz7WAfDrSN4rnx8fnTRP4mBzE52mG1sd6YPlCx4qX71cVvI0wjW+yewVoPfTD4BpjUx01zxVNEyQTUQMpqzBvDcHQiU6ZurHeApyoTDYugMli9PMot7gXwJD0xxW3GDGm7FMw2XllLDBM5+O2aXzMnEDlH2WK5M+L/8354qHfazmu4JIKWGmx+1T64/UtY1wZqykFow7/CGQSkpo/a40jlBWKvBwOe+9LMmbXg11IWWnaAaLG+b5lDvjYyXywN1Xxt+wkE4S7V5CHD1Mt54BFreIaMMwnFPblADWcR0rbOUGo6YWllDnW/UDZYXUlGqk/3gKkwu2E5s9GE1/XsQUTWcX9QrFMKTE0H/Br1QPrem+AVMYR7KXRjWaijO/8kSrXlZ2tdwoWUnqAYLOa+X4ZMdLxYpsjo0inL/YXGYpW7C63fJrwGUtM7uUENutWiG4dKSi7LnQc3P/jyyOFEncwPDMMdsZZ7+vswh+8Pj2SRwFVFD3iR+JhFMr5pPdoQFslr7sw1U3Hjsq8zvNUwgyVoNbfl33wTdZ+TeIscmbq6BarBxeh89mtHKH5X1lA/4X+Hhs2+QG0ujIyiJu92hBrIWGEbrSWd5+qIE/3ErQ0sDUpgqj9oPjhUai63+FdVm1bgPETWMgrZddD/uaGUpca9BmMid6IJkRlkz1hV/T6uNM5ir4Vd+o4LL5SDKHxKY5J5BNcjl6pPQQ3gV1Z4qYIwwQhVaGnW3qIG0YhguLSM35J1NGRnbZc9vjNLbc+pNhEKjtNpYk0X6Broa9uueNpdsYzl54APDvnbGsEiwN9DEBY/9+BEYw6BzgmgTDfnvi01bTFS4dxAFVINsctO4msITDrnfPD9kzDfUKWz3qGEPN4RZW8w3tjsZWPUI4SMODQ9kxf9M11DmN7kYdDU8r79wGyZYDv7mJpCTMFtWc/eSog//XB9q/9gbNrveOUFYq4H56Q2qQQFfBkVlqajmHjWQHnqZWVWkYb/n5bogw+Npo5Kg7uUH/uk9aO36nB9dDSlVA9ZaCwAAIABJREFUyR1uPH9UPpUcl7kD4AZYZDnPWBql6xHBONDUCWs1NJ3oQnNCoBqUcKAcbcJBDDep4bgfs93tNNgO9/DgONDVnimUM2UGdHY5aICuhkeTCSlj3e4jKYV8AfKirKaCderp704QEOFq1yiwVkPUNIFiroBqUMTlNtBTcd5JN6mBjGF28qvNTtnXafP9adDP1dNhuhp6h+eQSdwmQm4FPnOzZpy8E5QXwC6rtSHOvQcZw1oN+rkuNCcEqkEZuWlcrRMK67hLDdmRrMKltVEDFfMwoG2GIBe6Gj6HDJIdHzT/1lxIf4STuWzjTXDcU23jFyVx70olrNUQPMuF5oRANSjliyClu1S4Sw3kDWC0YMnNaiB5PWG6ay3Q1ZBbOyDTfLQeGDkD+GXIbG6PYwvzvwM6G+XFgiuFtRqS2M1C22Cmhux/j/2+d2tW5mcZc9InjR/Sv1t3JverH0RaDTmfdEyuO0B4PQMDDpQ1KPuou00Nt0uXYxOj4241kJxUmbcOaIjENZytAaU7d4yC0Cdmy7+929rPmt7nYn3j72lyb3gqg7Uangn2aEZpc/Y/x37bu+W7zGUZs9MnjhvSr1v7lLq1ypWIMML9hEWX0w1g0b8HkVTDyVoQ2+rRIOilVSjbpdbQS8mEg9vUQJYwOqNyuxrIreacS5vziQVK33qvSURE0w8U3Qa5UJVrPydjVJR+EblVvjT75Pjs1fCd+zNKfzCkb7d2Kck1ysVFGAoJQB8RV65WvZTUbgOHpr2SPj8j85usH/f+9Xe29Y8wUMd+SQqPlBruJpn6frCXXB1DXxLhKrlpUPuE/OLuU0Ne7WJMtvJ1vxrI1br6FdKlqDBbeeng+rgoAENrflvv72As27at+EACuCTwjyhdIblRSsfuQ0akvZaesThzbdaeX46dyxZPxX4+tLEmQaYSajB3slor+RcyTMd2V9uCLA8sJv9ugPvUQNbft3pJNR5QA7lY1bRBuhQN5mqwePbksat3Dx60fM/10u9j3bhPqEE1b9PWOLuGhBqGQMAne3e8FhP00zFXp7bE+EXBhIMb1UBSAoTTySjDE2ogZ8sG/k91ZQ3UQMgf3QIBArseulisLutsDUVbDTmJscz3TiFSalgDIR34x79LVLwb/IwGL+/gUkr+tpg/dIuLKD2QmrrVnWr4RTeIQSseUQP5Ky58P+3ffuwuOsSaqOH7YL8+Cxf28w/etkhmEKUStFBD3qkDx5ntjazlzctv2ZzdFkJcDalRFR63HnwEGwJY52C/D37CwXbzO40L7TIk1d/osYzSBemtZ5DDUCs1XHzziZROC6iTer9FxVDSN0ywDzF1Dz8N1HC9eLw18vxQ6ZirLYNOsG6evRrOPMsvFw3tzSi9uKZxDY/5Cy9HcglxNcR2eyLWuh7wAjwrV/W5W2ZMXnxGeU8+Dyy2hfC3Bbrwc39nm+i2CZdzqxpO+KW63ohGalgdDmWSS0DJn2gFdoWUPiX0+4+hM7+5s2WIt1JqaqCG9xz7l2+C+Uf827NunrkafoqCpIEv9H6E83dlPjcfTdXwh7Er+0bF1RAw9DPbRjP3oIxJ8G32AFmlrXdbnlEcAE32lzGkk9wStW1rk6/ENRIu5lY1kLEMwqW1UcN2Y/XdloeshFDqnmBb/JMuPfjbvJK1HEPckFJRAzV0jbZPo5tjO5NX2SbfJOzVcCkm2jaNe6im6YgLLTuRVEO2xI0IGnezr/FR/VtVVRZDXA1l2ua10k/OtrwBwZbpWZINxoQPT2f/1JdrpXyq6VIreHoHfGB/lsYJvK2Ju9WQHVnP5TtD2qihVnFbIoGjAR2oZVYZ6l174Jd7wBHFOIGj5CLQQA3NHHsH5NRqSO5WLX6FbfOs1fAy58hMei5koAstOxFXQ/bY4gBRQ5WfbO9JDQCoMu9idE3mU7viahjid+paF9CXLQkyw/LvlC5n+0DPhveVd+ZeGpQDx3XER3BAsJB71UBmWvPYuoQmavgTZtiPhproMUSf6po/sFv4/zm/YRbDL8LVNFBDx3jrw6+dgwAqzNrMMQ6TYa2GWq2dh31Lu9CyE1E1HCura/v6jM6GcKUXHR8bwwanv1QbmswFuVHrshFXwxFj7dPkfy90q69vLVKqAOsdt1jzytNOVkV53+DszwIQzgDnZjXcTijrav4DTdTwLTiSXQhtBeRkAaQWTh61wbmUeiFQzpU1UEM68Jc/K/2Dn4CW9aFOH526nX9pMF9elZ8AcJrJhZadiKnhXrWQbTsm9xg8NbbEgyd5YuzVN+bP+8wjoXxUiLwLfvlIxDUsMwX1TX+lIdQQPrl/gDfBcU70TJCq/vwfxNqPuoUJJ0TTRA3/LR7SY9L3gv/0icu32jRRwxqnGhaB2Ib006BXoWvYs9wE+1H3MEr0uwZqOBdS+wr5w1TncJ2gM+QjXafYaizz+bNflD3TeTiRSY4JMTVkwtxHgYsIgACF77XO4fw61jONgAMTmFwZAQGkAqV/6xYMUO4NoZwhQkwBR2jxaL26WZUWQbbvwCwd5WapFmpYFgwBETpo8sAmnRbykl0Nl9ZEDX84NyIfbhQNeBkHzxb6Tdtg2xBv0g2l1NEiruFLfemp7fyej9UvJ3wGh7dAVqp6uTA/a8jfk7NVimjdlTr7tMmyGv7xk6krjcTUMCSwinHKPyR3Uw2oI9XV+wjpY/lxPdH02jpY2oTTsZ3blbHy8pSCvJkfwi77Ubt4dR06Uizy/Uvk7IyACpSX1UANK7ik7+6Ri6+ZKgtdtW+ESa41r800ZM0StgE6GSKejso8BAolM7MM8XuWIX4joAItd4Im0ZBbqvL3rqpa7/gchAWPB/zFsHHWakh0Lmc8ohPdo/gDI9jU8B43fvOC8C60cmJqSI2yT2hdCzIquXq9Di8R/rzwK3IWZh73Dy7F9ESMcb6Gk44VoodNauMID9W0LttIoS35Za+GuyWr2r53VwrfhmnjYri0NmrYZrDevNyYECyxuCWvR+ERO1TLOsSthE6SrGiiBpK3X/fYftu55A2YfDKoBcNVQazV0CXEsSK7FDxCX5m9uUWpaTY1XAlNI/w8Dm1DVzE19DQk248SbHvpySTXMNLys1IDQn6H98kkoL64KlinchkM0/hzql/Kh5xQ20Re1pS01+njyF4NG5x719evLPTvB3Su3b7SKOTpizAokxwHcVukCua05wrdLjJvmpI2jRoqpZUaCAnvaz84Y7kcSodl7FpmrYaliYURrDjpjRs7bGpYoreegtXpRXkJMTXMBnt+m7/1oCi7VP3EXJKje4FfYbWPXI+Ft5VUloK1Gm4/CXG9hzTThVB2p3Id9mqY7cxP9rzunlCBvnqxiT5JtAyU7jhfRvaDW011yj44WqmhdSn7tfiHsJXcq12MXTI4zy2vsqthkG37u3G0O51iajgDMdY7E3dbG5y3pGXxkeWddRvSyKFwPvrmHWCW6ZiHfQK4r9qGGRJHaxDTbYe9GmaC48x6PCd4qXcm0KXAXs8sryrI1WSjNc0S+Xt+2oRl0jfItFLDShhtfTweU8Xi4N16dvmJPK6GlraI+ne5gtf7+7OcTBKLa4iCiouO/Pl5bXgGlit57bxU6Lgxpsn0sFD+u2stBLHZTseGp3NDKoe9GjKdN/rblRQuMR4UJrC8D8+rgVysErCVkDvPW/OHRS6SKq6VGkhPaPftsV9nFQuwfk5GcK4M633shEn5H0PqilMaDNRQz3at9DkU2Brkgq5gqqav6G2M0JXkS8QtbuMvM0rAzu20AL7io/wtp7yW/lzhm1GugGog5Epgim1C7Gc95YbplahaLqzO9QI1kDNlQveQp+Gpn813v6snGTmnmRpyXg3m38r1bPvxXStVUe5dcSlWFvwQ6pQmUtVIDeR/Ms8azkaWnJmRsfFUP5iq9OUvf5UeWJz/ajvfG2Y8rReOIFYFqsHCdOh93vKwPj7iNKXE266cr3qDGsjR4sU+sEe7324YIvHZ0UwNhPz3Tcainx1PvmY2Mj8VPGtQnMNGSA2nlr4x9jkbonXtamgldEFRAPE1FLtLQEJKAxOMUXPT5qfiUCalgZEbZz4T1EJFfQqoBgvmsWBskFIG4nbRStwtX0Z9uLRXqIH8GhkQYl9PsRPeFS+roRrup6OJUToE1nMNuSMLXAyI1rWrYUhN67PxCZRiEisvs+e0q1hnuMhNIzEuz25bMfk5/s37GnytrgkBUA1Wdj6XXLHtbJFNpj9zIX27d6iB7NQF2GNFzAG0MEg7blPD2bBH2QQ3sFbDO9D0qz8vX7chWvf+m5fJam5esuN2mXKsLtFQDTIx1414cOtZmXiJGkicrpr9/yGin3hJt6mBzIUPmbTDWg01qgvexhZghyPkiV+ZslFVyBNDMtnFn6MaZLINJkgXEsZb1NC8lOER643LC5xEh9ynhryGYdSYTCWwVkOg7OD4Hc5A6XEb31UXKM2SZsHydw4SB9Ugl8f81a569RY1zIJxupb8+abobDmP+9RAfjX2ZNEMazUEyctcRPLVQJZV9ys1SdXyKpbsZxYsgmqQy6/6/ipreosarseZTKBr8c27OnpeKBtuVIPlHbiGQSus1VCZdZJkt22HO1hHnUxXBqpBNgN0P0sXEsJb1DBbr4NgMAC0lIqHdKcabpZLYLDTHWs1jCzDLM28Dbep4Z/whmxmdr1ODX/NGDJsoVhImMfUcCawnbqKXqKGLVzKX1Nr+EOQM9MDFXeqgWxg8WKs1fCHfurcYT262HChZSduUwN5C0RXkcvGy9Rws7/1dnKwyGauHlMDmehMrKQML1HDoyVuWH6aB0G5MKkYDbeqgfQwqDwdKwDzuIbalrehKciGCy07cZ8achJL3mDRjnepwfwYN+JX8+2Nj4qE8npODddiaqo6y/QONVzV2bahze0OsOHYMdGsH+5Vw4WIei6nQ2athpnQeafy/RJEcJ8ayBqYwqIZ71LD5/ZcKncbhlDX63pODWSOugwD3qGGI2DfrOpWNdADBA2gBYUTd6uBfOD6m5C1GqolM9592o1qIO0CTkoXksS71NA+xv5lthWoqwM9qIacCqrCpb1DDWcdUwxb/CBg4YJepgj6abyb1WBuESLiKVmwVoP/Sy40J4Q71XDI2INBK96lhgTHXbV7+udpZTyoBvKFqjw63qGGvDjb0psrMaEc/y7dH12eGlPrZjWQw/4dXWyBtRoMklO1CnGnGsho2O56I96lhuJPEbL7nfSFR81+1JXnnlSDuaGacGnvUAOZZPv0zAJ/26YiX8HHtKLuVgN5xdVlQazVEDbFheaEcKsasovVdv3eq3epoX71g434OxTc4/TPvyfVQLbDeOWVvEQN15P1Y37N/quyLvao9fm90L60om5Xw50qca7tdMd8rkFtfBsNt6qBLACRe3wy8S41vAHBobOOZf/6PAd7aWU8qgaS6q98hsdL1ED+68nx3g11JHlPpMZpuF0NZDs3wqX6rNXQy5lRmpZMWiHuVUNujRgXN0/xNjVc9eP4TAK3J0PhvRPy8awa/jBQv2qpeIsaCPnzvfR3HqnieFaMtoDYA2ogA3Q/Sheiw1oNyySTSSvEvWogW9Sc3t6Pd6nhBBcOiV2fiIIOrWNot7o9qwYySLdPaRXvUQPPy5x9L9Ef6X96D6jhckx1VzZY8VzaWJm4WQ2kk4myn6lsvEsN38C62Y/GxHdaQ2YC7XaWh9VwNqiN0irepYYT/g2taxYuVw2n5h/2gBrIp9Lx2yKgGgpxzF9qDZ0U3qWGz5374i2Ew5QyHlYDeQmUbrHhXWogS7jy83ftfKuUcRW1iCfUQFq7stMdqqEwE2CDaw14lxq2O1eGjNbTVgd6Wg3XY5WGS3uZGsj6SvxsZA2R5KoeUcOJoLbqK2uihgtHlKampuN2NVwvUVVuoiphvEsNd8Mb2+JTr8Q8SivjaTWQd+ETZRW8TQ0kb19m5q9igcAeUQOZ4cLHm70azo6Kswi0+IgzLrRbALergSyB+S7V9y41kLdgKB+KfLGljrp5icfVkFOx1C1FFbxODZJ4Rg33asWKJO4Vh7kadkRBUv/R/atB1A4XGs7H/WrIeyRC2X43hfAyNZifgxJD0nqHGLxx5aWDFcr2LEU1yGWXXu326szVcD6ijC3WeHtCxHkXWnbifjWQH7mRrlT3MjUQsrqlH4R2pQY8eYMaSKNwRTpGNchlOLdZZU3WahgT6JgTPRpAXc6jBA+ogfQyuLKNs9epQRIvUMP38KKS4qgGuVwtWUnlNgqs1VA+P1D66QoutOzEE2o4E9TKhdqoBjV0MB1TUBrVIJuV8Kq6iqzVYMoPsnjdz4WWnXhCDWQqrFZfGdWghsOGpxWURjXIp4PpkKp6rNUQmR+oPy7ShZadeEQNt8qUV78fI6pBFUM5kdmQwqAa5PN3SFNV6ZVYq6FtNUfwSm4VldmC78cjaiBfKJwxLwiqQRX/hCjYkhjVoIB31C0nZq2Gb2CsTVHmF4AeNaoAz6iBNAtRfX8F1aCOKQrCUFENCshrEPmPimrM4xr6Q/2PD54++HF9YJO5wUNq2K8frLYqqkEd14vXkB0ujWpQwgFjbxW1mKsh97UgPpwcAqey2avGQ2ogg3R7VNZENahkIT19WmFQDYoYS91tWgQN1lBc/vTFQWM/Ub0/eiE8pYZ/whqrzI2NalBJbpWS1n0KljcxQmTv38WKohoUcbNcgvItVnDlJY2ZkKmuIqpBLV/x+QXu9YKE4WndA/y/FCnpdWo4+OIjyY8tFFkI4lE1kPWQprgOqoHG3Urx6vbaQTWopnH4JTIBJvArX8/UM4rszeZtapjMcZWTw6EyPQ2QZ9VAuivf6Y61Gj5/33GU12GhCy3nN+gpNZDV8JqqeqgG1ezkXrji19l2fD6sE72gl6khHXqesVwQrYyMp65z9LAazivf6Y61GhqlOg+fbOlCy048pwbSLuCUmmqoBvV0Ni1wZnzqF0Sf7PEuNVwKbGWbc99MT83rYTWQ9xWnGmCthripzsMpUS607MSDajhkVBK76wTVoJ4jxrrgWEvxGtAXY3qXGpY59/tuUJlWxtNqyGsSqnCnO+ZrKN5yHk43uNCyEw+qgYzk1OScQDW4wHAOHKtexwN9Vs+71DAVHPfjnjPRznQ8rQZy2HGlJhfmayjyc7UPi5bVxkVrGATsp/yzJ9WQXSxZRXAGqsEFVhmh1nTrdZw5mfoN7G1qmOY8v3nWz2vVQF6CbxSVZ62G1kmOsbn7/+2dd3wU5brHny3pgRQgocUQQgiQQgkIHrpwROklFDmClHwQlSaIFI+KAlK8oHgERVFaACkicFU6CojtAlcUG3LgKgoKhyBNIYX37uxuijBt3913Z538vn9M2XmemeFh95up75ugrwnxH+jTLx0ovVRupBrYS7Tc8ySogZuzd5OVLBQ0nUntRar0kxtYalhL77qnsjKVYoxXw7V61T3qfsnXalhb8n82nlbqWscXQaqLDVVDYUb8RY+ToAZe8pvYp/1c2RqTRs8cHGFpeV05MrDUcCn2b64XdTcqF9J4NbAPLGM8Cff5cw19qd3Kr376ZnU7ukffwfiuqqqLDVUD201TPc6BGnh5jV5jbDHdJp1g2oar/YkLLDWwN6j1YcauzAtNU7w8EgBqYPd71NOdz9WQPzXUee3A/rDONoJzm6guNlYNrEfI956mQA283JnoOBstTKuxaxwNVO8iN8DUwF4Mo/jawdRK+SZAIKjhP3GZHvR0J+BpyLPLJuQ8slh3W/PPWis3GX9McbHBavh3SB9PU6AGXmpkS8NNNKvIrnHoG2hqYGfm9rn74W0qb90EghrYck+aITH+QelfDm2b2zR4admPCmZNKqEb+abRel4m0fseZkANvFTv5xh8NaN68KwgjTa9A04NmgSEGljHcP0tcO6nbqU/w9mePkvps3coHreXPW74NYzK8LavNsLFpWoNPawK1MBL61R2baSVKjj+0zWO1aAGPr4PK2l67cyKxatPq8W+XfZHGHbWwy35TA2FcUrN3oo9oThzULMxp9fpFa2QPwM18DKf1mbTAydYX6uF5qtGQg2czKA3neNfs23SBcERKu9qG39C4aLVYIUFAtVQtCDVUZ7UBep3Uopur3LBo9VCDbz8Xj+UJjN24V6q3zFU9bFeqIGTgobOnu7OJIeM2X5wy2BLC+W3iwNFDSlK153EqaGgF6U/s3h6OvVW7/72I8t4j9YLNXDzYwzFtmocRHZ7TXpCLRBq4OUT6wjHsH/QHufccnpcOTIw1LCN3lNYIk4Nc2midBWh6DGaqx54b9C3nqwXauCnQVq3rCoUNWDEXWRXa0kHauBmpGUP+4+9uCfM9nGKx8yGq2FdvyXbt0yO6K+0XJgaiqq1dE+1qqp+SnEqorMnK4Ya+Enp4vjV5xx8adILFWJCVHoXhBq4uVgj9drOktcp5tEJpUDD1XDoH4nBkc1fUbwjLEwNX5a8wL6QvlQPnaZ4TCMH1MDPXUmXI1u1d14Trxr512nKRQcBowa2jp7ZQPvcM0sV32s0Xg1aCFPDnpJ+MraQRmfCvyfW8+ApMqiBn5doMsWFTf06byiFh4Uo3zWGGryge0gurXBPP0WKt+jKrxoOl/Tps4S02s1bQ8/rXzHUwM8fqSFk28uuz7AM+Nyu/K2FGrzhh8g2MX93TebXzVAMK79quF6xuK26LhVV3vFz0Sb6XPHkb7PuqJ3Sb5dyLNTgBcfiKTy7RxXqdIU1pZOKYVCDN8yjXvSodEh2dQCtV4wqv2pgE9w9oiynRzRjD1sfdE8dSaT0vp3D6AHFo12owRtWUVzt5O5v3WCsAX2gGAU1eENhVmxXqjNx9phqam3Ql2M1XG5BXXN35nal5pe1g4fZjjjH5+LjpQsTv41WLirU4A0fU0VXY72rSeXiL9TgFZ/bB+VmWcneTq2X0XKsBnZ1TCQRRY7V093Er1GufpwnFTcX2TvoZ4VQqMEbfqKg6isuspNT7QkqN46gBu94hHawyyfUm00oz2pg7NqBdQeu6QudQxulUf073PMHaIlCJNTgFU2q1XHevOzZoNZfpbF5PQSWGq4m1dLs6a58q8EDrtetLTVfGfqAe/6K4iOmUINXbKb2K/85afbeHmrfTKjBS96jpjWJLBQ37LhSCNSgl000yzGsMMw9m0dK74pCDd7xX/aw7iN6VbCovUQBNXjJpyFUkcIjqaKtwlaFEKhBN50iNzw9qWai+yj3HcXecqEGLzkyOIGq9d+jFgI1eEPR9olhFWw0u+jGMnv7tDCF4waoQTebLc5z4BpfSzNXsyor3deAGsQDNXjBZ2nOL3L4j0zqnGJ98HD5MKhBLyerBFuk9h3IOo8Vvt/UskopEGoQD9TAz9EKVV7LynyOglLyGDtF0+6pKR8HNeild+h8S9CzH+1Mcfg2nKKXKQZCDeKBGvhpG/Utq5E9jdZbxjnmInPGWeWf3oMadHLOPrJ6JZIOFbpYLL1fVekkAWoQD9TAzff0FGMp98ylU91jC1iBfUxOuHygOdTw4fi+/aafFLof+2g0bcyocUV6sNo2Si0SahAP1MDN21IT6X2j/5uWzaf/Y7vo9Tp/kw80gxrOdyNbUg2y/1OlGwCv2UldQgp2S9/ItZTeVC0SahAP1MDNm/Sx9G1+OCVpFn17sXHlabRUPtAEaihqZ3s8j7FjPWi6wP34jprEMdY97CSbTn9PVouEGsQDNXDzkbOL5+HUwh5hnZdsba3YAaUJ1LDK3SVPUeeQHwTuSEqM/So7HtL/cq1GjVqoBUIN4oEauCmIu72Asfwnw10dTASPUXqFyARq6FbNfYX1C3pB4I6sJ2n1EynLssii2kcu1CAeqIGfV2iA1P3758nWrkMmv6HcAaUJ1JDSpXgqbKTIPXnOYmkzorPF8mx6BdVef6AG8UANXvCEJTp7ROfgsDXqYSZQQ1KP4qnIHLU4r9kQQtbgShQaslk1DGoQD9TgDfv6VI1JzNHqQcEEauiY5J74t9hveP5Ym6v7P432p6EG8UAN4jGBGhZRrmtiiPUbkXsyiIYcvH5sdRuaqR4HNYgHahCPCdRwPTPs9ULGLo4loZcadtJY57ioc7DiK+5OoAbxQA3iMYEa2OnbKb5D6wgaqNkwtDfcH3bJNXHU2XCDMlCDeKAG8ZhBDSx/Rc+spkP2it2RpiXPk1a6TzUQahAP1CAeU6jBL2TcWTxVM1s1EGoQD9QgHqhBL12ruV/ROG+boBoINYgHahAP1KCXJfSma2Ia7VcNhBrEAzWIB2rQS35GxCrHcUP+c9Ye6oFQg3igBvFADbo52YCS+vSMp/YX1eOgBvFADeKBGvRzbdGdVat3XavwDmsJUIN4oAbxQA0+B2oQD9QgHqjB50AN4oEaxAM1+ByoQTxQg3gCQA25maEJjys+4ww1iAdqEA/U4DkvWx7bvTC6j9LiwFHD6emdO2a/9odmHNQgHqhBPIar4ULFSY7hNtqusDxg1PBqOCVnxVGtz7QCoQbxQA3iMVwNS21npVGTgQrLA0UNmyzNv2Tsxqb4yqc0IqEG8UAN4jFcDTmZztHE2xSWB4gaChPrut7JPhw0VCMUahAP1CAew9VwZ1fn6F+WfPnlAaKGD2mJe6p/RfkuAkuAGsQDNYjHcDU0G+wcrabzpZ9d6pBVQhJt834j3rOMDrun5tDP6qFQg3igBvFso6TSn2HHSx5mC1LD5W4dS0hXvEDpV1bQIffUbDqjHgo1iAdqEM92Si/9GXa77GG2D9TQ4a9xQvFx6QlFNE4oDAdqEI/hJxQjGjpHjyUqLA8QNRQVX4Y8FDRMIxRqEA/UIB7D1eC+eZkV6DcvN1vdNy+r/KgRCTWIB2oQj+FquFBxsmO4I/AfeVoVQclZVajOF1qBUIN4oAbxGK4G9rJl4o5/4UFpI4EaxAM1cJCbEVJzKl6vMhDCULRsAAAIVklEQVSoQTxQg8+BGsQDNYgHavA5UIN4oAbxQA0+B2oQD9QgHqjB50AN4oEaxAM1+ByoQTxQg3igBp8DNYgHahAP1OBzVlOzjuokNNIIkKdlfFuuvLRkjYBEStWKaMi15Vbxbbjy0mtrBNSmOhoRtTK4ttw6vjVXXkYtjYA6pPVvSkrXCJCnTXwrrryGiRoBqaQVkZzGteW28S258holaAQ0C3Q1HGmWpYG1ilaELLUplSsvKkQjIC0iUyPCVolry8lUlysvJlgjID0iQyPCHsu15RRK4cqLtWsEZESka0QEx3BtuS4lc+VVsmkEZEakaUSERHFtOZVqc+VVsWpFNDvixe/WD2rQJnQkV9paOsCV17UOV1pZorQaipJnE+3hyuuTwJVWljilV1zU2UpbufIGxnGllSVB8flaVfbQJq68oVFcaWWp05Ur7QCt5cobGcqVpheogQuoQQOoQT9QgzJQgwZQg36gBh8BNXABNWgANegHalAGatAAatAP1OAjoAYuoAYNoAb9QA3KQA0aQA36gRp8BNTABdSgAdSgH6hBGahBA6hBP1CDj4AauIAaNIAa9AM1KMOphnV/OTVspve58oxTwzbOrseMU8P7tJkrz0g1rOPKKw9qmMH3t/TU6ItceW8t5Eory5wdXGlnRuVx5W1ewJVWlnnvcaWdG3WOK+/deVxpZVmwhSstb5RG32QK7JjDlVaWhW9xpV0c/RNX3p6ZXGl6CQg1AAACDagBACAD1AAAkAFqAADIADUAAGSAGgAAMkANAAAZoAYAgAwGqeG3Wz+64P+9MDeosXjMXGNj1LDLUnDzR2ujjdgRE4Mai8fUNTZGDVvplpKu9P4RdlAW1Fg8pq4x1GBWUGPxmLrGUINZQY3FY+oaQw1mBTUWj6lrbJQaFmWFRnX+zDlzY1FmaEzPcVJJf388OTi6g+pLtSeGNIi0xY88vyArMrLdIa2cFysWSaMU5+urqyrfYCfuTQm31xh+UnZVpsKLGntWZNTYnDU2Sg115+98q3vwTmlmhH3K9i1jI6SSDklc9dmOydfVU1/ZtX9x5bD6L+ze0rZSnkbOEfrCMfyFekkzD/WW0l/dvX9Fs5j/lVuVqfCixp4VGTU2Z42NUsPv0ujemgVSg13OBjDecJS0KDxXR6p0DLeOpBZGLkYu1si5EbvIMVxvqyrNZC4oTs/v1KDo1lWZCy9q7FmRUWNz1tjQaw1f03uMDW7k/Mh5jlZlqs7UPNonzbQZr5WT7TAsGznE9pXDuZajZba8W2ZVpsKLGntYZNTYlDU29jJk7HTG0h50TjpL+rJ10FF9qUEbpWHfIVo5r0cXOk7R3mnxImO5iWW2XHWmzKpMhRc19rDIqLEpa2ysGuo/yljNJ52Triu7H95tueuIntSINdLwH/21cs5Y9rLvQ688dRdjA0fetOVbV2UmvKixh0VGjU1ZY2PVIDkvY7Rzsvimz9fZIZ/oSP1THdRy7hjLnu/KDgZfyo/awf7s+fLxteWosadFRo3NWGODrzXsYiwnw/lR6f3gNr11pN5UB+WcBQk32i1h7LY12+MKS9O/o3fLydeWp8aeFhk1NmONjVRDfqd6RYz9j+VV6aPSkmZ30k69uQ7KOadta0LzGJvYY+hDrnTnNeXBNfLLx9eWq8aeFhk1NmONjVLDwh0fLG0a7Xw+Y6Z16Oa9W+5zlLRw+OoDuyZa31BP/XMdNHO6RXdzDD8PiTjsSq83f+fG3sHbZFZlLryoscdFRo2Z+WpsjBpODEwJs1UfdsI1906HKFt00ymM5fWrao9tqd7L18110Mx5hzZIo4ZN3ekvNQ6J6vyp3KrMhRc19rjIqLGEyWpc3lp5knnqHfgY1Fg8fqgx1AB8DWosHqjB5+BrKx7UWDxQg8/B11Y8qLF4oAYAgDFADQAAGaAGAIAMUAMAQAaoAQAgA9QAAJABagAAyAA1AABkgBoAADJADQAAGaAGAIAMUAMAQAaoAQAgA9QAAJABagAAyAA1AABkgBoAADJADQAAGaAGAIAMUAMAQAaoAejjfJ2s60bvA/AjUAPQxxGy/mL0PgA/AjUAnazfavQeAH8CNQAAZIAagINVgxpGB4VlzC38ZnS9iMjGLxa5Pr6xonWFsIzpV5wzqc1dH26+OzakziNnDNpT4C+gBuAgtcLgJ+ZMbUyNbQk5z0xJo9HOTwt6UduZT3emzN+cMU41FA2jtCmz7w+PPWDg7gI/ADUAVvKz70lPFjrGBa1sP0jzUyxLpdEKeqg0ZgZNkA4pjteqfNqQPQX+AmoArORk4WNa4BxvoOWO4dnQka6l7SoWFcfkRTS/4fxsL43x/24CPwI1AFaihqvkksExmuUYLqUN55yMpuPFMStpmTslrZoROwr8BtQAWOklxuABztF5muAYTqASDhbHPEpH3SlDCI85mBqoAbBSNUT0cY4u08OOYQ7l7nRzuTgmh065U8bSdwbsKPAbUANgCmoYR5/cEjMBRw3lBagBMAU1LKLnb4lZUXKtIb2q/3YPGADUAJiCGk5Y0wpujjkf3sJ1h2IfjfLrHgJ/AzUApqAGxznDCOfLln+UiXm6+LmG2J/8vpfAn0ANgCmp4XInSnjw2afvq3S8NKZwCNV/bOagsJj9huwo8BtQA2BKamA33uxSNSg8bfQvZWM2dYoNTh6HdyjMDtQAAJABagAAyAA1AABkgBoAADJADQAAGaAGAIAMUAMAQAaoAQAgA9QAAJABagAAyAA1AABkgBoAADJADQAAGaAGAIAMUAMAQAaoAQAgA9QAAJABagAAyAA1AABkgBoAADJADQAAGaAGAIAMUAMAQAaoAQAgA9QAAJDh/wGc7z1XPEc3sgAAAABJRU5ErkJggg==)
## Discreta.
p1 <-
xyplot(nfolha~meio|cult, data=da, layout=c(NA,1),
type=c("p","a"), jitter.x=TRUE)
p2 <-
xyplot(nfolha~meio|cult, data=db, layout=c(NA,1),
type=c("p","a"), jitter.x=TRUE)
plot(p1, split=c(1,1,1,2), more=TRUE)
plot(p2, split=c(1,2,1,2), more=FALSE)
![plot of chunk unnamed-chunk-7 plot of chunk 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)
## Discreta.
p1 <-
xyplot(nraiz~meio|cult, data=da, layout=c(NA,1),
type=c("p","a"), jitter.x=TRUE)
p2 <-
xyplot(nraiz~meio|cult, data=db, layout=c(NA,1),
type=c("p","a"), jitter.x=TRUE)
plot(p1, split=c(1,1,1,2), more=TRUE)
plot(p2, split=c(1,2,1,2), more=FALSE)
![plot of chunk unnamed-chunk-7 plot of chunk 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Y2qNTBN4UNzEDWoD1EDPtnUUKWz0G5EDQj9D/Zat0qXU/jQHEQN6kPUgE9WNXzkk+154nHtqAwKweYcnCQ3UF4N4+CJdaubi8KH5iBqUJ+3Tw2boVDmxzDmsczSCqnhU5cj2X71qHFMBiXg1xycJDdQXg1j4al1q7uzwofmIGpQn7dPDb9CicyPYeNHMksro4aJbr8L70YeKMgDxesQNahPHnig+MT9uMhuRA1ZuiG/V+czTNSgPkQN+NjU8Itxv9huRA0MM2yDl+FPpXeWD1GD+hA14GNVQ3LYFNHdiBpYPiYhT9kgalCfXFfDNvjpOMs1gd2IGjhIoHQ2iBrUJ9fV8BVY6C2wG1GD+hA1qA9Rg+IQNagPUYP6EDUoDlGD+hA1qA9Rg+IQNagPUYP6EDUoDlGD+hA1qA9Rg+JIquHA+05grLNJ/ZrgQtSgPkQN6vPWq2GWxiUuvocvjFC/KpgQNagPUYP6vO1q2EjVT2JenneFnKzCpShEDepD1KA+b7saygVY5iunRnmrFA8kG6IG9SFqUJ+3XA13qHHWrcVwWP3KYEHUoD5EDerzlqvhOCy1bu2CdepXBguiBvUhalCft1wN52CudWtDnskGRdSgPkQN6vOWq+Gl6/vWraH0LfUrgwVRg/oQNajPW64GNISyPEccMzdVvy54EDWoD1GD+rztanhQVDvydNLfUx19LqlfFzyIGtSHqEF93nY1oJvNKHZOd41z6lcFE6IG9SFqUJ+3Xg0I/fVlwqyj6lcEG6IG9SFqUJ98oIa8BlGD+hA1qA9Rg+IQNagPUYP6EDUoDlGD+hA1qA9Rg+IQNagPUYP65J4a1tDWJWpWlDQGjXsptBuOGtLPbj2bbk8dnhzYfduecqKop4YHe/cmqXFcaTXc2bNf7qKHqkLUoD65poZFOusSNfOpUdu/dG0htJ+0GpIn+wKAz6RkuVX4p7kegKqo9JqaaqnhWF0NAF1LhUaUlBp2RlMA2sZ/Kn9meyFqUJ9cUsP2WoEfWtRw3zkesUtvCs2AkFTDixioMidxblWo/VxeHY66Grot/26cD71AXjkpVFLDFqPTgFWrh7rqf1T80BJqWK7xHPXtyt5mR9Flxt4oRA3qk0tqGDv1iXUdiqWaO+xL2fYCe0qqYQJ8zr3OhnHiO77CyzCfM+zrw1q6M7IKSqGOGpI8w7hVfP6NdFZ8soi4Gi4aK95jXy8EBT1R+sz2QtSgPrm+RE2Pkty/RhYQ2E1KDSnu71m36rjKeqRYB8ssG1e0/eSUk0QdNcyB7ZaNQ/CJ0scWV0M8ZX2SWAvfKH1meyFqUJ9cV8N7sdy/5lBZP9f7EzMYLKGGP2C+dWshiK24/RrDadt3YHQpOeUkUUcNbTxtHa3BjZQ+trgaoktaN14ahZYYe+MQNajPQRic+TGU/SypgBrKd+L+tQruZf7qNgVZWCN6mJ1ge/b+GbbJOX8XF9tWywA55SRRRw0xxW1blSoqfWxxNRStZ9sKFOwsftMQNajPmqwfQkruSJ5KakCHt2YwlrQaOEirIStEDepzEMZmfgxPyi2tgBpq8z1QZEGyr8HL1tcQ45Ei5/zrbX0Nl7UD5ZSTRB01zMvsa5im9LHF1TA2s69hpdJntheiBvXJ9b6GXpav7FHBArtJjlBMgY+579Op8KGs86cU9eLma96LNpyXVVAKddTw0CvkH/b1WjH3/5Q+trgarprKcq3JM/4hL5Q+s70QNahPrqvBOngZZffg5Ys6bFzDnKpQV2bM01E3Nq5hrA+9RF45KVSLa3C0xDX8ovihpeIatJa4Bqe8krObqOFNkOtquO88mvm5xf6QJ5Qyw8++aMirHfRMwQpvSzTk2ca5FQ15sBYbDRlLoiFzAFEDPnszAqVHbpmTk0Bpbg7FmTR76vDkwG7lk82qOofinvRe8sGaQ/FIjTPbC1GD+uS+GtCKSEPg2BxNr8pbkJmX6kPUoD5kUrbiEDWoD1GD+hA1KA5Rg/oQNagPUYPiEDWoD1GD+hA1KE7+U8N/KxOmzZqRMO9vOQd9si4hYY1afZc4ajg1J+GLP1Q6v3yIGhSHqEF9xNWQMtnBFkjf5g72MRd5siXc5tiVfUsSaTVcbsBVuf5lVc4vH6IGxSFqUB9xNcRBg6WuTu1DqRlDNZG4aeA+hnI/3rm7MRqmKFHB15BUw/VAw8Q/k/6abCygfIY/uyBqUByiBvURVcNW6Jdex/kP9KicR9I6ajTeES/o63PD0anNtcrmybEiqYbOut3c6z59JzXOLx+iBsUhalAfUTW0dX5ymRqD2Onvi1F971SsI04Ga7/EdXp4zuv3OlJqeGTsYt3qZnioRgVkQ9SgOEQN6iOqhqJ10U/crM9UfX/0KVzFOuL7GUm7itfOae34kFLD77DcurUyj9w/RA2KQ9SgPqJqKNAcrba8By5d0XzAm0hRN8K2VaFyDivHi5QadsMP1q2fYIcaFZANUYPiEDWoj6gaqkSiPbCC2bgJE9AQGm84spujdf52qnvrnNfvdaTU8A9Mt25NB1lDrqpB1KA4RA3qI6qGKbD7pVt0Gpu6e/8D76p4R0yERZaNlfB1zuv3OpLdkGFhllk5L8ND1Di/fIgaFIeoQX1E1ZDkHXD0M+j1/Bttvbu1Kcz0m6mlHTayrztciqiS/kVSDauhOdu+edwqo9MhlyFqUByiBvURj2s47E1VLAU0+NUxarFX87kaDhF9+5WCEGUzaNmQDnn6kHJsOqKpE/WBKueXD1GD4hA1qI9EoPStwUFAOWrBucUR/GM+mhwOEDr2fk7rxg9GoPSuRg5gbrhTnfPLh6hBcYga1IdMr1IfogbFIWpQH6IG9SFqUByiBvUhalAfogbFIWpQH6IG9SFqkE/KrDCdZ7sLQr8malAfogb1IWqQT3fv+Yd/qugtlNlZTA33Pm0c8/6QXtUKurn6lPn0gQKVUYI8poYTQ+vEdN0gmjZBRA2PpgQY9E4xeScligUV1XB2ZN2YuB/sSlAuBlGDbE7CVubnA9fpAr8XUcMaVyhQxgQUu3gu85/rxpzXRgnylBpS+1KaEmUdoIZY2gJhNWxxtFxb6KpOShZ7UU0N6SNpOiLKCSpcUfjARA2yWQVcRGs1oZVWhdWwXxdxALWFygD+m8dSFVw1hmM5r44C5Ck1jIDOjBSez9BVEplNLaiG0wagJyajg/4A49Spn52opoYPodU1hF5+aSqhcBQnUYNsdnNz+dICZwv8XlgN5X1uo70wJMBE1URoHMzRGmrmvDoKkJfUcF7b2vJ1Pw9Elu8TVEMDCr5hX//1AG0eyZZkQS013DQ2sDxKrISZyh6ZqEE2aeWjryP0abBQZjFBNVxgl7/tr18PVAXNPfTE1L2ZkVJ+KSo7yEtqmArnLBvpgfWE9xJSQ5IGgixbH4NtvlTeQC01zIPfrVvFKil7ZKIG+dxrqG/WMSJbqP3j2lEZFBJaDXMLbESofvhigIFwFKHSNacA7FegPjkmL6mhh4NtK7aw8F5CajgO0MSy9QvAYEUrlkPUUsNwyrZyagcvZY/89qlhMxTK/BjG4CYFtaGEGlb6LvwqxvnzrP/rUeOYDEqAwHK1FjUUZdQwmFVDmRofEjW8Rg9H21bjUOG9RNTQ1LK1CWCQohXLIaqpgbapoeM7r4ZfoUTmx7Cx3GUDFFDDGS2bhWebeaHA7wUfKC6zDxSD9BuZBwrtfeaBolczE42fC11F8pIapmc+UDQU3ktIDQ+0WR4oVMm7YC9qqWFh5gNFtLJHfvvUkOsPFMMjuZdhxQV+L9wNWSGjG7IWQmPgC62hVs6rowB5SQ0Z3ZBf2tUN2dDWDekO2n8Vr1wOUL0bcgXphsx1NbStwb184inwe5HBS0PEAdSeG7z8dSxV0VVjOprz6ihAXlIDGmUbvKxs1+CliRu8PPDuDF5+DC0tg5clnyt7YKIG2SQ4s6Ni6VUbCPxeJOTpF3coUDYz5Ml9Z85rowR5Sg1pw9mQJzPUuSeyk3DI0z5na8hTnuppUDMacjIb8uQIVZUeqyVqkM2jIuH/O/RTAwehcCXJQOnBlkDp0iRQmh82ULrLzzkLlK79rgVKryWB0rmvBvRwdAGtZ/uLQr8m06vUh0yvUh+ihlOZDde/5+fgyBkQNagPUYP6EDWAn230By1XJJsDUYP6EDWoD1ED6I22UTKihrcFogb1IWqAOQ2g2zNuk6jhbYGoQX2IGmB52gea4ifZzTeihqcfBwKDs6z1mG8OCgSq5MyX9tZpc10TODb9TeC3+UsNm+qYwKmZHXpeU0MPrm1O2lWhbfXN4Nh4n/AOUmpIX1ZJC15dzsk9cdIId+Zuch+RJKeQ+O1gRVIN/3TzBk3FJTLzYqTOK0uDUQ+GWj/JKyiN8mpAaHegflram1HDzUjWC+zge2H8D/rv3nT9UUNKQ2U7F0mIB+/u8Z3cNJ/x/zpfqWEE+PaI7+SqEZozL0RaNwjqE9/OQb/MjvqMo7y6xXd2p4XS+0iq4WUzCO0f38LgsF7eic8FAfiV8wcIkiGVUeDD3Q6fi+4lpYZfnPTvxw8oAo1l5Yl48h5E1Ka1tLFxAPRVONuOGmpA91pAtb/fhBrSKunA6QRC+z30gJ2s4Z5XwHH2dZlWZFqBCIugI/vE9CAW+EWdn9QwDzqzf+v9BpTMFFpTYAg7Uel2VY3EtykPS6DdU+blYVNYK7SLhBoGwhQ2MOFyKQPewt5WnhfWGH9mXjcYNYWxgyEXQhx3OzSiRD0koYbzpgg2PWraNBDKacRLO2rOTrrmnT8LO1/qB8ImtQtV1IDQSnfjB4vVV8PP4EidZTd+BAfATdYwGfZaNibAATsqlOZfyhJz/KxAKd4d8pEaUn2iLH/rk8AoWUd84lDH8h12100kTwQ/6UElUriN54WEJtZIqOGWtp1l45Kxo5wzLwKYx23MAxCa7vcqaX6lLZfoaYHSYvtJqKG73pqWoAstI/XcWWogqunJNH5PaoakV3dWNjGVSmpAN5uBXn01DDBAOLeRHhQGkzGPWMn2ib4Fk+yo0HGwxWtM4rdRPlLDYVhs3RpHyZrVugnWWbf66OV26ZyCOdatD+GawD7iavjGJn/UQtbU6uYms6UH/bnZ3ByzzDGwrQM6EcSCqyXUEBBr3fgdvsI8M8NM+POJhkukUaMYWg078UtioLQaWuyxbW0sqr4a3vcH60NBrULQAfOIgS1tW07d7ajQBi7PLcsKOMy3Qz5Sw48Zd9v/4LicI34Fp6xbM+CqzNr8CpusW98KNuvE1TA140M6GuTMkqrgVsS6Fe5WHrPMz2BbPHw5iC0JKq6GVHqodes+9lccYjPPpJy3iLSHIzqi8KLgKgZKp8lNDMOLqBo6uEF1y1b5wtgPaeH1rRsp2oF2VGgH/GjdWgBn+HbIR2rYAhusW3NBVm9/5rs2GcQmdvGxB9ZYt74CoQEOcTXMhn+sW/11ciZD1HLxt24FuNTALLM9o8dpPpwV2U+i1WDuad24JqfLYCI8uGl579r6oF3CXTN2kftzKCQQVcNnoHXiNu7qCsAPmEds5/LEsrHdrvQk97QDrFutnHgf7vKRGu5obGnfmrnKei44x+bZ4ahWQG7H+X1dH+tWO4dnAvuIq2GfrZGfHiGri2Q4bZX9n0Dj5rv7L+P7paXos76EGqoWtk6a/x9swTwzYlt1a9IDYpiNZP96aAIIrvNkF0qq4YUaSYdF1XDDwRXYjqa09jTlhHsLboOe3K6PynrYNXrZ0mDpdN9M9+f9fT5SA3rfeIh7/QX7o2KlmovlQ7YiwxH4tNVZugq2awQbguJqSIvwtfTlzczoCMDilEZTjf14v6yt0WDPNW2RcTsMENtNQg1LYQr3eqtgWLLYftl5Fhh6ZzysYBOqrznjUhu/IA5KqqEMvRlVzErOqmZBPK5hAdBQdPGyMkBR+K2pHtBw571bq8Kp7+yq0TU/80d/J50ZrQvjbyrnJzVc8XH45HzS6VG6cJkWPePsNvNS0vH+dDmhL35hbvibppxLOjtWH3pXaBeJwcvfjL4LriYd6gy1RRLY8DARoPCyP5cVBpiAXeaqr/V2KCL65CShhrQG0OFA0rXFAYbd2Gdm2KQpuDBC0yoGGsxwcZcd4CWOkmoIZR4Sw7OSs6pZkIiGXOYJHObV+IdMmWRmiwT9KLknP+drcadseoP/1/lJDehcDfZPpZrJTuN/ohxbkI6T29PAcqE2d4EbXxfcQyoacl9x9gC6vjK7u9Jnmi130ywZT0F/1+QukdDtYEUq5OnpQB17mKKyzMC0VULBSuXT8kpKoqQa7qmR8ENqDsWz9b3LlG6wUN4D7X8rEqb9YnecNELHZifMFexzyldqQOgo87fKChyyceDzhAX2Pv2e+CJhjtitLjmHIm3XjISv5I6NMDxc0alBp+UP5RUSvR2sSM+huL4k4dMdslPIpGyZnjBtWsLMQ3ILSvJ2d0PmSfKZGvIkZHqV+hA1KA5Rg/oQNagPUYPiEDWoD1GD+iiuhuQV3RrWs2DPpLvXIGpQH6IG9SFqeFIZNJ56gw+DETcMHW2KK+wkFIcrpYbLW5ZvuiB7OuqjfVtWffLxZjviGpKP7PhH/HT5Sg3pfy4fMnj1v/t37d56JkXOMR/u28OFuVxft3CbnOwHLw99PX/FHqlxDTE1pB2Zs2jlgh+u3Pp62FyhORi8PDv4y9o957+duV1uB/XNXQclOy5F1XB3zz5ZGSIyeLRvDzd2dGv3AcUTqiuthvHUFy9RQe5961cC7yBJdTxGb/1H6O0QV8PSMG7gJuB/eKey8kcDjXXEJ1rmWPB/PR2ZUoGiUZT5SA3JH7hAJk4TsKNxTtRnr3D539ZYxtaq4Q5x/NtRZzlXzVOi+wmr4VlffZYqg+cegf1e42qbjIJ066e4pRjWR3FjlxITJkXUsKcazRzhPfmDj6cbapmCZff8UoGtQSPBrOz2obQaijZD6Cl8z25Odcc6RnKF98S+I0TVMBR0VMVuFSkdjMA6l4VdZhNzSTVaivnpIGvQ50Yo3XxJ4tQiMERkp/yjhhd1mFtO68cuUUNXc6aLQAzmZKXtJsf+q1YPd2P8YG7aL5qmzI+75YMAACAASURBVHgLFV8OpIAyFHVizmreJbajoBoelwJKA5TlUx4ezhzue7wqn/HSag3lmD9VS0fqIBT/O3gm5T8h8ZvOek9xmQmrYbXWY8S3q/o6OGBbzMoeB4c+K78d6UFTvuO+W97N4CZrBpwkSqvBMJ1pBlgm5czWYR3j00Kii/CKqeEn8DOxi+luN/rDz1gnY3nkW9Cfosrfv1vWXIqiC8iJ1qtv5GZdJnfLmHPMQ/5Rw0T26/t+gYBqQEFkUmXDeBiPdbwH3qHcd+gGgNKs9g876YOe4BSsoaX1Ze+iF+0APPzE2uiCaugHDl56l6MnmM94mIY+dNoF9FhnTi3l6hV8yhl6NqCLmY8VhPY4hViO0vW4uKqTHiVEH7gE1XDFXI4L+rxU0F/eatSP/YO5dsJeSsM1OM54h+cgVOd1lFaDll1F1MDNDp3sjHOI9AJfiv5eTA3veVqXYhwDHjE4J+NYDGOYb8HzzLsJA5mWnIwwyr8g3rLxzE8kp1S+UUOKhxuYnq6Eb93djQBn/qZHxLhh9TfMh83ca2uddUG8z8CyrK4Ex0BTgpts+cjD2S8jVQQfQmp4YoBOAHNQT6a50JTSdURfAV6H5TboCOsXQ6G0f02NqXEngcbthupqtAaKLoBfxfYTVMN42/z19TJn+y0BS1qpPlrK8ilYKpB2zE6UVoMv+0aEd2I3G5bEOcRfMLSSm0P1Hdn+5/7EDAYLqyHdEA0nuK2jEG3CrnRn54GUkZuRF167PC0+KSY7X2fMyO+pF+6KzDdqOAV6aIj6Gg4zHxuAL1GZygus11uCDm6WoD5/d70lx9MV0OJMmZ8DEGmJru9gBMcuInsKqWE3QAc93EbFKCMULO5eCD0AqIRT5cnQ3iGlNZvbp35IRE0UYJWbNGG276T/xOddCKqhZjHrRopjN8xzWujmYPF0iWoRli+qR9QoWQeQ4CAMzvwY4j0QZuF1NdRrwvwYTa9EKV9RQ18v8DrfQf2v92xopc3qhttU1p6kNUJFH0Mta86OW8wWds9RbGgHrYlLqlOzVFOtoS1uOYSmgy1OfiIIN3fzjRp2MRe/L2rttwMmMFtlkhqGrYftOMerb509Y3R1s0yKTganFhjlJjNPAZa7fARAUKzInkJq+AG07zvR6cgHPMApxs0JITNgTeUZqGlaENWARUwzwLl2CVQW+xvTI862pe8rtp+gGiLfs20VaoJ5TgtMhTn8Wte2dvg7yXOLBGuyfggpubOqX1fDH+xC9vdCwMMIwf/iHGKeJeFC9WpZ/+fhrRmMJa0G1cFqNWhdA9/OVkNlnCqTVsNrHISxmR9D2YsGCEVD3hlRvdYYwRm12Zhl4F5mOwj8XqyvoY6tr2E0eOJnJ10C42x9DUNogETsguh8Zl+DyNz4fKOGVG93MD39Fr71dDcBbK4CvuU9sfoaFlk/WO101qGcGQArMcr9AdpIW19DACwR2VNIDU+N0Jnta+hDAdWM0nVGiwEvYcROiIP1S6BQ2m1TU2riSdDizrDqYetrmJ+RGJAXQTVMyuxrkDcEv8za19BfS1kuxpKMnFyKoHRfg+zgo2WWJ4HVINA9K6aGX8DPyF6Nnw0BGRn6pHnqHxRAUWXu3CzpFEFpwuT06jY2cB09L9qJdTnlGzWgD5nGQsUHBf0rAwXl/y2nN0NlrE70x74F/2ZfNwCUYBuiexz0IVjZjmtrKUPJG+jZ+wDuQWJPiIIjFEPA7K132n+KeSQtpNGcPOwIRqwzp5V18Q467gIdamvCnY4HAnbW0D80tbgey0NuUaKzJgXVcMNc6ib7+ldQsLzUFs8Cg7hwkX2Uhpv2edQzUl52CgmUVkP1MTIPcdyS8OpTZwGpYMY1jJVxyl0OWeIajskoiG6EUmxcQxiItdzyjxpe1M2Ma6jhRIdDMO2P1ciyxDUMs8Q19I2mKQfeBLuvcTkQbHENDqLrV+DFNRRl4xowR7XPeGu1ektcQ0kdhGGNeHLY4hq8xKPnxOIa3Ed8u7KPg4PcpQ/2OJj7rPx2REZcgztvqlK7UVoNHrLzfYW1YX6klhQaSBaPhvy+KHcPhMmbrnGumdbauVJLZjTkgyFsNGS4WFs3H6kBpXzmlqUrymdy8t4SEHsZ44h/NdWwOvltE/f+UDG40ZD3+liiIen69kZDvhhlzNp95osdR3Sra0Y0pLatnGjI7ZWYIoZW9kdDHq7NPNdqG8qPhjzfnLmP6ap7dkUzNdA3z+PRkLJXQEObND12b6/vcUng1xhzKLbg3KzZebRvy7efTN1qR87r5CM7LonvkY/UwM2hGDr4+3v7d+3bepZt16XMcjRPwnkGe7hvz3/s6/V1C3fKCeV5eejrRSv3ST3pS82hSFzw041bXw/7UtbiGc8O/vLjnkvfztwtt11+c9dBSZdIzaGQF+5k49G+PVyX3q3dB/DbOZgorQbHT2UfZGs1s1PsX0K/JTMv1UfWzMvrLSFS9ii30pCZl+qjtBqK98rB4fggalAfmZOy1wdTcXjDT6pB1KA+Squhu+MbzSidF8n3akBPJ+ndZWbjVBiiBvVRWg2b33BG6TxI/lcDQierQDWlMxjLgahBfd7mBHAnv4if9mmPakElhhyQ9xWWunPqgPoRhYo1GLrSjoZx2r7Bdep/INyDLq6G+99NHD954oQVsjrIbFxbMm7qDkUHrzkk1cBUesKUyeOXZUbLpi/z1A2S7MW9vmTcx5OaVWopY8W1S4uHRAUExew5v2DMjIOCb6uUGm4tG9KyZZ1y0b3wBk1Zbn9Qp3BwiWqdR48cM2WjjJUyzy8Y3rn7sP6t63SYOCVeOLG0tBruLJ/Qp9fIeYK9bjw8/bZN1SrNRq+zozs9dccn45YIZ/NHb7MaLlbNMkblLTrr7RV2FMwsaBglK3cRw4FClpLRQqNVYmpIm2K2nlg/QsYqRRaedOUy0ARjzWOQg4QaMiutG5AZP3SvFxWyUfSwT7vbMuaAM+YY4v02dNahxxJCGQjE1fC8ny7jEEUuYZ34RYds83Y8cYI3We42zVYOoLbAx01KDcnDbWOnDbDX/Fhgsl1e2eOCWwuw5TTdRUZW3lo1XAswTOwBGgpMo7hPekj8Xsymw3a9XzDjBAAP5j8viJMukZWDJlo39PDO1kAF3eTfQ0wNg6HGKCp0SHEY0Ag/JYCVlFrQ8WDStcX+etGIXDuQUANT6QmaAgOLw8Dm0DTLRd4dAbEio/mptaH9IhrCPbUfVgUNVsqc5xUoP6CiB7gynzfjjYufu7oIxO6LqiG9MfhDAFBm2oN2AVfRr0ZbkTpAAxUIbLyLPgx6FaPwlrJ/FEmXh6iSAJQ3aJwoqDlaF8LfHpRSQzuo4eQ4fmYo1VAbjpkM7jMAdygzuhgwf67McKLNuoDF15IOdBBb3ksFNaRdOnrAQg6OnIGQGjrp9pyivYwwQRf3sp4WdMz7EjxoK0YTIDUseBbQhVyjPoEZHgB15Sw/ylDGqOfi9L4CWiCYVkQNR6j2Se5lHqLntUzXB2WsFY/JYusayjcLhspt6Uggrgam0o/9Iv7jKj022zzY5FkODgmC99YSmIoKwBx0O6RQ8mdQCKciM2AMUEcRGgjBntAaoT/dqvPvKKqGRGjBZm0Iqunq6O9WhD2OJGtBa6RnQ4+fAMKgXmWnyxWd/8Op8CT4TNt4JTiFuHloNIeKOkHiZrof754SatgEg+o7MR58WMb9W2o4zqnRNQNVTfN+CkprC5rquvNYZawkhxSyNE0SRGaqKK6GG92cMxpXOThyBgJqeGTsioZpwKU66mp4dA5CHWH7wlgdeMQlSoV+7ICvGMv3hh1p4RVWga6ms4xZ2ewcT9sareWdzfytMRE19NPdXcrNwjkJ0565tpJzYoQqhVmD9JeKT+SRj7gamEp/z2W1Yir90rdBtt9daAClhL4BokPSzkFhZuMb+BUVhEsYFSkaFc0ub5weEAaJoEfshMi/eXcUVUM9v/q+HSA8toSlvU1V6jBm/i9nRO+LGIiBJp3NDzsaweSg/w3m7oX5GPVND6w5hrpcxx3WxkMzauwacK8ntGC2hBpauv5tmTe5FZY2wpvElgBUL5pdoOuOFnpT+It0MmwGa/hwWmi04E5Kq+FmEFQZNXO+hRwcOQMBNRyCFeg95nnpA7QCDqGg4sD+Hf8ta+UA5thloon9PodLzC3TQ5eK+hjugMajXlE51fk6Y6pmPAD/k7CIGqqUQ4M13Pvu1Q41DJNzYoSMtpCRqyA/rkwUcTUwlR5nmfzGVLq13yu/XR9Ex/F/wTp0RwuAXUz8BnP47oARy/4cRnmw895vwyBYrGNTYuwVmBgrqgafNn6tirL3w0PoBY11UCGE63owhMTExS/ceoHvc+cBteH7UjVQiRoAJeGuQ480E84s8jvwYYMw5FUCHsyGkYUb3ofiPmg+8HZFSqihcMOfLc3XFM3gz7E0itoaQupa7t0oU71CjXGK2JgGtqes7kIznpVXQz9aJGuiPQioYRfzPVapMMBn6EfYiYoxz1uWh8On6+NcQBM9S3ht0o/grgagszNCI6iHQBmbB8mpzhwAa9/bhwD8QYEiaihdE/W0vBeFmqJW/nJOjFLpYdatJEaIiiKuBqbSQ2nusYGpdNfXsvo9idf4LuPp5knTDGZuQXba20PmczwcZknX4x5McYY/EboIE2C2EW6yk+/4JyqLqsGpu0vXYDYZWgo1lB7iDruZS3YkMWFQqyhLg9YtqlX8wvVHsoYmO0B12BHWCIU0pqECnPNunyVFiwiXYWaNMsihJJUyB0aUqplMRTqi5RlJPbIhoQb/1onW28mh5yLAGhduYipZtRy3Vd1crYRIloDXmQS2b8/BGsH5okqrIURephppBNRwnvnmbOkK2j7M7Xf+mTmCzpwmnbp3kD/QUZMEpvT8D37zAugDt1Fj3+OgCyteRU51fgCw9gZ31AF/H5yIGmID0z/gMkU90vdHJWWGhPnbvhh+k5lEUBJxNTCV/gzYaWhspasUf32H4xWhJs83ZVBD9DOwqZoOwSKmxY4xaz7dIS6YaQ2iZ9rG8D1FMV/v3woUE1VDserFq0YzXxroDIyGD2nIsiZv0umtC+NbRYdQFkXE9kpIPMK+H4WhLnxcqwiqHgpQAG7To/6lcKYQP9f16+CWHF4Y/pwGA5zjTkFIMTQeeBMiSaihQpn9lnbVVfhgOF5iyn4a59YebBMo3U/X1rEzThEbi8E2qFtf+ItR8YzSk3NwOD6EuiELF3n5FZjd3G4WCWXacM5uDlkf/NOOTAoHCBnEN2hxXdMxDqAZTPzH0Lk1UM3lfQXfN5iKc6OONxwdivHvIqKGufDjQS77zEz4eZ/cqJ1uemtXUyfajiWgxRBXA1Pp0zAYcZU+ltF0yUraQhdd/GuhAD11515o9MzXU1f68n9aLc5YbXPHvuDDvNbW67sD06hKr+nEn8NAVA1D6U70MAh6iQZCRxgIATy7vLiwdVlCr5gQbgauMSSmJHiC51TY+glAMOX3Eez4ALBWs6/jPh+WDdZQA2tSQbCiP6UZ8jSoNO+eEmqYCLs9KrFf4GNghy9WXiq0HqA7K1K0FqCbnOzHTGuH7mrZOKfvIbiT4hmlp+XgcHwIqWEVtLgbZgTKA1ZsNDlSr3/ATydEU1Cg1/rXbsl+MEIHVFFNoLEvc1v4ekmtlJSdMQBtnjCCiaKF8kOJqOFpQY+9jTRL0tcZKxwL8pQZbnXeVPwf5iUtAZSepyKuBrbSbegv2UqfCnXmf1K7FQehr4aWXDAXO98DAq9Nh+7X/IG/3/4VjuuidFAhOSUOXAA2o5cD4WP+HUXVcN25oFNBF3jvMyqKrkCL5pdKvsE8afSKjXLk+itpHdNo0EIvXc2VOrwG+j5NdBGnlU5M8SrgOp1ycjrTSCCts4Qa/vMMHAk9nqcv1dSpQ+Eln0srTxmDnLeivU50gGOkvEGrnjCN9dA/EaZ/BPdRWg1uSgewCoY8TaGcYri1lbg+pu58j0yXZ8VowT0uMXuw2Ism4G4LrNFQPvjxchwp7ZkzFg6mgRL6OInFNZwNglK+TI09oihvWYvjsGx01NQcGucPjbHyFslAIq6BqXTpQKbSnuVpd8Hv0h1FIfaVZeQ2OWlqBDAX2cWHgtp4QSffGbVMW58CNknT8NYe0FvgSVg85GmXG62luONoAPByC23MuuYVZQCfiYlHcJr1S/V6MziwhdhbyljFrPmcf0epuIaDXpQvGBzAzaidh1VjpuEazp5Vy34CwiWyRbzK80YQ0GloDY2TyAC60moo2TkHh+NDOFB6Z0MH0Bm4d6WsYCTu3WWxBjDFLsyawjZ9aUVbmJ7fYOzQswxWl2BzAdXYK/R70UDpe6MKMXcQBQEDBQKmxDjf1Rs0FZYoPrFJKlDaVmm/PiJPMs8nGVxnZQ9y+KebN9Bsm90bow/SwpkOluQxLtVcQV9TsEtbIlD6Sm9vy/tLF8Ud570aa7B9XQA4emisTxq9EpZtvSCW2e14axdWZKwYtFpwbCqUnEoyUPrGwABWZk7Nf8esMdOem+DJ1bjwJNnZHtK+qqAB724XRHZRWg0dnfLczMun6+Oc2UELWUuj5oB3YXoVL+frQln8+zpHqD696iX3pBETwTUI9CHRreIXbj0tJ/fTq5DpVSvz5MzL51sH+QJETFI2eZ4A76waEEr0oXvhpmLOEW9u5mXSkcRZ8a2iXG3DnoMSEo/Ysyg1UYPiKDUpO21vfJjQoIWyvMNqQPcHafzk5em0jzc/KfvZha0L4+NiQrheKrcI5kkjca/ok8YrEDUojpL5Gk5PigLwiluv6Kqhr/EuqwGho+WhocL5S3nIvXwNLy/s5Z40zFIBlq9A1GAf23WDhX6lcCqXi7OiaXBrtcy+LJ1YvNtqQCmznEyTlB5DeZXcT+Xy4tzWryd2qlmIGx8zFa0nNfWRqMEu/vDwf1NqQNyghQ5o96DIQk5OXmW/kjmL8eyoujFtuzeNafypUDyEsBouT6wf07p365gKUVVj+r+R1Ku3PmoY03KR1NInEmp4Mq9ZTOzUJXExdUdhJY2/EQdBTWNieu+Q3vUVnn4W6eHgVLjJxMGl/PxKjxLOaiKihvR1Vb1MpsCGXy5pF1N//CXZdUB/Mu9w3FrcZ4W06zu6OnMrddAarU+z5UKRXSJqSF/fJdrXycW33tLBdWJ64GceOTAwpnqZIHcHZx93V8+wvlhrDrLcmNIwptVXz37sFFN3hEhIdl5QQ1KBRfXeoBrQyy5AW0eqmPe0IO4aCSzpo2g6IowCfWQwuP3Av4+gGmboITxCAxon5rz+emgrb7Eie/jKAUKjfCBY4hKKq2GXP/hFBQEYoyJoOh6nq+ZZdeZxvIQRGsvsktznkfGugIZ5qNeMETqbsBpulc0IT3CKKkrp5LaH0uOZdzjKCcrjRgoc8smWyqWYQFe3sBpuVgW99a+mIsuYoQ7WdHD0vD3ogjIS37CF++Ll/5pvgsJRXmAEx7LFNfSwNzaHwh5a9EZvVA29oc8MKM8uC9Le2ccL/GR0OH8ELa+dMhccbCrx4mCETt70qqXw3t/3Al3762DYidrw5TDoYE/l5bCeqnCS/VLydRe/z0XV8Ldz4Cb0vLghULMdXWspFJ6YjY4wIF7vNm08JbbY9etcdARvuvTRE4wgKOOfL+cYXATrJaiGlLJgoKKO324E4OB6Ef1Tj138Wg4fQ4urCCXPMxXHSwJ3jY3D8DZyOtMFAOUYxJ+IRVANKeX0LYEaciGODY7ogp5+oqmJ1VPeGQZ9R4E/U0oHlNnDLYwGrDwPa6gqTFPhRSHK8RKjpXbCza88oIbFRZ6+UTWcoLo/cq1UgYrqC+BJ9XOUsSjeTWP9NFTf+SJTq8/RbZ/yvDsJqOGZZ9RzNILe+StQw9GLKI+nQwRmbipGWqHClq/tE/pOojuKqqGF+S92Jvuqe0HFmUPWN0qHav0GgxA6Vxui+8IvcurbnvIqUuAeum7QQTFTSzbPQ1GTwNrtgmr4GqjAQvfZeHbK1diOaSFWdJOVOPGWqZ7la3Q1Oz8Lg26ME9y7g8bFyGzUDwQvil8BgmpYBF84sML9g6KXcfP8P4NvMc57iOqfHqYLdHei2cXBNXV1Hf1dNRhrsaUEFmMvyJcwSduTeU1vohcKY8t9Ndxx24PeqBrGUje+h/8BbExxrx4JuiZQELvofDiE7mnY1Z8jKrLTsnm74gXUsB6YB5CgOqiLw3uBCK2D9Um6Qfb9AbgcgIXWrfaOopObxNTwxMDO2KhYnNXDKXYW5QLJ8w7Wst0w6cu8tDo5DaMXJhgEM9l5776g6WR4ilB4SVjMv6+gGupoqsJc5jWkAkAd8wt2SV4ZOWsRWpBxuxWvgLN/KtvPsMAVasAApq1j/gmgUgHeHQXV8F7B74B9eyZQMKMiG9ad6tkM48TDNHc3s5GbJpqioKDW1Mw1AeAT6XK7LNPcqxVGLVxZCZ4AobySua+Gruztk10Nj2tHZVAI8Cab4NPGl7mz1gDcRDXKpNRmO5CwczSPoF6io/ANs9XRk73reHPHCahhJlxCL6hRqFrZeHiBLjPNjrBGdv4FmKwAW2zipyAaCiqmhr+4dEeeHdl15tcx38ICX4pZiQ21vDKtVX0UPpEAfhAeFeXNhiqPZaeBt/WB0fynEFRDIWjONsZS6aEmaMmq+wbImvA3krKNbMd54Ox/i33MvwbQGn5hbiTqCkBzindsXFANBd+fCmzccHsvQ9/BwGb+eq8kxolruEYwt25V+B50rpO0wFg1EUwY63t/DVy6zYBWzMMxm8UyTSv0BbUZCmW+OTFyk1YroIYTBrZBk10NjxrHZFBCbL16u2jjx9xZawFuoZql0VBNW4Da4muvZjKCSmbUsJzZimPUsFGmGi4zaohH1aJGU8/RFUYNRRra+yfgsSJjVv4M+9XwJ9dMYBObsNlzUDI1QvK8sYVtW+GuMfhEA4RAVExMAcqmhnY+zPXiRVANBaEF/MY0m+lhVjXctFcNnbDUcJNVw3WKUcMmVg1XAVpQ8hLABTebCpWY1/bexj5DgHmOQrUjJU6asnVQQYDo9uxlWsuoAY0HcGQkYe4mXeGv4Q/2xb81+tiiBt1AgT1/hRKZb05juaP9CqihDTdh/E0+UEygbvwA31DsA0UbVL3ISMrVoO2FN9lpEfNAcV/LPVBUYR8oeNfhFVDDRvaBomAd1N3hvWD2gWJjkm6o3X8DFr9nPlA4iw7RiqnhGZd3rgr3QHGWfaAQaOJnYZjWOq77zAHjXs3gpRkGsw8U88AftJ1NzxmzlBbKaiqohvqaatwDRRjzQFHX4SXbtPtRRh3Q4swHCqysCals8usF7lCTe6BwYB4oKvMnyBVUQ52Ca7gHiskUzKwI49kHipZiZ3yxPs4TtDHvae4eAxgKC/SUOa2TzujMeBXHgnstDxQ1mQcKD7a78wR3ufjI9QcKncGBQaNzEJgip7waTlLdH7tWqkhFfQzf/0r1d4CxV3rRDvE44xS32G7IBs4X0Uq2G9Kb/2lUrBtypLUb8nlZj2eDVO+GDLF2Qx7XdxbdUbQbsiXbDTkTVv0XyHZD1jNKT1U9ANY26gR53ZAdMrshI0xMy3oZhJv+5d9VUA1LgApiuyHHAmP89oxvKsjrhrxt64ZchdkN2Z3thuyZ2Q3pKbcbcnFmN+RSrhvyU5FuyIfLYs1giF12F/3OdUMWCChahGk76DX1tOUpLhm3FKmWbsh5MFHLOj+9cd7thjzPUa3LeYFpbSoMXvaFPp9DRS1Qlf/n7OdFBTB30uHa4JGAEcL3CTt46VhwsCny+YEIg7zBy2Xs4GUB1346GHacG7zsmJM/AoefNeXZwcuffD15mzcZiA9eurKDl5GGQO02dvASo6cLdYIhScxj4QRKVi5TdNGZ8tZYBy9NZ7nBS6GvQeHByyjKQFsHL90vsIOX0q2cbEzlBi9fzjOVwBy8ZOdFe5u4wUs9O3hZgD8UTnjwsoK+VcbgZVd28LKWQKjBzVkxBnCOW2/5pHSFQYk0FUCBJmPwEjxmSUdqraW5wcsQyukSQjfawSShHXNdDRbeaFxDSl/Q+lO2SJHClmGGrWUgmC/76StMpumIcAr0JQuAu0AaDMGQp/kGCC+hYb5gmPMG6qCLulM5WFazIU/eECIRKCce8nQoyBLyZIqKoDVTcE77sgvoSpU2QCuZs5iP+rwS8vSR0J7CIU/3KmdEHzlHhVP6OfKqgNAHlpCnaNxEHn8EZAt5ihRImyQc8nS3VtaQJxPE8gaK/TUpigbfQVszhJXcHXTB2UKehu8sCVFC+SIy+cYS8mSyhDyNF7zn30U1ME/hg2KiS5cp5OToVXax7Sk8PTEEykvH9nKB0t3sD5Ru1csaKL3PnorLhQ2UbqFIoPQnbKD0SNzI0f0DchIo3XgCFyg9MieB0g3YQOl64+yY6cUFSq/Bn1T5fF4AzWaP4wKlv8lpoHR3ni+c9L3xEQBh8XuzV+q3LIHSHmF9mWeRtGWeVJzAM1gmWQKlh+fxQGn0xtXAz8uF3hCDHYkuyDs+veqNkPvTq+Ri9/SqlK2DggGiJuEtTH5vkMZ1ljKLm+URNQjzBtWA0ONJJrpVTqcUEzWoz7uihieJcR5AR8+ScU8erQJFFQkFImrIzvVeWv0grGUABCFqUJ93Qg0P2OEIfewy/vV1BUlf5gOx4v3OWBA1vMqfrcA9Aa93mh+iBvXJ/2q4MStaA05xiZirZmfjQbzenPOUGUQNr3OgGgQtxA6efg2iBvXJ52r4kx2O8Om13u5vqL/qQeGf7S1s5d1Tw9OPigGEjBa18dZIKM6zAE3aXG6gytxVdI6zsBrSJ7pzOcydLSOnrnGYHf6b6nC5hJwHJ1bXg1vbP/BKIXR/bChAeAUn7mze3QUzi4urgUs1T4nkUefhZT9uXSjgfmoqyBuNSfmiGTalTwAAIABJREFUNA3+/a+L7CKshkeTCrLTYooUM4BLS4wQoAx+idEzf6Wx/pgqWvDAfWe4FPF06XYl2cHDiLki/X9iakhfGc2cs0MfNqkcXWPdoBCAwEF7pb6cbjKnpjRAswOYdM1Xu8/XF4QY4T/iVjv2jtI2EksN8c6p4UZxqDB8ZC0qWHhkjCFloR/UfnVZ02c12VxfbGSs8y6RsoJqeBHJ3HsGJ9vIPWh0ZqxZgcOBuWfMGnatg8A+8W0dDMtxSiH0dyGq+ogBBqAc2I9oIb3geiSiajgTRBUAsxe4uWjw4gMZkgIz/khgo4Go6bglGR5WgxKD4xtqPUWCRQXVcLkI0Joi7OkLjezgpMNO1pA+FJwoY6iB1oJrv/hWRrx3Bh3w1DQYNcAJKDo0TENDTeGZBiJqSGkDBfvFN2PeXr0vl3IyAmc44qCXppRGyy3SZHRkbqZX1w1+OsmoGyRQnyPOTCEfE3NXiXzNvGtqSCtv4hYe2+seIj7a/zTBhWqVPXylM1DUnHT0dzCldRL5ShNUQyy4wYiUtWzYHHR/XAd02mJ6jBbAl1ANHI6ipPpMQTau/1YVDdYleRHmshOhslBEC1PTDphhaoRZIBxHTA1Pgz1GQcdnaJ2xgtCaba9TGcDPtK64kdGDW+gGJzcAgYxYfDSjuQ/0qYJuwiP0QmpIiTTrSl1Bn4LeC4agu+/ROzFPOgfegyYPUVJBKAhLEbpaFuedQXc9gk4i1AN0UItdJU5PtxLcVUQNI2Ec00Jg3l461p1tBxhw+h3/8wxcpa14swRA8AiYsMcA9Gsm/acVBPBG8SUxp2GDRP9HgcsTwTO8a2r4CazhcWtBav2w/+INul5ZUon8w3z7cbPUzjJf4EOEywmp4SqYTA0QCmbnHGtjUWoBMDQwt5ascap3OV+KbS7+Szl7cxO67rg2kCzF8BUbi38YPJl6f89Oq/H4W2jtUzE1zIEf/UuxbduZ8EOBUjjnRWg/QC2YuwKKMl+EMTD/fxBO8yywLcAx22fod0pgRjYSVsMqqGS6gl64Vl0GFbW30QOv6ngnTfEqX7wQ82R/V2csXyKI+Thdw3hnEBpPHUDoEh1Jd2UnuZ7TRVpmPPMhrIZ7ejY/wxn2C4OqPP38CQC+JYdfZSLsb+x8+zBQBeFQQ+PDnUDXeX2ntQWh4d+v/+8PwbpE7CQQeeffNTX0NVqDd9P9m0rufKUX7Rif0Sabx3ymLU9vdbUeAqtkswipYS7UhA3oJvMV4wOVjKnMv/0d27lIVuJ3mA9cAoSNQI225C/oZcBZdrqlN/OJHgKTFlvm8QfC5UYCK6aLqaFR0DEuYwN6bBgwCfCihycC9DQ97ehCgwf4+r2f7FoVQKznIBtT4ZJ1q2IZwZ2E1NDJxb0VO318VYp7DLsO7hAN3uSqgzAD2Kjsb6EdlQBscx7jnUGoXBRip+MWrnIN2IzSDf1B8MlJWA2JsA2xuZ2gVgVH9t+REIpx6gplUo3dmAYLLIYPNsB65EvpeMYknk0yGUa/1jCIpmjLXf0vBVGCZ3jX1NA447JXL4ux+5HaELDQ2rk0Fpwpy2Z/2t1RuIyQGgZCC/iL+Rp3geLQmPmQbQVPGAkimVWT7/5zZNvaAdAM/FvERIU6sqlOyp1lvtKmY33QKrFZABrDhkkQXo/Zqgr7hmj4w3/F1FCq1gawTIot+H5mAghxOoEutjCqWQygApirRaEyZQH/Xeyvt7WB2XQ5Agip4b0SbDq/lfA7iqrIzs36EjByoiG2DTmfm+/4GXzKbLEZQiaKvTM2fNtye7p2RqbezNZgjWBeFBE1zOSagv1By7wPbERNG3DCqLF/69swFcUAnHToeY5pAZcH/hQBN+Ko1yZdBYGrdcsZ/AXP8K6poa2PbatsVawCW8tA0UTuZv0ITGCZud1J4+kjXEJIDeOgCRxlGo4OUBjqwyO0DnyogXSW7//7l0/uWb987sejerWuV6mYv0PmnB1tSNlazaoDFGK23Rt91AlwgrJql2B+tIeV08CfbbGWgWPdHfj3FFNDlfI7rBkPPNsvALyVAQeApo0valQQoBg4l6mGwioCYA+rjKJsQ3bvBwvuJKSGxiHsh3Md7ETh1dhHx2mYrZVNMA++RmyGv7EwF/YwW0NpjJZZaCxXF78WyTSbe6Obo1BWKjE1LORaKWOBejmcyyNTH4SVmElYw8cwDr0PsFcz+Cj8D0UA3OXfc/drk66KgdGykaaDEMEzvGtqmG67R//VCmW3eQV22lUl9mbZxHwu17D/JzWIcqgnXEBIDdshjPkIvjQAGCAwFL1sA65BBfwSJg2Ki42O8DNmikDnFxEdGzcoftKsZev3nj6pGaJ3YLX/JxgbwbRlvSIogJC4WUekJgCN1Fxnk/rU38Y9WT43aB6FRvPvKaaGAfpz2gHsxgmY3soJL45mKUB/ODWB8qZoKK4ddJmKBjN2Zv1vmacujueewo98QmqYRJUono6uUGOvUHVhL/Po54M3Teo2PcixHWKf3iLde+nuMe96KalUSyyt3JjH061QxnsDLGPui5AI4VQLwmo4Auw64usAfinD9sgkO7N9mpK0cX1apCJzVOgMS6fDiWQ9HSQ0h/K1SVcdKbAM6+4CEE4b866p4Zq5KvellNaGPo5bhpt2dQq9LEDpQ9jO4w9sjuBHSA0p7lDI7S8UB1qgwNWyTLt19nCByGqxHfuPm74wccuhc7df+fw1NVaFNojta9DRZvZO/wwqlWZKB7SceVDsm+20NjYVPTJSa80UcwlbQb2p8OoAlxUxNRylW7YwMF86z2s4rKL7i5wuC/eNYDZVPaUPYf62mvTRWK2Z6oNXkuGxb1HLnNbhNkfwIKSGf/RF4VPGCA41tT7F09Aa7GzhjU3N6U2MEQpBEwP7lPAlVtzar9CX+SwX9gQvr4dsMo8AP8EOf2E1pJf2vIDQMxdw4hzRH7AS4GyB3tNg/jM9Rbsd96zAPDhaexZ5eWXS1U6AgqyqH0dSIo+I75oamPe89No7dzdVl5Finpt2pe11czvzefSYtjwaxFwrMni5mQKN08TPuDAgLRse4UQV33rsQpJElojL3g4GKDKtt4Z5wuh0KelYP7r8c/Ro25QGrgCmqqN+FBzimwzRG+/OZgMofLoVAlNLaCjwFSoa1xAPldxNY+aUgPq6MKF56K+yik1LUrg8572YSMaFBfCWXeH4kQ5dfvPe7qZiqW4E4xqmgzO03TJTCwbjlpNDNCVxUzxd8nJw1w1bP0BDUa6Hkg53p2rg9PSiLhC7695aLQWlN25uBmaNcASiyODlEbPX3CtJM5lrNvzQ0sIAeKt3dIMGEVSnJkwpk3l0IEAZ0eQY2Sdd9WS+jj7Yn+DGtDmEi7xzakBLvdkb1uVzeStmX++ldYhfb001oh0p1rAWjob80Slb1g/Q9sJKxnmuunV/A9vXAHQnWyTnjcRB0ToAv9iEvXwVSp/tmhl5BKAfJHTziKoh7VNn6wGa3sCpLccKbbY/tCb2+ATLhoJcqNQ4kVQ3wtGQ890zT0u1xZ+Z9Fc1ayFHGe8MSh5v4h4BLUULCsWUIfFoyEMluQg4yzWjumBJCSVPMGe9xC0ktJ2+zDdz0lXKaEublR4s8rz17qkBPf0pIeE7GStWWfmzFXh88mPn8iWbzRNYN8WKyByKtG+aVyrTdeH6npUiKr8fvxh37TR0dFafCtWazEtDv32esCB7vPPjvQmxHszNGTUo8fXmw8PvExLW3Z/ftH6dfglLhD/YEnMo7n+XMKjnh3PP4taW5eXsIp7ukaNGDHqvXIMReJ2XmST/Oj3hG9FPtcgcisc/jGnR8ePdB2YmzOMZ0hfhyKxhrYfPPpG+Z0YC/juD7i5PmLbpxfZJrVuO3yyWJ0F0DkX6Xuacl1P+VzW81FB8mzGnjh/08fTBVYtFjRYIZsvKk0l68yRbF+9/n1YOLz9RdLbAO6gGuzlQHStHXC5Mr7pg6Zz0ayXdOckHmV6lPnlhpexz9eVMuiJqkMPWSIwccbk08/LB1kkxTBPTKTp+vdyJvEQN6pMX1GCZdIXb+iNqkMXLmZ6U1HJ0uTgpO+X0wrhCzFNrRNzC0zL6Uoga1CdvqAE9E5l09QpEDTJ5MHGqxB65na/hxvr4aAOAT+ykrZjBBEQN6pNH1IDQ1Tjwx3gszgtq2N7Qy6WccF3zkBrObTv58tq6hdvuo9Q/tv0lOJ1eQg3nl4z5fPWe2xe2H8NP1JF2eHLHpiM3rlu0DfNZ4eneWa28ALRhxat98TDt9Nb93434VLgzUFwNTPGzOUhEmnxkxz/4LZjTcxf+vP2cZIeJSmp4kDhy2il5Q1e4SKjhwd69V7+P/+SEPRf63p59MsaGEVpdAIJGHH5+ZccR0fHOXFfDMvPQnzf1pyYL/T6vqCHt06CMgcBAdpa8x3SBG1hMDekzXTPHm/R9MML0GZ73yTIUWA17oCD1cDFLEdtiBaaFAnuKqeHFOEYx4DrFTjnc68UOBgZ8hbVz+gfW4HCvWRKfT1XUcLQ4d3LjLOUPLaGGY3VtAXDaMXhDl5n8VpN9f6tjZ0JfFWYd2WXPFicQXM2S62q4z32Z9XYW+hLOI2pIbQFlZ7ZhrqZb94rMw3x84syy0Iq/zmKDl+3Y90TDflp0mj6xVHGRdyaDx5ZRb+799KApM27KpBf+TKlgf6uGwIm5gwSWshVRw9NqUOPLxC8qQSO7FtS5UZhu9nViQhGQ6qBhSWsMlAkKeAN4Q5x4w0ENNfzKCDigTinmQmMsOC0bMTVsMTq117FLWYQyP2vJS+q4Vuc2bPWqAY6m7Xj7j2edYOaCPwJmtaQLCa+TnOtqsPAdCK1Hm0fUMAvGp++m6AoL6D69aKO+wFOUPh5m8+4qoob5AAb3kMvLgKKocMfrP2nbYJy6P6uTKaDxY9/ODx0MAZgRfozIyj1CQ6gKTLHd6R/DCB+hsFgRNQy3zMhOTwDBlaTEaGjgQvCSuwNG1qQFYGigSURoBQXtQTw/kwpquOcCGjZk6XYIwHqlDy6qhiTPsCtMk3Tmv5HOF8sCTJBz2BuOpbhwlquh3lh50LeBAaBvygbQUEA3RztNMYK75hE1LNAL9ZjlETUUKpOOWujpc6itXt9uOsAK5kuuFP+8ehE1FDVAG9iEyobG0VAbJqO+lHSA4RN21bMezQ3UmdKM78OngdBMiFdI1YLmOnpmbjqcKf8zQpX8vwV4j3dXYTU8d7RF7Ub72hEx8bft8/DcHyOnSkGYrOGW1m4PTYuK535RQQ2zbSlUDjBKVfrgomqYA9t3AV2bXYb8k7tayk3Os9uH1olSaLNkaiKOxo7gEPwS1fGeCLSeusI0IgRzzeURNVTpnO2f+xMzGJwn1HCd/dL0cS+N0BqAHy6Cti/zP6fwN3WE1XCXacy1ckl9Sg3/mWk0h9VB29n8SxLsYRsLv3t7lkDT2H6D86DriVXlUwCV2IRLKyoyTeTRCM2As3rKg3dXYTUcZGcUcszEzHyQjaXwu3Wrt07SLPcAlgAXarwRPMeIzztXQQ2tKLA+r/uDTumDi6qhjWf6GAC2Iyi4EZt3QTBTFA/1bJOq09w64OzvFgLs6Lu5y1/gA8xn/wQsENr1IAzO/BjKXtRdKTV85JPtQ3bbFvbPITLJ8Y3xBzubX8cmXvsN4MBzcGSTAH4Fp/j2FVbDOeaj3TAMXYMZRwGM1cugP4XfmAzWsdfgmta9DlrObt0C52ZYVd4E7HzN9bC9MPMM3YNtfh3y1Zp4dxVWw0bYYt36DmQklLYxA2yPspOlU0ycB/ja8uk8Dro5IBr6q4Ia3qPAGgDPfDplruOLgYgaYoqjzpaHmEoV2QwMctYKLZcxz76oSJ6ADNIo5nFpKnoGYx5BMMAcdAc+Ftp3TdYPISU+OeB1FFLDpy6vJG8+vDWDsXmi1XCDtBpIqyFHvI2thrGZH0M5deJQRg0T3X4X/mUe6WsoXCYdtTbQ51Abo7Ed8xldzfY1FOHdVaSvobgR2jF3f/nQjjTUgQ9RH1o62eJTNslLj1YG6kwppjEVkQCAl2s+Vcf2NTx3ajoK2AwA6ZWCvgXgSS2KxNTwwjmjr8Hfjr6GC7bPwzN/jPQkofCBlutraAstiopnqFVBDXOz9DVUVPrgomqYB9v3Wvsapt3RUh5y+ho+yexrEBqazsb7TuAY/BLV954AtIG6jsaB4GIVeaCv4RN3saQqeUQNX8LwtN8ouuwMakh/Wq8PfYHShgn0oouo4SsAvUfwuVXsCEVhl39XaztjnHoo254bBxo2vgA+MhsKYYZKxQFEJqGRVCRT/Nf0cRDvQVH8YU8iIxSj4XP2JX0iYC9CkZWmBi553IsOOOlJvgZ9Qw3TSllAUa0l/KeCGh64As224a4GgTUZpqKIqOGhV8j5gsxbe7WY++XiINzC5+Nfp+LcM9v5gv5YA1e72RGKri83g8YIdHv0i1E4OUTuq+EXo2gXRx5RQ2pLKMPFNbj3rACgHZs4swy054/LEYtraJ8lrmFALJTEGXB6XCozrsGTphxEmljZ4OIaQopQ1rgGZ1pwXEwsrqE6G9cwuyI0tWulvxuFqWZfJ04tIhRRkY20JmxcQ5A3gC90E495UjeuATOZlSzE4xocLXENhZmfdeTFPK3VuQ5bvaq/o3kP3v6WuAbuayZoTks6VLjZmutqSA6bIvr7PKIGlD4/2PYBpYu6MT+DFwrcvaLRkIs9M7t2XF5PA87Ly5H6jDJ0Y8Hl6V4jpbVFC9ZEI+C2WmBHsWjI5Kls6puA2XauAfpwKJu+pth3WDunz7TmuglZkhvRkGfKcSd3Xqr8oSWiIc82tkVDmqbJDTs9Vpdxvqap6GJsWfkpIjMa0kFsUfhcV8M2+Ok4i1BUVl5RA2LnUPyRem3dgp2P2TkUwp1y0nMoZq/d89+F7cfwb4K0w5Pjmo3e9uOiHXiT5mykb+rRZe3TtNNbf0sc8blwYhPJORR/5mBeQfKRHZfw9z49d9Gv285L7qbeHIpP7ehtxUF6DsXN7+Ptm8Bxb88+WZmJrm6aMnrW0ZQrOw6LRrjmuhq+suqyt8Dv85AaMMntmZfyITMv1SfPzLzEJtfVIAVRg/oQNagPUYPiEDWoD1GD+hA1KA5Rg/oQNagPUYPi5B01pO+fPmYhxviAsBrS9k0b8+XXUyZMnRr/BfZCbxwXBlevNfHO7jG1S1XpsRV7sODhmkkTBzeq0qRnk/e6bxLpclJLDf+tmjBlA37CGhvnF4yZcfDND16qi8gSNQcG1qo/5Z/kLR+PX4a33HA2Li4aM32fvHC0+4n9G7VI+P3v+aLXmagBl8NFuSGf5pLLtAiq4WCRrFHp1S5hnzq5RtaC4L1FughD+jTHrKXc1wnuqY4aUsdyi/V54AVvZnCnCTfkWkJ0cbF8pIYThS3vj4EbZ+4vL1sDSmrFXa3wQ/hF0j8yZbktSgjmgCFqwOSIo/usS0nH+9FlpIIRhNRwyOzxRQKEVAW6QzS0mGgIxF63pQS4Tf37f+zQd60574OW0ooshZLJGKgyjoJSZnbVFe1wV4oSDC5QRw3doe62e7e/i4DFcko9LEEPPJF08XNXF7Gw/fyjhlOOlGnc8X3VAQLOJe1tAU1kDV8+K0f1Ppp0eY6nA74bhoJJ02/PQgNoXA5d/MzFRaj9StSASUVPS1zAN5I5TYTUUNb7wl3nik86amFaei/YtUfXGfPUX0FICkorxsZZHWPvMVddMEbKpdOa5s9cYel8AM2FIVD8RqDBSyiUVhU17Iae3F3+pJITTi4rGxOsK8r+6SaW4SH/qKGW1uVP5iPuFwAwCbHLqUtPuMvCNG59b+aB07ssbpFjVFHqJzYqsoTBsR5CZ11rCOxI1IDHKbAlkq5SSGJXATUcgxloHux7aOhevgh65NAJdTZipmsqCucR2gsFTV7QhGkPFi+AtWDqCPr6JiiFyjm6waQ0V7iyGGClwK6qqKGT2RqetR++xC+VHmDLNjMZRBafyjdq+AeAjQZeAz/E6NmlrpP96ss5algF68YM9lsDiwE690YIpfnXPgU1qKvsmy8QYUbUgMfyjNxpE0Ai9ExADUvgBOplTj8Aq0bDU1Qrkml/CK9SnA0HR8SmAtLrulDsFNyBzJPFJ9KlYiLQaJiYrnN8P7gpagDrLwIl1BGmihpK1rRupJvxZpFz3M6YXbQXEoV3yzdqWAtcHozx8HAqANu6auMr46BPYIx16zgswSxTtQQ7Y+4Wcwv51GCzf+0RaqcQNeCxEGyZnKeBRNI2ATXMZezc0RPtgJ8+gjsoNhT9ALvxzm1w505L0QM0AYjtQwAYL12qSgXUH2a+pEwdIuqgNrD6DmiEpg2poobCjWxbXliZBCxcBFs+5+Niie7yjRqWW9IzDKNS5gCwq9V2c5Jx0DsZT7fnYS5mmbJR7PTtCzAbhVaF79jW7DL+HYka8NgAtg7+bgaJuQ8CalgHG9Bo+s45mB5nTkNhNdFUwJwp5aFJRWgFuJuqQWnmn81dACM5FGrtnvoFtEPeLlEOXVEk7NsDILS4jipqqBlm3bhLx+OXesYlyWH5FrYJ75Zv1LADuMbR53B2AKVjRyeiI2QcNM0UZ936GX7ELNPEmx6G0FNtv8eGWrAfodUgkIuaqAGPxyZrfq1/XRpK7CqghgeGWLSTsfz/2zvvwCaqP4B/L0nTTSe0BcpoWS2bguxdARGQvaRsypClbPjJFAUVZCiKCsiWIcpQtoyiooI4AAcyFBmC7Fna5v1yySUN5XbfXdL0+/kjeUnee/f6evnk7s24UsHPkd3w2sPSpfmi8dCW/R5cNpU0MjCDkLP+JRjDGelUS2HNOfC/1dOaat2vjO+j7gwI9QdqooZZjq/2DNinIFnTCHvvsKVRsMjeW16jhofBxqYWQk7AwHATu87OMcOLSnJ9LpgbCfGsr9wZVougXPRtQppEvAZlwx8RS8NggZEnqAaZTIGX2In0Z2obpcoj1EMxEcY+auqzeg4wBw/ERJ9uJ7vmLxkN1quEEcCA4VfyayUTQB8ZqdLLhuxtCaW+8gGfFaEwdjIwbYWiaqKGmzHR7MoSWct8ZCzwlM1BQwN29fQ7g0WXNPEaNbCr+r2Qbv0tBzCkEXI0voDsLm2WI6an2Pj3RzkbHSS5XzKYSf6P7GcM4TCX3Bkk2G6FapBJZi+I7JLazMdXcgSPkBoyn4eC7SKBMYARAhoFMvI3dthkTVC2lMG+JIuVFrL2sjwVBxXDuIEtgX4A9QX3ytJmXMOxGKbGgN5xUF1J3yUhS3x8W6R2CoOBYiP8vEcNloHWf2pcrPWfG5GSWocJ268s27V+5qdTu0ZCD/nrafxaDBhjLLsBWwnRekY1yObTlmaIGMC7iPRjCA+U3tjCDEEFGQiyPnVNU3Do3xtZlRBQoyY78o1J+EjmsNgbM8sDmOyrdjBl3hNuItFooPS/L8cDU2OhwvF95Me+4eDbaqtoHO9RAyHbali94Nt2an0DxI76W2m+JwYWBJ8WMjYAyuba9BLWk8LUoDlbz9sEo6EaqIPTq7THm9TgqaAaqINq0B5Ug/agGqiDatAeVIP2oBqog2rQHlSD9niAGlZV8oudJDhfCNWgPagG7UE1KOddZuzed0I7CH0sooZbk2N8zQHF6iYPGNYm+bn5gn1zObi/uEONErFFi1atWy/5mWnyu5EvzmhZtWRC7eoJoT4mv2IT/xWK5zlqSF/WOfmZqUJrdWejlRrShiQnD5Y5GtyV/15vndx2odjkM+9Sw/7ByckvHNKxMFmf9UxuNnrr2GbJKRsFu7vcroYbBdhhtDtgp8Dnwmr4PMC+mD6EAARULQqFdsg64NfFwM+xDn9QSfCXtfe4lQ8CwB9c9un1WyEQ0WPUcKw0RCaVAb+FUhG1UcO9jmCuUsUX2smcYOpkfSgUTyoM0flhoLSVO23Bt0plM3SivwevAOdrQ1C18gwwiUnBUOOcQCy3q2GZ8Qr7VK27wOeCavjBB0zzn2V6FwKI6gIpZH+8v5w9O8+FRSdDEjxbHnyZsubqv9RjRCb4ubCZqVndOPNVYAcePft+QAF2tzj+mJ6ihn+jI9ZZfxJ+bQBCW9M40EYNnWH0Teul3XimvbJ0B33Ks+uS7CkRyL8NH4s3qaEtM8F6wXtzNHTVqSjpVXznPySvQqy1Eh+965/oqQOl+1eyPY0pJvC5oBqaMMyhL2AKuWCCQMtw+Jr8FZIs43gp5rXM8z7tLX2ZIq/AC7D4bvnCcnYSyypRehnM+S+oMoCxreGXT6EWmMoo3thOV4Ya7TsG3q8YLbHyi0ZLuXCb2U0QmyfFQ7UY+73a6eBnBeN4kRp2w0R7YBTI3Jsut7wDywi57N8so435b3Ya25v80dyuhib2/TgXMgJfUCE1XDZADdIz6D75y/ozfuiaaSS7eMkVycOlB/YYY5wCxy3hVeBQSLcSTchK+FJGMb+CD9pGZnwEzYHxOcNMJknljSCweoanqKFgay6wFiQWk9REDYPNXOPPHT8F6zUQ8odzUP8wk+C2a16khn7+3IqCN81a7LXJQ/1ShF1l4BvyI8y3hirU4I/mdjXU6Gl7WgMuy7HebprkpCTwX7d/DTCc1LX+VXutaphDSrWS15nxF8xtV2yQH/kPBsGqujXaFyMnZO0+vhyOVmxK/gfstoj/FOpOUgOKA/AvtugharhpW1CM5XepZZY0UUMz5+ziyormV33h/IcvE5wq6k1qaFTFEUpork9RCne2PoxhHpIsn2HWUK8w/mg7oGT21zBZ2Y6KmqnhTutkJxUEGigPAwwj9aoTss/6ZZ1H4q0/katBehPp8zCnQ+wQX8s1SIU1dZ5qV4Icl7Ws6Uo4UqkJmQw1rEe7WPB5MiCoGAgsj+Mharjl/Pb8Bu+KR9VEDc0THKFKTcTi5WSHUw1LQbDxyIvU0LiyI1RO0dpv6inSyfr/dLizAAAgAElEQVQwDqxqMA23hnpG8EfbCRWyv4atlbYlU1BDU5U3FFfZG4o+1huK89Yv67fXTKOsNxRGyYXgSUZwj/HG6dYbisgq8E1IjxJPW7/0crrXDsMHHSIzVkJLYMxnmWkkqZIRBM5cD1EDic6+oRBYrMOBJmoYmn1DMUhJutPZNxQ+gj9VXqSG1OwbiuH6FKUxe0Pxoe2Ggl0aqkIt/mhuv6FItUtzbHGBzwXvEpo6miGNEGgZav1Dz4U8LeN4Pc0f25oh+zFFpsMQWHw3sbCcHavtzZDXbM2QbQy/bIKnPL4ZchjXDHmvQpRbmyHHKWyGTOKaIf8MaiUYx4vU4GyGfFGvZshFjmbI1mwz5FqPbYbkOi+TFHdeHjODaV4bppe987In2RcfKLjbhgvnIqObQXV752U5c42f5HZebjHUfMo4c5aj8zIEwODpnZeFuc5Lxj2dl10dnZeCw9n4STOXZ//le0oEHxeM40VqIO2Z8fbOy246FSW9Gtt5OQtirT+sj971ryCw+ofb1XCjwHjr4y4VQ572BXFDnsIBgqoVgSh54+6OlQR/x5CnYGtYYNHMJ1gdCAGuQ578NwpE9BQ1kF/LQWRSafCTXGtYGzU87GEf8tRN6dZ228JsQ54KfyUcxZvUcL+LfchTT6ULW6jm3wbskCeDfchTnYsCsdyuBvIuM2bXQlUDpW86Bkr3H9om+bl5igdK11EzULpWHhoo/XBZ5+QWbhwofXBIcvIghcsWseTHgdJDlCztk1tsA6VHsQOle3jwQGlCVlX0LToRp1e5EZxepT04vYo6qAbtQTVoD6qBOqgG7UE1aA+qgTqoBu1BNWgPqoE6qAbtQTVoD6qBOqgG7UE1aA+qgTqoBu1BNWgPqoE6a6BGsjixVSQi8FM3qqGqdOXjJSIUh7JSMSqrOnK9qAaq0lWIk4gQB6UkYpSoqOrI9aPqq0pXsYREhFIg9TeVrCARgZ8GUfVUpatcXCJCWZCKEV9e1ZEbRtVVla5KrESEGp6uhp9qJElgKCgVg5c4KKsqXYivRITygZUkYhgjVB05HsqoShdmlohQIbCiRAxTuKojl4bSqtKFmyQiVAysIBHDHKbqyGUgXlW6CKNEhEqB5SVi+IaoOnJZiFOVrqBBKkYNOaumCaGDGqRRNrHPyToQGYgrQqtSqpK5EiJnO9sn+UzWojNP0iFWVTJXCglNcRFnO2xXla57IVXJXIlVOHOD40vZm9E/Tp8QVclcKSU8m0yMrwSWDZFikJ+qZHJBNagC1SABqkE+qAZhUA0SoBrkg2qgBKpBFagGCVAN8kE1CINqkADVIB9UAyVQDapANUiAapAPqkEYVIMEqAb5oBoogWpQBapBAlSDfFANwqAaJEA1yAfVQAlUgypQDRKgGuSDahBGpRrW5zk1bIZ9qtK5Tw07BLYek8J9atgHm1Wlc6ca5C2JnpP8oIZX1P2Wnh8md53Zx/lEYpc4GcyW2INSgEtDr6tKt3m+qmSuzPlCVbKrQ6+qSvf5HFXJXJm/RVWy60MvqUq3a7aqZK6884mqZLeGyV/52JUvZ6pKJhePUAOCIJ4GqgFBEB5QDQiC8IBqQBCEB1QDgiA8oBoQBOEB1YAgCA+oBgRBeHCTGm4++dYN/Uvh3WAda48317F71LCHycj51rpQdxTEi8E61h6vrmP3qGE7PFGlK3M/hB1xBetYe7y6jlEN3grWsfZ4dR2jGrwVrGPt8eo6RjV4K1jH2uPVdewuNSxK8gtp+Z3thWVRJb+wtiPZKr0/Kd4c2lR0Uu2Z3olBxqhB1+YnBQU1OiqVZkGBLPaptG366upICznTrXSAqUi/s7xZeRW5qGNllYx17J117C41lJm7+5M25t3si1TThJ1bRgSyVdq7+Orvdo1PF0/63p60xZH+CfP2bmkYcV0izU/ws/XxMrRjXwxpzyZ/f2/aihphx/iy8ipyUcfKKhnr2Dvr2F1quM8+dSuawS7YZVsAY6m1SrMCVslIyl7DrQd2hZFbQYsl0ljCF1kfNxij2ReV5juSP2qemPVkVt5FLupYWSVjHXtnHbu1reEkfEFIzyq2t2z3aAUnykx6HQ6yLxq8JJWmo9WwZFBv4wmrc5njLkfey5OVV5GLOlZYyVjHXlnH7m2GDJ9BSPnBtqCtSt81pByXl9RnE/vYqbdUmiWhmdZbtG21FhCyqrjLkaNn8mTlVeSijhVWMtaxV9axe9WQMJqQopNtQXvL7qEWTLOf5CQNXMs+Pt9FKs0l5gA55Xd3SjNCug/KceQns/ImclHHCisZ69gr69i9amCdV3GYLejo9DnZ0fewjKSP1YNYmtojyFutyBHz7Uchu8jjns8fp62KOlZayVjH3ljHbm5r2ENI/4q2t7L7gxu0l5E0Rz0Ip5kfa2n0ISHF1u4slJmd/Hf4PJ+ctmrqWGklYx17Yx27Uw2PmpfLIuR75n32rewq7dhcOmnOehBOc9G41u86IWOe6zPEntzWptyzyKP8cdqqqmOllYx17I117C41vLNr/7LqobbxGTMNfTYf2NLDWqWZ/dZ8tWeMYal40sfrQTJN69DW1scffQN/sCcvN3f3pvbmHTxZeRe5qGPFlYx1TLyvjt2jhjPdS/sbC/c9Y3+1rWmIMbT6BEKud442hdcV3+UrZz1IptkGG9mnytW55G9X9Q1p+S1fVt5FLupYcSVjHbN4WR3nt1WeeEa9I5TBOtYeHeoY1YDQButYe1AN1MHTVnuwjrUH1UAdPG21B+tYe1ANCIK4B1QDgiA8oBoQBOEB1YAgCA+oBgRBeEA1IAjCA6oBQRAeUA0IgvCAakAQhAdUA4IgPKAaEAThAdWAIAgPqAYEQXhANSAIwgOqAUEQHlANCILwgGpAEIQHVAOCIDygGhAE4QHVgCAID6gGRB7XSiWlu7sMiI6gGhB5/ASGy+4uA6IjqAZEJhu2u7sEiJ6gGhAE4QHVgFhZnVI51Me/4uuZvw4rFxhUdUGW/W3LivrB/hVn3LW9KFvT/ubmFuG+pV685KaSInqBakCslA3u+fLsiVWhqjG2//QJ5WGY7d2MdtBw5rSWUOmmLY5NDVl9ofyEWb0Cwr9yY3ERHUA1IMT5tW8LkzOtzxn1jH+xrycwy9inFTAkO84rMIq9pPizRORFt5QU0QtUA0KcNwvfwHzb80ZYbn284jfI/mmjAlmOONcDa1ps7x2A4foXE9ERVANCnGq4B3YZ/AGvWR+XwcarNobBn444K+EjLkn5GHcUFNENVANCspsYzV1tT9dglPVxFDg54ogzGo5zSXoDDnPwalANCMlWQ2AH29MdeMH62B9W7ea444jTH85zSUbA724oKKIbqAaECKhhJBx+Is4ovGrIL6AaECKghkXw1hNxVjjbGipE61c8xA2gGhAioIYzhvIZOeNcC6hl76E4CEN1LSGiN6gGhAiowXrPkGqbbPnAJc40x7iG8H90LyWiJ6gGhAip4U5ziB386rQeEX9mx8nsDQljZ6b4h6W5paCIbqAaECKkBmL5+Nlon4Dywy67xvmsebg5fiTOofB2UA0IgvCAakAQhAdUA4IgPKAaEAThAdWAIAgPqAYEQXhANSAIwgOqAUEQHlANCILwgGpAEIQHVAOCIDygGhAE4QHVgCAID6gGBEF4QDUgCMIDqgFBEB5QDQiC8IBqQBCEB1QDgiA8oBoQBOEB1YAgCA+oBgRBeEA1IAjCA6oBQRAeUA0IgvCAakAQhAdUA4IgPKAaEAThAdWAIAgPqAYEQXhANSAIwgOqAUEQHlANCILwgGpAEIQHVAOCIDygGhAE4QHVgCAID6gGBEF4QDUgCMIDqgFBEB5QDQiC8IBqQBCEB1QDgiA8oBoQBOEB1YAgCA+oBgRBeEA1IAjCA6oBQRAeUA0IgvCAakAQhAdUA4IgPKAaEAThAdWAIAgPqAYEQXhANSAIwgOqAUEQHlANCILwgGpAEIQHVAOCIDygGhAE4QHVgCAID6gGBEF4QDUgCMIDqgFBEB5QDQiC8IBqQBCEB1QDgiA8oBoQBOEB1YAgCA+oBgRBeEA1IAjCA6pBgptPvnVD/1J4P1jPngaqQZw9TEbOt9aFuqMgXg7Ws8eBahBnOzxxyq4McUdBvBysZ48D1SAOnrL6gPXscaAaxMFTVh+wnj0OVIM4eMrqA9azx4FqEGc7LEryC2n5ne2FZVElv7C2I9lT9v6keHNo00uiac/0TgwyRg26Nj8pKKjRUalECwpksU+lZ7KPqyMt5Ey30gGmIv3O8mblbWA9exyoBnG2Q5m5uz9pY97Nvkg1Tdi5ZUQge8r2Lr76u13j0yXSvrcnbXGkf8K8vVsaRlyXSPQT/Gx9vAzt2BdD2rPJ39+btqJG2DG+rLwNrGePA9Ugzna4zz51K2q93v0SPmHDS62nbFbAKjlp2Yvk9XDV+ngraLFEIkv4IuvjBmM0+6LSfEfyR80Ts57MyuvAevY4UA3icPfAJ+ELQnpWsb1luwcuOFFu2utwkH3R4CWpRB2tv2BkUG/jCetvGnPc5dB7ebLyNrCePQ5UgziO5rHwGYSUH2wL2k7Zdw0px2Wm9dnEPnbqLZVoSWim9RZ4W60FhKwq7nLo6Jk8WXkbWM8eB6pBHMd5kzCakKKTbUF7y/mhFkyzn2SlDVzLPj7fRSrRJeYAOeV3d0ozQroPynHoJ7PyMrCePQ5UgziuPykVh9mCjk61kx19D8tJ+9h5Jpao9gjyVityxHz7Ucgu8vgPqdefsljPHgeqQRznjegeQvpXtL2V3d/eoL2ctDnOM+FE82MtjT4kpNjanYUys5P/Dp/ng1MW69njQDWI42i+LpdFyPfM++xb2adsx+Yy0uY8z4QTXTSu9btOyJjn+gyxJ7c12vcs8igfnLJYzx4HqkGc7fDOrv3Lqofahr/MNPTZfGBLD+spm9lvzVd7xhiWSqR9/DyTTNQ6tLX18UffwB/sycvN3b2pvXkHT1ZeB9azx4FqEOdM99L+xsJ9z9hfbWsaYgytPoGQ652jTeF114mnzXmeSSbaBhvZp8rVueRvV/UNafktX1ZeB9azx4Fq8Fh4phUgGoD1zA+qwWPBU1YfsJ75QTV4LHjK6gPWMz+oBo8FT1l9wHrmB9WAIAgPqAYEQXhANSAIwgOqAUEQHlANCILwgGpAEIQHVAOCIDy4Tw2HJqhLd3PgBXUJZ32uLp0L/wzk2ZpRDhMOqUu3aa66dC5kDvtZXcKl4pOaBPl5eKa6hC7M3aQune4nlQufz1KXTveTSibuU8NLkKUqXZp9boxyCnVXl86FjZCmKl0WqFxmsG0JdelcuACvq0tYq5a6dK9D7r9mJdqqS6f7SeVC90Lq0ul+UskkL6phg7oDUlDDhjyphtnqEqpVw+w8qQaVJ5ULatWg+0klE1SDElANMkA1KAPVkBNUgwxQDcpANdAD1aAEVIMMUA3KQDXkBNUgA1SDMlAN9EA1KAHVIANUgzJQDTlBNcgA1aAMVAM9UA1KQDXIANWgDFRDTlANMkA1KAPVQA9UgxJQDTJANSgjv6nhp3JxEoQaSkpF4aWwIUpVujifYIkIJf0LS8SIMkjFEMjZEKoqXVyQWSpGndjiEhSWjMFPkSLq0sUWlooRLvWfiDMHqasv7U6qGH+pnIN9VB1ay5Oq3I+5+AprpYY1UK9VXqMuJLq7CMopFOPuEijHz8/dJVBOFDR1dxEUUw8+ysVXWDs1bLuQ19gMU91dBOUUauXuEignJtrdJVBOc/jW3UVQzDZUAyVQDTqBatAHVAMttFbDX1pkqqUazv/y8z9a5Itq0AdUAy20VcO+sFe0yFY7NRx5LhAgYJkGOaMa9AHVQAtt1fAF5C01/FbUp/+C98ce1CBrVIM+oBpogWpwZRK8r1HOqAYXqrbVJFsbqAZaoBpcaRSiUcaoBlcCntUkWxuoBlqgGlwpl6hRxqgGV1ANeQFUgyvxVTXKGNXgCqqBHosbhvlE1XhHg5w1UsM/82uH+BTrsSCvqQFYzFpkrY0a5j8bH2QMrjj6hBaZa6cGWzWX1STv/KWGv9pAmcEvj06erUHe2qjhbDKUHjguJRbymhqKL7CihYI1UkN8UKcXJ42ozxTcqkXumqmhClvNyzXJO3+pYTgMP69Jxhe0UsMAGMmW+PzUvKaGvHZDwRX40/CwoxrkjjcUtNBIDT/71tIiWzuaqOFHn3r2ALY1ONFUDRdWQk8Nckc10EIjNcyDBVpka0cTNcyFt+0BVIMTbdVwoWy4BheWqAZaaKSGgbBPi2ztaKKGVPjCHkA1ONFYDV3hO/q5oxpooZEauoMW95EcmqihO3xvD6AanGishlTYQz93VAMtNFLDADigRbZ2NFHDIPjSHkA1ONFYDe3hG/q5oxpooZEaZsMiLbK1o4ka5sMcewDV4ERjNVQJ+pt+7lqpIaS5JtnayFdqOGKqo0W2djRRw/GA8vZ1GlANTrRVw36mnQa5a6WGklU0ydZGvlLDhd4wyPZN02KJEW3GNYyHNqfYZ1SDE43UEPM1+3Qs0VeLpmqt1PCckS21Jqv85DM1nG4Msb3GjXpGi8swbdTwT2+I6D5+wpDaqAYHGqkBjA2Hj+sc7LNYi9y1UsNWY3jqhL5FNGlCy19quHB+QYNwn8J1XtUga62mV33SOtrkE1G1ryb/flSDg/gqC+sVMBXumqZF5tot5bK2ZpCpeI8jWmSdz9SgIbhsrE5o3AypCbjKEy1QDTqBanCAasgJqoEWqAadQDXoA6qBFqgGnUA16AOqgRaoBp1ANegDqoEWqAadwAXg9MGD1HDqiJNhEK1un2U3EgVh7i6CcgoFuLsEyjGY3F0C5fiCyo3D3Ug0TMr+Rp5ypxouGiCb2Nr18hpJkU+5uwjKqVvd3SVQTlAld5dAOTFxddxdBMXUrl4k+wtpuORGNVi2rncyAr6mmLM+fAXPubsIyjEWdXcJlFPU6O4SKOc5+MrdRVDM1zAi+xu5VWlq7doaDmuUs3agGnQC1aAPh2FNLlKjGrJBNegEqkEfUA20QDXoBKpBH1ANtEA16ASqQR9QDbRANegEqkEfUA20QDXoBKpBH/KsGs7+r0Vyt1WPNCqAClANOoFq0Ie8qobZPkzZpHBIPKlRCZSDatAJVIM+5FE1fABPnyIka2VIsRsaFUExqAadQDXoQ95Uw93wpx7aAnuY8RoVQTGoBp1ANehD3lTDZtjChRrHa1QExaAadALVoA95Uw1vwnkuNMqQoVEZlIJq0AlUgz7kTTW8Af9wodEGT+mk8F413HugeTmUgGrQh7ypBryhoIS0Gs4PLwFQfuotPUojD1SDPuRNNTibIXcz4zQqgmK8Uw2HI5imY16qDqX/1qU8ckA16EPeVANZAsmnCMlcGRJ7XaMiKMYr1XCjUNGj7PO2wKQsPcojB1SDPuRRNZC3zUzZpDAc8pRLpNTwGuyzB9523sK5HVSDPuRVNdgGSndd6SltkMRL1dDU0ZRz22e45oWRCapBH/KsGjwOr1RDQjNHqEhHrcsiF1SDPqAaaOGVaniqFhewBPfRvDAyQTXoA6qBFl6phsE+V+yBQ/CO9qWRB6pBH1ANtPBKNfxg6GrrmbhZLew/PcojB1SDPqAaaOGVaiDjoOa6U7+9H2dYp0t55IBq0AdUAy28Uw2Wt8JsWwZ9qktxZIFq0AdUAy28Uw2E3N/51oK0TB3KIhdUgz6gGmjhrWrwOFAN+oBqoIUmajg4qeuApRouZCWthquL+3Wf/K3SfO+tfaHzmB3ajK1GNegDqoEWGqjhQj1gwvwhaBXtjJ1IquEdPwgIA2hxTVG2OwqCb5gRKvymvmTCoBr0AdVAC/pquJPgP+MKydidxGjWPSClhneh3oEscnGiuUa6glwPmkt98pDcejss5kKuSscPqkEfUA20oK+GqbDJ9nyvQqH7lLN2IKGGa8G17Ur4EBYoyLVizL+252+NWgyhRDXoA6qBFvTVUK4GF1gLn1PO2oGEGlbATnvAUqqu/Ex/gdlcqEMBDea/oRr0AdVAC+pqyDSO4EJ/wxy6WTuRUMMkuMuFUsLlZ7oB0rjQXDinqliioBr0AdVAC+pqSGdGc6FLMItu1k4k1DAWHnKhvsHyM13r/O8thD9VFUsUVIM+oBpoQf+GItYxI3oHrKectQMJNbwL33Oh6pXlZ3oY3udCA3w1aCRBNegDqoEW9NUw0mhbfI1kJQffpJy1Awk1XDB3tgf2wHT5mWYVq2Bfg/qvoHZqCyYCqkEfUA20oK+Gi+GFtlqfLnXSrKlBsvNyFPT5jxDLutAStxXkugoanrY+fRUfqMX6fKgGfUA10EKDIU/fFYfiybXMMIp2xk6k1JA5EPzqJheGOGXf8bfMxqTkshCyIxdFEwTVoA+oBlpoMVD67oIWpasN0bAupAdKf5tapcyzi5RcM7CcHl0rvvHMiypLJQ6qQR9QDbTA6VU6gWrQhzyohowf9p62h87v++6hcDyd8TY1PPh2PzvMOf37L//SrzxyQDXoQ55Tw80XCgBA/LsWsq6iNeCfckmjMijFu9RwvpuftXarftQnwPqUqN38LhWgGvQhr6nhSgLT+oP1byTCgKlQfNr6j7qbCmswqkYNXqWG36J8eixfP6UwGDotWz8zHsbrWyxRUA36kNfU0NHHtotS5lCA9rbhNIeDa1k0KoUyvEkNWdVCbWOdGhiZb6xP6c/Ddj1LJQ6qQR/ymBrOMy/YA48CjdwKJ7PhG41KoQxvUsN+mMc+/QhjAruxgTuRLXQslASoBn3IY2pYB/u5UADYR9yR0/CGRqVQhjep4RWwLbTwDhxvVcz2RoqCKRRag2rQB/epYXtKqeBjAp8JqmER/M6FDMAtE3LfQ26EvUkNLzK2tdumw38DAmxvjAUlS7loC6pBH9ylhutPR4zf/afQ+absquFNWUc8+ea4SZ9qeIJ7kxry3VXDoy2Txr3+C/18HaAaZPPoqSZiqw0KquGCgWtrSHe2NcyC72Qc8Fo3ht1PoZh2zWnepIY0e1vDcRgT2IMN3I58VsdCSaCBGnaXZE8OpuNV6jlzoBpk80ZJ0aG3wj0U3Xw+Zp8e9QNodYcN7QtqJON4j+oYRvxB7q6PM+1RVlD5eJMaLDVCbKuxNDYYfrA+3e/gvFjzAOir4aC52Jrb5PRoY3WtRtChGuRiKSa+uarIuIZEptUH619PhCHTbOMaupmKyBmst4DbzfVK8TgNliSz4U1qIL9FmezjGphOy9a/EgeT9S2WKNTVkFWuiL3daqlz5TraoBrk8hu8WCsssMGXQp+LjIa8MzaEGw25rSo7GrKHrNGQ1Spygx+Ww16lhZWJV6mBXO7HjoassmKgwftHQ34N73GhpxIpZ+0A1SCXddBiycFtnUyubng0NtVJEzggnPixORQPZB3P4jOUC52Dt1SVWBrvUoNtDsU/hGQ2gEHePofiPfiVC41mNGqnzotq2A9Nsr+R45RebKtVwyJ7g3eD+i7vXS0c5iQQNqvMmZ90ZgwXugIzqeacjbepgSO9DYzToyTyoa6GueCQ32S4RTlvjryohs8gMPsbWVhpC61aNczztT3NDxT4nPqk7Jg2XOAgrLJ80btiubZLaa9a6KVqIOntYLRkJD2RoYbrc5uXThoqdzu+T2CX9aJ1TeeE8sWDNNr3Ny+qwT03FMvhHvu0FgT6Kairob8vt8daB/Pf7SCwQdMoqHCW7iG8VQ0k83kY7BnTVOxIq+FwDJRIrmVmRssr9g2/VpZ/a0J445oMNNFmFU5Ug1yOsZ4m5I0CAv876mo4G1SKHdDycBSM6QETrFeNmcsLlJXXTiEXr1UDyewJqdrsbKsKSTWcDyvKDl+51ANelZfjFBhSw3dh+q8J/qONzXNbPF5QDbIp3cX6kFmpu8DH9Fd52hduaJzaPQo6fc9wLZLrYT7VI3ivGkhmb+jnOW6QVMMg44+2Z0tygLxNxrMGAiSlNjUGfUamO/broguqQTbbjf0P7G0RcVbgYw0WgPvnxTJhkS02k2ngOGjxplQP4MVqIJYXoFuGxkWRjaQaCjumiX4BG2Tm2chUMKzUsL8IuWl+IRdFEwTVIJ/d9QOCWwnusa7h2pB9Qhyh1nFUM/ZmNRDLcOis1VgxpUip4SEzlgtdgNdl5ln7KUeodEt1pRIH1UALDdWQGuAItShLNWOvVgOxvAgdPcQN4mr49/Tfhhe5sPxBLA2qOUIlNPkvohpooaEa3oIf7IFHEXS3VvJuNRDyP3iWbrutWkTUYFlRAQDMJbmGkdUgdyOMgb5cq8R5ZkLuSscPqoEWGqrhH79n7HfN0+FTqhl7uxrIFGihwQ6WyhFWg6UnlJu2eGYM1LANT7iVECt3cOMhGGbP4Xnj8dyX8ElQDbTQch+KGdD4Wws5O5hpTTdfr1cDmQUN72hWEvkIq2ExDGa1fzsCkq+QjJ0VDFtkZ/o8dP+NkJ/awhjpuCpANdBC0y1qXveHoFCAznfpZuv9aiBvQH2l21hpgKAaLCWq2u8kLoSDIcwfghWc2unDjVAgGAyjtOmkRTXQQtvdq/5d2Pv5GT/SzjUfqIEsYupqNMlAAYJq+NO5SuhS6NN1wFJlAxv/nN0jZc6ZXJVMGFQDLXBjO51QurHdYkOS2OpcuiCohm/gYy60C7bpVRp5oBpo4YFquLVlzqIjYmPy84UayAeGqv9pUhIXLn08e+kfwh8LquFXbr2eM8u7w2f0i5UbtFXDj++9uek69VxRDbLImBTIrh5Y9qBwlPyhBrLGVOWKFiVxcrOHka3qhoKbkgmqIdO2W8b55uwqoIb2mq3zqAYt1fBdJba+/F6kvXgdqkEW3aHZltPH3yps3i0YJZ+ogXxsKndBg5I4uJNk6HPg9JFJgVFCbhDuofgfLCb/FPN9aSbTdogpwe13Pi5oqIavAyJn/Xx6x3PQinILKqpBDjcrVVkAACAASURBVBu5JQuuxsUKdu3nFzWQDT5l/6FfEgcTYbXt+cfAZgIxhNVwvwF0qW+a08eQeIN8wQzRongq0U4NGWVjztsCr8CHdHPOq2r4tMEWHdcQeKYQNxBwjfBNbL5RA9nmV0KrlnySFeNYIHw0I7DwnMhoyAcv+lqvrX0GsDfebQtotTy0CrRTw35YZA9klqxDN+e8qoZd0ZCknxyiO3GBazBFKE7+UQPZ7ldcq+3JL8BrXGiP0CKAonMovoCXttrbSd8DTcY1qkM7NcwFh6YH+NPNOa+qgaQvj4PE5Rqt15WTwP5cIJN5SShOPlID2RcUe4pySTh+d/wIku9BYB1rUTV8bl8kiLBLiHnQTal2apgOjjaV0Qzd+W95VA07+icnD50WB+UVy+HUhObJz3+sMFXpxlzgd5gjFCc/qYEcDI4W/01+uKRT8jPTlbdX3jKM4kJrQWAvAlE1HIPXZrRM7vjBAzID/lZ8dM3QQg2WrX2Sn35pKjiWwGxbiG7+eVIN/z0N/lUrmaDPUsVymGJiEpJCoIqyH73hJm4X3jHMCaE4+UoN5FCBqJ9FPj4SBwWTSoP/u4ozrleYG8CeHCLQViCqhqxQA8RH+UKhT0tXUHxs7dBADZfqQ2C1CkaGGWB//bd/L7oHyItqsDQyzrxHyNWBMCR9cVFFcpgHrc4SkrEkqJSiiUJ/+ZdhtyqwvGPsKhgnf6mBHAkvKDzW/GKhyI1ZhJyoy8hdZsnJDkhmRySkvyC4DIuoGj5joPW9CdFsT3/lsWt/9ZRl6+irIeMpnzcfEHK5F8Br7F95prLf75KJFJEX1bDOsTd2H8PPRJEcrgc3sM/I3gLTFRVoa5Cp1bjhiVBTeApBPlMDORoRJria+0CT/aO7iUUUrxv3hjH4+XEDCkOK0NdaTA2ZxcukQqG+47oFQkRdPwBTYsq83ZoP35SGvhqWgP2KzNKOgVJDx7Xz9VVsYQnyohraRXLn23nmZeujAjmsdG5r91R5ZSU6NzAGDNXeFOkPy29qIMcKhn7D/4klrD0XWgH7FOf7fccQ8G20WvBzMTUcgg/Jzub+ENSqYYHMR8eXD0+OsF4/xLSasuWi4nLQhL4ano7l+ud+g041TVAwhfp8wbyohsqORkFSyL4ktWw5TAXHUPNBfooLdUd8XZB8pwZyMiaE/4T/D2ZwoV/gAzU53xC7ERBTw3I4an20XGcXl+BkcGHLlFZxVj+E1R2+/Li7bjDoqyHeudxIQCp5pMV82LyohkpNHKGoblzALgfJf/xUcKw+PtiP9qCI/KcG8luRQN7Nha/CK1zouDo1iCKuBm55PzIbXK8TrqfNS0k0AATXTZ2XxruOXZa8del5YEWUIfHdpK+GOMd+bCRwAOWsOfKiGjpm31BMdb7JyqGClBzWZN9QVMpVAXnIh2ogfxQN2MXztiUy+4ZCZEKaSsTU8I1ztHCX0CeuIu8cWT68bgBvA8S6pn4Q/NweFaX5rHkA+IYZIfL5oyKx6KuhRfYNxZuUs+bIi2pwNkP2Mvzi8rYMOTibITcrbIaUQX5UAzkX58u3yNogRzNkgvJmSEnE1JBVvIx9HaqjPn35Y2QcXz+lVaHHGyCy+kB0/3EpIYzik8IyDAr2LAFGqNnRz2e5cDz6aljqaIbsaNJoZGpeVIOliaPzMsd2IumLi0jIYYGj87I09VUO86UayF+lzDyr716MVt15KY1o5+VmQ03rz4Xls6iCogOeLmyZlZLIOBogZsMw9ibjRgfYqLAsi6DfvVTm9ZspsOyfusYjgvE06Lys5ei81Goj87yoBnLrWfuQp6FPXDPa5LBepBnhdfuQp+r0R8rlTzWQS4k+nzz57vEyUDCpFPiL/JCqRnwfitWBEJ9UEEqJDcjiuJk2LyXJFyDYFP2WrQHiQYnKyoqSVbhq1kVDL+sXNTGOXA5uLxhRgyFP15rahzyN0WomUZ5Ug32g9PDv+T6RkgM7ULr7Wg3mXuRTNZDLFYwrn3zXNlB6miaTtyV2r7rIDZSWya2D858FE0BQnRc+ODIelC1T8wvMJyvhAGE7RE6TrgUEI2o2UPrFn6jn6yCPqkEMySsHbcivaiD/VjJ+lPtc5CO556VSPoEvjy0b0SAEwAit39qnoKtiF3xOXgd2pshGSCP/A8G7VFwb0urR7LV1/lA+gN5BLpdycYsc8q0ayPUahiUUsnHy6ND6jSJzXKirYSdsZZ8spzc2gygAKNlu2mZ5N5xfW789r8Bb+x6QJfAjGWYUvBhFNVjfifnOEVyp/poi16s8sXKoqK8c8q8ayI1azEIa+diwfFiYnQHRQPBKmboa/jUO5UItCmbcTls8nB1iHZSUMi/tnkTK237tW7IrUUbM6Rj0IKtsdcGIqAbrO2a/pVzQnWpwgxzysRrIzTqM3I1nJRkPVZcdOTQtzF9gFDZ9NZCOfvbRF2tgov2NDHaIdTg7AqLTlC1izQ/twXdcmbA59YEZZr18EL52QjVY31n4DPS1r5/oXjXoLof8rAZyt4lzAGQu+YrpYFuR5ExMaYGB6fTVcK6weex3p9P6M9Ue29GMHWIdYxsBMW75cd7zyFLdYByxNDCoJgNj24qt24pqsL6zMmuasbztYtDdamDlUFg/OeRrNZB7yTCNSkbdgrlmwNVCy3DSVwP5+znbAvVdeBahdgyxDqk7fPmRnLPrvoXJnQ1gx3eoSK8IqoFVAyEHippnZ3mCGnSVQ/5WA3nYms7Ym7iWXOA2CGxnr4EaCPnzo9lrhNekcjRA+CSmzEtz6YZYAL+Tcytmrdq9uKZZdOo3qsGuBnKtA9T/wyPUoKMc8rkaSHpbGEshm4gUR8g8mD+GJmqQwSOuAcJliPUMcGyEMw5E169GNXBqsF4NhvtN+8Aj1GD9PdNHDvldDSS9PYzKdS1nxMZ2Gr6R/ZpdFrpDEVfDtQ/6d3v569wWQxhHA4RtiPViGN6j51vnrG93DxNNJa2Go1O79+rfr9OobfQnnahEIzWQi+3A7CFqsMuhktZyyPdqIJk9YFAuK/mHeOtdvRmKHiLkDUjjjyOqhg8CICCMgababr7naIAwAfgFgGFc1tVQ4UHSLFJquNkGIIgB8DdBGRlDvHWBtho6OCfhfl7OY9SgixxQDSSzFwzI1WIpf4QXes2v6rk1xQKP7fKrK/DvElPDMqj1ZSa5PNm3iuyR0qq5vKMS+LC7TYZD4yYG8RNWQg2Z9U2jtgYUn94YXn2/YKRm+/8oQ8OB0lnqJzdqsLGd5nJANVj/5X2he26mp7T1O0k2+oYNfc0/wlBMYPMqMTXcDkuyK2GV4KKzFNkJY25UhbI1izHACO5BYEdCDUtgPqkdfp5kNvG/9LO5M81CqscL51AIobEcUA1WLEOhq/qb5VtmdsGio89Yr9Ohv+Cu8CJqWO/c8ap8kupSyKaP/23y4OUoAAP0kIgqoYani2SeBXad00PwHunlJzUIUx9oquHh5dyVJRuNtsO99Uo41PtFOp4qUA0slhHQSfUmSsdgme35zukPgXdlORsiapgOji7EAQFqCyGf2jXZR8tfp28U6SgRVUINse3JdthuDWQYR5L3PWRHPppqqGrYSWq6Ip54r88IoY802yn71oyQAju1yRrVYGcitFK7D232XnbbYYdgLBE1TAbHGo1DzNr3V1ev6wiVkPrXS6ghugvZCuzycxbzC2QZUF8cWhU01RAPG0lZV0TT/hxRWH81EHK6nHGWJhmjGjgmwzMq2wCvGBwjI2bBH4KxRNSwzNmrUU/85KNCp3Du3uma6UWJqBJqqJNAjsNca+AEzCEjjapXsKUKTTVcU9Ltcr3Y+83doQZyvTEM0KLvGNXgYBY0v68uZaOC9iFEt4uLrOorooYrfm3sFwtpzER1JVDCx9zyjGQSHJKIKqGGObCVlCt1l5Bexj8vhzVTUIZzqZECG4rnGrc1Q3YYSNyjBpLeE5rdpJ8tqsHJbGigrnfqkKk8u1j8yacMu4UjiXVeToLnr1gvyzdFFBFsxaRHVnWfeemE3JvCSDU1SKnhbomgFZuYWt8NgZHfJ/j+IBb1Mc6lmg3RJp5FtmjgLjV8UOaeu9RAyDxDRaGeMfWgGrJ5E+rdVpVwfQGmQnJlQ8AykTiiK0oPY3zrJBeVtTRk7rlUByKaNAqGVnelYkoNefqjAkSXMwAUToBQ2VcBv3Uy+A4/d6Muo01HrZvUcCXsIHGfGsh6/xjehSVzA6rBhXeZOuo2VLo8tWFc3YnnxaKID5Q+OqhqmWcWqbyhUUrW+k4J5Xtsl44oOVA6fVnrsgmVKsY1nC53HKddDNbAvRbaLCpNXQ2PVvVt2dyOyHLCfZ4nOdVwNRRc0OoGiuObQoECU35Vg2pw5S0GVFJIqlffXdOrcgP16VVOMVhJ7wyDNNix7zPX/0qY0j2Fn1TD3dpgjDT7RlnxEx5W/qMvu/be42pInzrOSWvYr7AkSqHfUeGNariRlqZmMsLZL4/e/3icSmZKneXaqOHqwUMaNk9QVoNDDHe3zt9ivTrLHADdVA8mEWQ/tM7+r0xVmv+TavgfsyCdlJjMBodUEEzXpT/76L4bCqJBR4X3qeH7ZKP196KO0luvD8tYU/n01eyLpoUaDtRjV2RpcoJ+znaoquFXTgynatsuzWqdJZYx8Cz1eyjaNxTl2llvfsC2Z9Fr4YLpfHwDrRh9AgUaonVQA0nvRbejwuvU8LlvgRFr144o4Pu5oiyHQtlZ65e0Y0prtW29BmpYY4oY8/HqwYGB9HfotENRDQ4xkO/9IaDtyDb+EPQT22HcgPZu2bTV4Pu69QcZtrHB+T6C6U7ZqN/7lMB9pR5qoN1R4W1quBqWYFv26GJCmJKbio3Qz3btudO3Ve6KJogGa0P6V7fdSp8tXpj6fod2qKnBKQbyMBZqs91AN6tDvLXG3zUkUZ6ITlsNJnZlYV9bT+tU4c187Lj1hoKFakeFt6lhjmNkYZqirZjrF+GGQo4GjbZppa+GSQw3a2EzLBWPqRZKavjVpfFxI5jsm4OdNdh+itf4lKO7WyNtNUSzzQxle7LBllL71LtdDVQ7KrxNDe1iHKGYdvIzzDQN4kKHQaM9reiroWEiF8gI7Ec7bztU1GATg/M6dyTU50I17KtobvMvLjy6XAW01dC8jfVhvGE1yfiQkRpY7n410Oyo8DY1NKjqCFWrLxjpCa47l237GyTWMFALfTVUaOoISc6TUgkFNTwuBkJSDN24UDtmgO35QIGoY7k9igu01fDzUevDtTiI8IPi/6rOV1M1/DF33MQNjglAbEcFnX4fKTVcXDxu3Ec6DN9VBF41sGRfNfjXcjk3ZPFoy6Rxr0uOvRRTQ8bW/42bLbWrbU4x8Fw1EHKkYKjUZA4FaDMa8sroBo0nXBX4UAYaquFWb9vGAYU/5V5T66gQV0PG//zYwwbPo3EoeoioYV52W4OSnakaOdoaRoFGC5nRV8Nkrq3hdrJteE/MJvlJ98SxKZgOEk2AImrYF287aDuxH9InxUDIp462hjMGcIzH/DU2QHgyu1Joq4HOLHnt1JDVlBl0ktz7tJxhi+MtSh0V4moYCq0PZ2XsawCzKRyKHiJquBFe5iz7fK5MQSWThDdDD9tyDZ+ZJeccqYS+Gi4EVGF7WrPqQPBRcu+zBIPsBqhD5tjVt8mZscYk8UsNYTV841d05S1ydrypiuDABD4xWC9XikM19iL0v4pMgnPRvXOlzetlFl0S2mpoILCviDK0U8MS7rt5o0xh579iA5WOClE1HGZSbNLMaObrIYuC2pE1rkFkFiQPw6DMrPVL2jJlcnHVKIom4xrCx3y8ujGYbafdzXIxMpdgy0osbN/X5iN4TTSioBosFaPsE0ZWwQz+GFYx+D0pBuIY19DaD4JOZr95uYrxA6lSy4S2GiIE/kBlaKeGuvHcONxPIPuykUpHhagaBvpyrQy/w/RcH4kioqMhf2lpBDA2VarNjxOs18dBqXlqNOR3Tay3mUwA12bwKWyUl+wQLOJCtUqLRhRUw2FYwIXqleT7/KSQGKz81ZQdDcnUP+v65o26zBuiRZENbTUY5+ciOyfaqSGkNxf4z3UHlNMJue+oEFVDHef+6jEesl6wHek5FGq+4We/PEJ/SL8TzeZQhPbkwtdhirxE74HjB3sciN5RCKrhQ3A0YU6CJ4dbiYmB5e7W+Z/nvMC515zSREzaagiioizt1ODr2C3tHriuA0Sho0JUDUnO/r+4Nrk7DF00m3mpIZrNvPQfyAUewHh5KeY7m1qngmiDjKAa3nGudPcK5LwDkxKDAOmdYDCNiZi01VA+NRfZOdFODaWbcIEfYLHr+2IdFT+/VLNU09cuSeQsqoZ20Vknx9SObzzjD99hssuaC7I+Symf0GmVwDb02XiSGm4tbFmm6iCBLatc0EwNZRtxgR8dK7tJ8alzddtuIaIRBdWw1T6pwEpK0ONN+MdaqRKDlcz+0J3CVRttNfQLkr2itAjaqWGkiRsV0st47vFP5hkq8P8jZhmN1ZPLQpjEStSiavgQepqM1ZITwA9kLPyRa243g+BGTSKhupTPPEgNPxaDosl1/KSXHtBMDS8ZuaXX+hjOyktxy7+l/ft8JrCbaERBNdwJbGbP4VxQJ9f31YvBimU0tMr9REzaatgpe0VpMbRTw8WwYkesT48mw5CcHwl0VCyBZ89anw6V8xffwUJUDelFocop6/9sMmOgvrwUD60Mr1hvQR+9519NYt6556jhalTUZ9YvydVUyYt5zdRwKTyW/ec8mgKDJONyTIMh7Hfwt0T/k6LxhDsvZ0Iqm8MfFfxcTq9ciYFlFjTM9UTMfLR7lZ2vCzH1U3sUhi5PXmzzdlRkFKpivzg7F9BWNGNRNWTFmKFy/75lIKmAkvWCVbIf/mcPvA8iK22xeI4axjLcQL52PhfEY2q3ytPhQky91B5FoJPkjZiDrEEQ2S012RgiMdJIWA2WoRDZNfVpU4Hsqe82MeRyqtQ7hqTcdh7nOzWQy2PKhUU+vYHvo9MJzJSc7x3kdlQipLe/6BkjqoYj8NaspLCwOu88GuKj0bxfF14ycst1ZUR0EI/pOWooV4cLHIIl4jE1XADu37EJYZHJijY//KJVwbD4oVK/8GIDpXe0LhQW/8JZx0saYrCy2idBdIVNafKfGsTg6ahYAUe50FwQPQFE1bDRuXfKe/Cr+vLJpF0xR6h+NfGYnqMGP8dF/B3HJY8QXr02JCUxWNnqXyJ3EzE1UEPW2aPf2FGdr7vUwNNRkV2U2SB6pSuqhs/gSy60EE7lonzy6FzYEaol0RTsOWoIckyHvuY64IQPL1aDOjH8e5p3Qa39BaJztUMedTVc6FvAuQyt6nzdpgZbR8VjXRc/2jYcY2kTIbo/vKga/oBXuFDXYLU7QspniqO7/Y5/H/GYnqOGGglcYCvw3uxl47Vq+EGVGFZXtH7TSi3i6dc5EhmWm6ngtNVwMRbqjH3rXTuq83WjGp7oqKhUxL4B+AHDcNF04tOrahWy3/l9a+qfu+LJ4XdjZ/uZMgr2icf0HDUs4Np07iUVlGiM8VI1qBODpQ+Umbp4ZjVoxdMXdbJoYC72fqathiGGT3niKcWdasjZUbHPp8Sn6eTGW4ElxJfiF1fD135FNzwgt94pUFhqqAENRsGzx6yXKr0gRSKi56jhYRXjhEskc18SI3VCeqcaFppMvVWsmLfEvi66ZTLv7KzfiwUoW/PXFdpqoDMO2K1qyNlRsaMo+IYZoZJEG4HEUi5flrDmYoIE8f5vSmRN8YXgEGD6SN28eI4ayJU2wIQFgL/kxEHvVMOWYaqW0oyvxN3lPh3C97/+u6zPWjXZslBfUXpqLrJz4l41sB0V/V06Kh6uGdJlzE6pQXpSqzylrxvaedQXos0VAtz5TXJPxSf4Z17PHq9Ja8iD1EDIdy936/++9C5J3qkGdZxzTgZfAV/zRbheh1Gy6K8r1FeUprJUiZvVoGrpJ8prQz7658jWD6cPbV83PgAg8PkvqG6n48Sj1CATVEM238MqLrQP+NcVuNtM7URM2moIm5yL7Jy4Ww1PdlRII6aGe9vnLvxazmy4Gyf3r35rTM9mFQrZ+3h8Y2s/N3jq290CoNBwpVVy4v3XN0iNiNNADen75s37UvZwQhd+XzL748sy4qEasjkFjkUQNsAB/ijpHeEFgVNP/AyhrYZKvXKRnRP3q0H50k/CarC8HsJ+zYtvFfj4wvHdy2cN71Q3MczuA5+4up2GT1m85cgF5xoAD7d0MkPR4Uf5c+DjlxpsVuaB4usV0VfDsijbnraK93P4oz6bztRTeug/qiGbrKhkLtTT97ZAnMx+8DzfNafUGUJbDT2CPXvmpXyULv0krIaRUGfDn7++F2f42OXN9NNp6+eNS2mVFONnF0JoYnLKuHnr044LLJ5yY3kyA4lTZK4f91NIyPRjp/d0YRqJ/oBTV8NcqLD8jz9WVlK0rY2VPwoG/u/I6f29DE9Jrr2GanBhCrxje95kEO4Ut4yC1k8uNCN5htBWw2oPn3mpAL4ZFSIIqiENetoG5d+pEnrlwpEttguEOM4Hxri6rVJtFwhyJtH+Pa8qGOrOkzNvpnq4fZTs2+LfUdpqOGVOtrXfZjT3+V1RwqZB9tWOVoLkHSmqwYUHjaHT1iM7+hkqiy3HNQsaPXE1JnmG4BwKYXJ0VEggqIbeftx/bQX424VgiK7csvekBRvShPb8FMTy1ZAICOqxXaqj40d4lUtQKVEsHm01TIbf7IE/pGZCPM4Z51TsekWlJjehGlx5OIo9qXz6C91O2HnbUD3HD4r0GYJqECG9Fzwtu6NCUA2VG3CBP41xw2Ys3fbDRTU9mE4ebeniD1EjvhONtBS4VUnIGNFFC2mroZVz7dP4lkrSfeIctvkKSDVFohoe5+YX67dIXkiuMiX889gb0mcIqkEUBR0VgmqIa+0IRT5PoUhWHkg2Si6A01zoySUHXaGthkaVHSElu+ERstx5oi6U3EUX1aCGLX4lHhuzJ32GoBrEkd9RIaiGeo4LtuuGsSpLkbn2+eTmE1y/M9fFGyU3gmPwfG8/sU5T2mroHsq1hWeGd1WSbjc4dlYZYZQa34VqUMW+4Gjn7nn33m1fCfpw+2UJnSGoBgm+KRQob1aIoBpmOsapvemcma2QU5UhJCmBMT0+W/nveVXYRkne4YPXfbk17a+Gig7Eoq2GlcD1wqxXtuPl/QIt7IHb0Y3EY6Ia1PJ9ZBh3IqYVhegqDASvZF8IniGoBinkdlQIquF6RBHbhcda38bqSnAnPmiJ9cf4bCvIucnH8XEx4NtqPU/v04swkf39vlDLdEQsa9pqeFQ6xHa5sic0Qdmop6kwjE1wpYlhv1RUVINKThQJ3MU+nw4p/Dl7hkQbd4qdIagGSWR2VAiPa0iLMDw99sWqUEHOWD8epoN9f86MBsFP9FBlpaUWgNCU3Tmb9R+2geKDx3X2Ny8TzZr6uIaTxaDu6NH1IFZZ3yXJ6AZFUsd1DzItkIyKalDL2VK+7LZcXfxOENsZYgoVO0NQDdJkDJTTUSEyUPrSi8WAqfCGos3ZXSjvGDu21zli3hVbo2Ts8B8ef9eypp4PhHc/Lp41/dGQNyeXASj9svLNxzc18oWQTjLGe6IaVHOpknEJue/X1/bCsiYOxM4QVIMc5HRUiE+vupuLtZ2cyyZeB4F5rVyj5NnH382U/n5qMr3qvso9ELLk7ciNalDP9drM3D9hIfcqTXTBcVSDLJaZi4nvQiFr5mXGVTWrSVv8BpNbtob/G0JqsPLXrLJgqLvYZdCbRcZ2lTjzUh/kqeGOmllpyrj7NKTC29yLQ6Jr7aEa5PFl+EiJGFJqyFxQnAEwN1O+oHTpyEgwVZyfab2hEF2Xg22U9HM0Sm5qFgABDaXW+EE16IMMNZwaVAQMZabmftcpcR52AJNjwdAFzr14+UA1yOSB1BBGCTXcawgQkVTWCGaBCZiCLDdCnXEvlIWnb9d/shnycbLSUoMhLGW3xTIEYvqO61UIJognQDXog7Qadgebnxk7shpUvqJxUTL7gtFuhOvFRWc5oRpoIaGG/mBg2xCvVGd8ZU6e5DhqrBkf9GEGWcAUA+nme7ZR0gdiG8IgtlPlQQ9YIRob1aAPkmq4EFzGNjpxk7mp1mWx9AU/dqjOD9VMoovKohpoIa6GfwxgHwp5KYB5YrdNUToGXfo7CUKSygG8LC/F9cV1ARJnsZsTPCpbWjQqqkEfJNUw1sDtGTEdDmlemmEAUUklocAnorFQDbQQV8NyAK6nv7OpjKJ8Q7oQksEOlE6RuAJw4UdoVgzMrdc9JDNBtGsF1aAPkmqoWoMLXBBpaqbGHCas4bOv/iseyU1q2NuyYEj15YLTb71PDbOA4RorJkKgkmzvwUQudAlmyU20HXZYDqSGQX2yjn81UQeoBn2QVEOUc8qJf6rWhbGy0pT4j1Qc96hhecCLW7e/wAj60TPV8Pem9V8KD1sSV8PbAFwT4gtMtJKDZple4EK/cgv6yCAN1pHrn6+e/Bl5H0Q7XVEN+iCphlLPcIGHhlGal4bYdsuVcoN71HCDHalJBhYQavX3RDWcbsUAQMQbQmUWV8Nh4Co6q7RPK0XHrVGGmxg3T36l3PRNGeLLrjo7pHUB0bFWqAZ9kFRDlwLckJct4h3U1NgaIHUN6s62hnXAu40n8Ug1/B4eMGb/kY8bQg+BCOJqsFQ2FrVpehrANkUH/hCm2wtQMEn+5u7dGabH50e+SGHgBdF4qAZ9kFTDl9DP9gvwb9kiyjcdUcV/UtsXuFMN75mFxnd4oBrqBtsmqFmGOVcWyIFE5+V3/hA0ZsdHNQEkdqjNSWZzeG7n6Z9eDS3wk3RkBwPB+OLh018NNqAaPALpcQ0DoP6nf55YWMS0Q5cCycCdaqjTS+gTz1PDEUcbYHqJevwxpEZD/lzJz1MXfAAAEbxJREFUvpL8eKWbzTwYH8AmrPqDdFRnkuBnOhrYRSjbtQwWndSFatAHaTVkzbFtNRC/W5fyyMGNangl6rH7Ccu6xU76i7eru4F3wLFL3EAz/3W99ByKnya2771aep+FJ7n2yRuLFVwyEHIUlpKzK2atOk+Wga7rNeiBd6qBkLvb5rx9WM4+RjrxNfTP/kYKXCoLkxs1vBHy+El70QAuiM37cAevOlcznQj8y0BT3tguV3wJm7nQFtgrFhHVoA+eMvNSCRtcv48GpRu850INk8Nyron8z2knChrjdeDPOSkpnZ2/vikF+GNpqYZfp9QqXW2o/GFyJ5yT696BE2IRtVDD3/N79XhVYp2I3IBqoMH9j4d2atuu4/CNgj1Yh2Fe9jdSchRETtSr4dXwYyKfelJbQ+YIAwQXAKhkX+npWriAAbRTw8N+jF3dDeUuE5VVuLb9rsdSO0b0EpW+Giz/M0JQCECKZlMIUQ0U2BMFZutlutEHiqQJRHFTW8MXfqJV5UlqGAhdf7H+bpcA2+rpt55mBEqunRq6Wr20N/OnNmCsKPf7Ng9GsuMvsl6Et0Tj0VfDeGhz1HqhNZjR7BoK1ZB7vvaLWxhWaOG8iIILiwUKtG+7Rw2PSk8X/dyD1PAd08/2fDMKqs1ZPCba8LZARM3UsBv8q9iU0INx7DgkSVYfqDB98fQK0Ee8XYu6Gn4zdbBfr7zsbO6gDaoh9yQVutiOXSHyB58ef4cK7BjiHjXsgc3HWM4LfO5BahjlaIC5aAgAMNTfJxRRMzX08wH7FLm/mEKVJeJms6yc9Q6k3DKJWNTV8IpjZ7v7wd0oZ+0A1ZBrfocZt822/XO7BT4cz/B/Dd2jhg+5ds+BAp97kBqedc5qrtjkr9Miqxdqpoa6RR29I7FxvvIHRJLLp6VblamroUekI9SgKuWsHaAacs1m2PsjLGVDb8MfW2EPbySclC1BswRHSGKrNs3U8FQsXLOH4kqaKPd7U1dDlxhHqGkFylk7QDXkmk/g4BGwbVCzGE7ugO28kfKcGs4NLRVWsDX/H6MFA/24eS8PgnqJRtRMDV0CuL1ir/sUjaecN3U1jDdwVzhZUW0oZ+0A1ZBrfoC3rxrGsKEXfO7MBv49Q/KaGj4JNCandisIPfUaNrYLZtoDc7iNYoTQTA3rwfys7T7iZVC9aaYQ1NXwPYy2B5aKLmSeG1ANucYSX+5+48grhFwIaXW7REX+SHlMDb/6JbLNXPeHwDT+CPRJNrzygJCHb5iait/na6aGrKcM0Plfcm8KY465Rjlv+p2XHZnx1susjEW+NaTW2VULqiH3rId660yJRw+X8d/8lGEXf5w8poaugWdtz5aW/sr3R1LHjachpFHjMGgk8bXUblzD5boAhgImgBI/0s6avhrutoWghk0ioabQhPtcg2qgwNu+xjjrGeVT0hCwTCBK3lKDJcjRI7YdxNe8pIhlS/fExC6bpO5gNBwonbXh6TC/AtXfoT/AUIuB0rt6Vkhov1arawZUAx3Ojq1dokTJ4nUnCg0gyGNqyN7Z7SzM0+jYavGk6VWywelV+uB5apAmb6nhITOOC52A9zU6tlpQDTrhjWq4mZYmsb6z/uQtNZCytbjAIs8Z+cCBatAJ71PDD82MAFDTw87oPKaG1+Aj2/OFmAQPWvTCBqpBJ7xODTv9goetWftiqFmrWSfqyGNqePCUccxpcnt1sQCPu3dDNeiEt6nhWkQZW1Pg5QoF5E6614U8pgZys7Nt8kWcpy0Qh2rQDW9TwwL40h44DK/pVBxZ5DU1EPLz6+MmbXmk0YFzAapBJ7xNDZ0LOsbSFVO2Q4nG5D01eCqoBp3wNjVkz0OrWUswkhvIb2pI/3TSuDdPSsdTjieq4d7HE8bNPyMSAdWgD3jVQAvN1PBFMbalgul2nX7WHqiGNQXZv9Y4mH8JbBZUgz6IqeGd7LaG13Uqjizylxr2mOLW3SGnRhrq0G+s8Dw1rGEqbn1AfukDbQQnhqEa9EFMDbcKxp9mn/8uF0579lyuyFdqeBRX3D7mbJEGw6w9Tg03IyrZl5p4GdYJxUE16IOMcQ0jQ8z6rUIih3ylht3cgCliqSR/kUW5eJwaVsBOe+BRTAuhOKgGfRAfDXmitRHA0ELRBmXak6/UMBfOcaFhtFdS80A1jGEcu490LCIUB9WgDzLmUHjUzQRLvlLDa87d6cYy6bQz9zg1DHfqLyVCKA6qQR9w5iUtNFLDajjIhZ6LEY2oBo9Tw5twigs9VU0oDqpBH1ANtNBIDVfMHeyBX337Uc/c49RwkhlqDxwy/E8oDqpBH1ANtNCq83IcvMTef/9SOug09bw9Tg2kF/NahvXp65hC/wlFQTXoA6qBFlqpIbM3RHVPbWwI30c/b89Tw/1WUKxnam2miMCmhgTVoBeoBlpoN1B68zMFw0qPVLwluAw8Tw3EsqpJRFjiJMFrBlSDXqAaaIHTq3QC1aAPqAZaoBp0AtWgD6gGWqAadALVoA+oBlqgGnQC1aAPqAZaoBp0AtWgD6gGWqAadALVoA+oBlqgGnQC1aAPqAZaoBp0AtWgD6gGWqAadALVoA+oBlqgGnQC1aAPqAZaoBp0AtWgD6gGWqAadALVoA+oBlqgGnQC1aAPqAZaoBp0AtWgD6gG+ayq5Bc7SXB9RlSDTqAa9AHVIJt3mbF73wntIPSxR6nh4ZLOyc9Mk1ziAdWgE6gGfXCPGm4UGGd93OHYKOEJPEkNR+MhMqk0+C+SiIdq0AlUgz64Rw3LjFfYp2rdBT73IDVcKhS5MYuQk/WY9eIRUQ06gWrQB/eooX8l29OYYgKfe5AaBpm+tT3fLV9YfJ9MVINOoBr0wT1qaGLfLXwhI/Bt8xw1WMLbcaGVjg2NBUA16ASqQR/co4YaPW1Pa8BlN6/bTZOclIQduSgVTf6DGVzoBCwWjYlq0AlUgz7sgJLZ38jk2wpT01TDndbJTioINlDqzTWYzoWOwweiMVENOoFq0IedUCH7G9n6jsLUatXQNO/cUERm31AcEI2JatAJVIM+uOeGItW+h/3Y4gKfe44ayGBHM2Ri4QzRiKgGnUA16INbOy+T8kLnZbSt8/IEdl56CqgGfXDXkKfx1sddeWLI04kyEJlUCvyXS8RDNegEqkEf3DZQesyuhThQ2u2gGvQB1SCfVRV9i07E6VXuBtWgD6gGWqAadALVoA+oBlqgGnQC1aAPqAZaoBp0AtWgD6gGWqAadALVoA+oBlqgGnQC1aAPqAZaoBp0AtWgD6gGWqyBGsniVCsqEUGAhlF11SUsUVEiQg0oKBGjblRDdccuWk1duvJxUjEYP4kITWOeUnfssmXVpXsqpqlEDD9GKo+48uqOrd1JVVDyhK5YQt2xtTupanikGn6qkSRBFEjF4KcsxKlLaAqXiFA1uIxEjDgoq+7YEKUuXahZKkZkrESESlBE3bEDA9WlKwKVJGLERkrlYQ5Vd2ztTqoywVUlYoSb1B1bw5Oqxk+5+AprpQZpXoIsVenSYIO6AxYSmu8hnw2QpipdFryk7oBtS6hL58IFmK0uYa1a6tLNhgvqErpQoq26dLqfVC50L6Qune4nlUxQDUpANcgA1aAMVENOUA0yQDUoA9VAD1SDElANMkA1KAPVkBNUgwxQDcpANdAD1aAEVIMMUA3KQDXkBNUgA1SDMlAN9EA1KAHVIANUgzJQDTlBNcgA1aAMVAM9UA1KQDXIANWgDFRDTtT/FzeqOyAFNWzMk2p4XV1CtWp4PU+qQeVJ5YJaNeh+UsnEfWo4NEVdupvDVJ55c75Ql86Ff4bdVJdwyiF16T5bqC6dC5mjflaXcLnUCtwC/Dw6U11CFxZ+pi6d7ieVC5/PUZdO95NKJu5TA4IgHgyqAUEQHlANCILwgGpAEIQHVAOCIDygGhAE4QHVgCAID6gGBEF40FUNPEM7buh5/PwC1rNOeHVF66mGPUxGzrfWhep4/PwC1rNOeHdF66mG7fBETa4M0fH4+QWsZ53w7opGNXgfWM864d0VjWrwPrCedcK7KxrV4H1gPeuEd1e0vmpYlOQX0vI72wvLokp+YW1HsjV5f1K8ObTpJdG0Z3onBhmjBl2bnxQU1OioRKIFBWyz9kvPZB9XR1rImW6lA0xF+p3lzcnr0K2esaJVV3QeqGd91VBm7u5P2ph3sy9STRN2bhkRyNZk7+Krv9s1Pl0i7Xt70hZH+ifM27ulYcR18UQ/AbtEwWVox74Y0p5N/f7etBU1wo7x5eR16FbPWNGqKzoP1LO+arjPPnUrar0M+xI+YcNLrTWZFbBKTlr22m09XLU+3gpaLJ7IEr7I+rjBGM2+qDTfkfpR88SsJ3PyPnSrZ6xo1RWdB+rZDW0NJ+ELQnpWsb1luzUrOFFu2utwkH3R4CWJRB2tYiWDehtPWFXLHHc58l6enLwO/eoZK5p9UlPReaCe3dEMGT6DkPKDbUFbTb5rSDkuM63PJvaxU2+JREtCM613ZttqLSBkVXGXI0fP5MnJ69CvnrGibc8qKjoP1LM71JAwmpCik21Be4PuoRZMs59kpQ1cyz4+30Ui0SXmADnld3dKM0K6D8px5Cdz8jb0q2esaNuziorOA/XsDjWwqqs4zBZ09PWc7Oh7WE7ax/5+kUS1R5C3WpEj5tuPQnaRx/Wef85YHeoZK5pFRUXngXp2S1vDHkL6V7S9ld0N3KC9nLQ5/n7BRPNjLY0+JKTY2p2FMrNT/w6f56MzVo96xoom6io6D9Sz/mp41LxcFiHfM++zb2XXZMfmMtLm/PsFE100rvW7TsiY5/oMsae2NSX3LPIo/5yxutQzVrTKis4D9ayvGt7ZtX9Z9VDbsIyZhj6bD2zpYa3JzH5rvtozxrBUIu3jf79Uotahra2PP/oG/mBPXW7u7k3tzTt4cvI+9KxnrGh1FZ0H6llPNZzpXtrfWLjvGfurbU1DjKHVJxByvXO0KbzuOvG0Of9+qUTb7NsRVa7OpX67qm9Iy2/5cvI+9KxnrGh1FZ0H6jl/rPLEM9gd0QKsaH3Qo55RDQhFsKL1AdVACzxjdQIrWh9QDbTAM1YnsKL1AdWAIIibQDUgCMIDqgFBEB5QDQiC8IBqQBCEB1QDgiA8oBoQBOEB1YAgCA+oBgRBeEA1IAjCA6oBQRAeUA0IgvCAakAQhAdUA4IgPKAaEAThAdWAIAgPqAYEQXhANSAIwgOqAUEQHlANCILwgGpAJLlWKind3WVA9AbVgEjyExguu7sMiN6gGhBpNmx3dwkQ3UE1IAjCA6ohv7M6pXKoj3/F1zN/HVYuMKjqgiz725YV9YP9K864a3tRtqb9zc0twn1LvXjJTSVFdAXVkN8pG9zz5dkTq0JVY2z/6RPKwzDbuxntoOHMaS2h0k1bHJsasvpC+QmzegWEf+XG4iJ6gWrI73Bf+7YwOdP6nFHP+Bf7egKzjH1aAUOy47wCo9hLij9LRF50S0kRXUE15He4m4VvYL7teSMstz5e8Rtk/7RRgSxHnOuBNS229w7AcP2LiegNqiG/w6nhHthl8Ae8Zn1cBhuv2hgGfzrirISPuCTlY9xRUERfUA35HUcTo7mr7ekajLI+jgInRxxxRsNxLklvwGEO3g+qIb/jUENgB9vTHXjB+tgfVu3muOOI0x/Oc0lGwO9uKCiiL6iG/A6vGkbC4SfijMKrhnwFqiG/w6uGRfDWE3FWONsaKkTrVzzEXaAa8ju8ajhjKJ+RM861gFr2HoqDMFTXEiJuAdWQ3+FVg/WeIdU22fKBS5xpjnEN4f/oXkpEd1AN+R1+NdxpDrGDX53WI+LP7DiZvSFh7MwU/7A0txQU0RdUQ36HXw3E8vGz0T4B5Ydddo3zWfNwc/xInEORL0A1IAjCA6oBQRAeUA0IgvCAakAQhAdUA4IgPKAaEAThAdWAIAgPqAYEQXhANSAIwgOqAUEQHlANCILwgGpAEIQHVAOCIDygGhAE4QHVgCAID6gGBEF4QDUgCMIDqgFBEB5QDQiC8IBqQBCEB1QDgiA8oBoQBOEB1YAgCA+oBgRBeEA1IAjCw/8BUL2adzK80LkAAAAASUVORK5CYII=)