diff --git a/inst/doc/v05_compoisson.R b/inst/doc/v05_compoisson.R index 7a51b159d47ad0bc5ece60b6f1a835103e596eda..7c52b22bf334468de74a78b5de62909098e2d72c 100644 --- a/inst/doc/v05_compoisson.R +++ b/inst/doc/v05_compoisson.R @@ -19,13 +19,12 @@ cmp ## ------------------------------------------------------------------------ set.seed(2016) -x <- rep(1:3, 2) -t <- rnorm(6, 5) -y <- rpois(6, lambda = x*t) -(da <- data.frame(x, t, y)) +x <- rep(1:3, 3) +y <- rpois(9, lambda = x) +(da <- data.frame(x, y)) ## Definindo o prditor do modelo -formula <- y ~ x + I(x^2) + offset(log(t)) +formula <- y ~ x + I(x^2) ##------------------------------------------- ## O framework @@ -34,18 +33,17 @@ formula <- y ~ x + I(x^2) + offset(log(t)) frame <- model.frame(formula, data = da) (X <- model.matrix(formula, data = da)) (y <- model.response(frame)) -(o <- model.offset(frame)) ## Utiliza como valores iniciais as estimativas dos parametros de um ## modelo GLM-Poisson -m0 <- glm.fit(x = X, y = y, offset = o, family = poisson()) -start <- c(phi = 0, m0$coefficients) +m0 <- glm.fit(x = X, y = y, family = poisson()) +(start <- c(phi = 0, m0$coefficients)) ## Otimiza a função de log-verossimilhança via bbmle library(bbmle) parnames(llcmp) <- names(start) mle2(llcmp, start = start, - data = list(y = y, X = X, offset = o, sumto = 50), + data = list(y = y, X = X, sumto = 50), vecpar = TRUE) @@ -103,8 +101,6 @@ m3C <- cmp(f3, data = capmosca) ## ------------------------------------------------------------------------ -library(bbmle) - ## Verossimilhancas dos modelos ajustados cbind("Poisson" = sapply(list(m1P, m2P, m3P), logLik), "COM-Poisson" = sapply(list(m1C, m2C, m3C), logLik)) @@ -129,6 +125,9 @@ summary(m3C) ## necessária convergencez(m3C) +## Reajustando o modelo +logLik(m3C <- cmp(f3, data = capmosca, sumto = 30)) + ## ------------------------------------------------------------------------ @@ -211,7 +210,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:30; py <- dcmp(y, p, phi, sumto = 50) + y <- 0:30 + py <- dcmp(y, exp(p), exp(phi), sumto = 50) sum(y*py) }) }) @@ -227,7 +227,7 @@ cols <- trellis.par.get("superpose.line")$col[1:2] key <- list( lines = list(lty = 1, col = cols), rect = list(col = cols, alpha = 0.1, lty = 3, border = NA), - text = list(c("Poisson", "COM-Poisson"))) + text = list(c("COM-Poisson", "Poisson"))) ## Gráfico dos valores preditos e IC de 95% para média update(xy, type = c("p", "g"), key = key, alpha = 0.7) + @@ -266,32 +266,18 @@ xtabs(~K + umid, data = soja) key <- list( type = "b", divide = 1, ## points = list(pch = 1, col = cols), - lines = list(pch = 1, lty = 1, - col = c(cols, trellis.par.get("dot.symbol")$col)), - text = list(c("Nº de grãos por parcela", "Nº de vagens viáveis", - "Nº de grãos por vagem"))) - -xy1 <- xyplot(ngra + nvag ~ K | umid, - data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g", "smooth"), - key = key, - layout = c(NA, 1), - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) - -xy2 <- xyplot(ngra/nvag ~ K | umid, - data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g", "smooth"), - layout = c(NA, 1), - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) + lines = list(pch = 1, lty = 1, col = cols), + text = list(c("Nº de grãos por parcela", "Nº de vagens viáveis"))) -print(xy1, split = c(1, 1, 1, 2), more = TRUE) -print(xy2, split = c(1, 2, 1, 2), more = FALSE) +xyplot(ngra + nvag ~ K | umid, + data = soja, + xlab = "Nível de adubação potássica", + ylab = "Contagem", + type = c("p", "g", "smooth"), + key = key, + layout = c(NA, 1), + strip = strip.custom( + strip.names = TRUE, var.name = "Umidade")) ## ------------------------------------------------------------------------ @@ -329,26 +315,11 @@ mvp2 <- xyplot(nvag[, "var"] ~ nvag[, "mean"], panel.abline(a = 0, b = 1, lty = 2) }) -##------------------------------------------- -## Para o número de grãos por vagem -xlim <- ylim <- extendrange(c(mv$ng2v), f = 0.05) -mvp3 <- xyplot(ng2v[, "var"] ~ ng2v[, "mean"], - data = mv, - xlim = xlim, ylim = ylim, - ylab = "Variância Amostral", - xlab = "Média Amostral", - main = "Número grãos por vagem", - panel = function(x, y) { - panel.xyplot(x, y, type = c("p", "r"), grid = TRUE) - panel.abline(a = 0, b = 1, lty = 2) - }) - -print(mvp1, split = c(1, 1, 3, 1), more = TRUE) -print(mvp2, split = c(2, 1, 3, 1), more = TRUE) -print(mvp3, split = c(3, 1, 3, 1), more = FALSE) +print(mvp1, split = c(1, 1, 2, 1), more = TRUE) +print(mvp2, split = c(2, 1, 2, 1), more = FALSE) -## ------------------------------------------------------------------------ +## ----ajuste2, cache = TRUE----------------------------------------------- ##------------------------------------------- ## Para o número de vagens viáveis por parcela @@ -380,21 +351,6 @@ m2P.ng <- glm(f2.ng, data = soja, family = poisson) m1C.ng <- cmp(f1.ng, data = soja, sumto = 700) m2C.ng <- cmp(f2.ng, data = soja, sumto = 700) -##------------------------------------------- -## Para o número de grãos produzidos por vagem - -## Preditores considerados -f1.gpv <- ngra ~ offset(log(nvag)) + bloc + umid + K -f2.gpv <- ngra ~ offset(log(nvag)) + bloc + umid * K - -## Ajustando os modelos Poisson -m1P.gpv <- glm(f1.gpv, data = soja, family = poisson) -m2P.gpv <- glm(f2.gpv, data = soja, family = poisson) - -## Ajustando os modelos COM-Poisson -m1C.gpv <- cmp(f1.gpv, data = soja, sumto = 350) -m2C.gpv <- cmp(f2.gpv, data = soja, sumto = 350) - ## ------------------------------------------------------------------------ @@ -402,11 +358,10 @@ m2C.gpv <- cmp(f2.gpv, data = soja, sumto = 350) ## Verossimilhancas dos modelos ajustados cbind("Poisson" = sapply( list("nvagem adtv" = m1P.nv, "nvagem mult" = m2P.nv, - "ngraos adtv" = m1P.ng, "ngraos mult" = m2P.ng, - "ngrapv adtv" = m1P.gpv, "ngrapv mult" = m2P.gpv), + "ngraos adtv" = m1P.ng, "ngraos mult" = m2P.ng), logLik), "COM-Poisson" = sapply( - list(m1C.nv, m2C.nv, m1C.ng, m2C.ng, m1C.gpv, m2C.gpv), + list(m1C.nv, m2C.nv, m1C.ng, m2C.ng), logLik)) ##------------------------------------------- @@ -420,10 +375,6 @@ anova(m1C.nv, m2C.nv) anova(m1P.ng, m2P.ng, test = "Chisq") anova(m1C.ng, m2C.ng) -## Dos modelos para o número de grão por vagem -anova(m1P.gpv, m2P.gpv, test = "Chisq") -anova(m1C.gpv, m2C.gpv) - ## ------------------------------------------------------------------------ ##------------------------------------------- @@ -437,10 +388,6 @@ summary(m2C.nv) summary(m2P.ng) summary(m2C.ng) -## o número de grão por vagem -summary(m1P.gpv) -summary(m1C.gpv) - ## ------------------------------------------------------------------------ @@ -449,17 +396,12 @@ summary(m1C.gpv) ## verificar se o ajuste proporcionou uma densidade válida se faz ## necessária -par(mfrow = c(1, 3)) - ## No modelo para o número de vagens viáveis convergencez(m2C.nv) ## No modelo para o número de grão por parcela convergencez(m2C.ng) -## No modelo para o número de grão por vagem -convergencez(m1C.gpv) - ## ------------------------------------------------------------------------ @@ -474,10 +416,6 @@ plot(m2P.nv) par(mfrow = c(2, 2)) plot(m2P.ng) -## Avaliação do modelo para o número de grão por vagem -par(mfrow = c(2, 2)) -plot(m1P.gpv) - ## ---- cache = TRUE------------------------------------------------------- @@ -509,33 +447,20 @@ m2Cfixed.ng <- cmp(f2.ng, data = soja, fixed = list("phi" = 0), sumto = 700) anova(m2C.ng, m2Cfixed.ng) -##------------------------------------------- -## No modelo para o número de grão por vagem -## Usando o ajuste Poisson -trv <- 2 * (logLik(m1C.gpv) - logLik(m1P.gpv)) -attributes(trv) <- NULL -round(c(trv, pchisq(trv, 1, lower = FALSE)), digits = 5) - -## Reajustando o COM-Poisson para phi = 0 (ou equivalente nu = 1) -m1Cfixed.gpv <- cmp(f1.gpv, data = soja, fixed = list("phi" = 0), - sumto = 350) -anova(m1C.gpv, m1Cfixed.gpv) +## ----perf2, echo = FALSE, warnings = FALSE------------------------------- ##------------------------------------------- ## Via perfis de log-verossimilhança perf.nv <- profile(m2C.nv, which = "phi") perf.ng <- profile(m2C.ng, which = "phi") -perf.gpv <- profile(m1C.gpv, which = "phi") - -par(mfrow = c(1, 3)) -plot(perf.nv) -plot(perf.ng) -plot(perf.gpv) confint(perf.nv) confint(perf.ng) -confint(perf.gpv) + +par(mfrow = c(1, 2)) +plot(perf.nv) +plot(perf.ng) ## ------------------------------------------------------------------------ @@ -556,14 +481,6 @@ corrplot.mixed(Corr, lower = "number", upper = "ellipse", Vcov.ng <- vcov(m2C.ng) Corr <- cov2cor(Vcov.ng) -corrplot.mixed(Corr, lower = "number", upper = "ellipse", - diag = "l", tl.pos = "lt", tl.col = "black", - tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)]) - -## No modelo para o número de grão por vagem -Vcov.gpv <- vcov(m1C.gpv) -Corr <- cov2cor(Vcov.gpv) - corrplot.mixed(Corr, lower = "number", upper = "ellipse", diag = "l", tl.pos = "lt", tl.col = "black", tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)]) @@ -617,13 +534,6 @@ colnames(aux) <- c("fit", "lwr", "upr") aux <- data.frame(modelo = "Poisson", aux) predP.ng <- cbind(pred, aux) -## No modelo para o número de grãos por vagem -aux <- exp(confint(glht(m1P.gpv, linfct = X1), - calpha = univariate_calpha())$confint) -colnames(aux) <- c("fit", "lwr", "upr") -aux <- data.frame(modelo = "Poisson", aux) -predP.gpv <- cbind(pred, aux) - ##---------------------------------------------------------------------- ## Considerando a COM-Poisson @@ -649,7 +559,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:200; py <- dcmp(y, p, phi, sumto = 300) + y <- 0:200 + py <- dcmp(y, exp(p), exp(phi), sumto = 300) sum(y*py) }) }) @@ -678,42 +589,14 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:350; py <- dcmp(y, p, phi, sumto = 700) + y <- 0:350 + py <- dcmp(y, exp(p), exp(phi), sumto = 700) sum(y*py) }) }) aux <- data.frame(modelo = "COM-Poisson", aux) predC.ng <- cbind(pred, aux) -##------------------------------------------- -## No modelo para o número de grãos por vagem -## Obtendo os parâmetros da distribuição (lambdas e phi) -betas <- coef(m1C.gpv)[-1] -phi <- coef(m1C.gpv)[1] -loglambdas <- X1 %*% betas - -## Obtendo os erros padrão das estimativas -## Obs.: Deve-se usar a matriz de variâncias e covariâncias -## condicional, pois os parâmetros de locação (betas) e dispersão -## (phi) não são ortogonais. -Vc <- Vcov.gpv[-1, -1] - Vcov.gpv[-1, 1] %*% - solve(Vcov.gpv[1, 1]) %*% Vcov.gpv[1, -1] -U <- chol(Vc) -se <- sqrt(apply(X1 %*% t(U), MARGIN = 1, FUN = function(x) { - sum(x^2) -})) - -aux <- c(loglambdas) + outer(se, qn, FUN = "*") -aux <- apply(aux, MARGIN = 2, - FUN = function(col) { - sapply(col, FUN = function(p) { - y <- 0:30; py <- dcmp(y, p, phi, sumto = 50) - sum(y*py) - }) - }) -aux <- data.frame(modelo = "COM-Poisson", aux) -predC.gpv <- cbind(pred, aux) - ##------------------------------------------- ## Visualizando os valores preditos intervalares pelos dois modelos da.nv <- rbind(predP.nv, predC.nv) @@ -722,9 +605,6 @@ da.nv <- da.nv[with(da.nv, order(umid, K, modelo)), ] da.ng <- rbind(predP.ng, predC.ng) da.ng <- da.ng[with(da.ng, order(umid, K, modelo)), ] -da.gpv <- rbind(predP.gpv, predC.gpv) -da.gpv <- da.gpv[with(da.gpv, order(umid, K, modelo)), ] - source(paste0("https://gitlab.c3sl.ufpr.br/leg/legTools/raw/", "issue%2315/R/panel.segplot.by.R")) @@ -768,50 +648,10 @@ xy2 <- xyplot(ngra ~ K | umid, data = soja, panel = panel.segplot.by, f = 0.1, as.table = TRUE) ) -xy3 <- xyplot(ngra/nvag ~ K | umid, data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g"), alpha = 0.7, - ## key = key, - layout = c(NA, 1), - as.table = TRUE, - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) + - as.layer( - segplot( - K ~ lwr + upr | umid, - centers = fit, groups = modelo, data = da.gpv, - grid = TRUE, horizontal = FALSE, draw = FALSE, - lwd = 2, pch = 1:nlevels(da$modelo) + 3, - panel = panel.segplot.by, f = 0.1, as.table = TRUE) - ) - ## x11(width = 10, height = 50) -print(xy1, split = c(1, 1, 1, 3), more = TRUE) -print(xy2, split = c(1, 2, 1, 3), more = TRUE) -print(xy3, split = c(1, 3, 1, 3), more = FALSE) - - -## ---- eval = FALSE------------------------------------------------------- -## -## ## Testando o termo offset -## -## ##====================================================================== -## ## offset 2 e lambda = 5 -## trat <- rep(letters[1:3], 30) -## X <- model.matrix(~trat) -## betas <- c(-0.5, -2, 1.5) -## lambdas <- exp(X %*% betas) -## y <- rpois(nrow(X), lambda = lambdas * 2) -## -## kk <- data.frame(trat = trat, o = 2, y = y) -## kkm <- cmp(y ~ offset(log(o)) + trat, data = kk, sumto = 50) -## kkg <- glm(y ~ offset(log(o)) + trat, data = kk, family = poisson) -## -## cbind(coef(kkm), c(NA, coef(kkg))) -## -## ##====================================================================== -## +print(xy1, split = c(1, 1, 1, 2), more = TRUE) +print(xy2, split = c(1, 2, 1, 2), more = FALSE) + ## ------------------------------------------------------------------------ @@ -896,6 +736,9 @@ summary(m4C) ## necessária convergencez(m4C) +## Reajustando o modelo +logLik(m4C <- cmp(f4, data = capdesfo, sumto = 30)) + ## ------------------------------------------------------------------------ @@ -919,8 +762,11 @@ round(c(trv, pchisq(trv, 1, lower = FALSE)), digits = 5) m4Cfixed <- cmp(f4, data = capdesfo, fixed = list("phi" = 0)) anova(m4C, m4Cfixed) + +## ----perf3, cache = TRUE------------------------------------------------- + ## Via perfil de log-verossimilhança -perf <- profile(m4C, which = 1) +perf <- profile(m4C, which = "phi") confint(perf) plot(perf) @@ -979,7 +825,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:50; py <- dcmp(y, p, phi, sumto = 100) + y <- 0:50 + py <- dcmp(y, exp(p), exp(phi), sumto = 100) sum(y*py) }) }) @@ -990,6 +837,13 @@ predC <- cbind(pred, aux) ## Visualizando os valores preditos intervalares pelos dois modelos da <- rbind(predP, predC) +## Legenda +cols <- trellis.par.get("superpose.line")$col[1:2] +key <- list( + lines = list(lty = 1, col = cols), + rect = list(col = cols, alpha = 0.1, lty = 3, border = NA), + text = list(c("COM-Poisson", "Poisson"))) + ## Gráfico dos valores preditos e IC de 95% para média update(xy, type = c("p", "g"), key = key, alpha = 0.7) + as.layer(xyplot(fit ~ des | est, @@ -1005,6 +859,124 @@ update(xy, type = c("p", "g"), key = key, alpha = 0.7) + panel = panel.superpose)) +## ------------------------------------------------------------------------ + +## Reparametriza para a média (aproximada) +llcmp3 <- function (params, y, X, offset = NULL, sumto = 50) { + betas <- params[-1] + phi <- params[1] + nu <- exp(phi) + if (is.null(offset)) + offset <- 0 + ##------------------------------------------- + ## Reparametrização para a média + mu <- exp(X %*% betas) + Xb <- nu * log(mu + (nu - 1)/(2 * nu)) + ##------------------------------------------- + i <- 0:sumto + zs <- sapply(Xb, function(loglambda) sum(exp(i * loglambda - + nu * lfactorial(i)))) + Z <- sum(log(zs)) + ll <- sum(y * Xb - nu * lfactorial(y)) - Z + return(-ll) +} + + +## ------------------------------------------------------------------------ + +## Modifica framework para llcmp3 +cmp3 <- function (formula, data, start = NULL, sumto = NULL, ...) { + frame <- model.frame(formula, data) + terms <- attr(frame, "terms") + y <- model.response(frame) + X <- model.matrix(terms, frame) + ## off <- model.offset(frame) + ## if (is.null(sumto)) + ## sumto <- ceiling(max(y)^1.5) + if (is.null(start)) { + m0 <- glm.fit(x = X, y = y, family = poisson()) + start <- c(phi = 0, m0$coefficients) + } + bbmle::parnames(llcmp3) <- names(start) + model <- bbmle::mle2(llcmp3, start = start, data = list(y = y, + X = X), vecpar = TRUE, ...) + return(model) +} + + +## ------------------------------------------------------------------------ + +## Ajustando o modelo +m4C2 <- cmp3(f4, data = capdesfo) +convergencez(m4C2) + + +## ------------------------------------------------------------------------ + +## Perfis de verossimilhança para phi +perf <- profile(m4C2, which = "phi") +confint(perf) +plot(perf) + + +## ------------------------------------------------------------------------ + +##------------------------------------------- +## Verificando a matriz de variâncias e covariâncias +Vcov <- vcov(m4C2) +Corr <- cov2cor(Vcov) + +corrplot.mixed(Corr, lower = "number", upper = "ellipse", + diag = "l", tl.pos = "lt", tl.col = "black", + tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)]) + + +## ------------------------------------------------------------------------ + +X <- m4C2@data$X +mu <- c(exp(X %*% coef(m4C2)[-1])) + +##------------------------------------------- +## Considerando a COM-Poisson reparametrizada para a média +f4; f4[-2] +X <- model.matrix(f4[-2], data = pred) + +betas <- coef(m4C2)[-1] +phi <- coef(m4C2)[1] +logmu <- X %*% betas + +## Obtendo os erros padrão das estimativas +## Obs.: Deve-se usar a matriz de variâncias e covariâncias +## condicional, pois os parâmetros de locação (betas) e dispersão +## (phi) não são ortogonais. +Vc <- Vcov[-1, -1] - Vcov[-1, 1] %*% solve(Vcov[1, 1]) %*% Vcov[1, -1] +U <- chol(Vc) +se <- sqrt(apply(X %*% t(U), MARGIN = 1, FUN = function(x) { + sum(x^2) +})) + +aux <- exp(c(logmu) + outer(se, qn, FUN = "*")) +aux <- data.frame(modelo = "COM-Poisson", aux) +predC2 <- cbind(pred, aux) + +##------------------------------------------- +## Visualizando os valores preditos intervalares pelos dois modelos +da <- rbind(predP, predC2) + +update(xy, type = c("p", "g"), key = key, alpha = 0.7) + + as.layer(xyplot(fit ~ des | est, + groups = modelo, + data = da, + type = "l", + ly = da$lwr, + uy = da$upr, + cty = "bands", + alpha = 0.5, + prepanel = prepanel.cbH, + panel.groups = panel.cbH, + panel = panel.superpose)) + + ## ------------------------------------------------------------------------ data(ninfas) @@ -1060,8 +1032,8 @@ m1P <- glm(f1, data = ninfas, family = poisson) m2P <- glm(f2, data = ninfas, family = poisson) ## Ajustando os modelos COM-Poisson -m1C <- cmp(f1, data = ninfas, sumto = 600) -m2C <- cmp(f2, data = ninfas, sumto = 600) +m1C <- cmp(f1, data = ninfas, sumto = 800) +m2C <- cmp(f2, data = ninfas, sumto = 800) ## ------------------------------------------------------------------------ @@ -1088,7 +1060,7 @@ summary(m1C) ## constante de normalização Z. Assim uma visualização pós ajuste para ## verificar se o ajuste proporcionou uma densidade válida se faz ## necessária -convergencez(m1C, incremento = 100, maxit = 10) +convergencez(m1C) ## ------------------------------------------------------------------------ @@ -1113,8 +1085,11 @@ round(c(trv, pchisq(trv, 1, lower = FALSE)), digits = 5) m1Cfixed <- cmp(f1, data = ninfas, fixed = list("phi" = 0)) anova(m1C, m1Cfixed) + +## ----perf4, cache = TRUE, warnings = FALSE------------------------------- + ## Via perfil de log-verossimilhança -perf <- profile(m1C, which = 1) +perf <- profile(m1C, which = "phi") confint(perf) plot(perf) @@ -1186,7 +1161,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:400; py <- dcmp(y, p, phi, sumto = 600) + y <- 0:400 + py <- dcmp(y, exp(p), exp(phi), sumto = 600) sum(y*py) }) }) diff --git a/inst/doc/v05_compoisson.html b/inst/doc/v05_compoisson.html index 549848a193a760c71cd899a55aeab8f2c4b5de9c..210f2e2e8a8f2f396c530ffe6634afdd742e9deb 100644 --- a/inst/doc/v05_compoisson.html +++ b/inst/doc/v05_compoisson.html @@ -129,6 +129,11 @@ table.header { <li><a href="#comparacao-dos-ajustes-2">Comparação dos ajustes</a></li> <li><a href="#avaliando-modelo-proposto-2">Avaliando modelo proposto</a></li> <li><a href="#predicao-2">Predição</a></li> +<li><a href="#reparametrizacao-para-a-media">Reparametrização para a média</a><ul> +<li><a href="#definindo-a-log-verossimilhanca">Definindo a log-verossimilhança</a></li> +<li><a href="#definindo-a-funcao-de-ajuste">Definindo a função de ajuste</a></li> +</ul></li> +<li><a href="#ajustando-o-modelo-reparametrizado-para-a-media">Ajustando o modelo reparametrizado para a média</a></li> </ul></li> <li><a href="#ocorrencia-de-ninfas-de-mosca-branca-em-variedades-de-soja">Ocorrência de ninfas de mosca-branca em variedades de soja</a><ul> <li><a href="#analise-exploratoria-3">Análise Exploratória</a></li> @@ -152,14 +157,12 @@ table.header { \]</span></p> <p>em que <span class="math inline">\(Z(\lambda_i, \nu) = \sum_{j=0}^\infty \lambda_i^j (j!)^{-\nu}\)</span> e <span class="math inline">\(\lambda_i = \exp(X_i\beta)\)</span></p> <pre class="r"><code>llcmp</code></pre> -<pre><code>## function (params, y, X, offset = NULL, sumto = ceiling(max(y)^1.5)) +<pre><code>## function (params, y, X, sumto = ceiling(max(y)^1.2)) ## { ## betas <- params[-1] ## phi <- params[1] ## nu <- exp(phi) -## if (is.null(offset)) -## offset <- 0 -## Xb <- X %*% betas + offset +## Xb <- X %*% betas ## i <- 0:sumto ## zs <- sapply(Xb, function(loglambda) sum(exp(i * loglambda - ## nu * lfactorial(i)))) @@ -169,9 +172,7 @@ table.header { ## } ## <environment: namespace:MRDCr> ## attr(,"parnames") -## [1] "phi" "(Intercept)" "blocII" "blocIII" -## [5] "blocIV" "blocV" "umid50" "umid62,5" -## [9] "K30" "K60" "K120" "K180"</code></pre> +## [1] "phi" "(Intercept)" "x" "I(x^2)"</code></pre> <p><strong>Detalhes computacionais</strong></p> <ul> <li><p>Reparametrização do parâmetro <span class="math inline">\(\nu\)</span> para <span class="math inline">\(\phi = \exp(\nu)\)</span>. Assim o espaçõ paramétrico do modelo são os reais <span class="math inline">\(\Re^n\)</span>.</p></li> @@ -195,34 +196,38 @@ table.header { ## terms <- attr(frame, "terms") ## y <- model.response(frame) ## X <- model.matrix(terms, frame) -## off <- model.offset(frame) +## if (!is.null(model.offset(frame))) { +## stop("Este modelo ainda nao suporta offset") +## } ## if (is.null(sumto)) -## sumto <- ceiling(max(y)^1.5) +## sumto <- ceiling(max(y)^1.2) ## if (is.null(start)) { -## m0 <- glm.fit(x = X, y = y, offset = off, family = poisson()) +## m0 <- glm.fit(x = X, y = y, family = poisson()) ## start <- c(phi = 0, m0$coefficients) ## } ## bbmle::parnames(llcmp) <- names(start) ## model <- bbmle::mle2(llcmp, start = start, data = list(y = y, -## X = X, offset = off, sumto = sumto), vecpar = TRUE, ...) +## X = X, sumto = sumto), vecpar = TRUE, ...) ## return(model) ## } ## <environment: namespace:MRDCr></code></pre> <p>Um exemplo de como são construídas as matrizes, definidos os chutes iniciais e ajustados os modelos na função:</p> <pre class="r"><code>set.seed(2016) -x <- rep(1:3, 2) -t <- rnorm(6, 5) -y <- rpois(6, lambda = x*t) -(da <- data.frame(x, t, y))</code></pre> -<pre><code>## x t y -## 1 1 4.085258 2 -## 2 2 6.001248 16 -## 3 3 4.943577 13 -## 4 1 5.296645 3 -## 5 2 2.208529 5 -## 6 3 4.717260 9</code></pre> +x <- rep(1:3, 3) +y <- rpois(9, lambda = x) +(da <- data.frame(x, y))</code></pre> +<pre><code>## x y +## 1 1 0 +## 2 2 1 +## 3 3 5 +## 4 1 0 +## 5 2 2 +## 6 3 1 +## 7 1 1 +## 8 2 4 +## 9 3 0</code></pre> <pre class="r"><code>## Definindo o prditor do modelo -formula <- y ~ x + I(x^2) + offset(log(t)) +formula <- y ~ x + I(x^2) ##------------------------------------------- ## O framework @@ -237,34 +242,36 @@ frame <- model.frame(formula, data = da) ## 4 1 1 1 ## 5 1 2 4 ## 6 1 3 9 +## 7 1 1 1 +## 8 1 2 4 +## 9 1 3 9 ## attr(,"assign") ## [1] 0 1 2</code></pre> <pre class="r"><code>(y <- model.response(frame))</code></pre> -<pre><code>## 1 2 3 4 5 6 -## 2 16 13 3 5 9</code></pre> -<pre class="r"><code>(o <- model.offset(frame))</code></pre> -<pre><code>## [1] 1.4073849 1.7919674 1.5980892 1.6670736 0.7923267 1.5512280</code></pre> +<pre><code>## 1 2 3 4 5 6 7 8 9 +## 0 1 5 0 2 1 1 4 0</code></pre> <pre class="r"><code>## Utiliza como valores iniciais as estimativas dos parametros de um ## modelo GLM-Poisson -m0 <- glm.fit(x = X, y = y, offset = o, family = poisson()) -start <- c(phi = 0, m0$coefficients) - -## Otimiza a função de log-verossimilhança via bbmle +m0 <- glm.fit(x = X, y = y, family = poisson()) +(start <- c(phi = 0, m0$coefficients))</code></pre> +<pre><code>## phi (Intercept) x I(x^2) +## 0.000000 -5.144583 5.096001 -1.050030</code></pre> +<pre class="r"><code>## Otimiza a função de log-verossimilhança via bbmle library(bbmle) parnames(llcmp) <- names(start) mle2(llcmp, start = start, - data = list(y = y, X = X, offset = o, sumto = 50), + data = list(y = y, X = X, sumto = 50), vecpar = TRUE)</code></pre> <pre><code>## ## Call: ## mle2(minuslogl = llcmp, start = start, data = list(y = y, X = X, -## offset = o, sumto = 50), vecpar = TRUE) +## sumto = 50), vecpar = TRUE) ## ## Coefficients: ## phi (Intercept) x I(x^2) -## 0.3338908 -4.5188932 5.4556688 -1.1173870 +## -0.5769066 -4.4398609 4.0697971 -0.8354618 ## -## Log-likelihood: -11.13</code></pre> +## Log-likelihood: -13.44</code></pre> <!--==================================================================== --> <!----> </div> @@ -343,9 +350,7 @@ m3C <- cmp(f3, data = capmosca)</code></pre> </div> <div id="comparacao-dos-ajustes" class="section level2"> <h2>Comparação dos ajustes</h2> -<pre class="r"><code>library(bbmle) - -## Verossimilhancas dos modelos ajustados +<pre class="r"><code>## Verossimilhancas dos modelos ajustados cbind("Poisson" = sapply(list(m1P, m2P, m3P), logLik), "COM-Poisson" = sapply(list(m1C, m2C, m3C), logLik))</code></pre> <pre><code>## Poisson COM-Poisson @@ -404,14 +409,14 @@ summary(m3P)</code></pre> ## ## Call: ## bbmle::mle2(minuslogl = llcmp, start = start, data = list(y = y, -## X = X, offset = off, sumto = sumto), vecpar = TRUE) +## X = X, sumto = sumto), vecpar = TRUE) ## ## Coefficients: ## Estimate Std. Error z value Pr(z) -## phi 1.125858 0.261906 4.2987 1.718e-05 *** -## (Intercept) 6.824427 1.817389 3.7551 0.0001733 *** -## dexp -0.499138 0.266245 -1.8747 0.0608297 . -## I(dexp^2) 0.084627 0.050231 1.6848 0.0920312 . +## phi 1.125801 0.261944 4.2979 1.724e-05 *** +## (Intercept) 6.824074 1.817549 3.7545 0.0001737 *** +## dexp -0.499139 0.266247 -1.8747 0.0608317 . +## I(dexp^2) 0.084627 0.050231 1.6848 0.0920341 . ## --- ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 ## @@ -424,7 +429,10 @@ summary(m3P)</code></pre> ## verificar se o ajuste proporcionou uma densidade válida se faz ## necessária convergencez(m3C)</code></pre> -<p><img 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" 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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>## Reajustando o modelo +logLik(m3C <- cmp(f3, data = capmosca, sumto = 30))</code></pre> +<pre><code>## 'log Lik.' -56.49274 (df=4)</code></pre> <pre class="r"><code>## Dado que o modelo COM-Poisson leva as mesmas estimativas pontuais que ## o modelo Poisson a análise de diagnóstico padrão pode ser utilizada par(mfrow = c(2, 2)) @@ -509,7 +517,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:30; py <- dcmp(y, p, phi, sumto = 50) + y <- 0:30 + py <- dcmp(y, exp(p), exp(phi), sumto = 50) sum(y*py) }) }) @@ -525,7 +534,7 @@ cols <- trellis.par.get("superpose.line")$col[1:2] key <- list( lines = list(lty = 1, col = cols), rect = list(col = cols, alpha = 0.1, lty = 3, border = NA), - text = list(c("Poisson", "COM-Poisson"))) + text = list(c("COM-Poisson", "Poisson"))) ## Gráfico dos valores preditos e IC de 95% para média update(xy, type = c("p", "g"), key = key, alpha = 0.7) + @@ -540,7 +549,7 @@ update(xy, type = c("p", "g"), key = key, alpha = 0.7) + prepanel = prepanel.cbH, panel.groups = panel.cbH, panel = panel.superpose))</code></pre> -<p><img 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ZmZ6bTfHFBgAQAAAFgYCiwAAAAAC0OBBQAAAGBhKLAAAAAALAwFFgAAAICFocACAAAAsDCO53nWGe5XZmZm3759Gc6NpNdqSSAQi8WsAjgVvV6PQ20bBoPBZDJJJBLWQZyCTqcTCAQikYh1EKeAtxGb0ev1PM8zfBsRCoXHjh2LjY21/VO3hv/MFRUVAQEBP/zwA6sANVeu0G/HvebNZRXAqZSVlfn7+3McxzpI66dWq7VarZeXF+sgTqGmpkYqlbq4uLAO0vrxPF9eXh4QEMA6iFNoaGjQ6XQM30bGjRtXUVGBAuveSaXSdu3asXr2Gh+f2gEDwvHOaBMuLi5BQUEosGxArVZrNBpvb2/WQZxCdXW1TCZDgWUDPM+7uroGBwezDuIUmBdYUqmU1VNjDJaFoGMfAAAA/oACy2IU5RWafftZpwAAAAD2UGBZjr9fpcnEOgQAAACwhwLLkrjRo1hHAAAAAPZQYFmYgshUWck6BQAAALCEAsvSeL54zVpy/NnFAAAA4J6hwLI0juNeWUGYRAAAAMCJocCyAjc3BesIAAAAwBAKLGtp+G476wgAAADABgosa6nx8TaWlbNOAQAAAAxg/nGrGTy4lCiEdQoAAACwPfRgWRevVrOOAAAAALaGAsu6FF9vNeTksE4BAAAANoUCy7q4uQ8LPD1ZpwAAAACbQoFlZWJxiZ8f6xAAAABgUyiwbEFx6pRJqWSdAgAAAGwEBZZNtA3XHDzEOgQAAADYCAosm/D3q5k0kXUIAAAAsBEUWLaj4HkymVinAAAAAKtDgWVDZWV1773POgQAAABYHQosGwoMrJ8xnXUIAAAAsDoslWNboaEKrJ9zr5RK5eHDhy9fvhwdHT148GBPTDAGAAD2Cj1YDKj37GUdwfFcunTpqaeeKigo8PHxKSoqWrJkyfnz51mHAgAAaB56sBioFgolZeXCAH/WQRyGTqdbs2bNkiVLunXrVlxcHBQU1K9fv3Xr1n388ccymYx1OgAAgBuhB4uFEcNLUV3djczMTA8Pj27dujW2JCYm+vv7Z2RkMEwFAABwKyiwmDHV1LCO4DDUarW7u/sNjR4eHg0NDUzyAAAA3B4KLGZKzv2u3vUD6xSOoW3btrm5uSqVqrFFrVZnZmZGRESwCwUAAHBLKLDYGdC/eshg1iEcQ1BQ0MCBA996662ioiIiKikpefvtt3v16hUWFsY6GgAAQDMwyJ0pNzfWCRzGo48++v3337/88svFxcWBgYFjx46dNGkS61AAAADNQ4HFmKKuzvvILy7jx7EOYu+EQuGUKVOmTJmSn58fHh7OcRzrRAAAALeEU4SseXhUiVDm3gWpVMo6AgAAwB2gwGKPGz2KdQQAAACwJBRYdkFBZCi4yjoFAAAAWAYKLHtRumuXIT+fdQoAAACwAIz+sRfckqfKsA40AABAq4AeLAAAAAALQ4FlXxTHj2uPn2CdAgAAAO4LCiw706tXpVTCOgQAAADcFxRY9icpiXUCAAAAuC8osOyRgkizbz/rFAAAAHCPUGDZqSoiY1ER6xQAAABwLzBNg70aOaIUszYAAAA4JvRg2TVFRQWv1bJOAQAAAHcHBZZ9MxqVH3zIOgQAAADcHRRY9i0wsH7Zs6xDAAAAwN1BgeUAFKwDAAAAwF1BgeUYitauM9XVsU4BAAAALYICyzFwjy/gNRrWKQAAAKBFUGA5CLm8NCCAdQgAAABoERRYjkRx9Zr2xEnWKQAAAOAOUGA5lLZhFcXFrEMAAADAHaDAcjDcxAdZRwAAAIA7QIHleBREunO/s04BAAAAt4QCyyFV1NZqfv6ZdQoAAABoHhZ7dkz9+1VhKWgAAAB7hR4sB6YgMpaUsE4BAAAAN0KB5dhKPttkqqxknQIAAAD+AqcIHRu34uUSnCsEAACwM+jBahWMRjIYWIcAAACA61BgWUBOmSpHwXIlZkVNTe3qtxgGAAAAuAGv0xl+P886BTMosCygnb+b9pqeZQJfX9Uzz7AMAAAA8FfqnTur/f1Zp2AGBZYFcBz1CveXK5iGkLuzfX4AAICmaqZOpbZhrFMwgwLLkk5nVai1LMdCFf18WPPTTwwDAAAA8Mp6fOdHgWVJ8Zz8XC7LSRO4wYMq20czDAAAAE7OpFQWv/MO6xTsocCyJF9X6TDPQLYZuPC2+N4AAACsCFxc6JUVrFOwhwLL8uQKOpvDePLPok2fm2pr2WYAAAAnpBCJSCplnYI9FFhWIS435ZcoGQbgJk8ylpQyDAAAAM5Gc+Bg0dlzrFPYC8zkbhU92/qTiVhWWJ6e5Z6emOEdAABspiooiOucwDqFvUAPlhW5FvLXyusZBlAQ1W/8hNcznaMLAACcgIKIUF01wazA4nme1VPbjFDAnTpeotUbGWaoGzfWVFbGMAAAALR66t17WEewOwwKrKqqqjVr1kRFRRmaLJ939uzZ119/ffXq1RMmTMjPz7d9qrtVU1OTkZFx9epVo/F6/WQwGFQqlVqtblo7zunW3q9cyCgjEREFB5eGhrIMAAAArZohJ6faz6+ZdoOhqqoqKytLo9HYPhVzth6DlZ+f//TTT8+fPz8vL6+xUa1WP/HEEykpKSKRaNOmTQsWLDh48KCNg7Ucz/ObN2/et29fQECATqfjeX727NnB7jGVlZVisZjneZPJFBwc7Onp2bgJl29Qh3AyCbNKS0Ek/9d69ycXcmIxqwwAANAqlUVFUVTUDY2FhYVpaWkikejUDz+oVKoJEyZMmzaNSTxWbF1gRURE7Nq1q7CwsGnj999/36lTJ5FIREQjR46cP3++UqmUy+U2ztZCe/bsOXv27Icffujr60tEaWlpL7zwwlsvfxAVFSWVSolIpVIVFBRIpVKZTGbexGgyff1T7vxRcQxjK6dOcaut5Zr7kgEAAHAPTJWVJRxHPj43tNfV1Z08ebJv374+Pj7T+/XTarWrVq3y8/MbPHgwk5xM2MUg98zMTL8/PviDg4MFAkFJSQnbSLexffv2xYsXm6srInrggQdMJpOLi4v0j2k/3Nzc/Pz8KioqGjfxlEn+lsiyuiIiCg4uQXUFAACWU7/xk2anvLpy5Up0dHRg4PWZtwMDA5944ont27fbNh1jdjFNQ3l5ube3t/k2x3Hu7u765i58U6vVgYGBSmUzsx+0b9++uLjYuimJiIjn+aKiIqlU2vTpDAaD0WjUarWNLUKhUKPRNG0hIkke5buq3GQigYCzQdRmZZpM8jdXc0ueIpFd/OnvjT3X362Pbf5nARFpNJqamhrWKZwFXtgWUffUYjKZ6KbP5erq6rCwMPPntUStVqvVMpns2rVrtj/ser1+0qRJZTdd7CWXy0tLS11cXKz31HbxKevp6Vlf/+d0BlqttrHsbcrFxaWoqKjp0HizkydPvvTSS81uYg0BAQE8zzd9OpFIJBQKJRJJY4vJZJJKpU1bzMRl2r0VZdMH3niu2pb4JU8FeHgI7PUM7B2VlpYGBARwHLMi1XloNBqNRuPl5cU6iFOoqamRyWSN4wrAenieLysrs9lHRmvFq9Ulrq7ut7jX09PTaDSau0tkBoOnp2d1dXVwcLDtD7tQKNy8eXOPHj1uaHd1dZVaebp5uyiw2rZte+DAAfNtpVLp7e3d2KF1g2YHZsnlco7jBAIbne4cPXr0v//975dfftkc5uLFiwaDQaPRGAwGsVhMRGq1uqKiom3btjcXAe18Pdr5eijZ1gZhYWVEDj0HqUAgQIFlAxzH2fJ/lpPD0bYZ84XeONT3Q717T7XJyI0bd6sHREVF/fLLL8HBweYP6Lq6uo0bN44ePdr2h10gEMjl8lsVFVbFpsAymUyN/xLRxIkTV61aZR7YfujQoXnz5tnzS3/69OmVlZULFy6MjY1taGgoLCx85ZVXPD09s7KyXF1dTSaTRqMJCgpyc3O71R7kCrrmofNyv7F/y5YUOp37uvc8lj9HQqazSAAAgKOp7t+f5LfqvSIi8vX17dq16+HDh+VyeebhwwUFBYMGDRo/frzNEtoDBgXWrl27du7cSUQvvvjihAkTBgwYEBQU9OGHHy5ZsqRr165VVVWrVq2yfaqWEwgETz311MSJE80VVceOHQ0GAynlfn5+DQ0NHMe5ubmJ7jTCqTpTdUxfPLZnuG0yN0MiqZ83V240ciiwAACgxRREt6+uzCIjI0NCQoqLi/31+qVLlwYFBVk/mn1hUGCNHz9+/Pjxn332WdPGyZMnT5482fZh7lloaGjoHxN4mselSiSSmwdd3UrnYO/O5M1ysUIiCgoqdvBzhQAAYDPGsvLSTz+ll19q4eOlUmloaGhHLy/nHMppv2finIFcQdX12js/zpoUBkPNildMzV2bCQAA0IgTCujpJaxTOAwUWIyVXlAeOadgmUAkanj1lRJrXqoKAACtQImvL7nf+eQgmKHAYuyBtn7j/FmfppPJSCRSEBkKChgnAQAAe8PzdWvXKbSMz7c4HBRYdkGuoKo69mthlu0/YMjOZp0CAADsCG8w1A8b1uyM7XAbKLDsRf7vNb/nVjIO8fiCsvbtGWcAAAB7UiwWU+cE1ikcDwosezGgXVAfmS/rFERECiL17t1004z5AADgVLTHTyguXGCdwlGhwLIvcgWVVjWwTkHVMTG602dYpwAAAJYqqqspPp51CkdlF0vlQFOll+vLgjUJkT4sQ0RHVxARZskCAHBWCiJu9CjWKRwYerDsTp+IgN5SptVVE4pvvtVfzmSdAgAAbMdUV6c4dIh1CoeHAstOyRV0LqfSxPOMc0ydUsY4AQAA2JQuNZWSk1mncHgosOxXkEp8JquCcQihkIuLVRCZ6urIaGQcBgAArK9q6FDy9madwuGhwLJf7f08Brr7s05xXbGiuO6991mnAAAAa+Hr69V79zFdWqRVwSB3eydX0IGa0i5Rvi5Sln8sLi62Pi62HsPeAQBaKW1aevUD3VinaD3Qg+UAesi8c4vrWKe4TqFW12/6nEwm1kEAAMCSqgYNJD8/1ilaDxRYDsBTJukp8ZHbSb+ti0tt796mOnsp+AAA4H7w9fUN33xrJ58wrQkKLEdy+mhJcSX7aUi5uNgSLy8Fkam6mnUWAAC4L/pLl2oGDWSdohVCgeVI+kYG8oV61in+VLJvv+bnw6xTAADAvat44AEKDGSdohVCgeVIhAIu1t/TXs4VEtFDM6oGD2IdAgAA7hqv1TZ8u81+Pk9aHxRYDulcSunxi6WsU1ynIFKkpWmPn2AdBAAAWsqQk1MzcADrFK0ZCiyH1DcysIfUnmaB69at0mhgHQIAAFqqvGNHnBm0KhRYjsrTRSJXULVSq9XbwQTrHEd9+yqIFES69HTWaQAAoHm8Vlv/7w04M2gDd11g7dy587333svNzbVGGrhbbqX0/bE81in+oqK0FOtDAwDYJ2NRUe2oUaxTOIUWTQ7+xBNPqFSqN954IzMz88EHH4yJidmwYcO2bds6d+5s7Xxwe76u0gWx7UlBSvuZYX3MmHIiIgpuaOBcXRmHAQCAPyiIqF07jnUMJ9GiHqyCgoLNmzdHRERs3bo1IiIiIyPj+PHjH330kbXDQcvxufqTl8tYp/gLxZWsurffYZ0CAADIkJ9ftP4D1imcS4t6sCIiIoRCIc/zhw8fnjZtmkgk8vb25jgUwXbEQyaWFfMGo0kktJdxdVyXxPouiVi+EACAuTJ3d27Rk6xTOJcWfRirVCqj0Xj8+PFr166N+uPc7ZkzZ6wZDO5a38hA71J7qa6aUhDVvf2OoaCAdRAAAKfDK+sVROTnR0Ih6yzOpUU9WGPHjo2NjS0vL09MTOzXr19eXt6BAwfEYrG1w8E9cC+iDy5kThsY5Spt0R/XNuqXPVuv1aIrCwDAltS7d1dpddykiayDOKMWfQZPnz69Y8eOV65cGTx4sEQiUSgURqPx+eeft3Y4uAccR/Ni2gmLyRjBOkpTIhGJRAoi/tzv3llXXKdMYR0IAKD1qx4zBqN5WGlpJ0enTp0KCgr+9a9/+fj4DBgwYNGiRVaNBfdDLhUTESkoy0Ud5O3COg5bPJcAACAASURBVM5fcImdq2WyGgzMAgCwGl6r1V/OrEjElf4stajAUqlUY8eOPXLkiPlHjuNeeOGF1atXY5y7nSu9WFca1JAY5cs6yF9wsTFEpCDy3PofcccOki5dWCcCAGhV1Dt21vTuzTqFs2vRmOjXX3+9qKhoy5YthYWFWq02MzNTqVR+99131g4H96lvZGBfF/uqrpqqnTG9wtueFvwBAHB8CqKa6dMorA3rIM6uRQXWiRMnjh49Onv27NDQUIlEEh0dvX79+nPnzlk7HFiEXEF5p6pPZ1WwDnITgYDCwxVECoNB+f4/TVVVrAMBADgw/eXLirNnWaeA61pUYHXq1Cnwr0tCchxXWVlpnUhgeZ2DvUM1UtYpbk0kUs6fX4LrUgEA7kN5fgFhhRW70aICSyQS8TzftCUvLy8tLc06kcAq2vvK5QoyGE0qtZ51lubI3UkuVxApzp+v37CRdRoAAMdhMBDPK4ho5AgS2ONsiM6pRX+JhISEefPmnTx5srCw8MyZM++9916fPn369etn7XBgcW4K2r0/T6UxsA5yawkJdZMnXV/p3WRimwUAwM7xanXNK/+nUCpZB4Ebtegqwscee+zy5cu9evVq7McaOXLkG2+8Yc1gYBUSoWB+9xiqsqfFoW/m50fmRUl37/asqXGbM4d1IAAAO1Usk9Ebr5PIjmaWBrMW/Uk4jlu7du3ChQtPnjxZX1+fmJjYs2dPzNHg0OQK+s/Vgv6dgz1cJayz3Nq4cbVEtUQhRPqMDHFcHJZ6AAAgIjKZ1Lt3V48bRxyH6so+3cVfJTo6Ojo6uvHHrVu3zpw50wqRwEbGBYWW56op3o4LrD8oiPg6JffTzyHDh7HOAgDAnu7336vC2tp5P8ehU4Vj/YPIg3UORpovsDIzM69du3abzbRa7caNG1FgOTR3icjdR04KynfXeLhKxCK7HhrJ9epJRAoipaur+yefuE2bJvDyYh0KAIABBRF16WLn1VVlnSaGcxc48cmu5gusHTt2vPjiizaOAqy4l9KBKwVjxkSyDtIyAkHdgxOVWDoaAJxPw3ff1chkNHYs6yB3FlEvoyCZ0WhkHYSZ5gus/v37z5kz57XXXhMIBES0cuVKjuNee+01ItLr9RkZGdu2bVu9erUtg9qn7OzsLVu2XLly5dkFK93d3YOCgkQOeC7cz002o2skKex75HtT/n7EcQoiqqujjz4OnD1L2AZzFltSbW3t119/nZaWplaro6OjZ8+eHRsbyzpUq3X58uWvv/46KyvLxcWle/fus2bN8vBw1nMqVmY0Gvfu3bt///6ioqKwsLDRo0cPHz7cscYT14wYSXJ31ilu51p5/ZmTpbOSolgHYY+7YYIrM51Od+LEif79+5t/TE5OPnTokHeTVU1+/PHHtLS0VatW2SjmbaWkpCxZsuT06dM2ft6cnJxXX3111qxZcXFx7nxwdXW1SqVq3769wJGnIdlwPHPwoLAgH1fWQW5JqVS6u7vf/J4YWFKiOXDQddpUTiZjEqzV0Ol0y5Yti46OHjVqlEAguHLlypYtW1auXIkayxouX77897//fc6cOdHR0SaTaffu3bm5uWvWrJFIHGBwpMP59NNPMzIyHnnkEalU2tDQ8Nlnn/Xu3dshxrroMzLK/fzorzN+2ydTjk4uEzeeGTQajSRXerEb0ZGUlLR+/fo+ffrY/qmbLwUkEkljdUVEnp6e3n9dM27QoEHvvfeedaPZvU8//XT27Nljxozx9fWVSqWhoaFSqbSiwv5WpLkbC3rGRDa4sE5xL0qDgmr79S02GomINxjIiful79OePXt8fX2XLFnSpk0bHx+fUaNGPfrooxs3YvZXq9i4ceP8+fNHjhzp4+PTpk2bpUuXenl57d27l3WuVqioqOjw4cMrV65MSEjw8PDo2rXrypUrd+7caf+rkvB6fdnpM+RrvwvLmpVUq+UK8nSROPO4q6ZaOtFoTU1N05b9+/e7ublZJ5LDyM3N7f3X5co9PDzUajWrPBYh4DiRgJMrKCutsqDU0Waui4wkNzcFkaJIofjnv3idjnUgh2R+YTftI+zdu3dubm6zvd1wP3iez8vLa/o2wnFc7969c3JyGKZqrXJzczt06NC0K8Xf3z8qKiovL49hqtszVVcriIrFYm7ObDufi+HnM0X6fC3rFPalRQXW3/72tylTpqSkpFRVVWVlZa1Zs2bu3LnDhjn7BfMikUir/cvried5hz4/2FRisI/uqqMWKFx4W3r2mWKJREGkOHu27t01mBS+5W5+YWu1WrFY7FhDVRyFUCjUaDRNW8xHm1WeVkwkEt1wqMm+j7bm4MGSAwdZp2ipCYGhHQNxZfdftKgaiIyMnD179uDBg319fWNiYpYvX96rV681a9ZYO5yd69Gjx/fff9/4o8lkqqysdHe36+GHLScUcEmhvnIFGY18abUjd8t16VK//DmFQKAg0l+4oN69h3Uge9e9e/c9e/Y0/Sj6/vvvk5KSGEZqrTiO69Gjx44dOxpbNBrNvn37kpOTGaZqreLj4wsKCq5cudLYcv78+dLSUvscXKggqho2jKZPYx3kDvJKlIpztXIF6xx2qaVdjvPmzZs0aVJqampxcXFCQkLnzp1bTVfNPXvkkUeWLVv25ptvxsfHJ0T0rq6ulslkDIfyWYlHCf18vqxLr0B/T4cfPF7esSNvNHE8H8JxxsJCTioT+PuxDmV3evbseeLEiWeeeWbYsGFCofDixYtZWVlr165lnat1WrBgwbPPPltaWhoXF2cwGA4dOhQbG3vD2AOwCLlc/vjjj7/22mujRo1yc3Orq6vbv3//M888I7Ory2JMpro1a+tnzKC2YayjtEh1tqpfpAMMvWei+asIW2L//v0jRoywbJp7w+oqQiLSaDR79uy5dOnSxKEPy+VyT0/P1n0apczX4CJlPA7gVlcR3jWFgv/p59A5s4mI1+k4sZha9d/ubqWkpKSlpalUqtjY2DFjxri4OOSlDw5BrVbv3r07MzPTzc2te/fuqK6sqqCg4ODBgwUFBZGRkSNGjAgNDWWd6C8UPE9KJTnIPB0t6bhy5qsIb/dhmZub6+vr6+HhcfOIS61W+9FHH9lJgcWQTCabNGlSTU0NKeVCJ1gmr+Zywz5l5cS+DjIl6e2FhHBzZl9/f7h4kfbuC3kJk+v+qU+fPklJSRqN5oYriMHiXFxcpkyZYu4CRyFrbeHh4fPnzy8pKQkODmad5U+m6mrNTz/XTJlMHGf/1VWD1vDVoawnO0WTxK7H3TN3u6PTu3fvcePGbdiwoVevXo4++wBYRIy/R4y/hyNNSdpCXbpQly7Xi62MDPrp55CnFpPTnwQHANsoyc+nIYNZp2gp/wrh3xLjhAJ0+d/B7Qqsb7/9tm3btgKBYMiQIXFxcb169WrspNFqte+8845NEoI9kivokxNXHugZFBVi71+27lqnTtSp0/Vi6/x5/n/fh7z8Emev1xkBgOPSnTkjCgsr8fOjrl1ZZ7kzo4lPyywb5hlIHEcorlrgdgXWgAEDzDfmz5/ftWtXP7+/DAeura21Yi6wewt6xhCRo82UdZcSEriEhGLz7Zwc+m578FOLOTc3Mhh4nkfVBQD3jFepKq5eo8RE1kFa6kphTQdqJZfJ20aLToKkpaU1XRsrJSVl4cKFqampVkvlYNTlVXq9nnUKNuQKKjuv3HbECeZFjIqiF54vNk9kWlmp+Nd6RWUlEfFqtSE/nzAJJwC0gKm6WpeeriAqdnOjCeMdZSiCXEHdRd5tPJ19gvG70qI/7YoVK/r3719QUGD+sU+fPh9++OHBgw4zAZq1/eebYwu//OlE6nnWQdiI8pVPD2/rXPOgBAZyy54lX18FUbHBUHr0mKK4mIh4lUrz82G+vp51PgCwUyW//VYR5UgLIf94oiA7vYp1CofUogKrW7duxcXFXbt23b17t7lFKBTa5+RsTDy6ZPwTXSM+PHvtuc9252ZfZR2HAXepmIjkCjpy6NqFPCf7ryiXc3NmU0iIgqhYKq2SSopVKgURGQx1/3hbn5HBOh8AsGYyaQ4dUhApiGjMGHKoK3OntAnrGuLDOoVDalGB1alTp3Pnzg0ZMmTs2LEvv/yywWAgolYzZblFdE+K+3TesAeCPJf9dOH9r/fVVjvpALVxHcPiSc46BTsiEfXpY17xXiES1S9/rjw62vyuqtj4ifboUfOjeJWKaUoAsKmi8xeqAhxsNs7fcyu5fINcQWIHOYlph1p04Hie9/Ly2rZt29tvv/32228PGTKkuLgYM7nfQCoRTx/T95MpvbUC4SPbfvvf3hSTwcg6FANyqViuINdC/vN9l8trHHmNnfsnFJJEcv324wsq+/UzF1vFh34q2rPXfE5VvXef9vhxdhEBwFq0x48bS0oURFxiZ+qcwDrOXVBrDQ1Xte6Y5ur+tOjw1dXVERHHcc8//3xycvKMGTO6dOkSEtLKpkKyDD9frxceGnbuQs6HxzMPfL5vcY/ohM4xrEMxIBRwT8XHGpS8trUtHWQJE8abr3FWEFG/vlRVfb19/wHPslK3OXOIyFRXRyaToNWtvATgJBQqFdXXU0AA6yB3R601BFSK5CQaFoOP+PvVol6oCxcuLF68OC8vj4iGDBly6tSpsLCws2fPWjmbA0uMj/r3/JGT2wesOp796ud7yorLWSdiQCDgJEKBXEEVF5RfHriCy+ya5+7+56JjI4bXzplj7uUqUSiK//ud+bb+0iXle+/zDQ1MgwLAnak+/0Jx6pSCiNzcaNgwR7lI0Cz1clnGSWf8tLKSFvVgZWVlNf2xbdu2x44dW7FihXUitRICgWDYoAd6Jddv3nfisV3pUwJcZozuLZFK7rxlqxPpI3/Cy11U3Ormf7equDguLs58s7xDB+rQ4fqUY8XF/KbPuUfmhYSE8A0Nqq+/lg0fLgoPZxcUAIhMJhIIFEQ0aSJ5erJOcy/kChriEUCtbupohu6xuJbJZElJSZaN0iq5e7gvnjb0nf6xqZWqJzcfPOmsUzmIBBwRyRWU/mvx4bNONaODpQUHcytevn7Roqtr3cSJZX5+5o6uojVrFb/9Zn6Uevdu/e9O+mIDsLGG/3xTtG//9fc1B6yudv2Wr7yMDnLLu3MPVm1t7X//+98bGrVa7caNG2fNmmWdVK1NXId2/4qN+OnXU/88c63NhWtP9I+Pat+WdSg2BrUPJiLzaoZlNeoALyxte3+arK/APbeMzOO6iGjAANJqzTf57f+jhobQObOJSJuSYiwudp0yxeZBAVoXo1GXfkrSo7uCiB6a4bgrx5h4frBPYLAH3oot784FlkwmW7p0aQPGf9wfgUAwbOADg/oa9x9Oe/GnC51/uzh/SFJIqIONf7QguYLSsmrKIzSdwh1pShiH4e5Of0ykwk2eRI2FV/fuVFFRY7599izt3UfLng2RSAwFV9Xbt7vNmyvw8SGTyaRUCjAPC8CtKY4f50Vih66rzuVU9nf1I+I8UV1Zx51PEUql0v79+2dkZOh0Or1er9frz50799RTT5WWltogXysjEgnHDOv5+Yz+wa6ShT+e+nDboXql806JNDg6uKfYW64gcYHx5OUykwnD4K1PLKbg4Ou3u3Shl14kiURBVBbeVvnsMyU+PgoihUZT8r/vFbm5ZSJRlVSqXPee7swZ8xb6zCvG4mJm4QGY0p0+rXj7nevzhfbty/XswTrRvbt8tSZI5Yxjgm2pRWOw3nzzzY4dO4rFYpFIJBKJOnfuPG3atH/84x/WDtdauXu6PzZl8MejulRpDHO3/vLtD0eddilDM5lYGKASa7O1rIMAERG5utIj8yg6moiI45TPPlPRtav5Q6VcVV9aWnp96tT9B1RffW3eQnf6dMP2/7HMDGAdvErV8O02MhgURBVJSfTC86wT3RcTz2t0RrmCeoi9Y/wxoN26WlRg3TyePSoqasuWLVbI40RC2wa/+vDIN/rF/FZa9/jnB385doZ1IpY6B3sHuMvkCqq5qNr1W74RvVn2KSmJunS5fnvE8NrZs8zFVkVCQk3vXtcLrwsXFP94W6HVKoiMCkXd6reMpaVExBsM+t/Pm5RKlvkBWobX680ruBdXVlV36aIQtZIpN3fsyjHk6lincBZ3ftGYTKamA7B4nq+trX333Xd5zGtkCR06tn8/LurX385+elHxQ6ZiYb9O7WMiWIdiKczLbaxMLC8mVSjpDSaxyJFmkXFeTc88xsdTfLz5ZmlICL380vW1r3mer6jgvL1JLici2rDRN76TtE8fImr473+FoaHS3r2JyDzdF+fqautfAeAPhoKCsq+30t+WkqsrtQ1z3IFWN5AraO4D7VmncCJ3LrCqq6v9/f1vLqeefvpp60RyOpyAG9C3a4+kuG/2nVx2+NLA9Cuzhyb7B/iyzsWMp0xCRHIFZZXXnyqsHDMmknUisASxmBs86M8fn3i8svH22LHU+A7z229UXU1TpxKR36lT2mMp8qVPE5GxsFB/JUvavx/XWvoSwK4YCq6q//c/5YLHyN2dwsPp5ZdYJ7KYM9kVxVeU07vgjdTW7vxW5evr26VLlwcffDA6OprjOCKSSCRt2rR54IEHrB/PichcXeZNGjiuovrrQ+mPfZ862kcyY3h3T08nXjiZKNrfI9rfw3z926G6Mh93aXQbx5tjBu7MpclFTEOHNt6sSE6m5OTr5xQ9vcjP73odVlZGn35Gc+aEhLXh9fr6j/8t7d9f0iWRiPSXLgn9/AX+fgRwJ4b8fNXXW1VLnyZ3dwpvS8/8jXUiq+jv6kdd8D+CgRZ9F1ywYMHChQvN1RVYla+f99Mzhj1UWvH1z6cf/ubYcB/prOHdvTxxwTwNcPMrqFbJBaR06prTicnd/1wuNyDA3MGgICKxmJ5e8ufAruJiMpnIXGDt3EV6XciUKUSkOXzEVFrqOmM6EfH19bxeL/DG/CDOyHj1muqbb5Tz5vJEFBFBK15mncgqjEb+219yJoe18XOTsc7ivFo0wOXJJ5+8ubraunWrFfIAEZF/oN/fHhq+cVw3vcEw75ujn+z4pUGtYR2KMbFQ0N5XTkS+FZLfDheduIRZQqA5gwdTp07Xb08YT1OmmIfeV/XpXTNmzPVh+IVFxd9tV5hMCiJFXl7d6rdMVVVEZKqra/jvf41lWIuttdFfuqT84EOFwaAgKvXzVS5exLu08pmf5MX0UEQ4qiu2mu/ByszMvHbt2m02M8/kPnPmTOukAiKiwBD/vz00fEJu4VfHLjz85eGp4Z4Th3SXiDEAhUbEhnIcZz51uLuiuEO4t78n3kfgtiQSklyf9YeLi6W42OvtkZH1jcPw3d2pR0+SuxMR8Tz/4Udczx7UrRsReXy2SRgS4jJqJBHpUtN4o1Haq6fNfwe4C9rjxyuOHuOeX05E1KEDdehw/Q5XV+J5qq9nmM16iipUOYq6MX7BJOA8ZGLWcZxd85/WO3bsePHFF20cBZoV2a7Nq+3aXLqY/dnxzJ2fH5gVEziyX1ehENfWXTdA7lej0MlVpAzBVYdwfwQCaht2/TbHcU8tbrynbv6jRFRt/iE4mHR/LEN05Bfu99/p6SVE5H/+vHr3HvnflnIymamyUnv8uLRfP4EDrkznWExVVaaqKlH79kSk+flwVUEBPTKPiKhXL65XL7bZbE9YZBzmE8g6BVzXfIHVv3//OXPmvPbaawKBgIhWrlzJcdxrr71GRHq9PiMjY9u2batXr7ZlUCfXoWP7d+Oijp04t/lC0Q/Z+x7tFtW9S+ydN3MC7lKxu1RMRHIF7Th/rU1Hz9gwL9ahoFULa9N4kxs4gAYOMN8uT0ighIQ/O8PahpNYTESk0dD7/6SxY8yzV3h8+pk4Nkbarx8Rafbt5+Tu5rkqSKPhTSZq7aeu7h3P83o9J5EQUcO32zh39+oxo4mIcnJI+kcHdtPLVJ2GVm/cl3ptZni4QMDJMXeoPeGanc5Kp9OdOHGif//+5h+Tk5MPHTrk3WRM6I8//piWlrZq1SobxbytlJSUJUuWnD59mlWAmpoaUsqFQqENnstkMB769fRXWWUeIsHDye2csMzSarUSieT2l1yYeP6L7NyeHQPD/HF9wL3T6/UGg8EFH/nWU1FBPJmH5GuPHhNduyac+RARUWoaf/hw6PLnSCAw5OY2fLvN/YnHBT4+vFqtS08XJyQIvFrptwiDwVCkEAYFclIpr9Mp33vfZdQocecEBRH/yadcYiJ1t8DV6zzP19fXy+Wt5HoZTZZGyHE+rlLWQZpnNBpJrvRi94pNSkpav359H/PXGNtqvsC6weDBg3/++eemLSqVKjg4uK6uzmrB7oJTFVhmJoMh9cTvmzOKjALh1LiQIX0SBQJnucazJQUWEZl43sjzYoGgOsCUdqU8KdpPKrbdH6h1QIFlS2q1WiQSicW3HTej01FqKsXGkb8f8Ty/7j2uX7/rNccXm739/VzGjCEi9Y8/mioq3ebNJSL9+fP6S5ddp00lIlNtrfHqVXGHDiQSXV/SWy4ngRXPqvMNDSQSmbud9JlXSKsVd04gIl1qmu7cWfcFC4hIf/Gi5uAh5eMLyMWFyivolyM0dChZ8/O4dRRYR84pOnDu7f3svcvKmQusFo2YTkhIqKmpaXqA9u/f7+bmZrVUcAcCkahn36TuPTunnvj9i4zCbZmKabHOVWbdkYDjBBxHRN5lgmC1RJ2lkXZ0M/G8WmNwc8HYT3BMEgn17Xv9Nsdxy5798655c6sbR4mNHUtEtebbkZHk5V1DRES8VsfV1JDBQCIR1dbyu/dwgwZSaCiZTPy7a7ihQyg5mYj4TZ9TUBA3ehQR0Y6dfH09N3sWEVFKCp1MDXn2GSLSX84s37GDFi8iuZwqKuiTT/mZM7nwttd3NWwoJSUREf/9DgoN5cxnUY0GanyDSuxMHTtc/4LesSN17Hi93d+Ppkyx/HFrddyLKF4oj/Rx7Bqx1WtRD1ZeXt6CBQtWrVrVoUOHysrKnTt3rlq1auLEiV9++aUNIt6RE/ZgNWUyGlOPn/siQ2EUCpyhzGphD1az9EbT9t8LuvQICPXD14M7Qw+WLbWoBwsswXF7sHIUdVfL6scHhLAOchfQg3UHkZGRs2fPHjx4sE53fZHIYcOGrVmzxprBoKUEQmHPvkndeyWmHj/3xUX0Zt2OWCiY0TWSdEQK0hqMX5/O7dknGOO0AMAh+NYIO/sF3/lxYB9aOqnSvHnzJk2alJqaWlxcnJCQ0LlzZ4E1z9zD3TKXWQ90Tzh0JP2ri4U7rxTPSWrXo6vTDYFvOalI+Gj3aNITKUijN36dl98vITjYF2sMA4AdKSxX/XJOsbBjNBHJvdD17khaWmCZTKZff/311KlTPj4+AoEA1ZV9EkrEI4b3GqrTHzqS/u/U7M9P5z7UqU2/HvECLHN0WzKxcH5MFGmvF1ubc/IGdw0N8sapMQBgw8Tz5vftyAZZXIdo1nHgXrSowFKpVGPHjj1y5Ij5R47jXnjhhdWrV2N1QvtkLrNG8Pzp1N83n8vf+HvhlHY+o/snSSUY3nFnMrFwblQk1ZFMTdUBpp/OFvWIC/Ryl7DOBQDOol6t37knd0aXSC8XCeHyZ4fVoo6o119/vaioaMuWLYWFhVqtNjMzU6lUfvfdd9YOB/eF45J6JP5zwdiXksNOF5TP+uLQlz8crVepWcdyADKxUCYWEpF3mWCod6BXOSdXkNHIHzmnqK7Xsk4HAK2TRmesrNPIFRRcLV7YK9bLBd/rHFuLCqwTJ04cPXp09uzZoaGhEokkOjp6/fr1586ds3Y4sACOi0+O//v8se/0jymuUs756vCH2w9XVNWyjuUwvFwkcqmYiLxKuW5SL5diXq4gnqd9qVcr65x9BW4AsKCfDl51LWEdAiynRacIO3XqFBj4l+WNOI6rrKy0TiSwinZxUS/ERRXnFf7veMZj//2tl4do1sAubYL9WedyJMEe14fAexTTAE9/Kubl9aQMof3p17pE+QVizBYA3CVFpaqkSj3AzY+IZnSNZB0HLKlFPVgikeiG6bLy8vLS0tKsEwmsKDiyzeKZIz4e0VlmNCzelb7u258KSypYh3JIAXKXALkLEckVNMQr0LtSIFcQEe05eTWvRMk4HAA4CONVfQ+J950fBw6opTO5z5s3b9GiRaGhoeXl5UeOHHn33XenT59u7XBgJcERoUsjQueUlG87cnrhzvRkV27KA7EJcRGsczkqb9frQyXkCpoY0kbTYDQXW7tKizzcJMkx6CYEgD+lZ5arrmnGdgwjoo6BrXRZSWhhgfXYY49dvny5V69ejf1YI0eOfOONN6wZDKzOJ8h/4YwRD9co9x09/Y8jGW5HL06IDhzWJ1EibunkHXAziVAgEV7vGB4fGEpEpCAi+jmrWOXFD0x0pCmYAcBSdHrjhfzqpGg/uYIGyf2p4503AUfXoo9SjuPWrl27cOHCkydP1tfXJyYm9uzZE3M0tA6uXvJJ4wY8qNennjz/n0uKzVdKxwbLJw5Klrtjyk1LGhwdTHS92Potv6zKzTAgMYSIdHqjSCjAtPsArVvpBWUAJzL3bYOTaFGBdf78eTc3t/Dw8Ohoa013tmvXrqNHj/r7+58+ffrFF1/s0qWLlZ7IsoxG46FDh86cOTNh8GxPT09HXNzKTCAW9+yb1LNP1wunM77/vWDO178M9JZM6dfZHkbB63S66upqnU4nkUh8fHyIyGAwVFdXa7VasVjs4+MjkTjYxcy9IwKIrhdbF0uVV8pqH0wIV4bQtfJ6tdYQ08YuThmUlJRcvXpVq9UGBQW1a9eO1VKbABahVCpzc3NVKpWHh0dUVBQRNTQ05OTkKJVKd3f3qKgoNzfLT5J+tVR57ELJo7FRYoHAOU8FKpXK2traXVu/7tq165AhQ5ztbaRFiz17enqGhIT88ssvAQEB1ghRWFg4bdq0lJQUjuNOnjz5f//3f/v3KXSp9QAAIABJREFU72/55qwWe25oaHjhhRfkcnl8fPwDcYNramrkcnloaKiNY1iD+WLD/UpTokzwUK+4jjHhrJLU1dUVFhZ6eXlJpVKNRlNbW+vt7V1dXe3h4eHi4qLVamtqakJDQz09PVkltKBate5SeW3Ptv5EdJbqLhZUj+oeJhIyWDUhPT29qKgoIiJCIBCUlZVpNJqhQ4dKpVLbJ3EeWOzZeq5evZqamhoZGSmXy6uqqoqKiiIjI3Nzc9u2bevl5VVbW1tQUNCrVy+LvHsbDKbT2RUJkT4Blc4+1qKwsFClUnl6eqZe+un8+fNqtfqtt95ydbX1uRF7X+x5woQJ4eHhN1RXH3744eLFiy0Soqio6MqVK9XV1T4+Pmq1OiYmxiK7tbZNmzbFxsYuXry4traWlHJ/f/+cnJza2tpW8GEfHNlmcWSbmSXlPxw793+HM6J+uzSxc0T3rrE2XnLHaDQWFRWFh4c3frmUy+UXL17s0KFD40H28vIqKChwc3MTiRz+7czTRWKuroioC3nEhbhJSwQcR2VK9fdFRWN7tPVwkxiMpgatwcPVip12RUVFJSUlo0aN4jjOYDAkJCSkp6efPn26V69e1ntSACvRaDTp6emDBg3y9fU1t+Tn5+/YsWPatGkhIdfHRIaHh6ekpIwdO/aeC1yjkec4Egg4U76+rVaG6qqmpkatVkdHR/M8P6bdmJkzZ65fv/6LL75YtGgR62i206IXwUsvvfT3v//9448/HjhwoPn1p9Vq9+3bZ6kCKzk5uWPHjl26dHn++ecLCwvfeeedZh/G8/y2bdtqa2+cJDMnJ0etVjc0NFgkTMulpKSsXr1arVYbjUYBz3Mc5+3tXVtb6+7ubuMkVuLh7zNr4qCpqoYjKee+SM/+ID13bFvv4X0SPF1tNOGTUqmUSCQymcxoNJpbBAKBUCjkOK6xRSqVSqVSpVLp4eFhm1Q2IxaQyWQkIl9XyWPRkVRFVGWs1xl+vVzYLyLANUam0xt/u1gWH+nj52HJvqWrV69GRkaaDzLP83q9PiYmZt++fd26dbPgs8ANeJ5vfFWDBRUVFXl5eXl4eOj1enOLSCSSSCQCgaCxxdvb283NTaFQNJZcd6Vaqf3tWPG4jmGuUrGrVOQlFeFPWVdX5+3tzfM8z/Mmo1GtVo8ePXrlypXz5s2zcRK1Wr1r166MjIwb2r28vKZOnWrV0eQtKrBGjx6dn5//n//8x1ohRKI1a9asWLFi7dq1Eolk5MiRAwcOvPlhWq12586dBoPhhvaKigqdTqfV2noNE7VazXGcVqs1Go0cz/M8b/5MMplMNk5iVSIX2dChPYYS5VzO23s2e97WY4ku3ISkqM4x4dbuzzIajRzHNT2eBoPh5oMsEAha32G/FVeRYEp8WyIiBfG8sKvE06NCIK8nItqSl9cuSN4x3IuIalQ6D1fxvfU46vV6c9+V+c3RfMwNBsPN//XAgnieN5lMLRmzAXdFr9cLhcKmr16dTicUCnU6XdNGgUBwQ8vt1WsMe9OKJrdp4+smlZO0bWIEETnJu1BLmEtM8wExGo1arVYoFKrVatt/UptMposXL+bl5d3QLhKJxo8fL5PJrPfULSqwhg0b5uPjM2jQoMYRalqt9t1337VUiLNnz/7973/fu3cvz/MvvvjiyJEji4qKGrtzG8lksq1bt968uXkMlre3redq69ChQ3Z29tChQ2tqakgrEAqFDQ0Nbm5urXUURVxCTFxCzIKq2gMpZ99PyZScyBrXzn9Un0SZ1Fq/r7u7e1lZmbnXytwik8l0Op1UKm08yEajUa1WBwUFtdbDfnuRfn+ej37UfG69mojoUk5tnUTfLcxPGULHL5ZKxYKk6JZer+Dv719RUdGxY0e9Xm8wGFxcXAoKCvz8/FxcMFW9FWEMlpUEBgZeunSp6bH18PBQqVReXl6NL2mtVltbWxsUFHT7F7laa/jpTFGvjoER9bIAosXxcVZP77Dc3NzUarWfn5/RaJRIJF5eXmlpaR06dLD9J7Wbm9uLL75ov2OwHn744cjIyBsGAN58qu6effPNN6NHjzaPoXnrrbc2btyo0TjAKm+PPPLIqlWrRCJRZGSkq1FWXl6uVqtbxyD323D38Zw0bsCDBkPqid//d6loc3b5AF+Xib0TIoJvLIjvn1Qq9fT0LCgoCA4OlkgkWq1WoVB4e3ube/IlEolery8uLpbL5Vb9FuKIBkQFmW/IFTTA3U+lM5ivDz9VWHmtun7IiHAiKqpQ1av1sWE3XtwUHR2dk5Nz+vTpqKgonufLyspOnTrVt29f2/4GAJbh7e0dHBx89OjRrl27urq61tXVnTp1KjIy8sSJE8nJyXK5vL6+/tSpUxEREc1eBm4wms5kV7QP8WyrlEoM3HC/IN96XO1xZ76+vtnZ2SUlJV5eXg21tWfOnNm8efOqVatY57KpFl1FaFZVVVVSUhIXFycQWPiypg0bNly6dOn9998notzc3IULFx44cKDlm7O6ipCIMjIy/vOf/2RkZLy4+E0PD4+AgACHmzLgvvD8lQtXdp7J+UUtSHITjk9qn9QhwrID4U0mU2VlZeM0Db6+vm5ubiqVqqqqSqvVSiQSb29vX19fi78mnUGtRldQVZ8Q7MNxlFel3FtcPLl/O1epSKMzXi2prizKKS4u0mq1AQEB8fHxN6xGChaHHizrMRqNly9fzsvLq6+v9/DwiI6ODggIKCkpyc7ONk/T0L59++jo6Maecp6na2VKXw+Zm4uYy9NnVyrjg7xFmKzuLul0utLSUqVS+Y8PV8THxz/0/+zdd2Bb5bk4/udMbcnasuQp73g7w0nIXiQQEhJmwy6jQC/lltvCpb/yK3DbdFDaS2mhFwodBGgZZYUdIGQAITtxhuO95CFbe5/xfv84jnEDBQUsy+P9/PXq5Mh+ItvSc97zvM/7rW/NmJGG/qppXEWYVIIVj8e/+93vPvHEEwBgMpluu+22H/3oR2O4aEsQhLvuuksmk+Xk5Ljd7ltvvVVqd5SkNCZYEp/PB0HNdOvwMZq/f/DN3UffcEcQRZ6XY1g9r1KvSdVaXCmvwn1uUyeU4D9uH6jLMmbIaJc2+tqnrgUVtvxMLQAM+mMZajYtnSOmPJxgjRuEUCgUOmO+CiHoHAiaMxRKGc03J/Z0uhc7rQp2ui8G/OYEQQBNMCMjbW3AJnqbhs2bNz/55JO33HLL+eefz/P822+/fc0112zZsmWsPuQoivr1r389Jl8KSwud1XT5xqWXI9R09NTWI63XPLOjTEGeV5G7oKaYwpd9k42apVcW2wFAEASbT3ZreTGg4baou04OZulUlZn6oB0+OOTSqRiptMsfTsgYSs5O32sMbDLiebG1L5Bj0chZKtYUc7mChflKOQOgZFeXTvFiD2wcJDWDVVBQcNFFF43unvDUU0/JZLJLL700lbElC89gTTRhj3/7J0df6/L6CHq5Tb1+fqXFNGaXL3gGa9xIazOTmVM50DM0FI5LadmOyGBLj//ixQUAEIgkQlEu06DCP66vhGewxkckxh/v8Dgtstyorj8YbfeGZmWZ8HVg6uAZrK/Q29u7bt260Uc2bdq0aNGiCZJgYRONyqA7/7wF54tiU0PT1iOtN774cYmMOL/MsWB2BX4jm5LqHJ8tcVikNC0qMkkzXtGg0OHyOQsVDEUOhGKv9nSvnpOjU7EcL57o9OZZNVrVdKpZxNKkYyC090T/xkVOXS8RCXKZUdbqlYMcrBqFVYPXxmKpkmwfLLfbPfoIz/NHjx4dfeTEiRNlZWVjGRo22ZFkUVXJ96tKvt3bt+3jhr8ebP/rke7zcvXL6yv1urHf9gubgCwaxaqS4VstFrX8hpJC8AP4QRQJvZ+Si0gq1Xv+cHuRWVswywAAHxxyaZXMzGIzAMQSAkGAjMFzw9hZO9buOdXtv9qZDwD5CXlhXp68lwAAq0ZhUcsTiUS6A8SmvqQSrCeffPI///M/Fy5caDKZpCOPPfbYGRs/P/TQQ3/84x/HPkBs8tNl2i7aaLuI54/uPfLWyZ5v//3DSgW1qiyrvq6UwfdVpyWSJEbvfXtJdR7AcJnXKr2VIEDmAgBo6BgKxvlVxXYA2Mv7Gto9Fy9yAkC/N9ozGK52GikKT4hOdz2D4WCEK83JAIADO/t80cT6ihwAmMsa5jqHF0upcK06lg5J/drV19d3d3dv2bJlZDcSr9fLMMxIvhWLxcLhME6wsC9D05Xz6irn1XH+wL79x7cdbvntgY45WmZldUFtmRPX6GAS+aj5qnm5n+1/OpvOmF2YISVhZIJBEVbTCxQJ3khi6/HOc0uzLGq51yI+92FLfZm1wK4FgGPtHqNOYdPje0BTQSwhiCJSymkAePPTzhxRIW3cSbqFHLlMavM20v4NwyaCpBKsqqoqp9M5Z86cf1fHHY/H//GPf4xpYNiUxei085bNnbcMhjq6dxw4+ccdx7hdJ5dmas6dW2E1j3eTX2wyUrF0kXn4Yk+vZK+aVTg8HiC/U1YEMDwZpvWSiqioiQIAvHGim6XIFcX2oB32Nbo9wfiqWVkA0DMY7nKH5pRaSIIQRRSN8yoFLjNPGxEhXzCuU8koighFuZd2tS2tcZRxKhGhbQ3dNQ6j1aAGgEuzckaeUmyeapuQYlNGUgnWxo0ba2pqSkpKvuScL+yBi2FfwpibtSE3a30sfmRfwztNrpv/+XGVklo1I6e+pgR3WsK+udF3Ic8ry5IGGhcs1ZhBM5yE2WMslVBoXQRBQH8w9mFL35rSLK2ciST4Zw+1zjvHnm1WIwR//6C5ymkozzMAwKlun0rOOEwqAOB5UUAIV4mdrT5PxBOMz8jVA0BTj/9wy9DVznyKJAZC8YbOwcWFNjVLa4C5tbwYOAAAkiA2VOamOWjsLCERHWloeq+hzSG4b7jrynSHkwZn0cl9wsJtGqaG6MDg9j3H3nX5u4BeYlIsqy4oK8z5/Gm4TcO4Sb5Nw7Ryyh1gKCLfoAGAPZ3uQIyT+lMccnmOujwXrisEgM6B0I4jrg0LnCo5HYxwHx/vn1VsMmjlCMHxDo/dqNJrZAAQSwg0SdA0CZO5TYMoogF/zKiRMTQpCOiDwz0l2RnZZjUAvL23y6iTL1WbAWBHWz9CaLHTBgA9/khCEPMN6rQEjBCStjRNy3efDjraut8/2LRtMAoAy43y1XNNJbOr0hXMRG/TgGHjQGExrblg8RqEehtb3z/c/Otth/n3G5ZlapbNKsvONKU7OgwbNvqeVH3OZ1to19gNNXaDNDFWDuryGcXgAQBQIXq+2mjys0wIEALZIMjiojTjv/tkn0HFzsk2A8CexqEIL6wrzwUpV+v1XnhBAQB0DoR2Hum9aJFTzlKBcOKVj9pXzcyyGpSiiJ79oHlWsVnaTXLb/m5ThqKmwAgAh1uGOEGcVWwGgBZXoGsgtKTGDgB93mhD69DCqkwZQwUiifcO9CyozDTr5KKIXvu4oyLfINWubf2kw5KhmFNqAYAdR3oTnLBiZpb0ZTtP+DfVOQGgzRP6oLl3U61TzlDBOO/q8VsyDRoFixAxV2k0RFlpmcLFjuyR12dR/me7LTl0qdrpAUujoUHv9k+Pb+vx9YnkIg1159zCqooiEYmgCaY7tPTAM1hjAM9gpYQodp1s2X6k5T0fR1HkYpt2xZwZdqsRz2CNGzyDNZ44jiNJ8mu/jUQSPEUSMpoCgBgnIISkbV7CCT4c5ywahXTcG03YNAqCAFFEEY5XMPQ0bE2HZ7DGlt/jf29Pw7ZuX5dILlCRK2dk11SVkPTwbzJuNIphEw9JZs8oumpG0RWx2JF9x95v7r3t5T0FMnJJrmlRfYVaKU93fBg2gShHdSIYvRJTxdIjTQrkDJXJDK+pJElCLcOpM/b18bxw4OCJ9052fxRBRbR4Xq5xSX2FWpee274T01knWK+88kpra+v69eudTmcqAsKwM5Byec2CmTUL4DZ/YM/ehvdaXI+fGqhV0UtLHHOqi2Us/pDAMAwbJzwvHDrc+GFj1+6gaCLEJTbNt5eXWe3mr37m9JNUgvWd73wnHA7/9Kc/bWxsvPDCC4uLi//v//7vueeeq6pKW9kaNg0xOu2CFfNnx+Oc179r3/E3DrY8eKBzpppeWGSfW10sx5fjGIZhqcHzwsEjp3Y0du0OCCZCXGhR/++8wpx8vCX2l0kqwero6Hj99dcpivrJT36Sl5d37NixYDB49913486iWFqorObVa5esBogPeQ8cbtzR0Prbg535MmJxnnnxrDKDGtfPYhiGjYFYnNv56bEdrf0HY6iQFhbZM65aWmKx4VVHSUkqwcrLy6MoCiH0wQcfXHrppTRN6/V6XGWMpZ3MqJ+3bO48gGBP764Dp3ac6nmycaBGSS0ssM2vLVErcBErhmHYWeME4dDR5g9Pdu32c2ZSXGRR3VRTnJ1rT3dck0xSCVY4HBYEYc+ePV1dXWvWrJEOHjx4MJWBYdhZ0Dgy1zgy15zOtD5oaP/dUVelklzotM2vKc5Q4Yp4DMOwrxCLJT49fGp3i+vToGAmxEVW1e/mzcB51deWVIK1du3akpISt9tdXV29cOHCtra2d955By/exiagMzKtXcfbH2lwFbHE/GzDOTXFdpMu3QFiGIZNLAF/+JODJ3d1uA/GkJMUzrGor53rzMzPBnyf6ptJKsG67LLLZsyYcerUqWXLlrEs63K5BEG48847Ux3cZOHyxdq6ovPzbfT06ygzYY1kWolgqOHoqY9beu9oHqBJcp5RPm9GXlVJHv5hYRg2nXW2u7Yfbt4xEO4XYYEcLc+33FlZrNbjvR3HTLJtGsrLyzs6On73u98ZDIbFixffeuutKQ1rcjGp2Z4sMWBDDE24/bFdH3ZfMCNHr2TTHRcGAMBq1HXz6+rmw3fCkSOHTnzU1v/rHcfRrpNzM+QLSrOryp0Mifc9xDBsuuho6/6ooXVXX7BTJGfL0KZC85y6Mty/KhWSrcFau3bt9u3bpYcEQdx1112bN2/Gde4SliaLszQMTQKAWSffsK4QAIIAkTj/2kft51ozszNUIkItg8HsDJUc7wubJrRKWXfOzLpz4Lsc33S8eXdj1/99dHLgo6Y5GnpevnVWVZFGpUh3jBiGYWOPS3BHjjZ/3Nz9qS8RAWKumrqyMquuukSmwPWpKZRUgnX//ff39PQ89dRTS5cuNZvNHR0dDz300AsvvHDJJZekOr5JTSmjL1s6nGwhRLgi8biCzLWoNS549Vhntd2Qq8cXDWlAMHRxdWlxdel1CLnauj5qaH3zWOeDR1yFjDjHpptTUVCQbcPXDhiGTXZDg949h07t7fHsi4GDFOcYlXcvzC8pdZJ42n5cJJVgffLJJzt37rRah7fqLCoqevjhh++55x6cYCWPIKCuaLjXbdAOdTobQhBUAwDs2NZtULHzci3pjG96Igi7M+diZ87FAIlwpKGh6UB7/8/f3Osj6FolVZtlnFdbYsAz5xiGTR48Lxw50vhxs2uPNx4EYq6KWlJg+35FoTZDk+7Qpp2kEqzy8vKR7EpCEMTQ0FBqQpoWdKrPKrQWrcgCAGm38Xf3d2uC5MpiOwDEeUFG4/uJ44RVKevqq+vq4QZRbD7RsvdU57tNrkcb3TNkUJ+ZMbuqMCcT99bDMGyCCviCB4827ety7wkKDAH1WuY/6nKrK4tkctwOMG2SSrBomkYIja64amtr27t3b8qimr5Wzvws2TrU4nO7oxszswCgyxdWswwunB8PJFlYXlRYXvQtgKDbs+/IqT3dnmfbP1WQMFMnq8uz1ZY7cbUWhmFpx/PCseMtB1p69g9G2kVqBiPOtGg21uflF2SnOzQMIMkEq7Ky8tprr7311lsdDofb7d6+ffsDDzxw2WWXpTq4aa6mwAink62IDE70e+cVWjUuOOUOBGKJWdl4QiXlNGbD0uVzlwKIHNd0vOVAa8+rR9p+dbArj0Z1JlVdYVZ5SS6DZxkxDBtHPZ29+0607e/1H4qDhRBnZsiursmtrijEFesTTVIJ1g033HDy5Ml58+YhhKQjq1ev/ulPf5rKwLB/YTeq7EYVAATtoDMqAwNi0A4A4Drsbx0Mri7NwkXZKUUyTEl1aUl16bcA4oHg0WPN+9sHHt193LXrVIUMZtoz6sry8rNwaTyGYSkR8ocONjTv73TvDyaiiKxVwjk5xtvKnWYrvtKeuJJKsAiCePDBB2+++eY9e/aEQqHq6uq5c+fiHg3popTRJdkZ0therVME5SENAED/0eBHbf3fqnUyFF4hkkIyrWbWvNpZ8wAAvK6Bg8db97s8L7YOCSRRq6ZrHOaaGXmZZn26w8QwbHILB8NHT7Qe6hg47It1iVQJLc40q35cW1RUnIOXAU4KyTYaBYCioqKioqKRh2+99daqVavwjznt9JrhGkZrpeb8UmWUJmME9HmjH+/s2ViZq5bhHY1SSG+3LLNblgGAKHY2dRw81bWnxfWnk71yAmo0THW2uaY0z2LKSHeYGIZNDtFw5Ojx1sMdA4e8kQ6RLqLEKqPiplkFM8rycbn6pJNsghWLxZqbm30+n/QwHo///Oc/P/fcc1MWGPZ1sKe7mNr0ig3rChFAEGDAF92xvXtjVa5OjmvkU4Ykc0ryc0ry1wOIHNfe1HGopWf3qe5Hj/WqSVStYWuyTVVlTosBb0OBYdi/iEWiR4+3Hm7vP+yLtgpUISXUGJTX1znLZzhxWdWkllSC9f77719++eVut/uM42csLcQmJkuG4uILiwAgCBAIJz74oGtNaZZRiS+GUoVkGOeMQueMwo0AIse1NrYdau39sLH79w29OgJV62TVWcby4jybGc9sYdg05ff4Gxrbj3a5G/zxNpFyUkJ1huLqmrzKGU65Ei9SniKSSrBuv/32nJycJ598Mjc3d3RGhbOrSUerYtevLQBpJ58Yv/Wt1tUlWQ6dMt1xTVkkwxRWFBdWFF8MIMYTzafaDrf0fniy+9GjLpqECiVdbtPNcDoK8xwU3nwaw6a03u6+hqauo73ehhDnRmQpLVYaVN+eaZ9Rmo+TqikpqQSrqanp8OHDJSUlqY4GG09KOX3phcVwetvEl15rPn9GdnaGKt1xTVmkjC2uLCmuLLkEAAShq6XzWGtvg2votRa3GxpKWVRhVM/Itc4oyVPhm7kYNvmJvNDa1t3Q0nPUHTgWEXmAChlRadacX2cvLMylcIeXqS6pBGvmzJkMc2atdGtrq9PpTEFIWBooZfQVF5cCQBCA48U33mpb7LThZCuFKCq7OD+7OH81AAD4+waOneo85vJs2dPY8kmrnUIVOlmpVV/sdOQ4zCSeKsawSWJwYOhEc1ejy3PCHzvFE3oCVajImZn6a4uys3Pt6Y4OG1dJJVjPPvvsH/7wh82bN1PUZxn35s2b//SnP6UsMCxtGJocuY3IC+LzrzStLLbnG/A+Vimks1nm2yzzAQAgEQqfamw73uX+qNn15+OuMEEVs6gkQ1niMJUWZuMyeQybUGKRWGNTR2PXwImh0MkYigGUMKg0Q3VJZXZZYY7OoEt3gFjafHGC9atf/eqRRx4ZfcTr9T722GM63fDvSjwe7+/vxwnWlEdT5GUbikURBSkQRfTuOx0L8qw2LS4XSCFWraqYWVExEwAAEBp09Z9o7W7s9b1ypP2Bg50KApXIqBKTujTLXFyYo1XhRUYYNq54jm9v7TrV3d/YHzgR4noQlUsKpRp2fo7p205HVnYmgespMQD4dwlWYWGhUqlcu3btv2tzFYvFXnzxxVQGhk0UJEGQFAEAJEksXZ7NiygoA1UPevNEzwKnBbd+SC2CMDlsCx22hQAAIPJCe2tXY0fviYHADpev45M2CykUKehCg7rQbix0OgxadZoDxrAph4vFOlq7T3W7Tw0Gm8Ncm0hZCLFIQZYYNasqLYVFObhDFfaFvjjBWrBgwQ033HDHHXd8yTPVavxWPu2wDCXlU2EHUaI0ekiR1IG6B/Z1DVbYMhTsWfStxb4GkqacxXnO4rw1AAAQi0SbW7qaewabhoIf9ng797TpCFQgIwszFEUOY2Fels2Eb09g2FnjwpG21q5T3e4mT7ApLHQgykqIRQqq2KBeWm4uKshWqvHKa+yrffEnosVi+fLsCgAWLlyYgniwScOqH75RGHIADUwLHa0QNADQ5Qtn6VS4LHscyJWKisriispi6SGX4Nrbepq6+pvc/n8cam/b38UQqIiBAp0i36xzZllysm0sXriEYWcQxQHXQHtXb1u/v9UfaYuJPUBlEmKhki4yaFdUmgsLshQqnFFhZ+2LE6zBwcGRpu1fKB6PP/LII7iTOyYpdOgAIAiAEOzr8/ZruFkU7qI53hiWKSrJKyrJkx6KvNDR2dvS2dfi9r/X1PvE8V4/HHWQQp6CLshQ5lr0zmybzWbCqTA23UTCkeamzq4Bb5s31B5KtAoUBZBPi/lqWU2WcYPdnJdrlytxdSP2TX1xgvWHP/zh3nvvHd9IJiufz3fw4EFNSYnFYqHp6X6PjCBgRV0WnE62/rmrdb7WVGwes4VvsVgsHA4rlUqFAhfafwWSpvKdWfnOrBWnj/h9gdY2V1vfULs3/FFfoP1gNwmQT4t5StppUOdaDdlZVr1BF41GRVFUKBRSJ2FRFKPRqCAICoXi8+1asDHBcVwoFKJpWqVS4Q1ex1Y4GO7q6uvoG+ryhDqCsXYOeRCVTfBOBeU0aM4pysrNzTSa8O7sY0kUxUgkghAaeRuJx+PNzc3RaLSgoECvny6v9hcnBIsWLTr//PO/973vfUmR+wMPPJDKwCaHp59++q233jKZTJXnnhuLxWbPnu1wONId1ERBEHDRQiecTrae/7ClXmuosH3NPy2O47q7uxOJBEVRg4ODDMNkZ2fjz/uzosvQ1tZqa08/FEWxzzXQ0tHX5vYd7vO/1uF17WmXAcoieIeMsMqpXIs+224VxDiL+HGbAAAgAElEQVTN0CRJxuNxnU6XmZmJt3AYQwih/v5+r9cr/TLzPO9wODQa3BXla/J5/O2dvV0D3g5vqDPMdXEQBDKLFHLkVK5WsbzQpmKQRqeiGVoQBJZls7Ky8NvI2PL5fL29vSzLEgQRj8cNBkN3y4m//e1vBoOBZdmurq4VK1ZcffXV0+Ft5IsTrPr6+ptuumnVqlVf8sxAIJCakCaNN998c//+/b///e8RQn6VKhAIfPjhh8uXLx9pZoGNIAi4dMlwby2E4JWtLfU55uRnthBCXV1dSqUyLy8vkUiwLDswMNDZ2el0OqfDX2mKkCRpz7LZs4aXKMZisdbmFrlcPTAY6Bz0dfkjB5vdPac8cSCzSSFHQeVoFFpmwNE7NKOsEO/sMVaGhobC4XBRURFCiCTJWCwm/WLLZHhh2leIBcPdLrfL7e3xBHqCse4o3ymQCFAOhXKVTLZWOceZmWW32DJN0kwBQqi1tVWj0ZjNZultpL+/v7u7Oy8vD7+NjJVIJNLb25ufny+XywGA47jm5ub7f3b/I488UlpaCgDBYPD+++9/9dVX169fn+5gU+6LEyylUrlu3bovfyZCKAXxTCavvvrq7bffrtPppHo1o9FYVFTU1NQ0a9asdIc2oREErF9bIAhikAZ1D2w90TUv12z60n5OsViM4zir1TryPmixWPx+fyQSUalwu/mxMTQ0ZLKYLRaLsxDmAgBAR0eHx+Nx5hd0dfV19nu7faGTnrirK9i3r0cFop1GDhlt18jtenWmWe+wWzQ6vLL4rA0ODubm5tI0zXEcAKhUKr1e7/V6bTZbukObQBKBUE/vQE+/p9sTcoViPTHeJZB+IO2E4GBJh5ots+hWmDOys6xfcrMvEomIomg2m6WHBEFYrdZTp07FYjFccjBWPB6P2WyWsisAYBhGJpMRBCFlVwCg0Whuvvnmn/3sZ9M3wRrN7/c///zzZxyMx+OPPfbYFVdckZqoJge3233GDUGtVtvR0ZGueCYRggCaJgEg5IBqnSUgIJkOVD2o0e0vMunoz7Xp4zhOmnAe9RUImUwmfSZhY4LjuM/3XkEI6TK0ugxtReXww4aGhhllM4YGva6+Qdeg3+UL72wbcDX2ucRGGsBOiXYZlalkLRqlVa+ymPQ2q4nF9cL/BkKI47gzJqtYlg2Hw+kKKb0SkVh/n3tg0N/nCQwEI32RRH9C6BdJP1BWQnSwkKVkC826JSadI9NsthnPql5t5G1kZHaAIAiWZTmOwwnWWOE4Tqs989aEIAijH2ZlZQ0NDSGEpvzE4VcnWHK5/Pbbb49EIuMQzeRiNpt7enpGEnMACAQCeELlbOnVw58uYQcxEOETVLAaaQEgzguy0z0FGIZJJBKj/yARQvF4HBdPjCGGYeLx+BkHz3gHTCQSNE1TNGWxmSw2U82/nuwd9Lv63C63t88fOTno39411C90DSJSC6KFEC0saVMyVrXCmqGyGrVWi0mu08D0LugmCEJ62Ud/wCcSiSn/i+33+IeGvAOegNsX7gtGByLx/rg4IBJDQBkJwUqBTUZlqmW12TqbQWuzGMwWwzffGll6qUffe0EITYdXezxJ79VnHDxj+VdPT4/JZJry2RUkk2DJZLJFixY9+OCDRUVF0ity/Pjxxx9//J577kl9eBPaunXrHnvssR//+MfSVdTg4GBTU9Py5cvTHdckVldkAoAggCiif+7qmK81llh0ACCXyxmG6e/vt1qt0pkDAwMURSmVuDnNmDEajW1tbWq1WnpVOY6LRqMAEAwGpZprnud7enqMRuO/+wp6k05v0pX/60FRFD2D3v5+T58n0O8PN/siu/v8A7xrAFEEQmZCMFBgYkmjnDWqZEa1wqjXGPVao9nATo/u2CaTyeVy5ebmSg9DoZDX63U6nemNagwIQsQXGHB73d6A2x9xh6MDUc4dFwZ5NAC0AGAgRBNFmGWURcVWOIwrDVqb2WCzGVPXqk2pVFIUNTAwYLFYAAAh1NfXx7LsyP0s7JszGAwdHR0qlUq6ZkgkEvF4XBTFhoaGiooKAPD5fI8++uhX1iBNDUQypVQHDhyoq6sbfWTnzp0vvfTSb37zm5QFdhZ279592223HThwYPy/9dNPP/3aa69ZrdbylSs5jpszZw5eRTjmBAE9837TSpOZjvhisRhN0zzPy2QyvIpwzPn9fpfLRdPDawYNBoNcLu/v7ycIgqKoeDyekZExhqsIg/6Qe8g7OOQf9IcHg9HBaGIozrs5NIjIIJBaEIwEyqAJA0tlsJRBKdOr5BkapTFDo8vQ6DO05JRomiqtIvR4PAzDIIREUZwcqwgFIRYIDXl8Pn/YGwwPBaOBWMIT4zwJwSeARwQvooEACyEYacIko0wKmUmtMGeoTAad0aQ36NRpmb9IJBIji5F5npfL5XgV4ZiTVhEyDCOtIjQajd3+E3/961/VarVCoejs7FyzZs14riKsq6t7+OGHzznnnPH5dqMllWB9nsvlqq6udrvdYx7Q15DGBAsAvF7voUOHcB+s8TE45Nn2Xs/yYofTYkh3LFOT1PVqpA+WKIoURY1/H6x4LO4e8Az5gr5A2BeK+qJxX4zzJQQfh/wi8iIiDFQGCBkk0lOEjiHVDKWR0VoZq1GwWoVcrZJp1Eq1RqXVqSfFx+cE6oPF87FgOBAMBQLhQCjqD0cD0UQgxgUSfCDBB3gUFMEnEj6ggAA9IRhIyKBJg5zWyxidkjVolAaNSq/XGAwZE7NXJ0IoFotJ62Pw3FWKCIIQjUY/64OlCSoUinT1wUpjgvXVCYHUMWzkIULI7/c/8MADeBWhRK/X19bW+lUqnF2NA5PRsGolpVCqgjKQd4l7Ot2zs02yKTGTMUGQJDlSRyiVpo4+Mm5kcllWTmZWTua/O4HjOL834POHvP5QIBwLRGKBWMIViASGAgEO+QUUEIkgEDEg5SBqAGlIpCZASREqmlQxlJKm1CylZmmVjFErZAo5q1LIVEq5XCaTK+UMywA7rruYMwyjVqtJkhyz7AohiMfjsXgiwYfCkUQikYjzwWgsEktEYolQgg/H+TDPRzgxxAkhESIihEUIE0QYSAIIDYhaEmlJ0DGklqW1LJOpl5coZFqVXKdRatVKvUE3SVt1EAQhl8tJksSNMFKHoqiRFTPS24hMJisvL//SJ01BX50TeL1es9n8+XTqe9/7XmpCwrAvw9CknKUAIJZNZrDKHjnnDFOCiIYicYsaX49OFwzDmCxGk+XfFoRJEvFEwB8MBMKBUCQaT0RiXCSeiMT5cIJ3RxOdwViUF0MCiogoIkIUETEgIkCKAEokUoDUINIkIScQSwBLkkoCKIpU06R0c0PJUCQQAKBkaYogAEDOUDRFgrQt+r9ecTEkIae+7J6IKIoEQYRjHELi6OPRuCCIooDEKMcDQDghiAjxCEV5EQCivCgg4BGKihAVUQKIqAhRIDiCCAMFAAwgGYHkgBgAJUVoSFBRpIYlVQytUSltMkarkKkUrFqpUCtlKrVSo1bKpkf1G4al2lcnWEajsaam5sILLxwpcpe6386ePTv14WHYl8m1agAgqAOeR+9+2leTYSrncSsm7DOsjE0mDzsDL6JYKBLh+EQkFk1w0XiC47hQLBGP85wohmLDay3DcV5ACAAG47yIEABEg4IgAgDEBRQ/46IUIfjXIwTAvzxGAABqmjijNkVBETRJkAShpCkAUMplFEHQJCFnaQBQyhiSJGmKVMgYmUzGMpRcIadZVq1gKblcyeJpdQxLm6T+/G688cabb755OiyqxCYpmibXzc8DgCBALCG8vLttbaY9U4vXGGJfB00Saq1KDQDG8duVgeM4kiQpCt/vxrApIqn7/bfccgtBEB6P5/jx46IofvUTMCx95Cx1+dJCdakyaIc+A//oxyf7AtF0B4VhGIZNL0klWPF4/IYbbjAajeXl5Var9f777+d5PtWRYdg3p5LTmzaUyIvlQTuEEvwbJ7pDCfyri2EYhqVcUgnW5s2bn3zyyVtuuWXr1q1/+tOf+vr6rrnmGryKEJsUSJKgSAIAUB5dXGsIWFDQDjFO6PCG0h0ahmEYNmUlVYO1ZcuWH/zgB7/61a+kh+vXr3/qqaeef/75Sy+9NJWxYdgYsxqGq7LCdjh8LIDUdF4ILzzEMAzDxl5SM1i9vb1nNLbftGnTQw89lJqQphCE4NgxGBwcfvT0M7Bz5/D4pZfh2b8Pn/bpXvSnJ4bHJ0/CL34J0SgAwNAQbP45dHYBAPA8+uWv4HQzVfTSy7Bv3/B4wD3yLbAksQy1tMZu1MqDdujJSDxy7NRAENdpYRiGYWMmqRms884774ym7TzPHz16dPSREydOlJWVjWVok4fY3q7Z/qH+xhsIlUp0D4Yef1x5xSY6NxdEMe7x0EajtC4IrVsHLDO8FHPDhZ89f85smHO650VpKfz36d2jjUb40d3DY5qGu+4ceYYwfx7BMFJ2HDt+HHhOvmIFAMQ//phvalZdfZULAJ1shK1bif/4LsjlEAqhHhdR4ATcDfVztEr2qpXFABAECIQTb77Tvq48B7fUwjAMw76JpGawnnzyyddee21w1DTJY489VlRUNPqc6TyhReblyW+6kVCpAIA0m7Q/upuWtm6lKNnChZTNJp1GaNTEGPUOpqxW0jC8V4x8yWIpuwIA2bx5qquvAgA7gKO0xPGD/7LL5XYAG8cZmk7ZgkE7QGYkAg/9Dk6cGP5ab78DLteYRDUFaFXsZRuKFcXyoB26dYmnD7T4o2fuDI9hGIZhXymp+Yz6+vru7u4tW7ZotVrpiNfrZRjGZDJJD2OxWDgc/uMf/5iqMLFvhtTrFWvXSmNCqbTf/lkXfs6eSXC89HvgevxxyM6B1ecCABpwExo1KCblbhhjQqdiV63KE0kiSIPQkjjW75udbWKptO4Th2EYhk0SSSVYVVVVTqdzzpw5/64JXjwe/8c//jGmgWHjhKmsHBnbb7xxZBw7dgwFg4p1F7gA4O13UDhMbNyQhvjSStqTBwBIJ6tVKbwZotVDhhN8fyiar9fgzrsYhmHYv5NUgrVx48aampqSkpIvOUej0YxRSNiEIF+6RBrYAWDlCmFwSMo14h9/PHToMNxyc9oiSweCgDybBgCCduB48sTxEK1lc4IyThB5QVTgDUkwDMOwf5XU/Y7LLrvs89nVb3/729EP77zzTsCmKpKkLGZpKJs3z37LzXYAO4Dp8BHVzzYDxwEABALQ1Z3OIMcLQ5OLqjL1GlnQDgNG/h+dnZ5IPN1BYRiGYRNLUlfegUDgscce279//+DgoNRfVBCEw4cPf//7309xeNiExlZXsdVV0m5toiBEd+xQXLC2T6uFwUFoaYWZdVN+0aJWyV60yAkAQQB/OPH6ns6N2VlmFV6BiGEYNt0lNYP17W9/+5577onH4263u7Cw0GazDQwMrFy5MtXBYZMIqderrthEarV2gEy12hCN2kIhOwB4vfDKqxAMpjvAlNOp2E3LCuVF8qAdenSJp/a3DOGZLQzDsOkqqQTr3Xfffe+99/75z3/Onz//j3/845YtW6655ppf//rXqQ4Om6QIuVy+ZDGZkQEAdq3WnJ9v43k7AEQi8Oe/QH9/ugNMOa2KvfCCArZQJrV7ePTjk/24kSmGYRNVJMGPvEf5o4kDPUOcKAJAOMG/frxbulYURfTikfbmwYB02ktHOz5qH5DG7zf1vn58uETkoMvzzMFWadzlCz93pD3GieP5f5k4krqDY7FY5s+fDwCCIITDYZVKdfXVV1933XVvvvlmisPDJj+KYqqGFyralUpx3QVA0ySAKxaD55+HNWvgdLOPqUqnYq+8qBQAggDhKPfee52rS7OMyrHpiIZhGAYAgRjXPBQot2bIaCoQ49482b3Iac3UKkWE/rq3eU6OudyWEbTDax93mDPkc8usALDraG84zp87KxsAml2Rbl9oSYkCAAIhiJFEOJOgKOAFslhnBDUdZACAOMfokDFUkAYAWGHPBQDp3sRse+bIuNBuKASDNM6wq84typGHw+P+ekwISSVYS5cu7enpcTgcS5Ysuffee++5556XX355x44dqQ4Om3pIo1Ea2OVyYdkygqJIABfPw9PPwJrVYLGkN7xUUymYVavygIAgA1Q7/2Zjz9ICmwEnWxiG/atQnAMAtYwBgF1t/SRBzM+zAMCHLX2+aGLZqhwAONbuOdrmuXxpIQD4QygKEHEQCQoQohdnZinkdJAAAOJiRxGczn4umJc78i0WVGaOjAvt2kL7cJ/LDDWboR5uZE1TpE3/WTdElYJJ4f95yknqFuGPfvSj6667rr29/eKLL37nnXd0Ot0tt9yyfPnyVAeHTW2Uw0Hq9QBgp2nLkiVWQbADAELohRdhaCjd0aWKnKVYhgIAIY9etDRLzKWDdohxwuvHu3HXeAybVoYi8dePd/tjCQCIccKWAy3HqGDQDkE7bPMOtMqj0rh4lrF0jkka1y20SdkVAJTnGaTsCgAy1GyV00hTJACQBKFSMCTu1JduSc1g5eXlvfPOO9J4x44dL7zwAkVRl156aSoDw6YXOnf4LcNOEPysmUQ0SgG4AGDHTphbDyyb1uhSZaSRKZdLVRktUYogFcB2Cu+cci3Mt2Yopub/GsOmg4FQLM4L2RkqANjbOegKRNZX5ATt0NTjP9IytP6cPJoiCZ6ptJpJDRsEAKDW5xaMPH15nWNkrJBN8eXYU1VSM1h33nnnkiVLXnzxRQDQ6XTXX399cXHxq6++muLYsGmKzsujsrIAwA5gZBhzc/PwP7S0AELpjCyVMtSsNP2eyKFKao0BCwraQRDRq8c68WpEDJuwDvd6+gLD5eGvNHTujA5JU01tsqhHL0jj0rmmZatygnYAgCKH7qJFTmmqiaFJvQZXCExZSeXFTz755Isvvrh48eKRIxUVFbfffvvll1+essAwDABANm8uSN3kASL7D1DuwWD5DACAeBzGaOfsCSjTqJQGkSyiTGUOkIjVgcYFrx3vqs8xW9S4zxaGjatIgj/c66nMNKhZOprgn+/umltmzTQqEYJoAgQzFVQBACyz54w8ZUauPm3hYhNDUglWRkbGokWLRh9RKBStra2pCQnDvpjy0ksAQNvba1OrI888y1RVDs6cme6gUm6kwjRoh2qNJUZAUA0aF7x+vLsiMyNXr05veBg2lXgjiW5/uDJTDwBN7sA2d9+liwtYhgpFEUUynJ0M0gBAb8jLl84nCCjPM6QzYmwCSyrBmjlzZjQaVSqVI0deffXVjIyMlEWFYV9Bdd21cHpmK/DrB0NLFsOsWWmNaDyM3E0I2mGW0RZPCEENAMD2bV1Og6bchv8kMSwpMV6ICAm9kgWA7S19/tPr8nr642EaSffybHbtlTC8sE6tYMpy8IwUdnaSqsG64447rr/++oGBAQAIhUJPPPHE9ddfv3bt2hTHhmFJ0f7gv+yzZknbI6LfPQwffZTuiMaDUkaP5FuLlmUZylRStcerxzo/7hhIb2wYNgE9c7B1X9eg9GeyI+RuO71Gb+aodXm5Vg2ekcLGSlIzWPX19bW1tTabTaPRBAIBAJg7d+7//M//pDg2DDtrju/dNjJ2/e5hWLMaiorSGM/4IElCfbo/zdKVOXC6583Oo730EFpVbE9faBg2rqIJ/u3Gnvpcc6ZW6bOiF3a01JdZ82waALjA7hw5bWahQaPRpC9MbFpIdvHnnXfeee65527dujUej9fU1Kxfv56iqJRGhmHfUOYtN6NolJTaPWzdCosXwzR7S11Y+Vl75X2Nbr6XW1lsB4A4L7AUhbvkYJNXMM61DQUrbHqSJHr8kVe6u9efk6dVsoJA1RqsSo0sSAAFxGWn20Rh2Pg7i+4a1dXV1dXVqQsFw8YWwTAEwwCAHYArKCD6+wekBGtwcMrvz/N5s0rMUDKcbB1p9bV0Bq525gNAXyDKiaLUrQfDJpqEIAbjnLS11JFeb5snuGxlDgD0DnExigg5CIIArV15VVmxdD5FEQYtXmaLTQi4fRk2LTBlZXC6KD785ltMcfFg/Zz0hpRGVU5jldMoJVsRFXGs3Z9hV2lc0OYJNrkDy4rsNIlnt7C0efeUi6HIJQW2oB32Ng6KCOrtFgDIt+vzYbjSPNOoHOlmgmETE06wsGlHddWVICVbCAX/96HggnNg9ux0B5U2Zp18SbUdAIJ20NvURUEmrAWSgH5PZNfOnvVlDj2Ddx/Dxp4goh2tffkGTZ5BDQD/6OrMs2mk3lE1JqucpYZ3ES6Z4vuTYlMYTrCwaYwgNN//z+GyLIR6fvNbYslimAa9tf4diiRMuuHbK1aDct15eRzPBxUQCCe27ulcNTMrPyxPCOLBnqFym17N4ncP7KvFOKFpMFBk0soZyh9LPN3SvmpWtlWvEBGYGbXaoAgyAADnjWrRObKFFIZNasm+Rfb29r777rsmk+m8884DAJfLZbfjpUnYFEIQjv+6Y3gsiq7H/4RWryZyc770OdOFVsVuWlYIAEEdiIigCcajE5CGBoCXXmupytTX2PHK9ukulOAHQzFpOurkgP+j9oGL1hWSJOEPC3GSiNlJjgIS2Kucw8VSJEHkWqfXohNsukkqwdq9e/d5550XCAQ2btwoJVhbt261WCwXXnhhisPDsHQgycxNm1AiTgK4BAE++gjmzgV8pwwAAEiCKM76rKPphgsK4PRCxXf2dWtVzEqdFQA+7XLLaboqE/dmnGrc4RgSkUWjAIB3TrkEQVywPAsAWnsjMUIw2gEAHHbdJTU66XyditWp8Lbl2HSUVKPRu++++4EHHujt7S0sHF7yes011zzzzDOpDAzD0onQqEmjEQDsFGUEsLS1D/+D15vGqCa4VbOy5pZZpeaNzjpDRrFSGn8Qcj/T3i6d0+ULH+geSmuY2FcTRHS83+eNJAAAIfjHobY9nFf6aR6HUJ+Wk8bzltil7AoAnJlavPseho2W1AxWWVnZTTfdBADBoHSlCgihj6ZHv2wMky1cCFJRPM+Hnv27bOkSd1lZuoOa6GQMJWOGK2lmFZuh2Cy9d5AZTGIgHsgEgoA+T2T7Ydem/DwVS4cS/P7uwZpMg06BZzvGT6c3fLTXu7rUQZFEbyD6ep9rzZxsrZKNc6I3IRgyiaACAOA8R/7IU+qKpl2LEwz7epJKsEhyeKIrGo1Kg7feekuhUKQqKAybmGhafestIO3Jw/OBn24Ob9wAVZXpDmsy0SrZka1IbAbl5UsLRYAggChSZpU6piVJGQgC+sf25jmlllpCBwCvHe/KzlBJZV5DkThDklo5vl371U4M+FQMk6NXAcA7p1wIoXNLHEE77D/l7nKHLjwnHwBkRllNviWiJABAbVdcVlogPVfGUFVOYxqDx7ApIKkEy+l03n///VdccUUkEvH5fG+++eZNN920adOmVAeHYRMWQdO6e/9/qcwE8bzrwd8Q562BSpxsfU0kSWSb1dKYoohNy4vgdGnXIlsWL4jSWrOGpgAIUGc3A8D+U253S/iS6jwAaBzwH+n1bqzMpUgikuB7/JE8o5ohkyqBmBR4EcV4QVq5ORSJN/R567PNcoYKxLjnDredX5adqVX4bejvHzTPLDaXZGcAQJBHjJoIGgAA5tntcPr1nFlsnllslr6sUoaXgmJYqhAIoa88ieO4tWvXvvPOOyNHSktLP/nkE51ON7bRIIR27txpNBrLy8uTf9bu3btvu+22AwcOjG0wyfP5fCzLKpW469146O3ttdlsxETd5wXxfO8TT8La88HhSHcs3xTHcTzPT4q5akFEsTivUjAAEAgnGto91U6jSsFEYvw/d7UuqrLnWNQaFzx9oGWGTV9rNwDAq8c6NTJmaWEmAJwc8Ec4vs5hBAB3OOYKRKozDQAQ44Ruf9hp0JAkISIUSfBKliYJAgCiCZ6hKakja5wXCIJgKRIAQgmeF8QMBSs93RdN2LQKAAjGuabBQIVNz1JknBf2dA2WWXRmlRwh2LK/udpuKDNrSJJ8/WSPTsEudtqCdviooS8Y5c6dnQ0ALa5AZ39waa0DACIxvs8bybNpyIn6VzDBIYRCoRDei3B8cBynC4czMjK++tTUqKure/jhh88555zx/9ZJXb4wDPPGG29s3bp13759CKHy8vKNGzfKZLKxDaWhoeGBBx64/PLL0/JCYNiYIGg68+qrQBQJABfPw9bXYdlS0GrTHdcUR5GE6vR211oVO7/cJo2VcvrKFcN9AYJ2WGf/bM3jUvtnu2JrdAq5IAa1AABBP4QoJFWJeQJcSyiiMSmVcjoSE3Y19FcVGG16BQC89lF3cXZGiT0DAD4+PqiS01XZRgA42hYIxhLzC2wA0O2OdYVDykwFQYA/jKIIgjbEMiAIpJZWgIkJsgAAFzoKAcAbjdI0vTT7s6jmV9hG/oMFdm2BXTvyn3Jm4t8oDJvokp0fpihq/fr169evHznyzDPPjOFdwoaGhh/+8IfPP/+8Wq0eq6+JYWlBnJ7ysdM0V1ZG+vyUVuvieThxAioqAM86TDzaUX0EzDq5+XS3VYNWPjpXWzUra+S0C+bnjYznzbCOjCvzP2sJlmVWZZmHN3nUqVipqqmzs7OhoSEQCBximKysrOrqaq/Xe/jwYY/HwzCM3W6vra0NhULSEZIkrVZrbW0tnm7BJp1QKHTw4MHe3t73t2wpLi6+5pprKqdZEcUXJ1iNjY1dXV1f8rR4PP7YY4+NVYIliuJ111336KOP4uwKm2KYkuHpEztJRtvaaYZ1l5YAQuDxgBEXEU87XV1dBw4cmD17ttFo5Hm+oaHhrbfeEkVx1qxZWq2WIIjm5mbpSF1d3cKFC0VRbGlpef/991evXj3mNw0wLHU4jnv//fdzc3Orqqo21Ne3trb+4he/uO+++0aaPU0HX5xgvfzyy//93/89bkHs3r27u7v7yJEjP/7xj6PR6M9+9rMFCxaM23fHsPFAkhXfCIkAACAASURBVIp1F4DU7kEQgs/+XbZw4WB1VbrDwsYPQujAgQPz5s2zWodnvOrr6x9//PHq6uqcnJxoNErT9MyZMxsaGrKzs51Op3ROZWVlJBI5ceJETU1N+mLHsLNz8uRJs9lcXV3NcZwOoaVLl/I8/8QTT/z85z9Pd2jj54sTrEWLFl111VX33nuv1KDhJz/5CUEQ9957LwBwHHfs2LHnnntu8+bNYxXEjh07EolEXV3ddddd94tf/GLDhg0dHR2frxmPxWKXXHJJLBY747jP5/P7/R6PZ6ziOVs8z3Mc9/nAsBTxToFun5u+xQHIPR4QRf6JJ8MrV4gTr7eWKIoIoZHmLNg3FI/Ho9GoVqsdeUkRQgghQRCi0aggCKIo8jwviqIoiqNfdpPJ1Nrain8QYwu/ninldruzsrKi0agoiolEwuPxFBYWPvLII+P/SR2JRO655x6KOnODS4VC8dxzz8nl8tR96y9OsGbOnHnDDTeMXEI1NDRs27ZNrx/u0ltUVETT9J///Of77rtvTILweDznnHOOdH12xx133HPPPadOnfr85ZpMJrvppps+n8c0NjY+88wzaVzEFw6HaZrGE/jjIx6PKxSKCbuK8Ou4/XvDFcsIhX/xy8h5a9DE2HBaEARBEBi8R9AYIQgCIUSS5Oj3eoIgaJpmGAYhRFEURVEkSZIkOfplF0WRZVn8gxgrCCGe58fp9ezthUQCcnMBgBgcBLcbSZdSXi9x7BiaPRtkMgiHiQ8/hDlzkMkEAMTRBpTlAOkDd8ANMhbGesH+OGBZVhRFhmF4nqcoSqlU+nw+lUo1/p/UJEkuW7aspKTkjONarTbVn9pfnGCxLLto0aKRhzqdbiS7kixdunTTpk1jlWA5HI7jx4+PfGu5XD4yhT4aQRAXXHDB54/v3r37n//8Z0rz0C8Xi8UYhkljANONXC6fUgnWKPL77h2pzAr88lfBxYuJufXpCgYhJIoiTeNWSWODpmmr1drY2FhVNXxrOBKJIIQikQhN0xzHkSQpJbWxWIyiKOmXnOf5pqamsrIy/IMYK1Jzoq/zegaDcOgQzJwJSiUEAvCHR+DyyyA/HxBCD/7GvHgRO3s2AISeeJJ2OOSrzwWARH8/ikRlBQUAwMfjQiAgo2kAEBlGMBhphiFoGslkfF4+pVKRNA0IxUNBOhanaBoAogcPkvoM2fz5ABB95VXR71ddfRUAxHftGvp0L9zxfQCApiZ4dxtcczWoVBCNQlMzFBVCururZGdnHz16tKCgQLpskMlkL7/88vz588f/g1Iuly9dunTitmmorKz0+Xyj+1i8/fbbKpVqrILYsGHDL3/5y0gkolQqDx06tGDBApvN9tVPw7ApTXvXnSNr8YP/+1DwnPkwe3Y6A8K+sfr6+m3btvl8PpvNFovFmpub6+vru7u733//fbPZLAhCe3t7ZWWlx+PZtm1bdna2IAitra0mkykvLy/dsU917kEIh0B6nd96G7o64cYb7QCJT/fGPvhA+8MfAEmK8ThHECxFEQCg1cLdpyuVCQJ+8F8jX0l9/bdHxuysWSNjOjeXzs2VxmRGBnn6I5WQy5mRDSEIQtqbS6I4/7zPxuvXjYxlCxbYRyqVi4qgqEgaIoD4QD9js1EKBeL50COPBhcthJoaAEBPbSEqyqG29uu+QGcnNze3r6/vzTffzM3N9TQ0HD16NBqNTqsCLEiy0WhbW9uNN9543333lZWVDQ0NvfLKK/fdd9+GDRv+9re/jVUcL7300tatW+vq6np6eu644w6T6Sy2u8KNRqeVCd5odBy4Hvodqqwkli1N9TeaRI1GJxGe55ubm71er1wuz87ONplMUhbV19cnl8tzcnKsVqsoiu3t7W63myRJu93umPxNaycKUUQ7dkJuTshk0mg08MijhrIy+dIlABDbto3U69mJcXc+FcRgEBAitVoAiL7yKrCsYs1qFwDa/iERDMAX3R365lwuV1dX16nt22tra5cvX/75QqhxkMZGo0klWADwl7/85Tvf+U4ikZAerly5csuWLRaLJZWxJQsnWNMKTrBGc/3lr+Cww8qVqfjiOMEaT9IqQlxoNTZCITh2HCorQKkEr1fz578oL76YyskGno/v3UeXlQ5Eo5mZmemOcqJA4TChUgFA4uDBxN596ptudAFAays6dJhYez6w32j/ddzJ/atde+21Gzdu/PTTT3t7eysrK6uqqsgptM8Xhk1S9muvGRmH//JXf8qSLQybiAIB1NtHSN3m9u1Tb3tP+8MfAEWJsRhPkayUGej1w7VKAEDTsnlzEUKAlxCOQpwu+GFra9naWpD2s7fb+USCJkkCQHC5+v78F+KG68FqBVGEWAzwhEISzqLKT6vVrlixInWhYBj2TaiuvWakLjL81BafUklctDGdAWHYWBFFiMelwm30wosQjzuu2AQAiaYmlEgMrwSbNQtOFzyRJhN7NnUm2OcRcjlTWiqNKbvd8f/9SBqjaDT8t6fkK5YPFBWBIKCXXiYWLoAvWpeG4WUpGDYFqa66ciTZir78ikcQhpMtjgN8EwqbFJ79OxQXwcyZdoDQX/5KO53yJYsBAC6+aOSUKVwyNWERKpX6lptB6plMUfysmSRJSfezXA/9DmprYdHCL/0C0whOsDBsilNcuH6kRjq2a7fQ3e2/6koAgL4+0Ghg7JYDY9hZSyTg0GEoLoKMDIhG1b//g2LdOmmDKXHFCtI8PAul/vZ1aY0S+7foUetb7bd/b2QcevxPfrudGLUKchrCCRaGTSPSgikppeJ8/sR776uu2OQCgOZm8Plg1JJyDBtjoRBIu82eaoKtWzNvvJHQqMVYjItGWZmMAACFAn74g5HTR7IrbDJS33iDtLVwhOMSaY4lbZJNsERRfOONN/bv328wGBYvXjzSKA/DsEmKKS1hSksAwA4gGgyJtjY5QkAQrhMnYOcuuOZqwAtZsG/iwAF04iRxxSY7QGLv3sSRo+rrrgWShOKikapzUquVLV705V8GwyappBKscDi8du3a7du3Sw8Jgrjrrrs2b96Ml8pj2NRAGgzy08sP7WVlKCeHYNloLBZpao698gpxy80glQyLIs66sDOgQ4cJJEodLPWvv4FCIeVllwKAmJ9PVFRIHxLs7NksbpOLTTNJvVfef//9PT09Tz31VHd3dzweb2xsDAaDL7zwQqqDwzAsLQiVCggCAMjsLMc9P7abTHYAm9er/sUvLR2dAAAcB2+9DYODaQ4UG0+trXB6n3X04G+Mu3bZAewAZlGwWq3SWHH+eVJ2BQCkXk98sxZKGDapJZVgffLJJzt37rzyyisdDgfLskVFRQ8//PDhw4dTHRyGYRMHqddrf3Q3nZtjB7BTlMlitvK89LGKHvwNfPzx8HmCkNYwsW8sEgFRBAAYHES//wP09dkBMuPxjL37rJGI9BN3/NcdstNbtbB1dZTdns6AMWxCSuoWYXl5+Rm7LxMEMTQ0lJqQMAyb8EiSrasbeeT4rztGxqG//JXKzPSetwYA0PsfgFKZxv2qsS8TDktrSNEne+DDD4k7f2gnCL6pKfb+B6qrriSUSjCZ4D++K51LyGQjU1MYhiUjqQSLpmmE0OiKq7a2tr1796YsKgzDJitpp1tpex00f54YCEjbj8XefZdvag7cegsAQFsb9PbCvHmA6zhTbWAAGAb0egBATz9DyFi4+GI7QPzDHWLAr5B2oJtbD6eTYLqoSH1652AMw76JpBKsysrKa6+99tZbb3U4HG63e/v27Q888MBll12W6uAwDJvUCLmcksulsXzlSli5Ulq5LWq1XHe3DCEgCL6tLfLs30O33gIZGeDzwbvvwtKlgNtwn5VYDPbuhfJyMBiA5+HB35hWrZT2PIns2k0781m9HgDgik0jz8Br9zAs1ZJKsG644YaTJ0/OmzdvZGfo1atX//SnP01lYBiGTVmk0ShbONzumc7P1/7obq30QKvlq2tImYwEAJ4P/PZ/FWtWuysqAACeegrsdli+HACgrQ2RFJGbk5bgx5vLBaEwFBcBABw8CNs/hO//JwBYmpoiL7yo/o/vkhoN4nmOlTEKBQEANA133TnybOXGDWmKG8Omu6QSLIIgHnzwwZtvvvn/tXfvcVGViR/HnwEEBhFBETEUuYjamhrQhQQlNNLUxNtLg0IzRbSyNLU2tX6CXTY1a72E5nVzveTL0rSUVdPMUCvXUFLTFZFKhABBLsNwmTm/P842q9xCOsNhhs/7D1/Tc87wfAdp+HrOc858++23JSUlffv2DQkJ4R4NABRmY2PX/ffzU3Z2LnPnCPkTOYQQsbGmvSpu3JAqKhy6egsh9F9+WXXxkvOz07OEkM6cFcnJmpdmiVatxG+/SQcOaoYNFW5uwmAQv/wiPD3F74fTmlRVlSgtFW3bCiFESYlITRX33SccHYVOJ+3arQntJ3x8hBB2K1dpQh68q39/IUTpPz6ycXXVRo0QQlTk5AiN5r8X4wUGyndDEEKIgACXV/8qP9Q4O9s/+EATvywA9WtQwUpLS2vdunXXrl0DODcPQG23fgKd46BB8mGtu4QQffuIvv+9B7LUrp2hf3/b1q01QkiVlfoff7S3tbPt0lkIUbJuvX3v3nIjKf3nFk3r1k6jRgohsv51QGRmiqlxQgiRmiodOKh5aZawsxM//yL++U9pyhSNRweh04nlK6SRIzU9ewghxMZNUs+eXg+FCCFKt27TODg4jRkt5AVnVzOd46YIISp+PFdx8qTzlMnCzs5YUVEpSfZGo3zj8qqwMNtOnvI/VQumTHb8vf+1njjhfy/W1KgAWBSN6axfPdq2bXvXXXcdPXrUw8OjCTLdqZSUlBkzZpw+fVqtAIWFhfb29k5OTmoFaFGuX7/u6enJAdQmUFZWptfr3eTlOzCzgoICR0dHrVardhDrJ0lSdnZ2p06d1A7SIuh0uoqKCldXV7UCBAUFrVixIjQ0tOmnbtB9sKKiosaOHVutXa1atco8kQAAACxbgwrWq6++mp6enpSUdOHChcuXL1++fPncuXPJycnmDgcAAGCJGrQGa+jQoVevXt22bZu50wAAAFiBBhWsyMjIdu3aRURE2NrKtwwU5eXlS5YsMWcwAAAAS9WggjVhwgRfX18vL69bB2/evGmeSAAAAJatQWuwwsLCbGxsPvroo3379skjWVlZMTEx9T8LAACgZWpQwUpJSenZs+fEiRPXr18vj3z++ee7d+82ZzAAAABL1dCrCJcsWXL9+vVu3brJIxMnTty6das5gwEAAFiqBq3Buvvuu6dOnSqEKC4ulkckSTp+/LgZcwEAAFisBh3BsrH5725lZWXyg+TkZO44DAAAUKsGFSw/P7/ExMT09HSdTldYWLht27bY2NiBAweaOxwAAIAlalDBmjlzZkpKSrdu3Xbs2OHm5hYTE9O5c+fFixebOxwAAIAlatAarFatWu3bt+/zzz8/deqUJEm9evUaPXq0g4ODucMBAABYogYVLCGEra1tVFRUVFSUaeTw4cOcJQQAAKipoQVLCFFUVKTT6eTH5eXlSUlJFCwAAICaGlSwTp8+PWHChHPnzlUbNxqNpgsMAQAAIGtQwZoyZUpVVdWKFSu8vLw0Go25MwEAAFi0BhWsCxcupKWlmW7jDgAAgHo06ARfeHi46R7uJl9//bUZ8gAAAFi8BhWszZs3r1y5MiMjo/B3OTk5H3zwgbnDAQAAWKIGnSLMy8tLSUnx8/OrNr59+3YzRAIAALBsDSpYcXFxRqPxvffeMy1yLy8vX7FihZmzAQAAWKQGFawffvghNTU1ICDg1sHy8nLzRAIAALBsDVqDFRoaarrFqElgYKAZ8gAAAFi8Bh3B+vDDDxMTExMSEtzc3OSR8vLypUuXbtmyxZzZgNv8+uuvBw4cyMjI6Nq166OPPurt7a12IgAWJjMz8+DBg5mZmb6+voMHD/by8lI7EaxWg45ghYWFbdy40dvbu83v3N3dt27dau5wgMmJEyfmzp1ra2sbGBjYqlWrV1555dixY2qHAmBJjh49+uqrrzo4OAQGBtrY2MyZM+e7775TOxSsVoOOYA0cOFCr1Q4YMMDW1lYeKS8vX7VqlTmDAf+j0+lWrly5YMGCXr16Xb9+3dPTMyQkJCEh4d57723Tpo3a6QBYgKKiojVr1ixcuDAgICA7O7tTp07BwcHvvPPOunXrHB0d1U4HK9SggvXEE0/85S9/8fHxuXWwsrLSLImAGi5dunTXXXf16tXLNNKjRw9fX9/z588/+OCDKgYDYCnOnz/v7+/fvXt3SZLkkd69e3fs2PHixYt9+/ZVNxusUoMK1tChQ2sOarVapcMAtausrLS3t6826ODgUFVVpUoeABan1rcRR0dHDhbATP64YJ0/f/748ePVBvV6/dq1a5988knzpAJu4+fnd+XKlby8PHd3d3mkoKDg4sWL8fHx6gYDYCm6deu2evXqwsLCtm3byiO5ubnp6en+/v7qBoO1qrNgnT9//u6779ZoNNnZ2XFxcU2ZCaimffv2I0aMSEhImDx5slar/e233zZu3Dh48OCOHTuqHQ2AZejUqVNkZGRCQsKkSZMcHByys7PXr18/atQo09XxgLLqLFjR0dETJkyYPXt2aGjofffdl5yc7OLiotFoJElKTU3dvHnza6+91pRB0cI98cQTbm5uGzZs+PXXX728vIYMGfLYY4+pHQqAJYmNjXV3d1+7du21a9e6dOny+OOPP/roo2qHgtWqs2Bt3rx5+PDhI0eO9Pf3X7NmTfv27U2b7r///tLS0sWLFy9ZsqRJQgJCo9EMGTJkyJAh8lWE8kc2AUDD2draDh8+fNiwYfJVhGrHgZWr8z5Yffr02bdvX2JiohAiKCio2taAgIBNmzaZNRkAAICFqm+R+z333LNo0aLKyspbP3ZQkqSCgoLFixebPxsAAIBF+oOrCL29vbdv3x4dHV1z0+zZs80TCQAAwLL98W0aBg4c2KFDh8TExLZt28oLXxwcHLy9vWueNwQAAICop2B98cUXw4YNE0J4eHgkJCRMmzatCVMBAABYsDoXuW/atEmv18uPp0+fXus+pg8cAAAAgEmdR7B27drVu3dvDw+PWq+HT0tLKysrO3bsGJ8EBwAAUE2dBWvSpElr166tOa7X659//vmUlJTu3bv37t3bnNkAAAAsUp2nCGtddJWRkREaGrp+/fqxY8d+//33Tk5O5swGAABgkeosWMHBwdVG9u/fHxwcfObMmWXLlu3YscPFxcXM2QAAACxSnQXrVgaDYeHChcOGDXN0dPzqq69mzZrFB5UAAADU5Y/vg5Wfn//UU08lJyc//PDD27Zt8/T0bIJYAAAAlusPjmCdOnUqODg4OTn55ZdfPnjwIO0KAADgD9VXsNatWxcWFlZQULBr16533nnHzu62w12ZmZlmzgYAAGCRai9YBoNh8uTJcXFxPXr0OHXq1MiRI2vu87e//c3M2QAAACxS7WuwJEnasGGDRqPx9/dPSEioubWoqOjo0aNJSUnmTwgAAGBh6lzk/vDDDy9btszV1bXmBYOSJBUUFMycOdPM2QAAACxS7QXLaDTGxsYGBgbW9TRfX9/Y2FizpQIAALBgta/Bsre3f+aZZ+p/ZlxcnBnyAAAAWLwG3WgUAAAADUfBAgAAUBgFCwAAQGEULAAAAIVRsAAAABRGwQIAAFAYBQsAAEBhFCwAAACFUbAAAAAURsECAABQGAULAABAYRQsAAAAhVGwAAAAFEbBAgAAUBgFCwAAQGEULAAAAIVRsAAAABRGwQIAAFAYBQsAAEBhFCwAAACFUbAAAAAU1rwK1rVr1xYuXKh2CgAAgD+lGRUsSZJmzZqVlJSkdhAAAIA/pRkVrJ07d/br18/e3l7tIAAAAH+KndoB/is/Pz8nJ+eee+6pv2Dl5OSUlpZWG8zKyjIYDAaDwZwB6yNJktFoVDFAS2MwGDQajdoprJ/RaJQkiR/spsHbSJORJEkIwbe6aaj+NmIwGLKysq5cuVJtvHXr1h07djTr1M2lYK1bt27mzJnHjh2zs6szUllZWWBgoF6vrzZeVVXl4eGRl5dn5ox1kiSpvLy8ZvODmeTn56sdoUWQfw+p+H9WiyJJUkVFRUlJidpBWgp+sJuG6m8jVVVVr7zySmFhYbVxR0fH9PR0rVZrvqmbRcE6cuRIaGiog4ODEKKeIxNarTYrK6vmeEpKyowZM8xdRetRWFhob2/v5OSkVoAW5fr16x4eHhzBagJlZWV6vd7NzU3tIC1CQUGBo6OjWd/uIZMkKTs7W8VfGS2KTqerqKhwdXVVK4CDg8OHH34YGhra9FM3i4K1aNEiuTmVlpbm5OT4+fmtWbMmMjJS7VwAAACN0SwK1uHDh+UHBw4ceP755y9duqRuHgAAgD+jGV1FuHHjxhUrVmRkZLz11lsZGRlqxwEAAGikZnEESzZp0qRJkyapnQIAAODPakZHsAAAAKwDBQsAAEBhFCwAAACFUbAAAAAURsECAABQGAULAABAYRQsAAAAhVGwAAAAFEbBAgAAUBgFCwAAQGEULAAAAIVRsAAAABRGwQIAAFAYBQsAAEBhFCwAAACFUbAAAAAURsECAABQGAULAABAYRQsAAAAhVGwAAAAFEbBAgAAUBgFCwAAQGEULAAAAIVRsAAAABRGwQIAAFAYBQsAAEBhFCwAAACFUbAAAAAURsECAABQGAULAABAYRQsAAAAhVGwAAAAFEbBAgAAUBgFCwAAQGEULAAAAIVRsAAAABRGwQIAAFAYBQsAAEBhFCwAAACFUbAA1M5oNFZUVKidAgAskp3aAQA0O7m5uRs3bjx58qRer+/evfuECROCgoLUDgUAloSCBeA2Op1uwYIFAwcOnDJlitFo/Pnnn5cvX/7SSy/16dNH7WgAYDE4RQjgNvv27evevfv48eO1Wq2trW1QUNC0adPWr1+vdi4AsCQULAC3uXr1arWDVffee29mZqYkSWpFAgCLQ8ECcButVltcXHzrSHFxsVar1Wg0akUCAItDwQJwm9DQ0P3795eUlJhGduzYERYWpmIkALA4LHIHcJt777334Ycffu6550JCQuzs7C5evChJ0htvvKF2LgCwJBQsANU9+eSTDz744DfffFNUVBQVFRUWFsb5QQC4IxQsALXo1q2bl5eXXq93c3NTOwsAWB7WYAEAACiMggUAAKAwChYAAIDCKFgAAAAKo2ABAAAojIIFAACgMAoWAACAwihYAAAACqNgAQAAKIyCBQAAoDAKFgAAgMIoWAAAAAqjYAEAACiMggUAAKAwChYAAIDCKFgAAAAKo2ABAAAojIIFAACgMAoWAACAwihYAAAACqNgAQAAKMxO7QDK0Ol0//73v9WavbCw0MHBQavVqhWgRcnLy7t27ZpGo1E7iPXT6/VlZWVubm5qB2kRCgoKtFqto6Oj2kGsnyRJ+fn5WVlZagdpEcrKysrLy11dXdUKoNPp1JraGgqWu7t7VVXVuHHj1ApQUlJiY2Pj5OSkVoAWRafTabVaClYTKCsrMxgMzs7OagdpEUpKSmxtbfl3WhOQJKmsrIx37Kah0+mMRqOKbyMajcbd3V2dqSVJUmViaxITEzNo0KDJkyerHaRF0Gg0paWlvDk2gW3btn388ce7d+9WO0iLMHLkyPHjx0dHR6sdxPrpdLrWrVvzu69prF+//ssvv9y6davaQVTAGiwAAACFUbAAAAAURsECAABQGAULAABAYRQsAAAAhVGwAAAAFGYN98FS3UMPPdSjRw+1U7QU0dHRDg4OaqdoEQICAsLCwtRO0VKEhoYGBASonaJFcHBw4HYYTaZHjx4q3upTXdwHCwAAQGGcIgQAAFAYBQsAAEBhFCwAAACFUbAAAAAURsECAABQGAULFobrXgHAIlRUVBgMBkmSDAZDRUWF2nGaGgXrT0lNTU1MTHzrrbeioqKuXr2qdhwrd+PGjaVLl/r7+1dVVamdxcqVlJTEx8d7eHi0b99+woQJxcXFaieyWkajMTExsUePHh07doyOji4tLVU7UYtw7dq1hQsXqp3C+rm7u9vZ2dnY2NjZ2T3wwANqx2lqFKzGKysri4+Pnzdv3rx586KiouLi4tROZM2uXr369NNPBwQEZGRkqJ3F+u3fv9/T0zM9Pf3AgQNffvnlG2+8oXYiq3X27Fm9Xp+Wlnb+/PnU1NSVK1eqncj6SZI0a9aspKQktYNYvzFjxuT+7siRI2rHaWoUrMbbtWtXr1697OzshBBDhgw5dOgQ/9A3Hx8fnz179gQHB6sdpEVwcXFZsGBBmzZtgoODn3766YsXL6qdyGoZjcbXXnvN3t6+ffv2kZGRzs7Oaieyfjt37uzXr5+9vb3aQaxfmzZt3H/n5uamdpymRsFqvIsXL7q7u8uPO3XqZGNjk52drW4kQBGDBw9u1aqV/PjSpUsDBgxQN48VCwoK0mq1QoiioqKbN2/GxsaqncjK5efn5+Tk3HPPPRSsJnDmzJnIyMh27dqFhIScPn1a7ThNjYLVeLm5uaZfQhqNxtnZubKyUt1IgLIyMjJu3rz53HPPqR3EmhmNxpkzZ06ePPnmzZtnz55VO46VW7dunbycQz75ALMaMWJEcnLytWvX/Pz8xowZ09IuUeInrPHatm1bUlJi+s/y8vKOHTuqmAdQVklJyUsvvfTRRx/x6dpmZWNj8/777wshNm/eHBkZmZuby4lCMzly5EhoaKj886zRaNSOY/1mz54thNBqtW+++aafn19BQUG7du3UDtV0KFiN5+3tfeDAAflxcXGxm5tbCzzHDGtVWVk5b968999/39PTU+0s1iwvL8+00qB///56vb4FXs3eZBYtWpSVlSWEKC0tzcnJ8fPzW7NmTWRkpNq5rFNxcXGbNm3kx87Ozt7e3i2qXQlOEf4Zo0aNOnHihLyw/dChQ08//bSNf+SmkgAACc5JREFUDd9P8zIajaY/YT4Gg2HWrFkxMTGtW7fOy8vLy8vj9LeZJCYm5uTkyI8PHTo0d+7clvZLqCkdPnz4p59++umnn9avX+/j43PlyhXalfksXbrUdNuRrVu3fvDBB+rmaXqalnZOVFmffPLJ3r17AwMDb9y4MX/+fFZNmtWePXs+++yzDRs2zJo1KyoqKjw8XO1EVuvFF19cvnz5rSMnTpwICQlRK48V27t378qVK4ODgzt37uzh4TF27Fi1E1m/jRs3fvrpp8nJyQkJCdHR0b6+vmonsk4nT558++23/f39O3ToEBoa2gKvlaFgAQAAKIxTWgAAAAqjYAEAACiMggUAAKAwChYAAIDCKFgAAAAKo2ABAAAojIIFAACgMAoWAACAwihYAAAACqNgAQAAKIyCBQAAoDAKFgAAgMIoWAAAAAqjYAEAACiMggWguaioqDh58uTixYsvXryodhYA+FMoWAD+Z8eOHf3799doNH5+fuPHj4+Pj3/88ccff/zxoUOHbty40Wg0mnX2kydPfvDBB6+88sovv/xivlkkSVq+fLmHh8czzzzTiKfr9frKykrFUwGwMhQsAP8zbty4VatWCSGmTp368ccfr1mzZu/evXv37n3vvfeSkpJCQkJu3Lgh7/n111936tTpypUrCs4+YMCAhQsX3umz7jTJm2++mZmZ+cUXX4wZM6YRc/n4+Jw/f/5OnyiEKCoqGjRoUO/evbdu3Zqfnz979uxGfBEAloKCBeA2bm5uNQd79Oixc+fOtLS06dOnS5IkhOjSpcvw4cPbt2+v7Ow2Nnf8pnRHSXJzcxcuXBgVFXX//fcPGzbsTuf69ddfc3JyOnTocKdPFEJs27Zt/vz5cXFx7733Xr9+/WJiYhrxRQBYCju1AwBoXjQaTa3j3t7ekyZNSkpKev3113v16uXr67tmzZq6dm5Kd5QkPT3dYDC0a9eucXPZ29sLIVxdXRvx3Pj4eCHEwIEDX3jhhcbNDsCCcAQLQEP16tVLCHH69OmDBw9GR0d7enqmp6fLmzIzM6dOnRoQEODq6jpu3LiioiJ5/OOPP46NjZ02bdqQIUPkhlHT1atXX3zxxYiIiODg4P/7v/+7dVNlZeXSpUunT58eHx8fERFx/Pjxas+tlmTDhg2jR48OCgr6+eefQ0NDtVpt3759Dx8+LO/8448/yifmwsPDPT09Dx48WM8UNZPv2bNn/vz5QghfX19PT88TJ07U9aqFEN999924ceO6devWoUOHl19+uZ5vkSRJ69ate/HFF5999tnw8PC//vWvOp2ucX9BAJoRCQBuIS8wf/vtt2tu2r17txBi0aJFubm5r7/+uhDiP//5j7wpMjLyl19+kSQpJSXF0dFxyZIlkiSlpaX5+/tXVVVJklRZWRkTE1Pza27atGnQoEE3btyQJCk/P3/ixIlCiIMHD0qSVFVVNXjw4ISEBHnP1atXu7i4ZGVl3fr0akl+/PHHiIgIFxeXuXPnXr58+cKFC0FBQR06dCgrK5P3P3bsmBAiLS1N/s+6pqgr+ebNm4UQpq9W66uWJGnx4sXjx48vLi42Go1Hjx4NDw+vZ+fZs2dPmDDBaDRKkpSdnd2tW7eIiAiDwdDQvzAAzRIFC8Bt6ilYq1evFkKsW7dOkqTk5ORbC1ZGRoZpt1GjRj3xxBOSJH3yyScuLi7Hjx+X28Ot+8hu3rxpb2//zTffmEYyMjJMBUvuc5cvX5Y3Xb9+XQjxj3/8o9oXqZZkzpw5rq6ucjeSJGnv3r23NqpqBauuKepKXq1g1fqqU1NTNRpNTk6OadPOnTvr2vnSpUsajebkyZOmTfIUn3/+uQTAkrEGC0BDXbhwQQgxYMAAIYStre2tm7y8vLZv337kyBFbW9srV67Iy8AjIiJ8fHz69evXpUuXQYMGxcTE+Pj43Pqs7777rqKi4u677651ulOnTgkh5s+f7+Tk5Ojo6OzsPGrUqJqL2aslsbW1bdu2rWmwa9euQojCwsI7mqJfv371J6/nVe/du7dNmzYeHh6m3eTLFWvd+dtvv5UkycvLy7RzRESEHKwRa/ABNB8ULAANIknSkSNHBgwYEBAQUG1TUVFR//79H3300XfffdfZ2XnatGmXL18WQri5uX3//fdff/31/v37P/nkk02bNu3evTsqKsr0RPmIUX5+vmnV+a23mJIkSQixevXqxi0ql9W/+L2eKepPXs+rLi8vLyoqKikpcXZ2/sOdS0pKhBC5ubmdO3eW95SLV6OX4QNoJljkDqBBVq1a9dNPPy1btqzmpp07d549e/a1116TK4VcGoQQKSkp165de+SRR959993Lly8HBARUu1tV7969hRCfffaZaeTcuXOmx/Ka+v3795vh1fzBFPUnNxgMou5X3bdvXyHEjh07bv2C9e/81VdfmfbMzMzUaDTh4eHKvlIATYyCBeA2paWl1UZ+++23Z599dt68edu3bw8ODpYHy8vLTX/KR4m2bt2ak5OzZMmSH374Qa4gZ86cka/UE0IUFxfb2tpWOwjUp0+fRx55JCEhYffu3Tqdbt++fXIvkb/s6NGje/bsOXXq1M8++0yv15eXl69duzYrK6tavFuTCCHkPWvdR95q+rOeKepKLtejTz/99NChQ/LXrPmqR44ced99982ePXvXrl2VlZVFRUXHjx+v61sUEhIyePDgJUuWXL16VQghSdLf//73uXPn9unTp8F/YwCaJVVXgAFoXioqKiIjI4UQ7dq1CwoKeuCBB3r27BkYGDhnzpzMzEzTblu2bJEPsYwYMSI5Obm0tHT48OFOTk5DhgzJzMwcN26cm5vbsmXL9uzZExoaGhISMm3atPj4+NTU1Joz5uTkPPXUUx4eHs7Ozq+//rq8yD08PHzLli2SJBUUFMTFxfn5+Xl5eY0dO3bXrl3Vnl4tyfz587t06aLRaCZPnpyeni5JUlpamhBiwIAB+/fv37lz58CBA4UQjz32mGkVea1T1JW8qKjooYcecnJymjFjRklJSa2vWt5txowZXbp0cXZ27tOnz5YtW+r6FkmSVFxc/MILLwQFBU2fPn3BggXbt2+XV9YDsGgaSZLU7HcAYE6SJBmNRvkAUiNuE/9n/Otf/yopKWnEB/IAsAKcIgRgzTQaja2trY2NTRO3KyHEhQsXEhISnnvuuSaeF0BzwBEsADCXbdu2zZgxIy8vT+0gAJoat2kAAOWdOnVqw4YN169fl28cCqCl4QgWAACAwliDBQAAoDAKFgAAgMIoWAAAAAqjYAEAACiMggUAAKAwChYAAIDCKFgAAAAKo2ABAAAojIIFAACgMAoWAACAwihYAAAACqNgAQAAKOz/Aa+eXJY0dH94AAAAAElFTkSuQmCC" 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" title alt style="display: block; margin: auto;" /></p> <!--==================================================================== --> <!----> </div> @@ -580,33 +589,19 @@ xtabs(~K + umid, data = soja)</code></pre> <pre class="r"><code>key <- list( type = "b", divide = 1, ## points = list(pch = 1, col = cols), - lines = list(pch = 1, lty = 1, - col = c(cols, trellis.par.get("dot.symbol")$col)), - text = list(c("Nº de grãos por parcela", "Nº de vagens viáveis", - "Nº de grãos por vagem"))) - -xy1 <- xyplot(ngra + nvag ~ K | umid, - data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g", "smooth"), - key = key, - layout = c(NA, 1), - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) - -xy2 <- xyplot(ngra/nvag ~ K | umid, - data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g", "smooth"), - layout = c(NA, 1), - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) + lines = list(pch = 1, lty = 1, col = cols), + text = list(c("Nº de grãos por parcela", "Nº de vagens viáveis"))) -print(xy1, split = c(1, 1, 1, 2), more = TRUE) -print(xy2, split = c(1, 2, 1, 2), more = FALSE)</code></pre> -<p><img 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" title alt style="display: block; margin: auto;" /></p> +xyplot(ngra + nvag ~ K | umid, + data = soja, + xlab = "Nível de adubação potássica", + ylab = "Contagem", + type = c("p", "g", "smooth"), + key = key, + layout = c(NA, 1), + strip = strip.custom( + strip.names = TRUE, var.name = "Umidade"))</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code>## Avaliando preliminarmente suposição de equidispersão (mv <- aggregate(cbind(ngra, nvag, ng2v = ngra/nvag) ~ K + umid, data = soja, FUN = function(x) @@ -671,24 +666,9 @@ mvp2 <- xyplot(nvag[, "var"] ~ nvag[, "mean"], panel.abline(a = 0, b = 1, lty = 2) }) -##------------------------------------------- -## Para o número de grãos por vagem -xlim <- ylim <- extendrange(c(mv$ng2v), f = 0.05) -mvp3 <- xyplot(ng2v[, "var"] ~ ng2v[, "mean"], - data = mv, - xlim = xlim, ylim = ylim, - ylab = "Variância Amostral", - xlab = "Média Amostral", - main = "Número grãos por vagem", - panel = function(x, y) { - panel.xyplot(x, y, type = c("p", "r"), grid = TRUE) - panel.abline(a = 0, b = 1, lty = 2) - }) - -print(mvp1, split = c(1, 1, 3, 1), more = TRUE) -print(mvp2, split = c(2, 1, 3, 1), more = TRUE) -print(mvp3, split = c(3, 1, 3, 1), more = FALSE)</code></pre> -<p><img 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" title alt style="display: block; margin: auto;" /></p> +print(mvp1, split = c(1, 1, 2, 1), more = TRUE) +print(mvp2, split = c(2, 1, 2, 1), more = FALSE)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> </div> <div id="ajuste-dos-modelos-1" class="section level2"> <h2>Ajuste dos modelos</h2> @@ -720,22 +700,7 @@ m2P.ng <- glm(f2.ng, data = soja, family = poisson) ## Ajustando os modelos COM-Poisson m1C.ng <- cmp(f1.ng, data = soja, sumto = 700) -m2C.ng <- cmp(f2.ng, data = soja, sumto = 700) - -##------------------------------------------- -## Para o número de grãos produzidos por vagem - -## Preditores considerados -f1.gpv <- ngra ~ offset(log(nvag)) + bloc + umid + K -f2.gpv <- ngra ~ offset(log(nvag)) + bloc + umid * K - -## Ajustando os modelos Poisson -m1P.gpv <- glm(f1.gpv, data = soja, family = poisson) -m2P.gpv <- glm(f2.gpv, data = soja, family = poisson) - -## Ajustando os modelos COM-Poisson -m1C.gpv <- cmp(f1.gpv, data = soja, sumto = 350) -m2C.gpv <- cmp(f2.gpv, data = soja, sumto = 350)</code></pre> +m2C.ng <- cmp(f2.ng, data = soja, sumto = 700)</code></pre> </div> <div id="comparacao-dos-ajustes-1" class="section level2"> <h2>Comparação dos ajustes</h2> @@ -743,19 +708,16 @@ m2C.gpv <- cmp(f2.gpv, data = soja, sumto = 350)</code></pre> ## Verossimilhancas dos modelos ajustados cbind("Poisson" = sapply( list("nvagem adtv" = m1P.nv, "nvagem mult" = m2P.nv, - "ngraos adtv" = m1P.ng, "ngraos mult" = m2P.ng, - "ngrapv adtv" = m1P.gpv, "ngrapv mult" = m2P.gpv), + "ngraos adtv" = m1P.ng, "ngraos mult" = m2P.ng), logLik), "COM-Poisson" = sapply( - list(m1C.nv, m2C.nv, m1C.ng, m2C.ng, m1C.gpv, m2C.gpv), + list(m1C.nv, m2C.nv, m1C.ng, m2C.ng), logLik))</code></pre> <pre><code>## Poisson COM-Poisson ## nvagem adtv -266.6918 -266.6018 ## nvagem mult -259.6165 -259.3267 ## ngraos adtv -343.1633 -326.6072 -## ngraos mult -321.6692 -315.6448 -## ngrapv adtv -272.6263 -266.0946 -## ngrapv mult -271.3018 -261.3122</code></pre> +## ngraos mult -321.6692 -315.6448</code></pre> <pre class="r"><code>##------------------------------------------- ## Teste de razão de verossimilhanças @@ -807,26 +769,6 @@ anova(m1P.ng, m2P.ng, test = "Chisq")</code></pre> ## 2 20 631.29 21.925 8 0.005057 ** ## --- ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre> -<pre class="r"><code>## Dos modelos para o número de grão por vagem -anova(m1P.gpv, m2P.gpv, test = "Chisq")</code></pre> -<pre><code>## Analysis of Deviance Table -## -## Model 1: ngra ~ offset(log(nvag)) + bloc + umid + K -## Model 2: ngra ~ offset(log(nvag)) + bloc + umid * K -## Resid. Df Resid. Dev Df Deviance Pr(>Chi) -## 1 63 26.634 -## 2 55 23.985 8 2.649 0.9544</code></pre> -<pre class="r"><code>anova(m1C.gpv, m2C.gpv)</code></pre> -<pre><code>## Likelihood Ratio Tests -## Model 1: m1C.gpv, [llcmp]: phi+(Intercept)+blocII+blocIII+ -## blocIV+blocV+umid50+umid62,5+K30+K60+K120+K180 -## Model 2: m2C.gpv, [llcmp]: phi+(Intercept)+blocII+blocIII+ -## blocIV+blocV+umid50+umid62,5+K30+K60+K120+K180+ -## umid50:K30+umid62,5:K30+umid50:K60+umid62,5:K60+ -## umid50:K120+umid62,5:K120+umid50:K180+umid62,5:K180 -## Tot Df Deviance Chisq Df Pr(>Chisq) -## 1 12 532.19 -## 2 20 522.62 9.5648 8 0.2969</code></pre> <pre class="r"><code>##------------------------------------------- ## Estimativas dos parâmetros do modelo proposto para @@ -876,7 +818,7 @@ summary(m2P.nv)</code></pre> ## ## Call: ## bbmle::mle2(minuslogl = llcmp, start = start, data = list(y = y, -## X = X, offset = off, sumto = sumto), vecpar = TRUE) +## X = X, sumto = sumto), vecpar = TRUE) ## ## Coefficients: ## Estimate Std. Error z value Pr(z) @@ -950,7 +892,7 @@ summary(m2P.ng)</code></pre> ## ## Call: ## bbmle::mle2(minuslogl = llcmp, start = start, data = list(y = y, -## X = X, offset = off, sumto = sumto), vecpar = TRUE) +## X = X, sumto = sumto), vecpar = TRUE) ## ## Coefficients: ## Estimate Std. Error z value Pr(z) @@ -978,64 +920,6 @@ summary(m2P.ng)</code></pre> ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 ## ## -2 log L: 631.2897</code></pre> -<pre class="r"><code>## o número de grão por vagem -summary(m1P.gpv)</code></pre> -<pre><code>## -## Call: -## glm(formula = f1.gpv, family = poisson, data = soja) -## -## Deviance Residuals: -## Min 1Q Median 3Q Max -## -1.60825 -0.36054 0.04036 0.41699 1.25361 -## -## Coefficients: -## Estimate Std. Error z value Pr(>|z|) -## (Intercept) 0.855552 0.031241 27.385 <2e-16 *** -## blocII 0.011126 0.026566 0.419 0.675 -## blocIII 0.036245 0.026683 1.358 0.174 -## blocIV 0.018896 0.027174 0.695 0.487 -## blocV 0.012659 0.027784 0.456 0.649 -## umid50 -0.026632 0.021695 -1.228 0.220 -## umid62,5 -0.026250 0.021865 -1.201 0.230 -## K30 0.007448 0.030216 0.247 0.805 -## K60 0.012552 0.029286 0.429 0.668 -## K120 0.039757 0.029467 1.349 0.177 -## K180 0.041632 0.028944 1.438 0.150 -## --- -## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 -## -## (Dispersion parameter for poisson family taken to be 1) -## -## Null deviance: 34.238 on 73 degrees of freedom -## Residual deviance: 26.634 on 63 degrees of freedom -## AIC: 567.25 -## -## Number of Fisher Scoring iterations: 3</code></pre> -<pre class="r"><code>summary(m1C.gpv)</code></pre> -<pre><code>## Maximum likelihood estimation -## -## Call: -## bbmle::mle2(minuslogl = llcmp, start = start, data = list(y = y, -## X = X, offset = off, sumto = sumto), vecpar = TRUE) -## -## Coefficients: -## Estimate Std. Error z value Pr(z) -## phi 0.2687369 0.0740709 3.6281 0.0002855 *** -## (Intercept) 2.3181295 0.4609397 5.0291 4.927e-07 *** -## blocII 0.0060163 0.0304179 0.1978 0.8432099 -## blocIII 0.0253652 0.0306999 0.8262 0.4086741 -## blocIV -0.0115586 0.0325485 -0.3551 0.7224998 -## blocV -0.0158195 0.0330418 -0.4788 0.6321009 -## umid50 0.0510988 0.0348517 1.4662 0.1425998 -## umid62,5 0.0524112 0.0352500 1.4868 0.1370560 -## K30 0.0894600 0.0430913 2.0761 0.0378886 * -## K60 0.1403132 0.0523141 2.6821 0.0073155 ** -## K120 0.1802570 0.0556233 3.2407 0.0011925 ** -## K180 0.1879750 0.0566969 3.3154 0.0009150 *** -## --- -## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 -## -## -2 log L: 532.1893</code></pre> </div> <div id="avaliando-modelo-proposto-1" class="section level2"> <h2>Avaliando modelo proposto</h2> @@ -1044,17 +928,12 @@ summary(m1P.gpv)</code></pre> ## verificar se o ajuste proporcionou uma densidade válida se faz ## necessária -par(mfrow = c(1, 3)) - ## No modelo para o número de vagens viáveis -convergencez(m2C.nv) - -## No modelo para o número de grão por parcela -convergencez(m2C.ng) - -## No modelo para o número de grão por vagem -convergencez(m1C.gpv)</code></pre> -<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAyAAAAJYCAMAAACtqHJCAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAgAElEQVR4nOydB5gTxd+AZ3ZTr/d+cHDA0XsXpBeRXgVByildKSpFEBDFgiggAoJ/KYKioICKCgh2VFQUpapIEZUmfNKk3d18mdnkkmxyuWxmZnfzPPs+D8nuXDI75PLe7szO/H4AGRgYlAjQugEGBnrGEMTAIACGIAYGATAEMTAIgCGIgUEADEEMDAJgCGJgEABDEAODABiCGBgEwBDEwCAAhiAGBgEwBDEwCIAhiIFBAAxBDAwCYAhiYBAAQxADgwAYghgYBMAQxMAgAIYgBgYBMAQxMAiAIYiBQQAMQQwMAmAIYmAQAEMQA4MAGIIYGATAEMTAIACGIAYGATAEMTAIgCGIgUEADEEMDAJgCGJgEABDEAODABiCGBgEwBDEwCAAhiAGBgEwBDEwCIAhiIFBAAxBDAwCYAhiYBAAQxADgwAYghgYBMAQxMAgAIYgBgYBMAQxMAiAIYiBQQAMQQwMAmAIYmAQAEMQA4MAGIIYGATAEMTAIACGIAYGATAEMTAIQGiCnF4Wrpxg/Pmhr7T+H4XKqgLWH8Varf9LofJJgP9UaIIsrzg8LGmQ8kxI/98AtO2g9X8qRCKOMv4kLoha/5dCpGu9AP+r0ARZNjC0z1Brptd/mnWVbd9hXaNKpP3OuMILVsYVqsXnhiAuDEHcGIK4MAQpxhDEjSGIC0OQYgxB3BiCuDAEKcYQxI0hiAtDkGIMQdwYgrgwBCnGEMSNIYgLQ5BiDEHcGIK4MAQpxhDEjSGIC0OQYgxB3BiCuDAEKcYQxI0hiAtDkGIMQdwYgrgwBCnGEMSNIYgLQ5BiDEHcGIK4MAQpxhDEjSGIC0OQYgxB3BiCuNCpIKcfp69DKWElyPK3edVMoBPkyj+F8iKFghxdSHN8luhUkDm2W/SVKCScBClIrMCpZgkaQbbnZVdJ7iKrQKEgD9cI/fhs0akgjcFB+koUEk6C/JoScYZT1QQaQYaeRajo9BPehcoEKcxIDP34bNGpIGXKvEFfiULCSZDNbWp9walqAo0gq8njEu9CZYJ8mS1cD70BTNGnIEXWu+dQV6KUcBJk/rBeKzlVTaARZN68LdvfmjrCu1CZIKPvj2IdNSJU9CnIP9bHJlJXopRwEmTizPFchzFoBCl8d0yf4SuueRcqEuRW8lDbrtAbwBR9CrK/zOLB1JUoJZwE6fvy06M5VU3QdhRrW/UUywaaBjBEn4LsaPhGZ+pKlBJOgrR879UenKomaDuKNXRYDnw+9AYwRZ+CvN5le1PqSpQSToJU3b3tNk5VEzQdxboe32OObVToDWCKPgVZPPiHStSVKCWcBEk+uiePU9UETUexNteLPpF+R+gNYIo+BXn6/hPqD4SHkSCF4uXjXD8gTUex7rr7dlSrZugNYIo+BZn2yBWBefjk0ggjQRxft6sCz7kGDEex9pAQ0PPFoN9/Obr1ctQpPfQGMEWfgtz/FDL9S12LQsJIkN9TEbL9w6duAsNRrFV9MHcG/11a1yTqXzTGRtMAhuhTkMGLUfxJ6loUEkaCfF8ZofTf+NRNYD6KdTT471K3Pr0Rmg//C70FLKEUpLDIt4yBID3WoOxD1LUoJIwE+agJQlW+41M3gfkoVvCCnI+oswmhDZYjobeAJVSCHGwVmdjhY3kpA0Habub7+/dLGAmyoRNCTT7iUzeB+ShW8IKsaJ50A6FdNq5zzYKHSpCHD1/fNH/aIlkpA0EafowafkJdi0LCSJCXByDUaT2fugnMR7GCF6R9V3wL5Jj5zdBbwBIqQV5z/BuOVv3oXcpAkMrfo9bvUteiEGpBrvtcb/IS5LmRCPV/mU/dBOZzsYIWpNCcjadh3YDPht4CllAJMmvl9uGDUZHsbMpAkIxfUdfXqWtRCJUgB6bs2Wxu+H+yUl6CzJyM0Mh5fOomMF9yG7QgF8wVybN9RCkvVAkqQS5Paz3mvKNb5V3KQJCYU2jAcupaFEIlSK3Hpjc/cm6ZrJSXIOMdXeBJM/nUTaAXZI/3btCCHLXPIM8ZHWhbwAbqYd7fkPzPJgNBxEtohOqz1agEaY7QFEffQFbKS5BhLyD0OM8FARSC/LmJcI93adCC/CBKa0lr62TRLY0gVy5dL0SdiubLiukFuQ4K0IOP0daiFCpBev6NfkZosKyUlyC9VyG08F4+dRMoBPmjWj5G9v0OWpD3odST65wacguYQiPIPHtiYqI5Xv4qekEuWByX2ZNoa1EKlSCn1joe1i2QlfISpMPbCK3sy6duAs0llrQWVBZ1JWhBlpul5/t1EieIRpCijRsLUTef6wp6Qf6MQ+hZrguC/EE7inX9tGqjWLdtc3wDO/Kpm0AjiN+3Bi3I7Ej8ePWrhfBK6E1gCF0f5PTSQ93QaVkhvSC/ZSC05J7SX8cWGkH2IvReVJmaP8mKeQlS8yuEtjXjUzdBu1GsMUn4cXbDty08p9IED20nfUcfnyJ6QfZWQGhVb9palEIjyIJrqONedFk+8spLkPKO/s6uWnzqJmgnyF1lHQ9XEjK/tn3GuAmhQT2K5ftJ0gvydU2E3ryTthal0Ajy17hr0xwXWGoN86YcRejnXD51E7QTpH01x8NLjc3HzOsYNyE0qAXxvZ9DL8jOxo4rlta0tSiFqg9yuFvfYYuGjZeV8hIk4pzjK8dzmEc7QRo0RehWuQ22PyDziT8hwVSQavEYawplm4gcOxrT1qIUuk761Y1TRr16U1bISZACPBf8TCSXuiW0EyTPceWwvu5I254InsPYwUMnyMr8/Lz8/OLd079juufQNurNzpwvsf1CPRfL90vFSZBLeHnef5DjmkvtBMkahFD9xTbLe1ltGTchNDhcYg0sF3JrnOAh/h9Vj9pALYjvR8FJkFPR+FG8xKVygnaCxE9En5Ydew9cWq8a4yaEhi4FwVHjDmfT1qKU8BHkSBp+jDnFpXKCdoJEPIPufCzmhHVCN+ordSZQC+I7bZ9ekHmjEFI/rAmdILKrTQlOgvxEBrDSOa65004Q0+r9SQ/eg1K7j7MwbkJoUAryab0pSB6HnV6Q2Q8idC6CthalhM8Z5CsSEydXfluSIZoJUgB2Dh0fdwjVaLAIcryEDB5KQe49uAFNl5XRCzLVUeVlwc9yd66EjyB4Sbp0O50XmglyHu6Ifrg3Qh3KbLL8wrgNIUEpyAa0BvWUldELMn4OQoXgWukvZAq1IB5XmxdIMKhlOSvoaiyBzWSAh+eidM0EOQJHD0zc6/hjE7Xb9gnjNoQEpSDPPpU/ur+sjF6Qkc85HqwXaKtRCKUgXlebvwwnWMfSN8sPr3fDj203c6mcoJkg34L4CZ0cz3PhcfNrjNsQEpSCFMztOUm+YIpekCGLHQ9xf9FWoxBKQfxdbSZMo6mxRF4mf5O6cfwCaSbIZmhK/drxvN50HKqfQ8kP1KNYV31SQdALctcrjocMtWdzUgri72qTkyAvkNGyARyjNmgmyBJzVEv8/KXt28ihjNsQElSCbOi0e318yx9kpfSC9MCrj3J/pq1GIZSC+Lva5CTIU/fjx/vky7MYopkgMyLNH+Ln3y3vZLdh3IaQoBLk0X+Xl9tXKM8FRi/IHW85Hqrvpq1GIZSC+Lva5CTIjMn4cdyTXConaCbIyDhAZtBcgy82qMK4DSFBJchLaEUvhORr0ukFabXF8VBf7fUAtKNYRT4Xm7wEeWgWfpz6KJfKCZoJ0ifJueTWPq5HEuM2hASVINOnZU59a+cQWSm9IE12OB6abaOtRiE0gty4A21MLDtJPpuXkyCj5+JHfDuVF5oJ0iY1StpI7zrRzLgNIUElyI11+wqeHy5P2EsvSJ0vEcfsTCVBI0hBJsr9Ah1/VVbMSZAhL+LHeRyzlGkmSL105xSsWnWXQNUzYPiBQ/oDekGqfO94uJNn7Fl/0AhSmIlwoLMXZcWcBOlL7j8uGcylcoJmglRKLy9tdMp6x6p6gH8/6FKQcvsdD73kf455Q3WJFbe28wmE5LHcOAnShdyQXOUbDoAZmgmSkVZb2hgd+Z1tJ+NGhIIuBSHzVO9WO/YojSBFx4//8n9oo3zeJidB2pCrz/UcV+1rJkhcSitp43l4wrSGcSNCQZeCJODsUsPkaRV4wyD9gXx+JSdBbtuOH3mu2tdMEFuCM5rN2+ZjcDbjRoSCLgXBMQnQaLXj39MLcqyqrICTIHVIcpmdHFftayaIGOMcevja+k30YMaNCAVdCiJcdjxMlN+A5A29IIXyCdqcBKmMBzHQVxxX7WslyE1gd8ZkPmHeWLYl40aEgh4FuQFwhuOp8pl/vGFwiXVcts9JkLIH8CPPVftaCXIOmpwzzG7C+Y3yGDciFPQoyEUTfpz1MGU1SqESZF+/CY7rwkxZKSdBUo7hR56r9rUS5DcItjo3I8b0Vn3VtR/0KMgZcjP16fspq1EKlSB1Rr869IhagkSTcMg8V+1rJchXALoWEmfe+ZCJcSNCQY+C/EF+8wvuo6xGKVSCZBegW08eV0kQ00X8eJbjqn2tBHlLEE46N+vWeklQe82cH/QoyK/ke7ZU7fDudBmmziBUtCRWVspHkJvgBn66LPCoXEIrQV6wAFfWgy4Z71kPMG5FCOhRkP2kAq4JYvxBJcjPC/5zGKLOnXQSWBEHALnOo3aCVoI8ElFs/QP2PTaeqeCDRI+C7KmMH9d1paxGKRzypPMRxBWV18LvCkQrQe6LkRJLHd2AXoAnxNWMWxECehREGuDfqHaa07AR5IRzoUTs3zxqJ2glSM84cpV6pUYdtNn8u6D2rTA/6FGQTxvgxw9aUFajlLAR5HCW9JzK+lvsRitBWiWk46e7mqSib627okcybkUI6FEQKbnYx40oq1FK2AiCE3Bhcvj1YbUSpE4ivvv5ZL0Lwo0/TRuyejBuRQjoUZB3yWr9XbUpq1FK2AjyjTPFsjTjhAtaCVIh0XH18EHq8efMJ27BeTV5pmEMEj0KsgFHDkPfq71mP2wE+aSB9CzNWeSCVoKkxXdAR5J3vmW3fI2iRrbRQQYEPQryWnf8uK88ZTVKCRtBPrxdem7KbxRUK0FiY+6+WnPezvgPxLdRmY59yjJuRQjoUZAV/fDjr/Lb0rwJG0E2tpeeW7/Lo3aCVoLYIibk9zqU8n6h8CyqX2NkMuNWhIAeBZHuoR9X+9MJG0Fed94h4rhqXytBBMsceKT8MoRi7kPd06ZHMW5FCOhRkAUkfeOpGMpqlBI2gkhnWIR68buPppEgN4DwYkwDnCu4bDs0wfaCDnLo6FGQuWPw4wUrZTVKCRtBljhnqQ2Up2Vnh0aCnIVgZXQnvBqoYXW0BL4GGbciBPQoyONkStMVtT+dsBHkeWemnnv5BefVSJBfIXwFkKnKvVLRe5Y3wVXGzVCOHgV5dAp+vAXkcQo5EzaCPDlOer6feXuL0UiQLwCcJy0CediK9lhXC/wm0wSLHgWZNJM8iZcp61FI2Agyc7L0/PAsHrUTNBLkDQE8QlJco//B/06JSwTtQ8fpURBn2HL7P5T1KCRsBJk8U3p+dCqP2gkaCfK8RRxGUlyjbeYjhcIs+DXjZihHj4KMnEee1E4xFTaCuPIePDGBR+0EjQSZbI+4UwpFsd/yOYrJB2rHZ/ZFj4I4Q8ZJoQnUI2wEGfGc9DyP32RXjQQZFpXYiMxR/W4xfB2VbWfiN04XLHoUxBl0NPswZT0KCRtBBi+WnhfLE0+wQyNBukaXqdTZ8bzWXtv0GGpUNfIxxs1Qjh4F6b2KPFX4qZTXMSZsBOn3ivT8yl08aidoJMjtsdXS8tHN4emvJcffg3qnJKod2cYXPQrSdR15qvYtZT0KCRtBXOltpUmdXNBIkFoxt0U9evb2hn9dEXJbooetWQMYN0M5ehSkw9vkiaTRUZGwEaSj9PmgtzvyqJ2gkSDlo7uYZubec+1YY3ODPLQcVuL3PwwWPQpCUhQi1Fjl9BBhI0jL96Xn9/nFrtVIkNTIwSB+RtEbsUmwfSL6wFKzCeNmKEePgkjR/VGLDyjrUUjYCEJSOCKu4d01EiTG+gC0XOiVHH036G1Ge631tF8xpUdBGnxKntptpqxHIWEjiOva80t+i5I1EsRqegQmZqXV2H8B9IEXz4qNyjJuhnL0KEitr8hT5zcp61FI2AhS9TvpmeOiZI0EEeAsAGNGXrk+G7QxHyoSGmq/YkqPglSRghGonaQwbAQpv0963k+diKVEtBHkOgCPCuA9tK1iTVjTvBPF1Itm3Azl6FGQ3J/JU///UdajkLARJPNX6flIOo/aCdoIcgbCcRZ4tHPZ907CLLgSZdfSfsWUHgVx3kIfspiyHoWEjSCJf0jPJ+N51E7QRpDDAAy2CbFj/kU3QZTlEVQ7T/sVU3oUJPUoeRo+n7IehYSNIFFnpOdz/PIfaCPIxxB2sYHdeNMsJt+F2uaA/xi3QzF6FCT+T/I09hnKehQSNoJI6UG45j/QRpA1ormxVTppJIC821C/dOEU43YoRo+CRJ4lTxNVzgIcLoIUpz24JeUJ4YE2gsw1R+eZpRWFlWCT8mhMvKDyhFVf9CiI+V/yNPVRynoUEi6CXIWudOziJQ7VE7QRZKItJV2Ucju0gXfEoZmR8BvG7VCMDgUpcl54ulaWqkW4CHLe5tqKOMuheoI2gtxjLx8jpJDNMaC3WLTUDDVfMaVDQa6DAvLMccGcX8JFkL+LE70lnAz0Ohq0EaRzRG0zINmT0BLQQ/hnMzBrvmJKh4I4M4w5w2OpR7gIcizFtZX+G4fqCXSCXPmnUF4UlCC3RbQEgIT2Rx+C5pafv4ERKvdDfdGhIP/YpWe109yGiyDu/Og5+zlUT6ARZHtedpXkLrIKghKkekQXCIaSzT2winnrYSFe8xVTOhTEdQmxROU0t+EiyE8VXFuV93ConkAjyFBHz6jo9BPehUEJkmPrD8HT6NYnEyu0gqlw2WkhVfMVUzoUxBW1+n/8VpT6JVwE2V08B7zWLg7VE2gEkSIGL/EuDEqQZPMQAKbdnVB50vLy0G5/8Booc0fo7WCDDgVx5T1Y05OuHqWEiyCf13VtNfqYQ/UEGkHmzduy/a2pI7wLgxIkWhwiADjvV4TO2mwwrQcSyjcNvR1s0KEgrkmqb3amq0cp4SLIR8Vfmts/5FA9gUaQwnfH9Bm+4pp3YVCCWOAgE4hFVz55souYDKo2QNaK1UNvBxt0KMgPedLzpvZ09SglXATZ0sq11W4Th+oJ2oxiCaC3GSTWttUfO8tcCTYrg2LzcmjawQIdCuLKUclxybVfwkUQd6yGLm9wqJ7AcBSr4ALmxyC+S9cB7GiG8LOrCP0lNgado1FaXkrpb+OLDgVxNekjla8/qQW5XiQv4SLIa91cW84AYhxgOIr1IJAo/Y2nIWhiFsg8gULYHvSGBRUqab5iSoeC7HCGsvisPl09SqES5MCUPZvNDf9PVspFkJV9XVt3c7vPrMko1n4gVBZNiWQ7qh24UzxVu4LmK6Z0KMgHLaTnr2vQ1aMUKkFqPTa9+ZFz8i8sF0GWDnJt5b/AoXqCJqNY26AtA1pyyXZ2E9DQsqdlDr8Z/UGiQ0HeaSs978mjq0cpVII0R2gKQi/LSrkIsvBe19boZzlUT9BkFGulGBcLbRUXzBg7oGNGVZgrvtcjE1wr/X1c0aEgGzpJzxxjEviFSpCef6OfERosK+UiiHuO2oQnAr2OBtrJilflw1jBCPKkOcMCbHDQuMcWzY7JAIlwYX6icJquIdToUBBXyFm1E6VTCXJqreNhnTxpIBdBpBSOmCncVszQCLKh0+718S1/8C4MRpBxljwILKST/oc1QrBEjZ0SLfwSekOYoENBVvWRntVOlE47inX9tDqjWNOLE0vNfJhD9QQaQR79d3m5fYWPexcGI8jd1roQiPY+DnpDGAWyOj9vlVaoa4gOBVl+t/TsXvegDjSC7EXovagyNeUJG7gI4k5N+OQDHKon0AjyElrRCyFZxI1gBLnD2hwCCJc5mCKKGbBmnXUCfDf0hjBBh4K48sK4pr2rBY0gC66hjnvR5XmyYi6CPPCUa+v5EYFeRwONINOnZU59a6csuU8wgjSxtgMAkkusY6KpGrw981NgWh56Q5igQ0HmD5eeXQun1IJGkL/GXZvmuMBSZZh3xPOuLX4ppmgEubFuX8Hzw496FwYjSDVLBwHAJFIHhM1A54h9gp3bOESQ6FCQZ5yjNK6lt2pB1Qc53K3vsEXDxstKuQgy5EXXFr8FAZosuS1rai8CIA3u24X2oBc8JsSOY9wQpehQENda9CKVo4bRddKvbpwy6tWbskIugvQvvtuypgeH6gmaCJIC25ggbE620y2tQDvTQZhyN+OGKEWHghRHMzH9S1eRQqjnYvl+qbgI0rM4qPf6ThyqJ2giSCxoLkIhe/jiXZdRTVs9WNvyNczk9l8MEh0KMnW6cyPiHF1FCqEWxLfLzEUQd1qId9pwqJ6giSB2UF8QBXFW93JCxTxbLswW3jaX1XrFlA4FeciV+zfuL7qKFBIugrgTC21rxqF6giaCmEEeNMM4x9b/vZxoTgIx4rNR5VSekOeDDgUpHsZMOUZXkULoBFmZn5+Xny8r5CKIex3hpw04VE/QRBABZEELgGUGrz55wg7NZlPM6ORclecb+aBDQUa57iZkqjvNIFzOII2Kk5t+XZND9QRNBAFiHDBB0975XWIrQAHGgqyeOeW1XjGlQ0GKJ3GX4xb2yS/hIkjt4vTYP3Cb76yFIDeA3QrwmnSECtaIoqksrNqserkYxg1Rig4FGbTUuZH3Q8DXsYZaEN+cilwEcaUoROgAtxXbWghyAcRDAAH5P50QoVgLNqjatIyVcUOUQilIoc/8PHpB7nrFuVFD3dDelIJ8Wm8KKl4j/l15gsAjOKQzQx3imYNNC0GOgiwAgGAf8S1CNx2XWC1A0+xOGVqvmKIS5GCryMQOPrGZaAUpHuev9zldRQqhFOTegxuQa4Aa3fieEDs10DtCJKs4Z8bJBA7VE7QQ5FtQyXEGEcXJmTUWnLNbxTagYeLAFFcyFK2gEuThw9c3zZ+2SFZKK0hxrI7GO+gqUgilIBvQGiQPdcflEss9uHc2kkP1BC0EeR/WxGeQqKsFH94VGxVpbQaqR4yPhdxSPAQHlSCvOf4NR6t+9C6lFaTDRucGv7hofqEU5Nmn8kf3l5VxEST2b9fWRROH6glaCLIG1sWz3UHStL/R57ZoWw2YY5pjF7hFsA8OKkFmrdw+fDAqkgWwoBWk9XvOjbbqZk+hFKRgbs9JqkQ1sZ13bfGbzqmFIAtgXcHRSbcceSCq80ZTpDUbJoCXTeC7Ut/IFSpBLk9rPcbx2zrvXUorSLNtzo1OG+gqUgilIH7CCfIRRLjs2iqCvKZzaiHILFhbcJxA4h19q4djoUWMgXb4JoDvlfpGrlAP8/6G5H82aQUpDsnc7TW6ihRCJYjfpBhcBLkJ3HOGrRfY10/QQpBxsLogQCCOPYPQLseGYBWEzdAkjxSjMjSCXLl0vRB1KpKnM6cVpI7rRlgfboED/UIliN+kGFwEueIx8BnNK+aHFoIMhRWhCQDx/oRZl/8SoCgmArhJ8xVTNILMsycmJprj5a+iFaSaa53+3eout6QSxG84QS6CuHN4IpR0gn39BC0E6Q3KQBFC+7mTw5OehIJgyoXwNaj1iikaQYo2bixE3XyipdEKUsk1Kjb0xYCvYw2VIH7DCXIR5JTH5IvMX9nXT9BCkA4gBTh66TB5eeHXTUyOjfrAtAgkDWTcEoXQ9UFOLz3UDclP87SCFGfecy++VgUqQfyGE+QiiGc0pPL72NdP0EKQpiAGQAAsh9vW2rXHBE2wFbA9KqbdybglCqHtpO/o41NEK0jxn8Wxz9BVpBAG6Q/kE294COIZT6/K9+zrJ2ghSE1gwbdBwKALq9P6CCa7uRWIGB6RdRvjliiEehTL95OkFaT4TvHExwO9jDn0ghyrKivgIci+8u7t2rySFGohSK7j/AEFKAzJ/PBsP2iKtDUAkT3jszVeMUUtiO8cb1pBihcSTplBV5FC6AUplC9g4SHInsrubW5JCrUQJA1nEYEgCn2U3eczQYi05sGIllllNV4xxVSQKySZUF/KSdiRrtk3M6bQVaQQBpdYx2X7PAT5qpZ7m9tkHC0EiYfEEMcV5D/9ykBgM6cCW+28MqmMW6IQOkFk60yrxGMs8XRNMrvuPLqjNKsClSD7+k045+g+yUp5COK5zta9PJ0xWggSKeATCBCfdfTkFgIoQrtgzm2QpfGKKR1eYsErzo1nxtJVpBAqQeqMfnXoEVUE8YzUcOd69vUTtBDEIuL1UsBUsc8ldBjieYtWMbVtusYrpvQniHsqBb/Qs36hEiS7AN168rgagrzX2r3dcw37+glaCGIy4zEskHK5X4WfrgAgiGKsEN0nWeMVU9SC+K4zpRTkKnQNlr44lKoipdBlmDqDUNESeTx6HoK8dYd7u///2NdP0EIQaBEcF1nA0cVaFrPCBCEU06FlZDy4wbgpyqAUxGudqRNKQf41u7aWqXsTlUqQnxf85zBE3mniIcjr3dzbQxazr5+ghSDACrEg+L+3LcmG76nnAvhoJFQ3fKAcSkG81pk6oRTkbIRry53OVRXCJE+656fCba6BBoIUABsRhPyR2eGQxSJWAuB5s3CEcVOUQSmIv3WmlIL8FefaWtudqiKlhIkgnudVd6oQxmggyCVgw3108BLeOW4GpghLRSAsh4DXbIHgoBTE3zpTSkHcc43WqzsNJ0wEecEjfKM72RRjNBDkJLDimSbwfbxz09EDibTmAPgagFsYN0UZlIL4W2dKKcivGa6tze2oKlJKmAgyb5R7e9oj7OsnaCDIj8CM74MIe8leNIARljQAVgomXgMRwUE7iuUncyWlIO5oaO+3pKpIKWEiyByPLD2zH2RfP0EDQT4CJiwI/IfsOfrnZjEaCC9A+xzGTehSs8gAACAASURBVFEGjSAlZK6kFGRvRdfWR+qGvg8TQWZOcm9zu5WqgSBvkC46EKQ/uC2h43JLBKbHQYw8bZe60AhSQuZKSkG+LZ4S+2l9qoqUEiaCTPVIjj6fR+RGjAaCLCa3CYHzVtIwR39EEIBlvJAwiHFTlEEjSAmZKykF2VXbteU5LU8FwkQQz0UAS+5hXz9BA0GegGQqVm7xniCYgHWANUXbFVNUfRD/mSspBXFPxvu+ClVFSgkTQTyXkb3CK4unBoI8RE4goJW0t9okOE4h0NIxNp1blqCgoOuk+81cSSnI9uKex08VqCpSSpgIct8C9/ZaXlk8NRDkPnICAffWJPc9dlogNEHB3CgtQ9sVU/pLf+AeuzpUhqoipYSJIIM9Qqds4JXiUgNB+kmCTDen4xTrhy1AtJlEc+XcTG1XTOlPEPfdjyNpVBUpJUwEKc4O4eCdtuzrJ2ggSCdJkDk155c/jdAVCMRIi0nMqpWh7Yop/Qnizm38RyJVRUoJE0E8p7hv5XV9roEgzYgg8PHOaFz9KwjZoBBpsQjxLdK0XTGlP0FeK56tejqaqiKlhIkgnT0WGHzSkH39BA0EqQXwTBPhkdGosOedt1AWADaTFdq7JWu7Ykp/gqwqDiTkGUNQBcJEEM9lttwGwjUQJJcMYsHRTyH0X9P7UCO86NYKxKHx2q6Y0p8gLw9wbV1W96MJE0FafODe/r5yya+jQgNBSFATYOu21rH9d9kX78ITFy0APBgF5MOkqqI/QRYPdm3xS3/hlzARpPFO97ZnjCymaCCIFNQkvQ7Ju/dhvekACIII4Cyrc3aWRuhPkAXF0yeKAK/0F34JE0HqfuHe/lW+CJ4VGggSSQSpm0Dicf+eskyAeDoWfE6ArNuiCP0J8uzo4k3TRaqaFBImglT71r19Iol9/QQNBLGQuYo9TOSq4bqw2UxinIDFAKibDVyG/gSZ4453H6HqcuQwEaTiXvf2KV7jfBoIYiKCjMiW9lK2WKBgcjjyPIQfBH4jX/QnyKyHijdj/wrwOuaEiSBlD7q3L/AaAtVAEEeHw8HDzljVdd8TgMkGgDhbMK1g3BZF6E8Qj1VyyfJQnlwJE0E8v7vuEEkcD8KE0gUhy0Hgg3fVIUEaur5mgqIdAPODwMb816IE/QkyaWbxJrf8MH4JE0ESTrq3C3gFjdJAENLjgGNGgya3HHujn0kG0AaBJR9G8Vo2GRT6E2SCOyldzgGqmhQSJoJEnfHYES+xPwBGfUH+A6QPMnBCcgv8oc15oBaAJgjN3c1xQxi3RRH6E2SMe71DcTI2VQgTQSyeQTJ4DWOoL8gZcgYxtRoJBiV9itDqHl1JeF7T7VGJ3Up5K1f0J8hwd9bc4nSeqhAegnjfHIrjNIyhviAHiCBxub1iMqeUu4h2NpiA52YJYs2kZHVjd8jQnyAeqTuLE0KrQngIch0UeuylHmV+AIL6gnxKZppUtDartiOj51D0S/pCfJ/QJJQrk1KHcVsUoT9BBrrXuDfklUDJL+EhyEUTfiyYLN09K3OI+QEI6gvyNhHk9ujyd6IRvcu8eVV40+Q4pZhhctWUiqW8lSv6E6Sve9i72TaqmhQSHoKcI6GL37VIMd4ryGMuMUJ9QZYTQXpXi34IXcl9LOWvxHcsjjOIGUY1Sc4o5a1c0Z8gPdwLglq9R1WTQsJDECl08QPDI8gcV895JyxRX5BnyFSsYR1guT/Rx8n5g2ptMuG4WMB8R0IC47YoQn+CeCwI6rCRqiaFhIcgR8kK1GZbskmKdM+ZiyxRX5Ap5Axy3wAB5z+4v3nlO18ngeMA7B8XUcpbuaI/QTys6CJPPcKV8BDkMJmslHC00zr83GQH8wMQ1BdkNFkuNXAYjMp6H13Kto6YFwvIdN5RkeZS3soV/QnS2n1dxS3DmF/CQ5CfcGS1C7bCceR+agtOE/nUF+RuIkjnASJom30ZvQkfmZBH1uDCh2yQcVsUoT9Bmm0t3vQM4MGf8BDkOxyZ9fs8tHAY3mu/ifkBCOoL0pkIUv8Omy2pzYPooDi7d1scOQ6AmSZwlXFjlKA/QRq5x3YHvURVk0LCQxASmfXtdmhjG7zH6yJUfUGaYUHsKfXtoGde4g+X4ezGIwCJ1jsbwlOMG6ME/Qni0e/Mf4GqJoWEhyAf40AmC4ahb/PwXq9XmR+AoL4gNbAgGWJZizWucc8GhZYJWXPJiilhBoCHGTdGCfoTpMY3xZsjn6OqSSHhIcjW5o6HydPRX1F4b8DLzA9AUF+QcliQmhlRQtXJ7RLqLk0eKL4q4hOIOBECVSdUyNCfIJX3FG9yS8Hnl/AQ5F18aXXPYlRgwhN5PeblMEV9QdKwDa0bQdjrckb3OxMrtYh9iyy6Nd0HhQ2MG6ME/QlSfl/x5oOPUdWkkPAQhITjbf+24xv1G+J3jlVfkDgsSPdOApyFXq2c3i2rYrW3TGQ6b19g5pXsOhj0J0i2+4pzqjzDNFfCQ5DXcOrf2o6Ljlr4woPXOZZOkCv/FMqLShUkAgvStxcA0T8XNR9YLj6+w+t4WAua2on2GTSNoUR/gnj8bmZMpqpJIeEhCEmTnvGL4yyCb6jySnNLI8j2vOwqyV1kFZQqiBUL0rWLo9/RHv2QWNss5s+PwF0Qsb49akzojaFGf4Ik/lG8+fgEqpoUEh6CvDQIoSLLBYTuxrOep3NKc0sjyNCzjhaefsK7sFRB8NxdcHsLK8xL/xjd1wHCSQ+VxYIIleJj5InG1UR/gkS7R7255aj0S3gIgtOk/2sqQmgczv7KK80tjSCryeMS78JSBcH3BEFeTYsZPFCr8GycIM7sdxteYggzMuI6ht4YavQniO188eb84VQ1KYRakOs+IUY4CPLsKBx3EDlPr7z+hNAIMm/elu1vTR3hXViqIGTBbUSmKQLWqLMGzQFgxm0D8RkExlWMVzfbsTf6E8QjDsGLQ6lqUgiVIAem7Nlsbvh/slIOguA06d/i5I1LcfbXBZzS3NIIUvjumD7DV1zzLixVEHwbJDoiAkbVrTOx7LUfoPhA2Vk4KzSw1YuvHnpjqNGdIIXA/dEuv5umJqVQCVLrsenNj5yTJ/zlIAhOk07y5pBEQ0sGMz8AQfVRrJskcnUlCG0D3y/bZt45aOtvfkXAOXWEVnFaJmHTnSCeId3JiI1qUAnSHKEpCMnva3MQBA99kxxDOxojfmluVR/FuoAFybtNAHA+ajUp8bwQcXvUOhOZjdU9VsskbLoTxDMpCBnzVw0qQXr+jX5GaLCslIMgE2cjtAhHivqhEuKX5pbhKNbqPphOpXyXfiOh3dsBaN6Odiff9XCkLbfymyaSlG1gVGzojaFGd4J4hptdr2oOeSpBTuG8L+sWyEo5CDLW0cjZuH9+HEd25/UJMRzF+nk95sVSvktfYUGatBKB6ThCXR9KyDDHtV1DZivC4TZ1M415oztBzkS5t90Jb9WAdhTr+mk1RrFw2DB8FkGXxCJ+aW5VH8V6FwvSsKFZFD9CaF/8qDQoDnnBRJbhjjWLoTeGGt0JctJjib47Zboa0AiyF6H3osrUlMcY4SDI4MWOi5hFjo0inD2FzO3lgOqjWCuxClXzTNZk+DFC9wxIgPDByfFkEdX9AvDp86uH7gQ56tEj+0jVAXAaQRZcQx33osvzZMUcBOn/P4S64+s5lHScX5pbysmKvifT0gR5HruQkgrtVYHjl3482grFaQMq4VEscQwA/1K1hgrdCfJLlnv7s/o0NSmFRpC/xl2b5vhOqDDMi5dItdyCtyo4Tlu7OKW5pRDE/8m0NEEexYKINmCpAyI+RWikAMAjt7cgguRD+EfgN/NEd4Ls93g3tyzHfqHqgxzu1nfYomHjZaUcBOn8BkJ1yKLL+o4v0vdVmB+AQCGI/5NpaYI8gAVJAhDmAcFx2bjLDE2jyw/G03nFfhBwCo8XDLoT5Ic89zavX79/6DrpVzdOGfWqPGExB0HwJN7yP+Ottpv4pbmlEMT/ybQ0QfC0ElAdAlNyUlTEF+hPEdj6WKfiLojYCcDtIbeGGt0JsttjXsFPFWhqUgr1XCzfLxUHQVq+j1AiyQTbexW/NLc0fRC/J9PSBLkTC9LYcZVlbfio0BoVCoK9WcRcPNdEuA2Kq0NvDS26E+RLj1jeh8rQ1KQUakFG+JRwEKTJR9L4FUL5C503QzhA1Un3dzItTZCm+GTRUIRmkPmnLeJbFGu2lq84n8x3r26xPEvRGkp0J4jnuMzvaTQ1KSU8BKn3OboikGFPfDfkVAzzAxBUX3JbHQtS02ROBmDMePEOVMFuim2F4/UKsGyUfRLj1ihAd4Jsa+be/iORpial0AmyMj8/Lz9fVshBkOrfoL+kqRePPcgvza3qguTgq6kcwVIBANtpi/37lhFQGDgLCwKSkiLln6uK6E6QLa3c26d5pQH3S3icQSr9iA5JucQX3Msvza3qgqTi5SAJ0JwLgTBnqKnHUCuE4ycQQSLLRPdk3BoF6E6QTe3d2+d5pQH3S3gIknMA7a5Gtlb2QegWpzS3qgsShwUxQ5gGbZbY0yb7RAiFKQNJdF5T1ZjWjFujAN0J4jn9znNmL3+oBXHnbUDXPiJET6Gr0Q/pv6EdTcjW2x0QtzS3qguCAzSYIRAjYb1mwiu9zW0EACa3kqbzNo5R9YaxN7oTxHMC9w2PtSH8oRTk03pTUHGk3L1tCWbfkwotiSfQ29Ia7Y+wJ3Y+aW5VF8RCYvwAQQD3b7Om/yEkmqFpeMUoktmzTXRe4DfzRHeCeC6S8s7oyhtKQe49uAHJ43hxuMSKOo1W9SFb5I4RpzS3qgtikgRxeFLnYkVxa1MoAFsvezqZrdg1KptxaxSgO0G8ltma1JylRinIBrQGyTuTHASxXECLSOYD6S4RpzS3qgsi4D6IICQ7nuatttVYCcyCram1Cpnv3teu6mimN7oTZPEQj50IPhcQ/qEU5Nmn8kfLAzixF6QIXkVPjiObJFshpzS3qguCL6UsgjkTCEm51xPFt0C81VKuXEM8WxEOsEQFfjNPdCeIV5wOThcQ/qEUpGBuz0n8o5rcALfQ1EfJ5mW8YgpP6eWA6oLgM4UVmlKhbUL9jU9bWoJ0uxjbvA2J2jBAtDBujQJ0J8hczziTycdoqlII7ShWke+yHvaCXBIQGvuMdDzhCkLVdrM+AkFtQQqxIBYAY2Dc/1a1uGg3CZl2KNx1BxGkP1R1NNMb3Qkyx3OWW+avNFUphEaQG3egjYllJ/GfzfuPHaF7lkrbMacQqvs56yMQ1BbkMhbEBEQziGtwNu3H+01imhkKIzuT6by9AKe7PcGgO0FmPeyxU24/TVUKoRGkIBPlfoGOy/M9sRcETzNx5TbFfz44pblVW5ATgASJc/RERDB/xpCTZiHeceoY25lM570DQjX7ot4EIUjTjt0wXds8HOClHtAJMs0zHHOlH2mqUkgQgpT4URRmInzbTp7Ohr0gx1IQardZ2saphvDsdw6UKojSL0UpgnxPhqvwKG+SJe+v6NO3A7sI4Yi2RJDmELL2NXhKF6So9/YvCO8FGWudTpBJMz12qvO5wvZP6YKU/FHciFvb+QRCE2XF7AXBK5Ib75S2G3zqlVWeJaUJovhLUYogW4kfQjyAOSBt66DZa4FogqZ+TfApBdYG4JuA7+ZJ6YIUFqdE+yG4KukEGT/HY6fOFyW+jj2lC1LyR1F0/Pgv/4c2ynPOshfk5/LuPxs4o3yXdayPQChNEMVfilIEWUsEEROBNQ1mdtmTfgDfNrS1rYatgRVEyCnbdRDorg8yZq7HjkdKaP4wSH8gn1rLXhC8CrnsAWm72+vSskIOqN0HWQTIeFUsjLaCyKijt60EwCba6qSTnkmazaRqPnAvdNcHwYHRimm+laYqhdD0QSSOVZUVsBcEhzFJOiFtD1yG0N3LWR+BoHYfZDYRBDjsgMBSadL6egJIslrKmM24OCbWMju4o3BAd30Qr7ytrd+lqUohNH0QicJfZAXsBcELLq0XpO1R8xAatoj1EQhq90HGS2cQ6OhxAMGScLmMDaTbhRhzJC62pNkeCLLd7NFdH8TrT2LHt2mqUghNH6QE2AuytRm66borgBMUjpLHqmOD2n2QgUQQiCP/WCOjy6+cYwfpNiCkJZPZiuUjBgZ3FA7org/Sd6XHThd5r5cnDPoge2T77AV5t417me1jD8nGNNihdh+kIxHEDGAG6JMGk+rstoEkEQqVy5HOe41IVaOYexG0IPLffcnQCdJjrcdOL/mdN54ELYifj+LPTYR7ZMXsBdlwh3ul/vMjEJrEJ0VykIIE/6UoRZDGRJAoYIkBb8y0xSR+aAJRjout+jXJGaRRZLOA7+ZJ6YKU8LsvGTpB7lzvsYMD0apG6YKU/FH8US0fU0NWzF6Q17qjg65gSHhlwKPs1yxiShNE8ZeiFEGqkuGqKBgBwe8nLaa8eyzAbIKwcRNyBmkVoWqITS9KF6SE333J0AnS3nPIe/CSEl/HntIFCfBRSFc68i4Te0FW9kXfusbKXu+G0BN8MmWXJojiL0UpgpQlgliBFQpFqJNgjcgCUASm+q3I4FZ7e27QB2JNEJdY/n/3JUMnSKstHjv3yTPS8CSIS6ySPwr/Xyj2grw00B05zNEfQc+OZn0EQqmXWEq/FKUIkkIEEYAJJCG0JTKqai6+Q2it0Y703Tta04M+EGuCEERpf41OkNs847COnlvi69gThCBKPwr2gryQj951xfj4uJGUNp0DpQqi9JMoRZBY6T4ISAKO/1xhOoxxGBNpslZoQ2agdDTHKTwcO0oXpHjVq3w1UEnQCdLwE48dTmM0/ildEMUfBXtBHGeMdV2d299WQ2gZnwHQ0gRR/EmUIkiENFkRJgB8zTDbHmMXQbLVlHUbLhTaC/YgD8Oe0gUpvrPtL0BqoZ+4ZXSC1PnSY8dr5iJvShck4EfhD/aCzBmP/uda2HuwrBQciwOlCaL4kyhFEIskiMkM8ArJvy0CNINUO0yshcP+CK2hKcjDsKd0QbpFZxKiuvn8/GCryMQOPtOl6ASp9q3HzvRHSnwde0oXJMBH4R/2gsyYTCIqEvB47+vBNkUZpQmi+JMoRRApGyGwQUDWnHURBCtMsYDIslJ8dwCDPAx7Shfk/PlrhPPnfX7+8OHrm+ZPk092oBPEawkIvhWmGqULEuCj8A97QaY86l5zie8YOmNksaY0QRR/EqUIIkiCiDCS7H4QAUwwToCmaBK+ug4EV4M8DnOo+iCvOf4NR6tkq5roBMk54LHzlJpzcMKiDzLxcfSIq9Kbjj+3nqGMGaJ2HwRKglhBbbJbmOTostsd1kATnvdeCcC/gzwOc6j6ILNWbh8+GBXJblbQCeK1DH3eSJqqFBIWfZAxc9G4J107lgu88pyq3QeR/ABxwLnkbAyw4SVTMCYCj25lQnAwyOMwh6oPcnla6zGOc6zsNEsnSMoxjx1Og5j+CYs+yL0LSOIcifiTgX9/oaN2H8QpSAT4TNrfBSLxjRGQnYgFiTdDNRcGeUHVB8H85nOWpRPEKxTWS4NoqlJIWPRB7lmK7nrFtZN9yCtjHUNU7oNcl/wQBOCMxX3KcbXl6IaASmVI3z1CeD3I4zAnyMmKl7/xM5575dL1QtSpaL6smE6QyLMeOyv60VSlkCAnK/r9KEqAvSD9Vnissq38PdpbkfURCEFNVlTySQQW5G/pPqEZuiLEFeGFIbEmWLUq6bsnmJ4P+kiMCUqQEb/17+Nn3cE8e2Jiojle/l+nE8TsGY7XM9Q7d4ISpISPogTYC9JjLVmKLlH/M15pHIMQRNknEViQn533CUHxV8cETCDZIlStT36QaVFzvN+LoARZda1akTyijYOijRsLUTf0sqyYThDoOaD3ZmeaqhQSlCAlfBQlwF6QThs8Fuq3eB8dTWV9BEIQgij7JAILstN5BgEDXCVxwOIQBFZqRgSpYGOfRyJIghLkxWfuRVP9veD00kPd0GlZIZUgN4FndELPdFPcCUqQEj8Kv7AXpO07HrGQOq2XIlizJwhBlH0SgQVZLwliA8VBjCo7bEkQYU5zacWUrXfQR2JMUILsnfzn9kf9v2SH71QHKkGuet0zfb8lRVVKCUqQAB+FH9gL0nwrKrfPtdN3BQlFyoEgBFH2SQQWZKkkiAhOuUq64/VTEKTdRn5Q394u6CMxJtgVhZdLio7q+0lSCfJ/XoG8OY3y+yfYFYUlfhS+sBek4SceKUGGvsgrS11wKwoVfBKBBZnjnMzr+M/caHNRKjEDswDi6khLCm2Ngj4SY4ISpM5x9HtJvQHfi0MqQc5Geu59qmZyuqAECfRR+MJekNq7UOQZ187Ypx2XpLdYHwIThCDKPonAgox33gdJwndAyCj2Z8COl0zZKpDMU02s8oBKqhGUIN1zP/YJO+vCU5BvSebKNjQDK97X1F+pudQyKEECfRS+sBekyvck64HEZMcljnCZ9SEwQQii7JMILEh/pyBtEZoByMniT0eHxHFSEZPIfPcm5rJBH4kxQQmy/FDlBX4DlK3Mz8/Ld9/t7lgPk0iTMAsHZ3aD4wiqRlCClPhR+IW9IOX3XYXFeUhmT0TI/g/rQ2CCEETZJxFYkHZOQRzCVQHinwgnDBEhvlkokvnujUzJQR+JMUEJMr3gn1ZlS3gN40usXzM9935Wcy1yUIIE+ih8YS9I1i/nIop3cFgTPkm4ghBE2ScRWJD6TkF+RYUms0huCoqOC6w4AKwmPJ23nhAT9JEYE5QgW4+im/eX8BrGguz3evNhNdObBiVIoI/CF/aCJB8/nlS8s+xuXlk8gxBE2ScRWJBKzhuFhWgfHAcr4KJoPM4LQIod90FqAmugt/OEOnDcmz4lVIL8WMlz7/c0iqqUwiBwnBz2gsT+jdcROlnbnVcWT5UDx2VKgtgdJ0VwqIrpsKOoAjDDOAhy4nFXpBIQGbcnaCgF+bTeFCSPfkglCF5n7eZkAkVVSgkLQWznPfplm9ohVJFLFk+VBUmQBHGcOuqbtrwg4Nsrd+A4WQKsmIkFyYbANwGkOlAKcu/BDWi6rIxKkC/reO6dUTP/b1gIIlz5zD30vb0pQtW55JZRWZAoSRDHCdFWFnwuJBch9CgQgRXCiuTqKwmAfwO9nyOUgmxAa1BPWRmVIMVBnwj/p2b+33AQ5Ca4+cHtxXs4F0L9zxgfgqCyIFZJkDnoBGwFRja07EZoB7DhpIXla5F1IgL4g3GDgoVSkGefyh/dX1ZGJcj22zz3rsLgJ1RTEw6CXBHQW3cU7+2tIIsjxgyVBXHGbNiBVoDaIPINOAan9bSSi6uGJNqJFQQfBpgtlIIUzO05iemCKe811gVq5v8NB0H+saFXexXv/ZqBPCa/s0RlQZwxG06jVoINmHeaowscv3q8HB2kEEFANNwS6P0coR7FYryicGMHr13xEkVdCgkHQf6ORUvdEaP/jnF0Zt9ifAiCyoI4YzYUoOgUoQO4p41lO74RgrWJqSvNQRHUDGPuCY0gPFYUvtHFa5fPfWL/hIMgx1LQc+5AFhdNCHVfG+DlIaOyIM65iugfWA/8HGnfBvvjjrsZx7OuTATJMj0Z6P0coRGEx4rCNd5d/lgVw72EgyCHs9DsB4v3boHrqN8rAV4eMuoKUigJAtEmUMGEepq3Rlr/QzkOQUxASCeC5Fr4RLEvHRpBeKwofOUur93k4xR1KSQcBPkpF031WIRhPc8pQ4S6glx0ho1DPaC5MtoL+3W3rEftgOhQBM9ZdFDZMphxg4KFrg/CfkXhUu+cLF5RsjgTDoJ8VxU98JRH/X+g++RXuExQV5BfXTfSk+Og4xOLtn4LO6NJJCebNFsRVrN2DfB+ntB20lmvKJRFwiq3n6IuhYSDIF/WQfcudO9mH0b3P1Xyq0NHXUE+d64GuQorg78Qusv8bkwseh9YsB1xIhakhqUF4wYFi96SeM4b5bWbF2QSVRaEgyA7G3ulpau8h6S6ZY+6grwlCVLlE5iOJyXuh936wIKjwIrzQmfYiCDmOgHezxO9CfKkdzTeGlwmUvgnHAT54HbUzSOGWt3P0fTgAycoQF1BlkqCdB4GRDKPJs6yGvxxk9wIgTlx5BLLxCf+V+noTRBZPPd6n1PUpZBwEGRTO9Rus3u3+Yfo8YmMD0FQV5DZkiBTM6Pgc3j/HvMysAMJEDrUKJeOBckTMwO8nyd6E0SWEaTpRxR1KT10GAjyZmfU1GNuSce30FwuSQrVFWS0JMgmIRv83822l9Cv8A4wDUUAR/cDlM3FQ8C5UM153Z7oTRBZTqmW71PUpZBwEOTVXjhsQzG9VnOK762uID0kQT6EiVFoO1jr+NxM5vYo23GN5eiDkOCjWSAywPt5ojdBxj/hteuVFJoz4SDIy/29MgwNWkpWFbJHXUGk6HBgIhBaoYGgBUL3miJzUUtyBkmsJc131yoJm94EGeOd17az74JFboSDIC8OQVm/uHdHzkOruMQcVFeQ6pIglWxwdVEkEK+gEzAyBo3HGaBBVE38o0gAVJzX7YneBJFlRu+5hqIuhYSDIM+NwElBinnwMfnkNUaoK0hZaUV6RAK4vldIETY4PjhRRJscZxARmMkllgWAYHNZMUZvggxZ7LV7F5eZRv4JB0GefABPLylmxmSy7JY96gqSTAQRBHscegjEwbaOa0cA/vtVmoyVTeQxQdYtChK9CTLAe2bXPUsp6lJIOAgy8+ECcM29+/RY9OHtJb86dNQVJIYIYgWwB0q1gljTNbQBgEM3AM6BAKKlaSjgC8YtChK9CdJ7tdeu57wK3lALct3nMpm5IFOmX/KM77FoGPq4YYkvpkBdQaQJibEAfHhSiAOJ4nvoFACvIQHiLGzSWpFYgcu0/tLRmyDdvHNtjQ42SSQDqAQ5MGXPZnND+XUyc0EmPH462mP3lX6corPSCXLlH58YJAEFMRMH0gAsWuBQQoBd0nr2sQAAIABJREFUEYJwOCIhsUAEMSTZxPz0Hhx6E0S2QG7CEyW8jgNUgtR6bHrzI+eWyUqZCzJ6rlfGnDc6oz15jA9BoBFke152leQusgoCCiKtuM0BqaiyCFvBaMsNZBEaoXSyTCSZLFjPsKiZEdwDvQnS5h2v3ckzKepSCJUgzR2XP8hnaQxzQfIXeoWefLc1OpDD+BAEGkGGnkWo6LTsL1tAQaSrqFzQ+ZIQBS/DZHE7ShQzUFM8zgsz8YkElLGpma7SA70JcvuHXrt8puL5h0qQnn+jnxEaLCtlLsjAl3Z7Rtbb2Qgd4RJ8kkYQqRcpW8cVUBDpNkh58PhbUKiEKgqgH6op2NFo0v/IxrEVYTl729BbRIPeBGm802uXz1Q8/1AJcgr3IdctkJUyF6TPyk8aeOx+Ux39Gc/4EAQaQebN27L9ramymM1BCJIGdjaHcB56Qoi0F/SDEK0jl1iZGViQ8va6obeIBr0JUtd7+u4zYynqUgjtKNb10/xHsbq+/n4Lj9195TnlYKMRpPDdMX2Gr7jmXRhIkBuSIFHgvNkOb6DLMM302UIAzh8iZ5DUCliT8vbyobeIBr0JIlsAsuA+iroUQiPIXoTeiypT8ydZMXNBOr69oZPH7u+pnHKwqTqKdcq5JB18CQW87CPbBIbuAWD3f2SuSXw10oO3ppRcAU/0JkiedwS9JYMp6lIIjSALrqGOe9Fled5w5oK02rK6l8fuqWh0k0tsPVVHsX6UBIGwH4B4WP9h0R51C4B5COIbIRFktmK2Rc0wzR7oTRB3ClfC/+RxTTlCI8hf465Nc1xgcR/mbbJjiWdUC3z64BJbj+Eo1pH1mBcDfJe2SjNNgCXK4rjCuonOwgzxGxH2RBZ8WjGRqYwZojn0FtGgN0Eyf/HaXSOPjM0Rqj7I4W59hy0aNl5WylyQul/MG+mxWwiuoYizjI+BYTiKtagt5rYA36VXiSAmEAeFXHQ+5TRKtoAxUUI1nBVBBDAX/zQRqBmm2QO9CZJ8zGv3zeDzqFJD10m/unHKqFdvygqZC1J992yvcT3bPzj0D3tUHcWa55xt5ZBgLpoPXkLDRUt6jpiAKuPzCs59gIPzQm2m8+pNkFjvlHubVUwgTz0Xy/dLxVyQCj9N9UrHkngCZfAIHabqKNYEIkg0sJngdVSrS2d0DKSKrQQzuoPMxDI5ZzJqM51Xb4LIgvF+0IKiLoVQC+KbrpG5INmHx83x3C9zCJXfV9KLKaCdrOgT0jyQIP2IIHFAgOXRN2VORVxCsVZwPwAFk8mNECKIAIGK8Ts80Jsgsi7nzsYUdSkkHARJOeYdSbHy96jqd4yPgaEQxH9I80CCtCKCxDv+zUX3PYqab0D9RfAMACfeJoLEimTJlKDi2jkPdCZIAbjutf+FivdP6QSRpYyXYC5I7N93e42U1fvM0W9nfAwMhSD+Q5oHEoSM4wK8KOS/SzHH0LyB6CcApgDwwW9k9DeV5J+KMXMJIVkqOhPkP9nSY++cnnwJhzOI7XwPrz+kt3/IJzIShSD+Q5oHEqScc70UyESvOPqcRxJuITvsAMFDV8kPMmLxY6ot+JzTLNGZIP/KRrv3qhhQLwwEKYJXO7ztWdDxLT4ppqj6IP5CmgcSJBU4exnDUFOcMrnax46rrvJW2AqRuSYZafjHZe3aTOfVmSBnZeGPDpUJvS6lUAviG4GFtSA3QEHzrZ4FvVajOzawPQaBspPuG9I8kCCxzjvp4NUDyXhawCPj0HIQlSzk4DWFECSXJyFPIlpTNSlUdCaIfG7q71wmc/uHUhCvlPH7yd2xtuZRgd6hnEuiLBjroKWoB4+1qKouubUD5630Px4kaXJ2l0W/AaGOEI3X4jo66VXwT6vZtQlfrTNBvNbLIV9heEIpiFfK+MtkfsX66En0zfLkXASq8r1nwch5XtHemaGqIGbp/CGA60mH8H5R1k8IgL5QRElYG1s1/NOaNm2m8+pMkMPZ3vvySy6eUAriL2U860uskwmozEHPggcfQ0NfZHsMgqqCCNL5A8INTaWCkbORCTwCwNUauNxE0hTWNmsznVdngvyc671/UcWIk5SC+EsZz1qQI+koySsp3YzJaORzbI9BUFUQKE3FgqaOzihoH9ZDieBBAA72wOcOWAb/vJagzXRenQnyfRXv/WvAZ2UBNygF8ZcynrUg+8vJ5iY+PZZPXAtVBSE9EAsA0XFXpILrsX/UBN0AeGVW8R0SUB1oM51XZ4LIg9gUgmv+X8gBSkH8rBJiLsieykXwimfBomFeST2Zob4gjv548jBXSe+lA0CeCAdvJZ0TcoapALWZzqszQT5tICsw/xt6ZQqhEsTvKiHmguyq/R/00nBFPzTrYbbHIKgpSBERxNFTTy6+o/Nqx+UgJkaod4IIEoV/ng6Ael8FD3QmyPbbZAWRPFY7+IdKEL+xbpgL8nGjc95L0N/szGfZvpqCXHbdJ4w95Cr6N3IPEMoLaTfJ+FYK7sXHQaDJdF6dCbKllawg/s/QK1MIlSB+Y90wF+SDFicSvQrea40W3sv2GAQ1BTniXHALRPfldNt1ALQRbHjRLQCZFnwJZgGfMm5TUOhMkI0dZAXMf1MlQyWI31VCzAXZ1P6Q9zj4x43QsoFsj0FQU5Bdrhvp6WT3In5YONAERgCIRCJIJD7DxAqvMm5TUOhMEJ9sF2UP+n0dD6gE8btKiLkg67ruqexVsLs6Ws0jg46agmx0CUIurw/YcP6T7/ISwAMA/EOiKqYnkjmL5icZtykodCbIq71kBZ4JxzjDIP2BfJyFtSCr+sjm/+8vx2dVspqCLHEFNSGnwjttLzkeL5qrg54A7ErDgiRkkmEsiybTeXUmiE8UExUTpdMLcqyqrIC1IMsGbm3mVXA0Bb3DIyanmoJMkQQBJjxevS37xY6kAZ1BdQjm1MGCRJL58LVsPjMg1UBngvjEwar/WeiVKYRekMJfZAWsBVl478b2XgVnItG2ZiW8mAY1BRkoXWAB+wqECmquOGPHi0pvHwPibbBrf7LmlsQ1qW/VZDqvzgTxiaR423a/r+NBGGSYembs2u5eBVeEooC/wVBRU5B20lQsEP0JQivqFqJGGx2F+VOBKVWoOrd4rglsaNFkOq/OBJk7RlbAZTmQfxgIske2z1qQxx56eYBXQSH8j8uiSzUFqecUxH4cXcnYdn3cY/iG+tOjAKgLk74gF1+JRBCzJtN5dSaITzR3WUIdntAI8ucmwj2yYtaCPDJ9geyuR8S5fTy+N2oKUsEpiKkAPd4ezQTLUgoR2thGBL2gVQrbS6I21BGSGbcpKHQmyKNTZAXdXwu9MoXQCPJHtXxMDVkxa0EmPj5nnHdJ0vHfMtgeg6CmIOnO+4Tl0KnYnw7GDRif8w1C+7Pjwb0AFpLuCb5RCKsBTabz6kyQSTNlBf1WhF6ZQqgusaRoVW/LSlkLMmauPKNQ2QMnE9geg6CmIHHOTnpbNGpoYcPnvi032vGpXTdVBT0A+A/fKITkFeW1mc6rM0HGz5EVqJgHmkoQ/18o1oLkvzDxce+Sqt9ySRCipiB2533C+/bH/LWkbkFRxks1HaXlOoA6APxCbqWnkAdtovPqTJBR8gQC98mTNvEjDEax7l4+QrY8qsEnV3h8b9QUxOxckv7kkMl/xn/n+CvweORJhDrcC5JMYG0kCfmDgytGQE2m8+pMkPwXZAVjnwm9MoWEgSC9Vg+SnVFbbpHH2mOCmoJIOW6BeV21r3vjVLYbm/VYjND944E5BozJwD9KwonURYsm03l1JshAeYaNB2eHXplCwkCQO9/stVpegiwcwp6rKYiU4xbYvrKuzcL3CK9ELuyI0AuDcbejVUN88RUTKy0s/IRxo4JBZ4L0XSkreIR1bMKSCQNB2r4jj4Ll+MBiTrE9CEZNQZwzTcRvk7KlQY6Oi+2X0NYmImgKKwzBgtiSyYWWsIpxo4JBZ4J0e11W8NhDoVemkDAQpNm2Fh94lwx9EaUeZXsQjAaCWD/M6igVLBzQaCP6PSkO3AniF2FBRHKhlWPisfq+NHQmiM99wafVm8IZBoLU/6y+bNXQ2KdR2QNsD4JRWxDHZVbegkQcZfhEhYu/J8weigpteaAtMH9PfoYFgRXNKqY8LkZngvjMLJk/PPTKFBIGglTfLU92MPlRVFk+wYUBKgpS4DyDdBll/huhG8lgDqrxv5RCVLUNqA3gefKzJHwnsbJZi+m8OhOk2TZZgYppbsNAkNyf5KeL2RNRnS/ZHgSjoiBnnGeQB5rhIIF1LKA8mjox5xvUfRBIBeAS+aFVEkS+HlsNdCZIA/m641fuCr0yhYSBIJm/JB/3LnluBJf8ByoK8pNzvdT85JoIDRPK1xWKdlUaMw1NGgWsAvgZOv2BoKKpNuNGBYPOBKn5taxgbY/QK1NIGAiSeEKe0/algajNu2wPglFRkG3OQaz1wiC0FMbNAWBTYcrSpujlvgBGgKUkARu52V5OoEldFio6E8TnenpDp9ArU0gYCBJ5xjtuHEJreuBbIcxRUZAVzvWE62Oe+kqwP5PWAjZH90yPKfqstui4xhpKgmLFk0XpUIvpvDoTpNx+WcG76i0jCwNBxDPeceMQ2tge9eZwe0BFQR51zjRZlbDWbnkkZd/6CBt6s1XUX6ciY0EuaEoC8yZCYomKkcyL0ZkgmfKcxj6R5Pihf0Fugr8jZEVbm6FBLzE9CEFFQYZKgkQ+HlHFNCzpa3TRAn6/GFF7B4qpCCqBss1w9yMOrwixARUjmRejM0GSTsgKuCwo9Y/+BbkkHk+SFX1ZG9033++LqVBRkE6SINX6iWL1VNydag6HozbNF6F6LUA5EDOShG3AeTwFCDSYzqszQXymTexWL4un/gU5G3mgrKxob0X0AId4USoK0kgSpE/VTJBMQsM9Z01G8+qORv37ghRgWoEFMZNJvWZwkXGrgkBnglgvyAp+qhB6ZQrRvyB/JH4nDyz0WwaawiG8u4qCVJYEmWyvDqT11gdt4OruzFZo5mA8enWAJJ8iS6aitJjOqzNB5IM06Jes0CtTiP4F+SXr0/qyor9juExXU1GQdEmQZ815wBm8uiycf8WUitZ2xldVf5KfJkoPHzNuVRDoS5Cb4Kas5Lh6Q3v6F+SnCh+0kBVdMqG5o5kehKCiIFKOW/hcTBIskEomiFVRWfOFbysJjquqb8h9wnj8kCasZNyqINCXIJdEecnp6JArU4r+Bfmmhs9toQJ4bdFQpgchqCiItOJWmBNtcY3i7ogUUafMr/41R4EY8Cy5lR6B55pkiRpM59WXIOfko5joX/VW6utfkE8b+Eaqtv/DYzaOioKYpDPIeAG6xmNuRoKdD1V5BaXmgFRwl7l4rkm2icO5sjT0JYhv1udroCDk2hSif0E+bO47dzPpxOvdmB6EoKIg0orb6NaxUh/94pJC1At2fKXKQ6h5A5AB6pMMhcSiLBOPQPaloC9BjqTJS4rg1ZBrU4j+BdnU/lmfv6E5+ze19/daOlQUROqj18jKBngm96fZ4pdolT3y68w70bCOIA1kliM3QvBr0sWWjFsVBPoS5ECOT5HtfMi1KUT/grze1TchYfXdW5szPQhBdUEGiJngDLo8PD7WPAidNYPD5nLoqW4gDkS2JqvSySiWUKukSvihL0F+yPMpiv075NoUon9BVvT1CayHGu/8TD70ywDVBXnAFiOgz7MSa+7tk4RQPTg+U/zv7RbACsQJJI8n7qpHQQ2m8+pLkK9r+hTxWHHtH/0LsmTwmLnysjbv+Nw8ZIDqgkyMEuNfstufuoU2CMfR45asDsl792XhFIVvkLANArmTLp9oowKUghT6mR1DIcgn8izQauZg078gz40cslhe1u11P9el1KguyBgzuC2h3PfoUA/B9Dj60SZOqLjuumgCIthDVouYyVCWzyAnf6gEOdgqMrGDz91NCkH8XE6rl4NN/4I8MaGPz9T2AcuPpjI9CEE9Qa5Ko7y9LOAJuPvPeyOzQFYVVJQIFubNQDmxwA7IgipI7pZADabzUgny8OHrm+ZPWyQrpRDETzoxnzWG3NC/INMeuXO9vOy++TzupaonyO+SILUTwHPCpIi0rJfqZwiX0FAwK7MPap8DYsEsIM3DIoO96k/npRIEpyYYjlbJ/sZTCPLmnT5FDT8JuTaF6F+QibNbvi8vm/D4RQ5/V9UT5Cvy/bfFxYMh5oSMpTfQElFYizbCXuZqaHQtkAi6k/jV0dLKW/Wn81IJMmvl9uGDUdES71IKQXyS3CLUfGvItSlE/4KMetY3ZeOMybd8JrDRo54grxNBygh2cw04/oaj4LyQ3BqdhJVSzbeebwISQM2I4lXpMeA3xs0qHSpBLk9rPea847/kXUohiCzBGKbd5pBrU4j+BRnyYpXv5WXPjEFm9lHP1RPkCSJIE7uQYYdSkOHy2bZCJEa0if31nQaOS6tUsuiWJJlKADsYN6t0qId5f0Py2MkUgrzoO++u67qQa1OI/gW565Uyh+RliwfzCM6rniAjiCDdbKCza4zqIZv4FcqE95d750Cmo9tha+WcjAVAElQvnZILGkGuXLpeiDoVyVd8Uggyb5RPkU84a27oX5Curyf+IS9b3Yv9t1lNQboSQTqJ4AFIwl4VHv1FiBqGeoKnKj59TYQQCJPxC6xEEEG9WP8uaASZZ09MTDTHy19FIcic8T5Fg5f4eR0X9C9I+02+E2/e7oDK72N6FIx6gjQlgtSPAL2EsejM2oFJ4FhcmTS0CIzPGoyyLY5Tx4fFfZB40fcPKG9oBCnauLEQdUMvy4opBJkx2ado5HN+XscF/QvS/ANwTV627TZUfTfTo2DUE6QSESQzAlYB02pby2baxKm94oTjX8K21oaoZbzjGouEXrSToSzBdxCHN3R9kNNLD3VDp2WFFIJMnulT5JO1kBv6F6Tehz4LytCuWqgR+5Wo6gmSSgSxmu1WGG9u8uiWbZUrfiSY5lyE2UlRRfeWAxFgE36BGU94twotGDerdGg76Tt8I25TCDLON0DHVA4hCfyjf0GqfhjjU/ZzLmq1helRMOoJQu4AQhHmgjg48a4KQrJZOGvJqI5s1pYRfz5VHUSDh/HJQ8AT3kXIYdpZKVCPYvl+khSC+LmeUi+Djv4FyXnfNyf60RTke3udGvUEsZBBXBtoAyvClARLrcGRcGmjVPFqHhid/dH6Wg5BOpI06SRsA+Awq6YUqAUZ4VNCIcjQF32KnlEta4r+BUndUtGn7FwE8p2gRY16gpAFhRGCQ5ByYO7hAoR6mRotEYUNw8EjuYt+yAE2UDmB9FKkO+6Mm1U6TAVZvwzTKDPk1vT/n0/RC/kh16YQ/QsS804dn7JrsIDDQJ96gkg3OEwgF0RIUU0+hqYzQsIdr4HBWaMu4um8iTXJeltyKSYPTcwfOkFW5ufn5bu/wQ8Ox1RMCbk1Pdb6FC2/O+TaFKJ/QcxvN/NTeNEnuTw96glCTgxpZsEigHRSUGCBW3MyE/bBxraWKBlCYBlElhNKsxU5JCwNjL4usXxSFCK0pmfItSlE94LcAus7+JbG/fXQYyyPQlBZkCQhBiQA55/C5qbuE63wX5gSm4Qa49xSy8kwFrnCAj5z0XijL0H8jMeolyBE94JcNK32cx8g+/BM37tHtKgsiB3kwEzw1NNPP7ds2YbVMPqQAD+LMTUznx+YCARwUDp5OIgUfTupnKEWxDd7C4UgjX0no21RLTEdA0Fk+dEYC3I6esk9vqVVv+MwjqGyIBDUAFGwUl98hZ74tQAPxpknNwTD03bNzHGcOn4jC0LInUKLekmPnVAK8mm9KegNWRmFILV3+RTtbBxybQqhEmRfvwnnEJIPT7AV5GjqM2N8Sxt97GeKJy0qCyKADADjYm/hglEzKotju5pvfwTcn/PKqxUdZ5dV+CXR+Bor2t6ZcbtKhVKQew9uQNNlZRSC+MlovEu1zI1UgtQZ/erQI5wF2V/Oz1Qc1ObdFX1ZHoWgmiCFzjOIyQzqSgHwttaaJWS/CVPeBz0yH/6qnEOQfDzXPQLfUYyyq57Hk1KQDWgNkveiKQTJOeBT5CcSECeoBMkuQLeePM5XkG+rTfQzm7X7a2+y/7OqmiBnJT9EEAeavUBKbsR8DYXfoHAM1rB3PmMHFtAA30U3J+FOujX0WwghQinIs0/lj+4vK6MQxM/v5WDZkGtTCJUgzc8gVLQkVlbKVpBPGwx/3rd00EscummqCUJmIoowAkSBROdal74LU+E8O9gnxEbnoBiHPall8VUYvhFiEqIYt6tUKAUpmNtzEsMFU3F/+RQdC/2uikKoBPl5wX8OQybKStkK8uHtA5b7lo6e93FDlkchqCbIa9Jij2ggRGa7iloPE2tXEZ5NFhqZrtcRILC2d91KF4DAuF2lwiBwnHzohkIQq2+c0TOq/c2gHcW6fton5gZbQd66o+vrvqWTZ3zLPk0dnSBX/vG54V2SIJPITBM8mz1viLPo34hPoNjf1OUOcE/8vt52xxXYTOAK2wCAPAUZb6gE8T90E7oghcA3UvVl3xnenKARZC9C70WVqfmTrJitIK/2av2ub+kTE3wSF9JDI8j2vOwqyV1kFZQkSBfp/p9gATXXuMrarI2ED8Cc58GQrA1TklxLpkTp4bvQGxYSVIL4H7oJXZD/gO9UmwJwPdTqFEIjyIJrqONedFk+54OtIMsG+ouBtDCfQxYuGkGGnnVcbJ6W5bopSZAazu++HUSePuv88/hCnw5ia2j+ErTOePzlbGAG7+EXkfjV0YLvbD2+UAnif+gmdEEuWP0UWtQ6qdII8te4a9McF1jLZMVsBXl+RBU/fz9X9D1nZ3kUAo0gq8mjbAJlSYKkOCMyiNbqqHFknzcuO8pORK+HsRZwGJSPHPhxtsOdSVLEBjJp68HQGxYSVIL4H7oJXZC/5VVh/HTc+UDVBzncre+wRcPkS+rZCvLEhGyfoCa4Z8IhyRCNIPPmbdn+1lTZFKSSBJFCijq++9kT/oz6ZUHzyO5vIlT7PRGWh2sskbZaJ6IdgrTGbsTjySblrD1Cb1hIUAnif+gmdEH8RpnNUCtYGF0n/erGKaNelUdwYyvI1OnxJ31LtzZD4iWWh8HQCFL47pg+w1fIFs+XJIiUX8phSM6Wxc2/cPyNXJy4H80cWQs0FQfmwJoRBTbHJVYOXjIVgV2qbPENb84XXaU/8NvbzJX3fHlBPRfL90vFVpBxT5r8hIj7qiaKYZ5DRbVRLGloCorAdrlVcmKNxRfR2Jnoh/Q5sIlQbRDoYz9ZBQggEs91F3Gu9KqmMjQNCwFdCbLH313zGt+EWp1CqAXxndjMVpB750E/11L7c1A685OsaqNYUhcEQnPzc9asm5s6xQ5fXhOhnM0gF0asBt1TP+osQiDUJp0Qx79K0HdVPl90Jcgufym2VIterXtBBsz31xs/kcghRQTDUaxH4jGxAQTBl1nJj63Mwf3vEzOjE35BYx8RLSbwNWiYtmh8hEOgIa40bClQtVF/J7oSZEcTP4W+Ac05QSeIbHGlBFtBui30N6vgXxOq+wXLw2AYjmJdv4D50f936bRLkJRdXeOlIbpB9eeij6plg2z4DsyIHrsoCVjBM66XWSG4HHrLQkFXgrzb2k9hpw2hVqcQ3Z9B2i3I9VNaCP+7/UOWh8GoNYr1ieubH3PBVm7XYVy0qVITdDO+E6gr3h9hMbf4IBVEgxnS7USSSId9GMmA6EoQP+lBEOq1OtTqFKJ7QZou8DvZO+q0n5XKlKg1ivWs8zaI0HVDxuTsuBF/IfRfdPRJNKA/qCs0qg4rpvwaC2JBd/yyWECusV4LvWWhoCtBVvlGocOzVUOtTiHUgngsriz6nRD3CF2N3tSc7zfhc8av7AN8009WlM3QK0GQAU5BbAv6xy7KXDIjdvhp1KfOYvRaS5AJ4x8EHcTzJhABqjj68SAa3w0pb2IbB6NUdCWIvxWlyN8Uby5QCuK1uHJ3eYJwL32z3OTO87s+v8p3w+RZ8KihEcTvDL0SBGkkDfMCy0+RZfva8hpt7pe0YF2Vtuh0pMUkwM2gVfx35fBiETwRy+K4FIOVzP1Cb1ko6EqQ530vUlQMzkspiL/FlWwvsdKe9vvlaLTzAebRJmgE8TtDrwRBspyCxG1NmmhrVbg6ddAHKV9ERJ5DOTkgFbwPqqSsaSdAIOLlhBCnQKhoahp6y0JBV4I8McFP4TSmlykBoBTE3+JKtoJEPeH3hNR+0zTmlx00gvidoVeCIBFOQboNj5oevw6hs/clt324c81VqO/toKowS4iPnT7S7ri8yiFxGwDO1eZvoIIjuhLErwtPjgu1OoVQCuJvcSVTQYqE6X5n6vVe9dQDDA9DoBHE7wy9EgQRnYLMiy9TO5pM2/4+NmNF9W5oQTuHIG0TTWL3Z1OACbTBL8IrbxNAXOgtCwVdCTLhcT+FC5lexweAUhB/iyuZCnIVPjTTX3n+QvZhTWgE8TtDrwRBnH10OD9mpN35h/D+mJ22yEu7K4FkmN4aZOVuLOvopfdzrQgxA5VzpetKEL/Jcv4n/7PMC0pB/ExAYivI2YgRfpMJTZztd/SPCrWW3LoEGRk51Oacqfx57KS2VdbfjLAL/9/eeYBJUaQNuDpM2NmZzQE2EHYJLknJsiSVJEjwWJIoIEFMiIonRxIQEwcIiCeIICgiCBJEMQEKJ4jeeSaOE/EEFuTORVD8VVBkd/vv6jAzzFbV7EzX9NZzU+/zyOx2dVVXl/Nud1dXfSWIC0F7+bPawA20hdpk3ZILlKtGhilBkFGY1/ePtrgIsSQIcgASXUGOZg0PXcxL48H7tiAiklrDZkHk2nXTmhubKjJzlza/QSluoN5ObQGtPAdk1YzWcLcEfeatvUtBMyUIsj//1W7RFhchlgRBTqOjK8iBgr6hMfo0Fo/b0ZHiYTRsEuQ34xEkzzPc65+seox2AAAdNUlEQVQqeJdvZ4Lv10kdQaGwEOSnv1ZLEEAWFMQN/8kSNlOuGhmmBOlbNY6pjaEVLQmCnEZHV5D9Lbq8gdq+asgHLSgeRsMmQQ4agrROuNr9i7lxb/KUTgVvbWwPCsQSpyd5/jUuAJzwJaEEXxfmSvaudMuUIN0QMQmUD5sjNsYCS4IgByDRFWRH8RX7UNu39PxXPYqH0bBJkOcMQYoynYFVLiqzcxdcPv6bJCEZFNQRpNF3ZwFBewciwEFbOdIIylUjw5QgxTsRG/9ZEG1xEWJJEOQAJLqCbOlZcAC1/Z3236RRPIyGTYLcacyXSmnj/iCw9W7va958Jc8nCo7hILPVSvguXVseBIbnTbd5IU+mBEHErlaUI3atS0chuntoYCyqgqwZmHEctf3jxj9S7/q0SZCrjCuImJsXtPX9pKltEo8MugwkgWWgyPdhLnCCxtqAFDimV2hEuWpkmBKk4WeIjbZFjrMuyLHQRVipCrJshDP0PYvGkexy4TzF40BsEqSe7odDcswL2qreYz2cv3pBW5AvPAoayaUOIIOW5osQAVC/XBJhShBkfIZfxCoBC2ODdUEqDodsoCrIvPGoGbeKcsateEPXqreKTYIk6r286ZJ8JnjzvZ7NKWPebwjyxMFCRvLeAnWflkaHsPqPg3LVyDAlSDIq+EAF9T+PGKwKUhnjF4UzJ6CvpReFX6lPSrdJEP2SAHJcly5Oui95WlrdX91iIihMdCavGCADUMd8BlHvs6gHOSLBlCAORNAORfF8F215kWFFkAu9lS3pdSfHNOzPPfdgYv97yy77B8XjQGwSxHgESZanXLK5Mju/xPWfdinq1aKFIN83PRnA4L3Gq3QfOEm5bkRYEuQCuIjanE37fxYGK4KU5yqFe5XSNSGbqQoy9r7QRxyD/EPt36F4HIi9gohCSOSaSYlTa62feBlIBhOA7+qXagFB8Bhzc0EqQL4NihUsCXLWidxsV2AsK4JU5CpwuEfoEpNUBRn6R1RMC5Xm+3tspXgciM2CiCGX3g+9tybdsa4ZqCv8CdSpfTBNVaMImFNHxHmoomIFS4KcTEVuRr8eo4+lW6yUtX2Pq3/5QjZTFaTPfdeiE7q8Meg5iseB2CqILITeO1ZmN05pdCwV5AgDQa74swtIYCQwLiEeutM0w8GSIIfzkJs7U4/ZgcaKIJWlpYfPKltCx0pRFaTzvZjZpgNeHLOE4nEg9ghSpguSKFcZj3qv3MdxupbsAg0kr+dgC/VJ/h5zPK8k9KBcNyIsCYJZjrC3TXF/WF8n/fKJ49EJo55CTqSxgj2CvG4IIlQZxf1e4uisrddnANGZIaWsHi4JemATfX5VEeW6EWFJkL2tkJuHrIqyvAhhXZD6tyHWuIXc89DsP1I8DsQeQaabz+gnQlMuunv7Js1tAlJAZ+Cc8FgCAJeJ5osQkE65bkRYEuStTsjNY5+IsrwIYV2Q9NGPoRPm3LuY9m25PYL0MYZiIZaF6Zqe0vyvhaC2MBIktN6eCoDXZ3Zjiei+nBjBkiCb0fN+7rYprAnrgjiHLUMn/GXUc4MoHgdijyD1DUGaVU1a4uzhKHODJKEPyHUeSQCC2NK8xXIKlOtGhCVB1oQGBdGZMQW5mTqMC/Kr0G89OmVd/620n1vtEUSPaSKJiGhPXzmHpr/ZyiuCQpCd9DlcDBqGHxWgIR5wmnLlSLAkyDL0SP+5E6IsL0IYF+RUYmfMG7I3O+2mvayMPYLoq+fI4C1EWvqVvmm3NwKiw+XJXFmsCrIB7gsjvCeA3ZQrR4IlQebdgdz81Kgoy4sQxgX5KqcpZqWUvxd91oDecTTsEcR8RkcNthviSWqzoalqRJ7ovO1WQQCj4b61tdcmdsXahLAkyEx0Lw3mzos6jAvyUVFO6GBhgyNZx2l37NgpiIB8P7zR3cVxLBEkgytBRrMnnQA0gLdXMIC1IAyhXDkSLAlyb2jMA51tNkVtYFyQXVcmYEZt/ij/KFOeEmCrIF1RGc5IfVJ2N3Y4hKtAO3lnIgCuFPMpXWhIuXIkWBJkHLo/d0+bKMuLEMYF2dxDCB0sbFDpOCtTXsbTVkHQfxcLijyzx2cDUB80TXpXUh9COsKhvNqbEDflypFgSZChzyI3f2rTHwzGBVnVHzu1MutoOnIybvTYIoge9EcAiLWtVe52+DqsbQgkp5icujxLvXZMgD1YTi2Hjd1YLAnSZyNy81HUwmMxgHFBFg2qi0tq+rcGlFcptEWQT3RBJPTt4W53e+dRH/CAXEEe01MVZDB8oIf3WbKI6e+OBSwJgllJ7HubrqiMCzJzeEtcUtfX2++idyCILYIs0m+x8tE5Lji6+PbXF9ygN8htdJ9gRHiHgrhc1GMR42FJkJboce0Xhd+iLDAyGBdk4ghsZ0XJ873RF9+osUWQEl0QXJ9UmzzPvJu9AugDGknPqE/nDtl4Sne67AqVprAlSAPMzKhEe+bcMi7IyJHY8STjF95EeZ06WwSppwvyAibLXMnbYVUeAAVCuu95FxC1hdKTtPlVPsq1I8CSINlH0duRwU7ow7gg/W/CjHZXlOlT7sKMY4wWWwRx64L8HybLQUdr5+fJQHKkS97FEnDBCNb63HRBOEe5enhYEsSD6Zwooh2SAA3jgnQehl1q64kxtMe72yKIiBvKa5DUJm17HnCCQcA5vJ762QEY67B5BNTglNjAkCAXhdDInQa0n0AxMC5I0+uRq4NA1vX7y830DgSxRRD9AtIUm6d3umvCcKcEZoBa9UrUp3RtQUO4BkI9mfqSWlgYEuR73N8S2k+gGBgXpHYv7MTzHVeu70fvQBAbBbkHm+d5OT9veToAPUG6NC3BiPoDLztN5faUq4eHIUGwQXiHL4+uwAhhXBB38Wu4pM8LdlBe+9VGQfAhOcqkaxPe9gHB53V4H8kBAnAYq+jkCvaFH2VIkE9wUYknUH4CxcC2IL+ITf6GSzvloT3awD5B0OFUdWq3THoqU9WiI3BNTwMSSANm3AbcqBv6MCTIu7hJDQ9Mjq7ACGFbkG9SMjGdfIpSLn2JjpgUNbYJQrwW3Or09BgsOoXhwP2HenDxHPMeKxl8QMhGFYYEwU6LW3hLdAVGCNuCfFoo4QckZh8S6C5taYcgJ7UryABCpn3Odu7FHgG0AMl549R7K3ORECFPor4yPA6GBMFOrKY+4xoN24K804ow4ubyfUn/oXYkiB2CPK8Jglx20aDC18q3KhGIssslPZetT7jVIpvUEq+mXD8sDAmCDc2x7ZroCowQtgXZ0KUuPvHalxt8Qu1IEDsEGaQJQhxGNMzj+GOy+ujREHi2u4CgyQFDvLuAXasqsSTIg/dhEt7DjtKjCtuCLO1JmHc+6smOdMNP2iFILe21BjHXLmde4QAhQegEpPlttG4sIzaWaNeiMSwJMulBTMK/6kRXYISwLciDfa/DJ06ZWrKa2pEgdgiivdYgL2Fc7mnhmJ2k3lIB97XTnPqMWw0f+JJyBXEwJMio0NjoJqftGe/OtiAT+o3BJz456vY/UzsSxA5BtEtBmKDC1yV55qQBlyA7M3cn6UMVtW6sNHE+5QriYEiQvrhpMBXSz9GVGBlsCzKkD6Gszd3n4F9IR4MdgmiXgu/J2V5zJPRNBm6QKbg/8QBBFIx7LKdAuJ5ShSFBit/GpeDfANCEbUGu7k74Y/thkxXDqB0JYpcg4Zbn/c1ZkDhSvbEqAL4H+6hqZBlXEADQKwHQhyFBGvsH7f44f80l6/3h3yHThG1BmhQTgtz/x/d6F2pHgtglSGG4fFelJTxZGwgekNBokfrQMsR8CBElyhXEwZAgGceMH843u77pJcO3u26PrsTIYFuQ9CZ78Ynl8l66Y03sEgQTrz7AS5L0QBZwAjHJ/boLgG6mIAmA9sK+GNgRpML/pnhGn8pTWcFRBAetjqrECGFakAtiBuk+s95ecn9ppNggyH74PT8WLt85OaPJXR4BJEreudkA+NzGPZZTeIZyDTGwI8hZh9G1/X3yl4qyJHjcyR10u2gwMC3IN8ki6ZVa19ddP9A6FMQGQa6Ez9vhM7ZNk3clw2AN6c1uVnP0Md+EYKeyU4YdQb6uZfywGIYaPZf2r0DSQ3S7aDAwLcjfG2SQkm96uv4BWoeC2CAIvA4Qz0lnhehcXk995AB1nEvULEP9gkS92HhksCPIfjNURQttPuXddweSnrXlrwXTgmxtE7z81rHXQiZyT5tyFXa2SDTYIAj8kmMWXQzmJymxwXQXvMfyPCLCJTzhlFt4n+WgXEMM7AhiDub9PEfrwTqYERjy/0bnqEqMEKYFWdbp+sAvDyRkJb1+SfKzQ0ZUWefPCrEX5HsoyN+rkbNZTuI61Yi2IPmKxurFo64hiARs6ftnSJBlN+mfD9yufzYPTMz/NGxvIA2YFmT6VXf5f57jbjU51f1+cPI7badTXWYo9oLcCAWpTs4FkqukGRDSBZ98p6pFGzWbV+voHUy5imjYEWS2MVax6B398+FA+LwyT1QlRgjTgozs5A/Z8Jmjf4VSVis9eHhBaQrd29DYCwLHHVZrCNEpqbVzpiyAZsB1t6DPKBRhX5bgrgif2TrsCHLHPO3jaIpxa3Uw0z8Zs8J5NqoiI4NpQa5p5X9P2Lg2XHDmn47gaWTlrlfa0ToUJPaChB+paNI+2TXVAYTuILG1rF5CEo15t6KwlnIdkbAjyMA12scT/ge3RoHp/IWfRVVkZDAtSEE9c5zBJuld7XOi/N+g9CavpNA6FCTmgpRDQaoXreZTR15WeyCITlm+Rn0IydTmg6j/yS0o1xEJO4J03KF9XPu8uWHy/f60a16NqsjIYFmQcofjR+PHfOP/2PnEoMd2ZeBqN801AWIuyHwoSDXvkVoluyeKEmgJHDekA0Hr5JVheEXhDOVKomBHkHxthP85zylzw77Awnujn4yqyMiwKMgvZ6r+/6YmyDc+M7jBG+JHxk9/loKm2U6bWrSf0rEgMRfEXb3XhBr7ZW+xBGMqOtpnqJcQCegxrHNFO1Z3ZUaQcvkX+PFqYN5ceab/XeEsO+KaWBJkR+P8osx+oV8raoLsbmTerzdvYm773Rs0gnddv5JVlI4Fibkg8DJQt7qZmyQ7ioETpAJ5VgIATmM4llegeleJgRlBTujrUN4+K7DpZn88rNV/iKomkWFJkNHfKUplWehiYtQEWdlqpP7DYXGHf+OMoIXXPiug2s9riyCLq5v5LUnukwaERCCuTDVH82qvQ96lXEsEzAiyT594Xu+jwKat/gCT+5tU2Z8+lgTRn5xCX9ZRE2Ry60f1H/pmKcrPMxvWGndCfQpxBmbxX3A+25fSsSCxFmQPvMOq/rTyQl9ijiABSSx6WNKHmsD/3ALdMf5ImBHkRS267MFasNUOry6Fv5zznjQST9vR521JkAULtu/YNPXWkK3UBOlftFX7PCfPV0qLrv/ws0kZuxVlVGIgLOHlq2jO3I+1ID71+40Lg4Zguyjd74Nj3JOWJKli+CeFiHSjgaGwKAjqyTQ6QWZrAxL/PEZ99uguSOIQKEqJfxJd2rFoyowMS4JUvHrn4PGrQsPTUxOkYYr+jb3f9fsPDWfDn7anvq+clgLT+MfMc1Ps1Im1IPDrjVsXBEUdd5N+cL5toneaoL9J1yIACbEPSmtJEPSTaXSC3PgU/LfDNkVp596prHPAyGDru5qpnW3o52W4F+uc7NPvR5KGV3S/Td+2OeuE0isQHmr50PbYKcuRY4MgmZFk3yg4H06AQXldQ9TrRwfzEmJDeCxLgqCfTKMTpC1cBOSk95wyUYIrse2V7ldvtr1mR+ZEXEggijDci/Vhblftc714+pH25m3FzLYXjoibzV0O5N31EJ2DQWIsyHfqdzuy6LpZSa47tfUJnbeo/9YxLiEiOEy1lggsCYJ+Mo1KkMoU9alTWVKifCTqtw0LYX//0IVG8koboo8y3Iu1tInez11Q/Enq1+bGih73Kx3r+n9LW9SLzsEgMRaktvrdjiz/ctGXpWpRCJz15MBjOjm0LxUsCYJ+Mo1KkKPai7BOG5TabYwtrTIqle3NjF8+tWF6DMO9WCMKt8CPfcLHzYJmmv43c+9B4RXzt5K5XnprAsRYEPXLHeEtQeW1kqOTBEPISd1UN+CAdy3MohDrnl5LgqCfTKMSZBNc47g06fwDsvkm/YzzNuVinnEhrtAuMLGF4V6sQpc2jqRJi2m9gvtG19X/saM//M2K6y/bQ+doSswFqeZI92DK28ny5fA9uuAy56XD/wTpIL1KomClF2vGJPWfWeNOy4E4F0vFg8qcG41feq2LotAIq8BsL9Zxjzad8D1hTdo3lySMvPGYaC6/VeadSG8lz9gKUlGNeD9VOF/HIUtwKJZwhcv/kK76khDbEVms9GIVb1OU33M/7JQVtK1FbuUpX6n+8+PDoyg0MiwPVqz6paIkyNP1Z8GPeq0vW3Fpws8Nlw9LOG/80nVWfWoRnWMrSF0AMOu1kjiTLKfCxUGAMNURMMQBMi9SqyUCRnqxzrm/V5S1HV4WgufJnXKMVyYasx4OZ8R80S3LgoTeYFETpFsSvI9YIg4qCU05kPpXn/lsvqZT4W4qh1NiLYhQ7XGKl/CVU2ilXTwcfaWAIQJhnVwKMNKLtbWDolxs/KL70mmUzwjbv00xpoK0fAWRjSrMCnLCDWc+fOvoVFh13tjG2ivFp/Ufz2ff1Z/G4SCxFiS6CBNvi6JHG4wl5AtmCFLIDXTqiISRXqxBCxVlYeeG2SFPNAMdB5e00uNBLe0WeamRYU2Q1WPHNh47NmQjHUH+lPWcet9eJzM4EpKfx+uMEI03hE9cmUVryHusBYmylPWJgujVenhlAQTRL0wMbAuw0Yv1VdJp5dOU9s4qgSpauf7RbYx2Z30+h+4SMVVh9QpyJKFBuVJxhTMFHXt0cVYHSZ+ad7HtwGa/UDigEmtB/i+SUSaXcPFPDkE0b62Cafl1+MxRYXmwYtWWjFyQ8h5TlC+y8xxVvwGVXcSpLUedgz++mhPjOC+MCvJT44S/KYdqyTnaOOejb86/pXfHjv3unL/tmLHDG5mNhIHawPd/Z7fs9iOunIiwJgiibxO1ym1UnL9JMN24VJGkbZSOcCmWBan6rYhYkLJBbY9PcEkZh5Rv33vh0Vv69Ozed/Sc53Z9qXXPzJaTCmothr2bi7KfjaLvo/pYFmRDlS3WBalYm+nc8HwRkEaU7ZvTI1cWJEFbq0+QZMFRp+f0t08qyulxCQ6p+Bn1AeVQo9rpi2lEdbYiCLJvk5oginKmZwLAINd/lPZSMlQFmToe0tAYQYY7C6YQnRBtXoFFQfa0nqL4l2w9prXEeJcezEoIXw9m0INgWxEkpG9zk9YSN9ATROXiK72TYt+o2qGsCRLyZPrMXEjvYv03gXEkiDsTog2QtSjIuC9eVmaYv5zSWmJu/jLtN7GmTzUC8rUaWxEkpG/zr1pLzIzFeh7f75xe3CjVGavm1Y4Rg1us5TdFd7o1jUVBXlZeUAaGbOsem/vi2GNFEGTf5g8uaxWqMbggfiwKMv+xsXeEdsjHpSDIvs34FaTqk2mcClI+b+Dk0Bd5cSkIkngV5JInU4M4FQQ1bpMLYhKvglzyZGoQl4Kgx21yQUziVRDUk2lcCoIet8kFMYlXQVBPpnEpCHrcJhfEJF4FQT2ZxqUg6HGbXBCTeBUE9WQal4Kgx21yQUziUxD0k2lcCqITOqOPC2ISn4Kgn0zjV5BjoSGEuSAm8SkI+sk0fgWpCA1jxgUxiU9B0E+mcSoIf1FIIj4FQT+ZxqUg/EUhmfgUBE1cCsJfFJLhggSIS0H4i0IyXJAAz3oLIF7JgUcWCIkOiZTVEausovh4dG0IQT+OXVtLawpZJh1XRRbD7OAQKRRBbBpYhFRgIh2PvimQ/CRq5eaQakmqIPH0iBlJ/89J3xajNXLaE84qOkEuHNEYOXYPnjdFQuKeYTcTEt8Guwmpw0cSEneCdwipN4y2MOUd/Tj2g94U2WtIZ6sy68owO+xpuiDMDk8Vhivi6ilhdtjkO2JSGn1LYDihlftyA8Lxi2fh01blEDJ2ux+fti6VkPG6u/BpWz16U5Aim1qaRzyJtFzFz8To9/fPJiSeB6QAm1NmEhIvAFKUyhnTSHWygr7CNYGN14UronhnmB0+aBGuiCGrw+xwMjVcEZbZfzkhsV/oxIkgDpCC+d6wEp92lLTGzrgn8GmnvISMBlwQOnBBTLggAbggfrggJlyQAFwQP1wQEy5IAC6IHy6ICRckwAukdwAXiQG5X9xCSCwfRsq6fhMhsWIYya2NVeNPUOK2cGu8fBx2OeNp4VarPH5fuCIWvR9mh59HhyvCMqWkWs79Bz6t7E5CxifQUYs1zo4jZFxO+LNzfiQhowHVaHgczv8aXBAOhwAXhMMhwAXhcAhwQTgcAlwQDocAF4TDIcAF4XAIxESQyt8rKrBrnp84ScgJE4m5LRy4piCeMC0qFxDX9mSjYQi1iN23wuKpWxCk4vE1Y3YgU0pTcnN7o9OPPNJsq5m1yg56Ii73P7vUaX0Ql1VPxGUtK+nc8gtcVgoQyiSecFDVCXtUp/abE34i7RHcMLFoAD/EwvVaIAhuJEwiOm9w22ES0RmD25SIBUFena+caoRMKV1LSB+71UxC7AATcbkXnyqfMhSXVU/EZV37X2X2FPxRLUMsk3jCSpjzqmbtyzan/0baI7hhYtEAfoiF67VAEmgkTCI6b3DbYRLRGYPblIgFQe7crij5yAv74b69GmzFpcOz1ZMQO8BEXO7zivLCvbiseiLhwDM+xh/VMsQyiSeshDmvatZ+aUV6BWmP4IaJRQP4IRau1wJJoJEwiei8wW2HScQe1N+muHPRsCDIYPXiVIQco3f2uPJeeiUmHZ6tnoTYASbic18ccxqfFSZisx6Y0nkbPqtliGUST9hfddIeYWu/6wslnXiQ4IaJRQP4IRau1wKZFGgkTCIub6DtEBkD34kqSUFtij0ZiAVBxm9SKjOrRlIzqFuBSYdnqychdhi7lZC78tGv8Vm1RMKBv3b8hj2qZYhlEk8YQjyvatV+8IABjj7/DnN+ZsPEogH8hC28Ljox0EiYREzeoLarmi/oO4Eo1d+mhNpaEmTVVKWsLzJli6Icn4xLh2erJyF2gIm43JVLSxVsVj0Rl3W9opxuV4k9qmWIZRJPWAlzXpBq1T61klREcMPEogH8EAvXa4Ek0EiYRHTe4LbDJKIzBrcpEQuC/Dp+6cPo2EovTXpyze+Y9M3NR35sJFXdQUvE5Z6UnJubW4rJqifisi4eueLps9ijWodUJvGEA1Un7FGN2petAIvOEvYIbphYNIAfYuF6LVAENRImEZ03uO0wieiMwW1KhL8o5HAIcEE4HAJcEA6HABeEwyHABeFwCHBBOBwCXBAOhwAXhMMhwAXhcAhwQTgcAlwQDocAF4TDIcAF4XAIcEE4HAJcEA6HABeEwyHABeFwCHBBOBwCXBAOhwCDghyb9WpNV4EReEv4qbGmYEOQXQ0HHwr8Nnt+zdWkpuEt4YeNpmBDEGXgqqBfHjPaovJcjdSlZuEt4YeJpmBEkJLVyqIWS/q2O6O8tuy25vOV8gUvj9/zYv0T3976XU1XzWZ4S/hhoinYEeQnz2ll6Mq3ZijKrPnKvMeUL1orS3vN+bWma2Y3vCX8MNEU7Ajya66iPLRo0kpFmTNfGTh27cYpSmWLp2q6YrbDW8IPE03BiCDq7eb5HLUtFj5RUlnZb54y+Q649cW3Gh8Kl/N/Dd4SfphoCjYE2dVoyKFnEl5XHhp4bECvyff84djZYQOnv7ThUWVX0y9rum72wlvCDxtNwYYgJhUVoaG2K8prpCI1Dm8JPzXbFGwJwuEwBheEwyHABeFwCHBBOBwCXBAOhwAXhMMhwAXhcAhwQTgcAlwQDocAF4TDIcAF4XAIcEE4HAJcEA6HABeEwyHABeFwCHBBOBwC/w9PV074mcfIIwAAAABJRU5ErkJggg==" title alt style="display: block; margin: auto;" /></p> +convergencez(m2C.nv)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>## No modelo para o número de grão por parcela +convergencez(m2C.ng)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code>## Dado que o modelo COM-Poisson leva as mesmas estimativas pontuais que ## o modelo Poisson a análise de diagnóstico padrão pode ser utilizada @@ -1066,10 +945,6 @@ plot(m2P.nv)</code></pre> par(mfrow = c(2, 2)) plot(m2P.ng)</code></pre> <p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> -<pre class="r"><code>## Avaliação do modelo para o número de grão por vagem -par(mfrow = c(2, 2)) -plot(m1P.gpv)</code></pre> -<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code>## Testando a nulidade do parâmetro phi ##------------------------------------------- @@ -1122,59 +997,19 @@ anova(m2C.ng, m2Cfixed.ng)</code></pre> ## 2 19 643.34 12.049 1 0.0005183 *** ## --- ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre> -<pre class="r"><code>##------------------------------------------- -## No modelo para o número de grão por vagem - -## Usando o ajuste Poisson -trv <- 2 * (logLik(m1C.gpv) - logLik(m1P.gpv)) -attributes(trv) <- NULL -round(c(trv, pchisq(trv, 1, lower = FALSE)), digits = 5)</code></pre> -<pre><code>## [1] 13.06333 0.00030</code></pre> -<pre class="r"><code>## Reajustando o COM-Poisson para phi = 0 (ou equivalente nu = 1) -m1Cfixed.gpv <- cmp(f1.gpv, data = soja, fixed = list("phi" = 0), - sumto = 350) -anova(m1C.gpv, m1Cfixed.gpv)</code></pre> -<pre><code>## Likelihood Ratio Tests -## Model 1: m1C.gpv, [llcmp]: phi+(Intercept)+blocII+blocIII+ -## blocIV+blocV+umid50+umid62,5+K30+K60+K120+K180 -## Model 2: m1Cfixed.gpv, [llcmp]: (Intercept)+blocII+blocIII+ -## blocIV+blocV+umid50+umid62,5+K30+K60+K120+K180 -## Tot Df Deviance Chisq Df Pr(>Chisq) -## 1 12 532.19 -## 2 11 545.25 13.063 1 0.0003011 *** -## --- -## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre> -<pre class="r"><code>##------------------------------------------- -## Via perfis de log-verossimilhança -perf.nv <- profile(m2C.nv, which = "phi")</code></pre> <pre><code>## Warning in onestep(step): Error encountered in profile: Error in optim(par = structure(c(4.49870697260928, -0.0332608749877799, : ## initial value in 'vmmin' is not finite</code></pre> <pre><code>## Warning in onestep(step - 1 + dstep): Error encountered in profile: Error in optim(par = structure(c(4.49870697260928, -0.0332608749877799, : ## initial value in 'vmmin' is not finite</code></pre> -<pre class="r"><code>perf.ng <- profile(m2C.ng, which = "phi")</code></pre> <pre><code>## Warning in onestep(step): Error encountered in profile: Error in optim(par = structure(c(2.85918209769605, -0.0115732234418501, : ## initial value in 'vmmin' is not finite</code></pre> <pre><code>## Warning in onestep(step - 1 + dstep): Error encountered in profile: Error in optim(par = structure(c(2.85918209769605, -0.0115732234418501, : ## initial value in 'vmmin' is not finite</code></pre> -<pre class="r"><code>perf.gpv <- profile(m1C.gpv, which = "phi")</code></pre> -<pre><code>## Warning in onestep(step): Error encountered in profile: Error in optim(par = structure(c(2.31812952440581, 0.00601634110167321, : -## initial value in 'vmmin' is not finite</code></pre> -<pre><code>## Warning in onestep(step - 1 + dstep): Error encountered in profile: Error in optim(par = structure(c(2.31812952440581, 0.00601634110167321, : -## initial value in 'vmmin' is not finite</code></pre> -<pre class="r"><code>par(mfrow = c(1, 3)) -plot(perf.nv) -plot(perf.ng) -plot(perf.gpv)</code></pre> -<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> -<pre class="r"><code>confint(perf.nv)</code></pre> <pre><code>## 2.5 % 97.5 % ## -0.2138722 0.4352045</code></pre> -<pre class="r"><code>confint(perf.ng)</code></pre> <pre><code>## 2.5 % 97.5 % ## -0.8644610 -0.2164388</code></pre> -<pre class="r"><code>confint(perf.gpv)</code></pre> -<pre><code>## 2.5 % 97.5 % -## 0.1235600 0.4136233</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code>## Verificando a matriz de variâncias e covariâncias ##------------------------------------------- @@ -1195,14 +1030,6 @@ corrplot.mixed(Corr, lower = "number", upper = "ellipse", diag = "l", tl.pos = "lt", tl.col = "black", tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])</code></pre> <p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> -<pre class="r"><code>## No modelo para o número de grão por vagem -Vcov.gpv <- vcov(m1C.gpv) -Corr <- cov2cor(Vcov.gpv) - -corrplot.mixed(Corr, lower = "number", upper = "ellipse", - diag = "l", tl.pos = "lt", tl.col = "black", - tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])</code></pre> -<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> </div> <div id="predicao-1" class="section level2"> <h2>Predição</h2> @@ -1287,13 +1114,6 @@ colnames(aux) <- c("fit", "lwr", "upr") aux <- data.frame(modelo = "Poisson", aux) predP.ng <- cbind(pred, aux) -## No modelo para o número de grãos por vagem -aux <- exp(confint(glht(m1P.gpv, linfct = X1), - calpha = univariate_calpha())$confint) -colnames(aux) <- c("fit", "lwr", "upr") -aux <- data.frame(modelo = "Poisson", aux) -predP.gpv <- cbind(pred, aux) - ##---------------------------------------------------------------------- ## Considerando a COM-Poisson @@ -1319,7 +1139,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:200; py <- dcmp(y, p, phi, sumto = 300) + y <- 0:200 + py <- dcmp(y, exp(p), exp(phi), sumto = 300) sum(y*py) }) }) @@ -1348,42 +1169,14 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:350; py <- dcmp(y, p, phi, sumto = 700) + y <- 0:350 + py <- dcmp(y, exp(p), exp(phi), sumto = 700) sum(y*py) }) }) aux <- data.frame(modelo = "COM-Poisson", aux) predC.ng <- cbind(pred, aux) -##------------------------------------------- -## No modelo para o número de grãos por vagem -## Obtendo os parâmetros da distribuição (lambdas e phi) -betas <- coef(m1C.gpv)[-1] -phi <- coef(m1C.gpv)[1] -loglambdas <- X1 %*% betas - -## Obtendo os erros padrão das estimativas -## Obs.: Deve-se usar a matriz de variâncias e covariâncias -## condicional, pois os parâmetros de locação (betas) e dispersão -## (phi) não são ortogonais. -Vc <- Vcov.gpv[-1, -1] - Vcov.gpv[-1, 1] %*% - solve(Vcov.gpv[1, 1]) %*% Vcov.gpv[1, -1] -U <- chol(Vc) -se <- sqrt(apply(X1 %*% t(U), MARGIN = 1, FUN = function(x) { - sum(x^2) -})) - -aux <- c(loglambdas) + outer(se, qn, FUN = "*") -aux <- apply(aux, MARGIN = 2, - FUN = function(col) { - sapply(col, FUN = function(p) { - y <- 0:30; py <- dcmp(y, p, phi, sumto = 50) - sum(y*py) - }) - }) -aux <- data.frame(modelo = "COM-Poisson", aux) -predC.gpv <- cbind(pred, aux) - ##------------------------------------------- ## Visualizando os valores preditos intervalares pelos dois modelos da.nv <- rbind(predP.nv, predC.nv) @@ -1392,9 +1185,6 @@ da.nv <- da.nv[with(da.nv, order(umid, K, modelo)), ] da.ng <- rbind(predP.ng, predC.ng) da.ng <- da.ng[with(da.ng, order(umid, K, modelo)), ] -da.gpv <- rbind(predP.gpv, predC.gpv) -da.gpv <- da.gpv[with(da.gpv, order(umid, K, modelo)), ] - source(paste0("https://gitlab.c3sl.ufpr.br/leg/legTools/raw/", "issue%2315/R/panel.segplot.by.R")) @@ -1438,46 +1228,10 @@ xy2 <- xyplot(ngra ~ K | umid, data = soja, panel = panel.segplot.by, f = 0.1, as.table = TRUE) ) -xy3 <- xyplot(ngra/nvag ~ K | umid, data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g"), alpha = 0.7, - ## key = key, - layout = c(NA, 1), - as.table = TRUE, - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) + - as.layer( - segplot( - K ~ lwr + upr | umid, - centers = fit, groups = modelo, data = da.gpv, - grid = TRUE, horizontal = FALSE, draw = FALSE, - lwd = 2, pch = 1:nlevels(da$modelo) + 3, - panel = panel.segplot.by, f = 0.1, as.table = TRUE) - ) - ## x11(width = 10, height = 50) -print(xy1, split = c(1, 1, 1, 3), more = TRUE) -print(xy2, split = c(1, 2, 1, 3), more = TRUE) -print(xy3, split = c(1, 3, 1, 3), more = FALSE)</code></pre> -<p><img 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" title alt style="display: block; margin: auto;" /></p> -<pre class="r"><code>## Testando o termo offset - -##====================================================================== -## offset 2 e lambda = 5 -trat <- rep(letters[1:3], 30) -X <- model.matrix(~trat) -betas <- c(-0.5, -2, 1.5) -lambdas <- exp(X %*% betas) -y <- rpois(nrow(X), lambda = lambdas * 2) - -kk <- data.frame(trat = trat, o = 2, y = y) -kkm <- cmp(y ~ offset(log(o)) + trat, data = kk, sumto = 50) -kkg <- glm(y ~ offset(log(o)) + trat, data = kk, family = poisson) - -cbind(coef(kkm), c(NA, coef(kkg))) - -##======================================================================</code></pre> +print(xy1, split = c(1, 1, 1, 2), more = TRUE) +print(xy2, split = c(1, 2, 1, 2), more = FALSE)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> <!--==================================================================== --> <!----> </div> @@ -1660,22 +1414,22 @@ summary(m4P)</code></pre> ## ## Call: ## bbmle::mle2(minuslogl = llcmp, start = start, data = list(y = y, -## X = X, offset = off, sumto = sumto), vecpar = TRUE) +## X = X, sumto = sumto), vecpar = TRUE) ## ## Coefficients: ## Estimate Std. Error z value Pr(z) -## phi 1.584744 0.127631 12.4166 < 2.2e-16 *** -## (Intercept) 10.896662 1.404311 7.7594 8.531e-15 *** -## estvegetativo:des 2.018744 1.140780 1.7696 0.0767909 . -## estbotão floral:des 1.343071 1.109168 1.2109 0.2259408 -## estflorecimento:des -5.750451 1.479861 -3.8858 0.0001020 *** -## estmaça:des 1.594963 1.229254 1.2975 0.1944575 -## estcapulho:des 0.037655 1.088012 0.0346 0.9723918 -## estvegetativo:I(des^2) -3.724525 1.341954 -2.7754 0.0055125 ** -## estbotão floral:I(des^2) -2.264721 1.254650 -1.8051 0.0710650 . -## estflorecimento:I(des^2) 3.134664 1.504387 2.0837 0.0371891 * -## estmaça:I(des^2) -5.894333 1.611937 -3.6567 0.0002555 *** -## estcapulho:I(des^2) -0.090110 1.193331 -0.0755 0.9398080 +## phi 1.584701 0.127619 12.4174 < 2.2e-16 *** +## (Intercept) 10.896190 1.404117 7.7602 8.481e-15 *** +## estvegetativo:des 2.018067 1.140738 1.7691 0.0768791 . +## estbotão floral:des 1.342978 1.109141 1.2108 0.2259619 +## estflorecimento:des -5.749747 1.479754 -3.8856 0.0001021 *** +## estmaça:des 1.595068 1.229222 1.2976 0.1944168 +## estcapulho:des 0.037665 1.087991 0.0346 0.9723840 +## estvegetativo:I(des^2) -3.723683 1.341879 -2.7750 0.0055206 ** +## estbotão floral:I(des^2) -2.264620 1.254617 -1.8050 0.0710702 . +## estflorecimento:I(des^2) 3.133964 1.504322 2.0833 0.0372233 * +## estmaça:I(des^2) -5.894220 1.611865 -3.6568 0.0002554 *** +## estcapulho:I(des^2) -0.090159 1.193309 -0.0756 0.9397741 ## --- ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 ## @@ -1688,7 +1442,10 @@ summary(m4P)</code></pre> ## verificar se o ajuste proporcionou uma densidade válida se faz ## necessária convergencez(m4C)</code></pre> -<p><img src="data:image/png;base64,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" 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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>## Reajustando o modelo +logLik(m4C <- cmp(f4, data = capdesfo, sumto = 30))</code></pre> +<pre><code>## 'log Lik.' -208.25 (df=12)</code></pre> <pre class="r"><code>## Dado que o modelo COM-Poisson leva as mesmas estimativas pontuais que ## o modelo Poisson a análise de diagnóstico padrão pode ser utilizada par(mfrow = c(2, 2)) @@ -1717,17 +1474,17 @@ anova(m4C, m4Cfixed)</code></pre> ## floral:I(des^2)+estflorecimento:I(des^2)+ ## estmaça:I(des^2)+estcapulho:I(des^2) ## Tot Df Deviance Chisq Df Pr(>Chisq) -## 1 12 416.50 -## 2 11 511.61 95.106 1 < 2.2e-16 *** +## 1 12 416.5 +## 2 11 511.6 95.096 1 < 2.2e-16 *** ## --- ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre> <pre class="r"><code>## Via perfil de log-verossimilhança -perf <- profile(m4C, which = 1) +perf <- profile(m4C, which = "phi") confint(perf)</code></pre> <pre><code>## 2.5 % 97.5 % -## 1.323326 1.824516</code></pre> +## 1.323327 1.824517</code></pre> <pre class="r"><code>plot(perf)</code></pre> -<p><img src="data:image/png;base64,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" 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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code>##------------------------------------------- ## Verificando a matriz ve variâncias e covariâncias Vcov <- vcov(m4C) @@ -1737,7 +1494,7 @@ library(corrplot) corrplot.mixed(Corr, lower = "number", upper = "ellipse", diag = "l", tl.pos = "lt", tl.col = "black", tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])</code></pre> -<p><img src="data:image/png;base64,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" 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" title alt style="display: block; margin: auto;" /></p> </div> <div id="predicao-2" class="section level2"> <h2>Predição</h2> @@ -1782,7 +1539,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:50; py <- dcmp(y, p, phi, sumto = 100) + y <- 0:50 + py <- dcmp(y, exp(p), exp(phi), sumto = 100) sum(y*py) }) }) @@ -1793,6 +1551,13 @@ predC <- cbind(pred, aux) ## Visualizando os valores preditos intervalares pelos dois modelos da <- rbind(predP, predC) +## Legenda +cols <- trellis.par.get("superpose.line")$col[1:2] +key <- list( + lines = list(lty = 1, col = cols), + rect = list(col = cols, alpha = 0.1, lty = 3, border = NA), + text = list(c("COM-Poisson", "Poisson"))) + ## Gráfico dos valores preditos e IC de 95% para média update(xy, type = c("p", "g"), key = key, alpha = 0.7) + as.layer(xyplot(fit ~ des | est, @@ -1806,7 +1571,128 @@ update(xy, type = c("p", "g"), key = key, alpha = 0.7) + prepanel = prepanel.cbH, panel.groups = panel.cbH, panel = panel.superpose))</code></pre> -<p><img 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fOmTZuYc04jRow4cODA7t27e/fuHR8f//bbb0+bNu3q1as0Td+3sIF9Llq0KDQ0lCCIyZMnMwPE37hxAwD69eu3f/9+Vz/xCCEXI+h7ToMjhBB6AtE0TVEU0xOr9t2OCKEnECZYCCGEEEIuhr+BEEIIIYRcDBMshBBCCCEXwwQLIYQQQsjFMMFCCCGEEHIxTLAQQgghhFwMEyyEEEIIIRfDBAshhBBCyMUwwUIIIYQQcjFMsBBCCCGEXAwTLIQQQgghF8MECyGEEELIxTDBQgghhBByMUywEEIIIYRcDBMshBBCCCEXwwQLIYQQQsjFMMFCCCGgafrUqVM3b970dCAuQ9O0p0NAqEXjeDoAhFq0q1ev7t69m8PhXLhwYeXKlREREY2vbaJ2DQbD3Llzk5KSSJIcPnz4jz/+KJVK3dCuU3Fx8Zo1az7++GO3NZqWlvb111+/8sorvXv3dlWjD2x39+7dp0+f9vX1vXLlyoIFCzp16uSqdquqqtatW7dq1aqMjAwOp+6HfNMdVAih/0EjhDzEZDL16NHDbrfTNL127dpBgwY1vrbp2t22bduHH35YXV2dkpISFBT0/vvvu6ddBkVRo0eP9vPzc1ujN27cSExM1Ov1rmqxMe0WFhYmJCRQFEXT9Pnz5wcPHuyqdnNzc1988cWdO3cCANN646NCCLkQXiJEyGOSkpLatm3LnGNITEw8cuSIXq9vZG3TtSuTyRYvXiyVSrt27Tpx4sT09HSXNPrAdhnbt2/v1asXj8dzT6MURb355puffPKJRCJxVYuNabe4uDgjI0Oj0QCA2WyOjY11VbsRERG7d+/u2rXrI0SFEHIhTLAQ8pj09HSlUsksBwYGslissrKyRtY2XbtDhgzhcrnMckZGRr9+/VzS6APbBQC1Wl1eXt6uXTsXJlgNN5qcnFxUVHT9+vXExMT+/fufOXPGPe127dq1TZs2nTp1+uGHHw4cOPDVV1+5qt3HiQoh5EKYYCHkMSqVypnKEAQhkUjsdnsja5uuXafc3FydTjdz5kyXNNqYdn/99depU6cCwL09h5qo0VOnTtlsti5duuzfvz8xMXHkyJEmk8kN7XI4nG+++SYuLm7ZsmVJSUkXLlxwSaOPGRVCyIUwwULIY7y8vAwGg/Nfq9Xq7+/fyNqma5dhMBjmzJmzfv16Pp/vkkYf2O7x48d79+7NNEcQhHsaraqq6t27d6dOnQiCmDNnjkajycjIcEO7V69e/eSTT/bv35+RkfHCCy8kJiaq1WqXtPs4USGEXAgTLIQ8JiwsrKCggFnW6/UKhUKhUDSytunaBQC73b5w4cJvv/02ICDAJS02pt1PPvlkypQprVu3fvPNN3NycqKiog4fPtzUjQYHBztP4fB4PIFA4KqEo+F2t2zZMmzYMA6Hw+VyP//8cy6Xa7FYXNLu40SFEHIhTLAQ8piRI0eeO3eO6WV85MiRiRMnslgsANi0aZNara6vtqnbJUly9uzZ48aNE4vFlZWVlZWVrrqK1HC7x44du3Pnzp07d9auXRsREZGTk/P88883daMjR468cuUKc1nw6tWrffr0cVVO2XC7kZGRzrsHioqKEhISgoODXdIug6Io519GUx9UCKE6CBoHo0PIc3bs2LFnz57OnTtXVVUtWrSIx+NZrda4uLhffvll8ODB99a6od0///zzu+++q73yuXPn4uPjm7rdwYMHA8Bvv/32xx9/HDhwYMmSJa+++mpkZGRTN5qUlLR3794uXboUFxfPmTPH2Qe8Sdt97rnn/vGPf/D5/LCwMJVKNWPGDG9vb1e1u3v37l27dq1bt2727NkvvfRS//793XNQIYRqwwQLIYQQQsjF8OQwQgghhJCLYYKFEEIIIeRimGAhhBBCCLkYJlgIIYQQQi6GCRZCCCGEkIthgoUQQggh5GItK8G6evXq0qVL3d/uL7/8cuDAAfe3+/bbb5eXl7u5UZ1ON3HiRDc3CgCnTp1asWKF+9v9+uuvz54969p9Tp8+3f1T8Or1+jfeeMPNjQLAmTNnli9f7v52ly9f7sKpnRvvjTfeYMb5dKeysrIZM2a4uVGEWriWlWBlZ2efP3/e/e2mpqbeunXL/e0ePXrU/QlWVVWVR7LJ9PT0y5cvu7/dlJQUV81e53Ts2DH3J1gajWbfvn1ubhQA0tPTU1JS3N9uSkqKcyx1d9q3b59Go3Fzo2VlZUePHnVzowi1cC0rwUIIIYQQcgNMsBBCCCGEXAwTLIQQQgghF8MECyGEEELIxTDBQgghhBByMUywEEIIIYRcjKBp2tMxPK709PTevXuTJPnANUmSdDgcfD7fDVHVZrPZCILgcrlubtdsNvP5fBbLrWk0TdMWi0UoFLqzUQBwOBwkSbr/xbVarWw2m8PhPHDNqKiorKysxuyTpmmCIB47tIfmkXaZj6AW1e4T/uIOGjRox44dTR0PQs3eg78VnnyVlZVyudwjYxUi1Hj/+Mc/Zs+e3aVLF08HglC9Ll++7JFx7BBqfppDggUAPB4vODjY01Eg9AA+Pj54oKInWX5+vqdDQKiZwD5YCCGEEEIuhgkWQqhZsVgsly9fXrNmjVarBQCNRnP8+PH169d7Oi6EUMuCCRZCqFm5ePHihg0bVq9ezcypvG/fvlWrVv33v//1dFwIoZYFEyyEULPSr1+/V155xfnv+PHj+/bt68F4EEItEyZYCKHmps7QJB4ZFgEh1MJhgoUQeipVV1dTFOX81263GwwGD8aDEEK1NZNhGlADzp49e/DgwUuXLv3666+fffbZtWvXWrduvWjRIoVC8eGHH16+fDkqKmrx4sVxcXHM+qWlpevWrUtJSdFoNPHx8R988IFYLGaqbt68uWHDhjt37hgMhhEjRsyaNauBlRG6V1pa2qZNm27fvt3wIXTo0KETJ05kZGT8/vvvS5YsOXv2rFKpHDZs2MSJE3k83o4dO5KSktLT00+ePCkSidLT03/88ccrV67Mmzfvb3/7W31Nl5WVLVy48M6dO+Hh4XPmzOnevTtTTtP0rl27srKyHA5HTk5O+/btp06dKhAI3PWUIISaJzyD1fxFRETw+fyKioo1a9bMmjVr8+bNarV63rx533333YwZM7Zs2WIymT788EPn+p9++unUqVOTkpK+++67U6dO/fHHH0z5+vXrN23a9OGHHyYlJX311VdpaWkNrIzQvdavX7958+YPPvjggYdQXFyc0WisqKhYtmxZYmLi999/P2DAgDVr1nz11VcAMGrUqP79+ztnoYiLi3vvvfcsFksDTVdXV2/btm3p0qWbN29ms9kLFy602WxM1cqVK1NTU+fOnbtgwYIvvvji2LFj7733Xu1zYwgh9AgwwWr+goKCOnfuDADTpk2Li4sLCwsbPXp0fn7+5MmTW7duHRoaOnbs2OzsbKPRyKy/aNEiPz8/AOjQoUPv3r1v374NABkZGd9///28efNEIhFBEF26dGH6Ed93ZYTu9VCHUHh4eNu2bW0226xZs5599tnOnTu/9957L7/88s6dO6urqwmCCAsLq73zOv/ei8VivfPOOyEhIREREdOmTdNoNIWFhQBQUFCwadOm0aNHM/20vL29p06dmpKScvbs2SZ6HhBCLQReImwR2Gw2AMhkMuZf5vvM+a+vry8AWCwW5uqen5/foUOHUlJSWCxWcXGxXC4HgNOnT4tEIm9vb+c+n3322fpWRuheZ86ceahDiM1mi8Xi2kdUnz59tm/frlarZTJZnX7rD+zGLpFInD3fAwMDAYAZxCEtLY2maeYdwejWrRsA3Lp1q0+fPo/xcBFCLR2ewWqJGvhyMhqNEyZMuH379nvvvbdgwYJ27dox5TabzWg0mkym2hvWtzJC93r8Q4gkSblcHh4e/piR1D7gzWYzAGg0GmeJQqEAAC8vr8dsBSHUwmGChf7H0aNHMzMzp0yZIhKJ4O7XDwDExsYCwJEjRxqzMkL3evxD6Pz582PHjmVORHE4HABw3jaYk5PzaFHFxMQAwOXLl50lpaWlzBXMR9shQggxMMFqEZj+vHa7/b7/1i5kHDhwoKqqav369enp6SRJAsCAAQPatGmzYsWK48ePOxwOo9F4/fr1+lZG6F79+/dv167dQx1Cer1+69atdrudoqj9+/fr9fpJkyYxVf7+/gCwfv16lUqVmpqalJQEtY5hq9UK/3vA1z68nYUA0L59+4SEhPXr15eUlAAATdNbtmyZMGECk3ghhNAjY3/88ceejuFxFRYW7tmzZ9SoUZ4O5Am1c+fO7du3q1SqioqK4ODgs2fPbt++vaKiory8XKFQBAYG5uXlHTp0qKKiQi6X9+rVKzMzc8eOHenp6RMnTszIyLh+/TqXy+3YseOQIUO0Wu3mzZvXrFlz4sSJVq1aPffcc/dduX379p5+0E+iP/74o3v37qGhoZ4OxDNYLNagQYO0Wu22bdvWrl17+vTpyMjIBg6h1NTUa9euVVRUfP/992fOnOnYseOUKVOc/ah8fX2rq6sPHDiwY8cOLpc7adKkDRs2qFQqkUiUnZ29devW0tLS8vJymUy2Z8+eQ4cOVVZWlpeXR0dHy2QyjUazffv20tJSHx+fsLCwAQMGqNXqDRs2ZGRkpKWltWnT5tVXX22xY5MWFhZev3596tSpng4Eoace4bzV+emVnJw8derUDRs2eDqQpxVzR3qdwa/rc+7cObPZzHRPRg/ltddemzFjRq9evTwdyNNh7dq1mzdvPnr0qMv3TNO083OvkYd9y3H27NmNGzdeuHDB04Eg9NTDDxcELBar8V8zubm5v/zyy5dfftmkISHUdAiCYN3l6VgQQs0Wfr6ghzNu3Lg333zz0KFDng4EIYQQenI1h0uEO3bsGDNmjEQi8XQgzR9JkkyPYx6Px9zGhRovKCiooKAAn7dGslqtNptNKpV6OpCWxeFwxMbGpqamejoQhJ56zeGzPiAgoFOnTt98880D12RuJnJ/KmY0GtlstvtnN6uurhaJRG7+RidJUq/Xu3/EUavV6nA43D8TotFo5HK5PB7vgWuOGzdu8uTJI0eOfOCa+MJt2bJl3759RUVF/fr1e/nllx9/7Kt7GY1GDofD5/NdvueGabVaqVTKjP3rNg6Hw2QyOccWbsDVq1f37t3rhpAQavaaQ4IFADRNDxw48IGrWSwWk8lUeyxp99DpdBwOx/3f/SqVSi6Xc7lcdzZKkmRlZSVzF707mUwmm83m/vxAo9EIBAKhUPjANc1ms5+fX2MOVHzhGvMsPSatVsvj8Zjxt9ypvLxcqVS6OcGy2+1arZaZs6FhFotl165dbggJoWYP+2AhhBBCCLkYJlgIIYQQQi6GCRZCCCGEkIthgoUQQggh5GKYYCGEEEIIuRgmWAghhBBCLtZMhmlACDURkiT37t17+vRpg8EQEBAwevTotm3bejoohBB60mGChRBqyPLly1Uq1fjx4/38/G7cuPH555+/88478fHxno4LIYSeaJhgIYTqde3atYyMjO+//56ZhyA4ODgwMHDZsmU9evTAmZIRQqgB+BGJEKpXenp6z549a8/y1LFjR4IgysrKPBgVQgg9+TDBQgjVi81mOxyO2iU0TTscDpyyGiGEGoYJFkKoXp07dz537pxWq3WWnDlzRi6XN2ZWO4QQasnwZyhCqF5RUVHPPffc+++/P3LkSKaT+8GDB5csWUIQhKdDQwihJxomWAihhrz++uuxsbFnzpy5cOFCQEDAihUrAgICPB0UQgg96TDBQgg9QHx8PI7LgBBCDwX7YCGEEEIIuRgmWAghhBBCLoYJFkIIIYSQi2GChRBCCCHkYphgIYQQQgi5GCZYCCGEXICmaU+HgNATBBMshBBCj6Wqquqbb75p1aqVc2Ilg8Ewbdo0Pz8/Hx+f119/Xa/XezZChNwPEyyEniBpaWkffvjhjBkz5s6du3v3bpIkPR0RQg+Ql5c3ceLEmJiY3NxcZ+H+/fsDAgKys7MPHTp09OjRTz/91IMRIuQRONAoQk+Kc+fOrVmzZvLkyWPGjAGAbdu2ZX19eNEAACAASURBVGZmzp0719NxIdSQiIiI3bt3FxUV1S6UyWSLFy/mcrldu3adOHHizZs3PRUeQp6CZ7AQeiKQJLlq1aoFCxb07t3b398/Li5u8eLFmZmZ169f93RoCD20IUOGcLlcZjkjI6Nfv36ejQch93uazmDZbLaZM2fqdLo65ZWVlXq9XqPRPHAPFEU5HI7GrOladrvdbrfbbDY3t0tRVHV1NYvl1jSapmmKotz/JJMk6ZF2bTYbSZIWi+WBa8rlcj8/v/oiLCsrI0nS19dXo9GQJMm8cM8888zly5dDQ0NdHfV90DRN03TLeeHsdrvD4bBarW5ul6ZpnU7n5tmyKYoiSbIxT7JarS4uLmbOodYxbty4v/3tbw/bdG5urk6nmzlz5sNuiNDT7mlKsNhsdkJCgrMTpVN2dnZxcTGfz3/gHux2O0VRjVnTtSiKYrFY7m/XbrfzeDw2m+3ORimKstls7n+wNpvN4XC4v12SJLlcrvPHegNsNpvZbK4vQpFIRJIkj8cjCML5wtE0LRQK3fOgPPjCkSTpkXclm83m8XhubtdqtfJ4PDf/7CFJspFPMpfL5fP5gwYNurcqJCTkYds1GAxz5sxZv369+19fhDzuKUuwJk2adG95cnLy4cOHRSLRA/dgsVhIkmzMmq5lt9s5HI772zUajQKBoDHf/S5EkqTRaHT/g2W4v13m+1IoFD5wTZPJpNfr64swPDxcqVReuXKlb9++zAtnMBhSU1OXLFningflwRfOZrO5v12bzcbj8dzfrl6vFwqFbv7ZY7fbLRZLYx6sTCZTKpVvvfWWSxpduHDht99+GxAQ8Ph7Q+ip8zQlWAg1b7Nnz16yZMnNmzcDAwMB4M8//3zhhRciIiI8HRdCD0ZRlPMvAJAkOXv27Ndee00sFldWVgKAl5eXm3/sIeRZ2MkdoSdFdHT0d999JxKJkpOT8/Ly3n333dGjR3s6KIQebPfu3UuWLAGABQsWnDx5EgDmzJnz448/JiQk+N51+fJlT4eJkFvhGSyEniAKheL1119XqVRyuRx/7qOnxYgRI0aMGLF27VpnycqVK1euXOnBkBDyODyDhRBCzZwjPZ06fdrTUSDUsmCChRBCzZzaaGT17u3pKBBqWTDBQgih5ok2GGizuQSA7tYN3DswBEII33IIIdQM0VZrycrvSh04nSVCnoGd3BFCqBkq5fOJRQs9HQVCLReewUIIoeaDUlUa1vxa4ukwEEJ4BgshhJqPMqMBxo/zdBQIIUyw0P+iafrQoUN//vmnWq329vZOTExMTEx087QeLUpKSsq2bdtKS0slEklCQsKYMWMEAoGzNjk5eceOHRUVFTKZrH///iNHjnT/3Hno6eBwkGVl5SEhgEP/I/RkwAQL/Y+tW7cmJye/+eabQUFB5eXlv/32m1qtfv311z0dV/N0/vz5n376acqUKa1atTIYDFu2bPnqq68++OADpvbIkSNbtmyZPHlyRESEVqvduHFjcXHxnDlzPBszejKVrF0HiUM8HQVC6C/YBwv9paqqaufOnR999FGXLl0CAgI6duz40UcfHTx4sKyszNOhNUM0Ta9evXrevHl9+/YNCgqKjY395z//WVFRcenSJQCw2Wzr1q1btGhRQkJCYGDgM88888EHH9y6devWrVueDhw9MWjafuNGCUAJAEx7C8LDPR0QQugvmGChv+Tk5LRq1UqpVDpLFApFXFxcZmamB6NqrtRqtc1ma9++vbOEy+X26NGDebZLSkpkMllkZKSzViAQdOnSJSMjwwOxoidSyanTKr3e01EghO4PEyz0Fw6HY7Va6xRarVbs99MUOByO3W6nKKp2odVq5XA4TK3FYqmzidVqbSETFNrvpFOVlcyy9dx52915gq0nT5m2bGWWHXl55v0HgKIAgDaZ7Ndv0A6HR6J1K5q2HDteYrGUAED/ftCrl6cDQgjdHyZY6C9xcXGlpaVpaWnOkoyMjNzc3DZt2ngwquZKLpcHBQXt37/fWVJVVXXq1KkuXboAQHBwMI/HO3XqlLO2tLT00qVLnTp18kCsLkWbzcwCWVGh/3EVpVIBQInJVPL5FyW3bjEXvCpyc8uqNMyy2ldZ6e9fsxzfUzt8eM06Xl6a4OASgigBKDWZVAX5pSZTCUBJdXXxN8tKcnMBAGi6+utvrOfO17RYUEjpdB563K5BFherAaDWnRAIoScTdnJ/gtBGI1lSwmnVylOTWgiFwv/7v//77LPPhgwZEhkZWVBQsH///unTp0ulUo/E0+zNnj174cKF2dnZHTp0UKvVe/bsGTp0aExMjEqlIghizpw5S5YsuX37duvWrcvKyvbu3Tt27Njg4GBPR/3QyOJi67nzor+/DAAlN27AsePw9jTg88HbG14bbxcKSYoSCATwzwXOTYihiX9tHx391zKfD3x+zbJCAQpFzbJSCS+8ULMskxHz5gLTM4kgYP48g3PzrEwQCiEhAQD4R4/ZHA7R2DEAQFssBJcLT+rdsrTDYdr8H35CfEVMDISEECEhno4IIfRgmGB5gO3yZfut2+IJrwFAyeXLcPgIzJ8HbDaYzJCeDgEBIJWCVgs//Qx/fzkoJgZouvqbZfy+ffnxPZs6tvj4+JCQkH379p04cSIgIODzzz8Px56zTSY8PPzHH3/cs2fPqVOnFArFnDlzOnTo4Kxt3br1999/v3fv3hMnTiiVykWLFrVu3dqD0T4Uy8FDjtzc6renAQDtIInOnbRMRfv24Ox2xuGAlxfY7e4L69lnnYu64cPYbLaJ+Sc1FW6kwVtTgwBsly/brl6TvDnR45P32S5cZPkqK6KigMWCF4aDt7dn40EIPRRMsNzEfuhwMU0To0YCALRtC61b11yo6NoVunatWcm31q9wuZz5QX/vr3DZr2u57do1XbIVEhLy1ltvNdHOUR1yuXzChAn11SqVyokTJ7oxnMdi3n+gqrKSmPAaAMCQwc5yIjzMYzE1UkICc1qrBAC6doW4uGomu8rMhD17A6dOJaQSSq+3X73K69aNEAqbLhBKrQYWi6VQlNjttNlMBAYCALBYmF0h9NTBBKsJmffs0dAAI1608Pms4cP+6ir+eP0nqqdMdi7L1qzhtm3Lx46uyENM/9miZbNhzGgAgKGJhKfjcQ2JpGYhJgbmzC5llvl8EArBYgGhEKxWWL5COWwYr2MHALBduMiOjGT7+T5CU7TRaD5wkN+jBzs0pMRmg/9uh5dfBgDgcokB/V3yaBBCHoEJlouZknZqeDxi+DAAgBdfbOrmqqdOhbv3/Xn99m/BkMHsoKCmbhS1cKZt/9XyePC3lwAAXn3F0+G4C48H3brVLPP58M8Flc4qiRiMBgBfAKA3bQaRiBj5NwCg9x/wKimRTJ4EALbUVMvRY7I5s3VisT0nh/Xf7TD9bVAogM+nu3Uj/P1qmnh7mtsfGEKoSWCC5QLW06epKo3mpREAACP/5u4f8Xf7/Or+/nddlRrTK9QUDGvXVfv6wogXAaDmfBVyatvWuUjUmgeQGJpYDVDN/NO5M3TuXHOhv1UrWPjPmpU4nKfgEipC6OFhgvWIaKvVkZ3NbdOmBADatn0iekhIJSCVlACAxSJaslTy9tsgasLOIqjZM27arPOS1fQLnDzJ0+EghNDTBBOsR1R65Ajto6w5WfUkZFe1CQSmz/9lAjAajV5mM02SBI6agxrHcuAgTTo0w4cDANQ6GYMQQuihYIL1EMz79muKiuCtqQAAw4c/Ff15y40m1k8/B707C3MsVB/7zZtUtV7Vs4dJLCa7dYVacyUh1Hg0TRPEU/G5iJA7YIL1AOZ9+yl1pY65kX7YUE+H8/D8fIl/vM/cBuWXnc0OCyNaxlwrqGG02Uyp1eyQkBIAWm8g2t3tRYTZFXp4VVVV69atW7VqVUZGBjPXEwBcvXp19+7dHA7nwoULK1eujIiI8GiMCLlbs02wDAbDf/7zn0uXLpnN5tDQ0HHjxrVr185Zq9PpNm7cePXqVavVGh4ePmHChNjYWGet9exZR06u7rXxAE9nUlWPCpqGzf8JeuN1TweCPIQkqepqlkIBAKU7d0HHmkFNCWZMtbuzIpIkefv27fz8fKvVKhaLn3nmmbCwv3phOxyOtLS0oqIim80mlUrbtm0b1IJvXC0pKUlLSzMYDDweLzQ0tG3bts70AgAKCgpu375tNBr5fH5ERETr1q3ZTT9YfMMvn8Vi2bp167lz54xGY2Bg4NixY7s6x+F7VHl5ebNmzZo8eXIuMz0RAACYzeZp06YlJydzOJx169ZNnTr18OHDj9kQQk+X5plgORyOjz/+2N/ff9GiRVKp9MqVK59//vn7778fFxdH3bljCY9Y+K/PWrdu/VGnzrzg4BQe9+OPP/60V29/hULHdDpp04YZdbC5iY6G6OgSgCAA2mxu0vES0eOgdTpaKARXnGukrVbabGbJ5QBQvHUbREYSCfEADQ2vcO7cOavV2rNnT4lEolKpUlNTbTZbdHQ0ANA0ffr0aRaL1atXL5FIVFZWduHChW7duoWGhj5+qE+dgoKCy5cvd+nSxd/f32Qy3bhx48yZM/3792cuk2VmZt6+fbtLly5KpdJgMFy7dk2r1fbu3bupozp37pzNZouPjxeLxSqV6sqVK3a7nTl7RNP0Z599xuPx3n//fW9v72vXrq1cuXL69OkJj/dxFxERsXv37qKiotqFSUlJznQzMTFx8uTJer0eJ91CLUrzTLCOHj3K4XDmzZvHfNINGjRIKBT+/PPPK5Yt05dX3LZY+4wZ079/f9AbHHxeJx5PEht7Kidn8OC7Y0/L5Z6MvumVUBT95df+r7/GiYrydCzoflSq8vMX2K+NDwJwZGdTGg3POQJTI1A6HdjsLF8lAJRs3ET07MEc0sS4Vx+4bXl5eVVV1bBhw5ivxtDQUIlEcvTo0cjISDabXVRUZDabExMTWSwWAERERAiFwrNnz4aEhLS0zjc0TaekpPTp08fPzw8ABAJBnz59Dh48WFxcHBIS4nA4rl69OmjQIIVCwdT2799/3759FRUVIpGo6aIqLy/XaDRDhw51vnxisfjYsWNMBnzu3DmdTrd8+XKmtn///nK5fPny5fHx8S5/+dLT05V3LzcHBgayWKyysjJMsFCL8jQlWBaL5a233rJYLHXKKysrq6urNRqNsyQtLa1du3ZardZZ0rp168LCwiqt1v78oKLLl/39/c1mM3DYQJJgNvv5+V28eNFsNjdR5BRFURRFkmQT7b8+NE1brdb7f3T+Y34+gHetJ82FjVIUpWmCPTeMJEmPtGuz2UiSvPewvJdCofDz82tMhFRkpLVjR8JszgYgvLyIklLKZAKCkF+7Rh45yp08CQQCWqMhjxxlDxxIKH3AarX/vNo44kXqmWcAgP2fLVRCAi0RAwAwSVWjj+3y8nKlUmm32+13pwgUCAQcDkelUnl5eZWXl/v5+Vnvjm0LADKZzG63azQa4aOeEKVpmqbppnv31Yd5Vzocjkfb3GQykSQplUprR+7r61teXu7j46PVank8nkAgqF2rVCrLysqioqJqP4GuVVZWVufls9McNputVqsFBHH9+vW2bdvq9Xrn+mFhYUajMTs728fHhylRq9UlJSVjxoy5d+ejRo165ZXGjiurUqkUd6fiJghCIpHY3TnpJEJPgKcpweLz+SNHjrz3AzE9PX3jxo21P9+Z5dolFouFxWKJRCITi8Xlcmma5ta6/mK32zkcDrfJen/b7XaCIGp3znAPiqI4HA6r/jlr9VwuceaM9OYtgetGOaIoymazPfLX7SOzWq0Oh8P97ZIkyePx/poHqX5ms9loNDYmQuaArHnh5HJIiGd67hi7dYN27Sx8PhAE8HgwaBAEBQKHA1IpLF7EBqjp4DNl8iNMU0zTNEmSzLugznuBoig+n8/lcnk8ntVqrV1LURRN0zwe75HfPg6Hg6Kopnv31cdms7FYrEd+V/L5fOb9VfsHjPOpYGrrPCimFgDqbOVCPB7PaDQ62718pkLC53SXtQ41yUGqF4vFBoOh9hHI/CyRyWTOQoFAIBAIRo++z1iybWuNp/pAXl5eBoNzAlWwWq3+/v6P8pAQemo9TQkWQRAjR468tzw5OfmPP/4Q1BqGoE+fPt99993IkSPFYjFTkpSU1L17d4FAQNB0aGjo9evXY2JinJ+tmZmZoaGhTZcAORyOx/kof2RWq5XNZj+gX+2AAaYePUwCgas6KpMkSRCEwO2jQjDf9O5v12w2c7ncxrRrsViMRmNj1tTr9fW+cM5p8jgciIp8uFgbRFEUAISEhNy+fdtisUjuNpSXl8fn8+VyOUEQoaGhJ06caNeunfP7OCMjw9vb27nyI6BpGgDc/+5wOBxsNvuR25VIJAqFIi8vLyYmhikxmUzFxcUDBgzgcDgKhYLL5RYXF4eHhzO1er2+rKysY8eOAMBmsxv42fM4QkJC7qQaz5tKhrYJA4BBsUFarbbCyubz+TbC0KtXr6VLl77yyivOc0t79uyJiYlhrnIyxGKxt7f3fROshxIWFnbo0CFmWa/XKxQKZ6MItRBPU4LVeB06dOjevfvs2bOHDx/OdHK/cePGsmXLmNrQ0NCioqKDBw8yOVZxcbFGoxkyZEhTR2WzkzQAn9vktxE9NJEIAEpo2mvTZvG4V6FpPvrRU4G5MfDQoUOxsbFMJ/f8/PyBAwcyZ1wUCkV0dPTBgwfj4uKEQmF5eXlRUdHzzz//OC3a7KTdQTJpp8ZgrdRZYoK9AEBrsBVU6NuGe7PZhNHiuJZd2SHKRyLkkiR9KaMiKlDmJxcCQHqhVi7m+XuLAKBcYyYIYMrdoGfPnkeOHKmqqmI6uaenp8fExDBpBEEQCQkJx48fV6lUTCf3jIyM9u3bSySS2ud1HgdJ0kaLXSbmAcCx1GKehh7aOkQK0mHtIlQqVUVFBXM2S6fTRUbWJOKtWrUaMmTInDlzXnzxRW9v7+vXr1+4cOGrr75ySTxMgk7dvRd15MiRS5YsYTq2HzlyZOLEiU2UUyL0xGJ//PHHno7hcRUWFu7fv3/atP+ZJLVbt27+/v7p6emFhYWhoaGzZ8+Wy+UOh0MPwOVyQ0JCBAJBZWUl89MqPj6+MZd46kNRdE6pns9h8bhskqT/czxLyOP4yATSEth1JtdR5YhiiYVG1uVbleWFxjiuhK+HG7cqL90oj4lRAEBOafW+iwVtwhUsFkFSNEXRLJZrLh/8z5WmByIIK5crstlYMtnjNErTtMlkepxTGo/GbreTJOn+M1gWi6WR15e/+OKLXr169evX74Frmkwmh1Do5i8kmqbtdjuPx1MqlUqlUq1WMz2r4uPjvby8nKv5+/vL5fLKykqdTicWixMSEpzniRkWG8lmsQgCTFbHpfQKiYgr5HFIiv7jdC6Xw4owCPh62JOcZ1XZW7HFfD1culFRVWqJ48n4etBXWK1V9jAQ8vUAOhL0dADJFxgITjXNNkEAxRcZWTwDgIHydfBkFjZfD+pys8TK9rXz+HooKtDbNA5m85u31eevlneVKPh6KMip3n++IKaVnM1mVeosO07nhPiKeWwgKbiUUSngc8QCDgCYLA6CgMa/+wQCQVRUVHV1tVqtpiiqXbt2UbXuGhGJRBEREVqtVq1WA0DHjh2ZnuY2m43L5T7aJcIyjVlntMlEPGkJHLlUxNLTEYSIr4fWElmMUuZsVyQSmc1m5txqSEgIn8+naZrkmMVicfv27SMiIu7cuZOfn+/v7z979mxfX9/aTWRlZSUnJ0+cOPGhAtu9e/fq1atTU1OZc7QRERESiSQyMvLbb7/Nz8/Pzc398MMP3TBEBUJPFII5P/9US05O/r//+78rV648cE2LxVJM04/TTcfuoLgcFgCUa8zHUotH9IoIqOIYbI4bpVXtA70lvPufEXQ4HARBNObzRW2yHs0sSYwLIaK4JqsjvVDbJlzxyCe9mA+7R/hcCzSZiEe914kkycrKSvf3tzCZTDabTe72O0A1Go1AIGjMQSWXy+fNm7d48eIHrqlSqSze3m7+QqIoqvGZcaXOojFYmVNNN/M1N3LUrwyMlpZAodZ4Nq9iRJtQIY9jdZAFGmO4t4THbihTJEmSpmmPXCKkAfK1Jl+JwEvAA4BdNwvCFJLOQd4AsO92EalkDegYBAAp6arSKtOLCeEAUFVtKa0ytQn3fuQ+VAaDQSQSNZA9UzRdUmnylvJFAg5F0UnJue0jvbuy5ACQUlgZ6SP1EfEftlGKomx8dZ1c6r7279//5Zdfnjhx4mGbQAjV0TwvEbqQSmvOrzB0i/UFgPIb+gv5Fa92imKxCCkIo1tHQxUAgITHSQj3e8COGsdHxB/TMRIAoAQEFEuiIVjgkIrYKiW570JBvw6BSi93nKEpPXJUwSKEzCy/qAW7mVclEfHC/SQAcPBSoY+ZMzA6EACKKixigpASAADxXEV8nAJKAABC5eKxnWouSPE57Bjfxzob2tRYBBGt/CvCl9r+NSDnsGdCAIB5UAOlviCtWbYagaelJVyaRRAl1aZ9t4v+3iFCLuQZbI4NWTkDOgaH+IoBYOvxrDYR3u0jvQHgUEqRiM/u0z4QAM7dKi+rrH6pTysAuJWvuZ6jHjsgmiCgRG1MPl0ypmOEhM812UhtqTEkgCflAwAxsdVfZ8W6heI4+wg9NTDBuo+zaWU6k21MSBgAVOvoOEIsLQEAkPpIo33cN44Ll8XqElxz77RvJXtsWBhoQWCESl8yq1j3TJjCVVcS72PEixoAHIe0hXCQVFZxdaC3kA3gIKmtx7Of9fWP9ZUBgFhNBDm4UgcAwN+D/xpN9Bm/Zj5WXH2UYoFSXPMjJ0gmmtKzZgYICY8zvU0s2GvysClx0QA1yy8H/ZWrDZb720QKbilBENCTq+gZp4BSAIA4EMf1qOksL3LdDzaEkAe16AQrJUMlEXBbh8kB4MyxIj6b/WxMIAAM8Q4A75p1gr2acFTAhyK4e6HQu5zFKifNFou4tZCiaYqiOQ1egnlkJQBw545SV83r2aMp9o/crNpkK6wwMJe3iiuNx1KLJ8ZEiXgck40SqGklzWbRBI/HertNjHOT9oF45xdCCD2KlnVbB0XR+w4Wll+vlpaAtATaEdJOhIxZHto6hMmunnwsFtEj1DdAJpSWACef3Lozs1RtaqrGWreurNY11c5RPa4W6v84XTOtW3Gl8cjlIoeDAgCSoo1mu7PbpMnioKiafwoqDOrqmsFOU7Mqr2RWMssX7lQcPpDPHOScQlKoBlkpSEugtU08o22siMcBABGP0z5QwedgH2SEEHKZlnUGi8UixneOdN7w5St29x1nLifmcd5OiAMrQAlUmaxJRUUvJoQL+S59WZ9/vmb6QrudcPtokC1Tp1BpD6sPqwQAIJYSeUvZXuUEiwCt2X4uq7RvlL9SLLA6yH1phT3DfCO8JQCgzzeLpEKpNwBAW5By2ARzXXuQzA9q5nQGf6nQX4oXfhFCyB1a1hms5s1bxB8XEa5QsQCAcvXNoSUOR8niDym12rW7RQ/EYhF+EgGLIABALuSNbB/O9AHic9hjO0Uy2RUAxIf7Rt5d9hHxmdviEEIIeQomWM2KkMfhsljSElDfNPx24I4rsywOh/jXp2XNfRpshBBCyCVa1iVCF7BaoXbaYrfTJOX8jwCa5nIJobCRg6GbTKby8nKTycRisWQymb+/v6tGA4ryls7ybm2rtHE4xA12dYC3SFTPdUOapnNzc+/cuVNdXS2RSKKjo2NjY52D9NA0nZmZmZGRYTAYpFJpXFwc3aqV76UUXo/uLokT1XH+/Plt27bduXNnybzlCoXC19fX4+NfUxSlUqm0Wq3dbhcIBH5+frLHG4q2kWw2W3l5OTMzsUgkCggIqD2KrNVqLSsrMxqNACCRSPz9/fn8v0aHslgsZWVlJpMJAKRSaUBAgPvnOnxCMC+fRqP5eNnc1q1bjx07tkcPvGcFIXfABOt+bDZSV61Ra6qq9OpqY6XeVGW2qq1klYPW0Cy6ZmwEApxDDd4dLoGmCRFNykmbgk3LOSxvPlsh4MqEAoWIr5AKhVIJyGTg6wtcLgCYzWZmMOWQkBAAUKvVOTk50dHRLv9C9dNxr6dXxA+4/2SDt27dKiws7Ny5s0KhMJvNV65c0ev13bvX5E9Xr16trKzs3r27XC43GAyXL182mUwdqnXKq9d4nTq6Nk507NixLVu2vPnmm35+fjIiuKKiorCwMCwsrIkmBm4MmqYLCgoIgggLC+NyuRaLpbi4mKKoph7Q1eFw5OTkMDPzEASh1+tzc3OjoqKYLMput+fk5CiVysDAQIIgdDod895hsiir1Zqbm+vr6xsUFEQQhEajyc7Ojo6Odv9Yph5X++X7/vvvdTrdTz/9ZDKZBgwY4OnQEGr+Wtwnzn1QVGVJeXZOcUZpVY7eonLQlcDWEhwOgB8HlFyWUsT39fOKlon9vOUKhYTFauhmK5PDUWWwaKsNWr35tsGsNVu1Woe6wqxzmFhQGUg7Ih2mKD4RrZB4C1ihESESoZDJtwICAmw2W2VlZe2JV10iUCYMlAmZYXgOasq6xfry7o74YLFYbt26NXz4cJFIBAACgaBfv3579+6NiYlhMqqcnJwXXniB+Vbj8/lMbfSwYZUikasmh0YMkiR//fXXf/3rXxERESqVimflhYaGZmVlMecOPRWVwWCw2+1MlgMAEokkLCwsNzfXy8urSdM+lUrFnNNl/vX29iZJsqysjJk7uby83Nvb2zkuuVKpdDgc5eXlzG+VsrIyX19fpbJmTE4/Pz+73a5SqQIDn47bhF3I+fLRNM3iS6OiohYsWPDBBx/07dsXJ65BqKm10ARLpdJk5RRmlqgzNaZMGxgJVgwXYr0EvZ7xV3h7KZUKpZe4vnlvHgEzVY6VpIt0puyyquwS1QW1PlttExYXRJ5Kj2KRrbyEUf5yb4VUkOcVpwAAIABJREFUJxGDqxOs2jpzvCpvGYI61kwtp9PpvLy8RLVmxeFyub6+vlVVVXK5XKPR+Pj41L7yIhAIvL29NRqNSCQqAZDv+IPfty/b78Hzb6AHKisrYyZxc5YQBCGRSMxmswcTLLPZLJFIaudSQqGQxWLZbLbaB0ZTtFtnXhepVKq+e4+F2Wz29vauXSuTyYqLi521AQEBdWpVKlXTRfvEcr58zinRoqKiuFxueXl5UBD+REKoabWsBKvoTt53+/IybZSJZkWxqVgZr2+rwMmRQWEh/k04KvpdIh4n1lcW6yuD9hEAcPPmLWlASIHOlFOkOlWh+S3PVJVp7OAwdktO6xHhFxIXRfj7g6tPEvhJhX5SIZSA1my7RlWHKdgOh6POOg6Hg7mYwmbfv9b521c7ZDDcvh2ECZYr8Pl8i8VC0zRBEFvXHixg+READpIkCIJ9z1Vjg4OkoP5jg6bhEW5woAGArnPI0RRFA9S5bE2SJDs5u76DU8AiuA/1bmJCvbs3IZvgsAi73c5ip7NrnS2mKMrhcBy6WijisC0WC5eXx9RK+VwAcJAOm8125U6ZkMcxGgwZuWp2rWG9bDa73Wa7nV3BYbMEPK5zhywWS/q/8/qJRQIW8deDFQh47FoXFnlctqBWWslis0SSJ2Ug4vsiCIKiqNolNE1bLBb3z4mOUAvUshIsqUz8bLj3m6EBkRHBbE8Pq+jlJWNZDX2igvpEBQAARVFXb2eUWIkbher/ZOoFd650o01dleKucaGiqCgQu/hzXC7k8fIpQbDcbreXlpY6r55oNJqqqqr4+HgA8PX11ev1lZWVzqstFRUVRqPR+S9IJNC9OzNKFnpMSqXSz8/v6NGjgwYNig2SKikZRdF6g14ikbDvGalfzGERUG8KxeOw+bwG+3TX0+ObJMk6V44cJFmlViuVSmeOZTKZ1drqR+6DRdO00WL73xKgadr5C8diczgo2mZnOxwOkVAAd/NIi8VMCAQcLs9kc7A5bIfdweKzCQC91U4D2KxWFptFWu3lRovNbqdNWi6HCwBWkrZRNOlwECwWS28nKdp0d2jWmufvf1NBE0VTtZ5XCw2O2ve0AGG5u4ERWPe+ABIga+9RCDSn1svEI4B3t1LCrlnis4B397mVcmsWeCwWM0M2QYDk7kvJ57K5NYWE+O4wHAIeh8thAwBBsCSimrTJmReSDnulWiUSitksNiGzAcChQ4eCgoLqnP9DCDWFlpVgeQX59uvzpNxPFBgYmJOTk5+fL5FIaJquqqryl0u7BAe/0AUoms6q1KdkFv6RW/7FuaLWZ7K68anuYcqoZ1qxgoNdFUBCuB9oYWSbQT8dOfJMq+AgP7nRaMzOzu7WrRvzA5fL5fbs2fPUqVNRUVESiYTpaNyrV697OwsXHz8hLyoST3jNVbG1THPnzl28eHF6erqPj0+3uEiNRuPrG+vj4+Oe1mmattvtPF7dAbTUarVKpfL29maz2RaLpbqa6N69nQuvD5IkSdN0nYOKpunCwkKbzSaXywmCqK6upigqMjKSyfNoms7Ly6NpmrmfUafTsdns8PBw5lImRVG5ubnMnbk0TWu1Wh6PFxoaWqfTGHPh/vG7ItlIyuYgmWWD3kQzGRVJ0g7S4iAdJE3YaxJKq81mszuYLFZvstZsbncwm9M0GK322ns22R0kRevvFqpMFgdFA4DeTgGAg6LNFA0AZoomaaAATHfPVVmAsAMBABSACVhwqRwA2ldld4yjUlJSPv3008d8yAihxmhZCdYThc1mR0dHazQaZpiGwMBAZ1cbFkHE+spifduO69XWaHNcKahISS/8qEAH2VefZZ0fFBsY3rkduOhWebFYPC1hyKmMggqoEIvFgwcPlkgkztqgoKAhQ4ZkZ2dXVFRIpdLExMTaHbaciIEDdHqD2CUBtWChoaGrVq06ePDgjRs3usT0Dw8PFwo9P/C6j4+PSCTS6XRWq1UgEMTGxrqhfzRz41t1dbVer6dpWi6XM5mWszYiIkKn0zHDNCiVSplM5qxlsVhRUVFardZoNBIE0dTjSvDYNWebAEDC93rg+jabjcvluvPOULPZrNVqt/x5ISio3Y8//igW4zsVIXfABMuTCILw9vZu+HS9mMfpGx3UNzoIAPKqDEeuZs7PrJDePtmf5xj0TGhQp7bw2N/BUpFgeKdYgFiahhv66lr5FQCAWCzu0KFDPZvW3oukBCBAVUmLPJ8TPL3EYvGoUaP69u3Ls/p4fAQsJ6FQ6JFUTyaT1ZcbEQTBZF311SoUCoUCZ6oGABAKhXw+f/r06XXuG0AINakn5RP8iVKoNaqMNfPmXilWXyiouf8opbByV1oBs2ynKPv/9h51gwhvyZRnO2+ZNHjmsJ6lPn5vp6nf+/3gn5v3mm7fAVcEQxBQlm4oqDA88h7KSIfxhx8fPxKEEELoqYZnsGpsuJz9TCefuFA5AGQbTN5SgSBAAAC+MikNtF4CABAXpIwD0AMAQH658dyt8v9n777jmyj/B4B/7nIZTZMmadqmTfcudNMy2tJWdhkyBESxLEUBcStDka9fF4Lji3wRFX8ICKgoOPkie0gpUAqUMrsHtOluk2avu98fh7FCx3WljOf9B69wd7n7XC5Jnzz3PJ/P1OQANoFr8/T/u35zSqSvlN+LE9dtcBwb4OM2wMdNZTAdu1x6IO/mVyfKhmZcG+XvFj00HnPo1vyg0SFysAAooElGEneMre6Yu7t6yWs6nU7WnSAQBEEQ5B734DawKAq2ny8a4CX1HSABgMnyQNuquJC/O9LFgtaL5vrKhL6yW0OmHMMcZoSFAIAaQGew/HqqbLyHh5fIkaLAZLVye226oojHmTwwdPLA0Aql5siFwjUltcLiQ1NkDiOTY9ku3R0ZrchtPqdteiTZv4tPr6x0VWvYYaHdDANpiaKgUW8U8TgEjpEUVdKgdnfi0wnb9CYLQeDsu+auIoIgyAPuwfo6Jklq16XyvFqVWg4aTxg/1p9uXfUgPo+YOTxI1M9RLYdGN+u24tIrLLrPCypVOrInyy//zUssmDM89tunRj85PPaYDpv+09kNW3+vvZrfnX2Gu4vnBPoLFV19vrt7bUZGdwJ4kBXUaA8XVNGPixrUX14rbHQj1XK46WQ8rqyrcTar5aByp0oIfZXIrJaDWg7/q1Vkm5X041+qKv5Xp1DLAQAuVDT8fKmc3lWTzqRo1vXVSSEIgjxQHqweLBzHhiTJXJ1v9TzZKsb0Eg6b9diwIABoMhgwDM+ua/ISmOJZYgAwWnq+ZwvHsCEhXkNCvIpqmvacvvL0ydL4zOvTwzzCEuOgG1XYhArYmFc0dqC3RNiZG6AsFvb0fJQiq2vkYp7UX6J2BACQyYVPRN56x0qE3NHxXvRjgoUn9P/7TmzaIB/b45Fxt7ZRyyFYLg0GKd3Gr2+0lFQ1O3o44BhW06Q/lVE5OcLXicc2mK05ioYImZj7YP3gQhAE6UUPVgMLAAQOfXPKGAYjBngCgBqAouCH46WJIpdw916pmBskk7w8OXmu1vj7yYtv5jV5Xd87xcspOTked+pixZU5gf6WepLq0rMVao3op58c587p2qEfTAIui+D1/BvV3Znv7nwry4ZM4jBlYhAAqAGsVpyNc5RiksAsfD77l5Olg4TO/WViADhaWCUX8cPcOs4+gCAIgrT0wDWw7gYYBnTPFt3Y+vlkSZKTS7BrD6fqkThyHx8WO42Ew2evbS6o+v67Y4/6Sh4aPgjvfIpIHpsFwAIFZFuUXq6OAofOZGoVCpShoXyjEevN0nVId7BYWKi3mCRJnc6C49jUlAD4azJHkNCZYOFqPgDAkQuVGAbDYz2FCsi6UVfepHk02h8AlHpTg84YKO2zgolIn/v9998zMjJcXV0vXLiwfPnymJiYvo4IQfrefdvAampq2rp167lz54xGY1BQ0LRp0+Lj421rtVptTk5OdXU1RVHOzs4REREyWR/Me6uurs7NzbUolafrOWV6j4iIyKPHq4f6y3wlgo6fzIwDh5iUEvNwcvSpy8XbzhXv3HpwdrBrUspArI0blBRF1dfXNzQ0WCwWDocjkUik0r8TMvUjBWfP1g1M9ehUDFjCkCp0r/DeJBFyTSbTuXPnbty4YTKZJBJJebnF19e3v9y1P7ja7jwWG7Qu7gIcx6qb9IfO3UwP9HfisTUmyw8XS0YGy+n384XKBi+Ro5uABwBGixXDME4XpqnaS7PBbCUpCZ8DALVqfZVGH+3hDACFlTWZhRVREg6fy8Z5jn9Wa8f18/EU8UmK+ia7KNLFwcmiM5lMmTV6T2ensVFBLBbrWFGVzmQd18+zsbHxQqnihko31EsskUi4QlGd1hjgLOzZQqhWq7W2tlapVFqtVh6PJ5VKW2YLU6vV27ZtO336tE6nCwgImDJlSlJSUjePWFFRsXr16szMTAzDsrKyli1bduDAgW7uE0HuA51uYP32228lJSWTJk0KCAjojYB6hMViefvtt0NCQv7zn//weLxr166tX7/+hRdeCA8Pp9ceO3bM09Nz7NixLBarpqYmMzMzJSXlVok9ioKKSnB1AboeqlYLHE5btdu6o76+/tSpUwMGDHB3dydJsqCg4Nixo2lj0nCcpSaAV0FeqVZGuUtYPfHli2PY0KigoVFBF/LKvjqVt7Vg36wAScqwwRj79jdATU2NVqv18fHhcrkmk6mqqspsNsvlt1pHAg4xPNgDFKCWg5WkOhWbwmrl/+st0fLlmLDHmo9Ib6MoKjMzk81mjxw5ksvlNjU1ZWdnWyyWwMC/Z93KnPmyv+48ukscZo26NaMWgHjUz/YYTCZMJaIcJAAAxy7WCPns+BBXADh5uaZBpZ80NFCogKvVylxF48wBAQBwU6k9WFA5I9pfwGU3G8y7LpWmhXp5ivgUBT9fLovwkIS6igDgYH6lmM8Z5O0KAGdu1GkM5pEhcgDIrWq8XNWUPiDQtqvHYgIcOYTKYNp9qWxsmJcbn6OUkbtPlg4IcgnzEQPA3jPlUhFvSD8ZAFwqbjZarIPkbgDQ3EjpeZhaDjdu3Mi+mRMyINrLz91iNl+9elUqVAvDQtUYAGAxeuz69ZyBAwe6SyQTjMbc3Nw/iqtSU1Pj5R4AcPbatbKbZbED47wAd+ARWbm5pkZCIAsSuTnyOCylxrTndNnoOK8gA99sJX+/emOQj6u3uCsp1ysqKgDA39+fIAiDwaBQKEiSpHOuUhS1atUqV1fXjz76yNHRsbCw8PPPP7darSkpKV04kE1lZWVBQUFTU5Ozs7Nerw8JCenO3hDkvoFRDOa1LViwQKvVvvfee/n5+WlpaSEhIRiG/fjjj4wSfPe+zMzM559//sKFC7Yl+/btO3Xq1DvvvGOrR3Hu3LlNmzZ9+umnlRRVWlra2Ng4dOhQ2/blBQXGL74MeW6xPDCQMhp1u3/iDh5EBAUBgObrzeywUG5SEgDovt8JPJ5yymQAAL2eeQp1g8GA4/htVd4OHToUFBTk7/93HoTMzEyRSBQREQEAFAUXi+tdRLz+5q43R0wmE0EQtyUEpyg4kVv4zfliwmJ5IsQ1NXUg/LWByWQqKioKCQmxFYazWCyFhYUBAQG31Z7TmyxfnMl/YnIo/46hQiRJ6nQ6gaC1sNUaYBNyXrcydbVFp9PRpet6Y+ftaGpq4vF4TBKdi8Xi11577c033+xwy7q6OoOzsx0q0rTU6oWrrKzMzc1NS0uzvYuampqOHj06efLkngrPbDbTfS3Mn6I1WDgEziZwANAZLSwc47JZAGAwWQGAx2EUmMFgYLFYzCuTUhT122+/JSYmurm52ZYcOnQoJCTEz8/ParX+8ssvI0eOtL0DSZLct29fbGysXC43mUy//fbb2LFjBQKBRqPh8/kkSe7duzcpKenv0uktNGtNHDaLPpHdJ0pCvERJPCkAXFQ0eggdZMI232wajUahUAQFBdmul8FgKCkpCQ0NNfMa8/Pzf/75548//ti2Ni8vb9WqVVu3brUt2bdv35o1a44fP87wZQEAi8UyfPjwsrKypUuXVlRUvPXWW3dDiScE6XOMerDKy8v37t3LYrHeeustPz+/q1evqtXq119//csvv+zt+FoyGAzTp083GAy3LVcqlSqVqrGx0bbkypUroaGhTU1NtiV+fn43b95saGiwikS1tbUymUyv12MKBcXmgKuLF5v9xtUrn4rFt3YyNs0IAPTjKZNNAFr68ZjRAMBrbAQA68lMqqpKPXsWAGBNTZRQ2M5MPZIkrVar1WptubC+vn7gwIF6vd62xMXFRaFQ2JaEeToCQC3oDUbLnrOVkzw9ZYJON03uPC4AJIb7Denve+piwebcmz8V/jG7v3v0oCjAMK1Wy+Fw6KK/to25XK5Go7mtlUZg8HxCCNRQTW7623ZOURRFUS3Pq8XTWEBRxXq9uLISa7dAUBfQNYNbvg3sg24ftH6+/ySVSj08PJhEaLVajUZjq+XqsIYGEIkoggCDAS8qJgMDul8riUb/1rrtRGpqaqRSqdFotC2hW0INDQ220pndRJLkncdtHw5gMYPFDACAAZAk6C1/r2W4J/pTabFYOt4UAAAMBoPBYBAKhbd9ZmtqamQymVqtxjCMy+W2XCuVSqurqyUSSUNDA4/HY7FY9FqDwUCXyaqurm61MiAbB8pqpfc0fqAHANSCHgC4LLzCpMMkAAA5p+odOezBPv/IeKfRaBwcHFp+6lksFoZhOp0OZ1svX74cEhKiVCpt27u5uel0uuLiYltN8YaGhsrKylGjRt0Z1cyZM+fNm3fncoIgPv744xUrVnzyySccDictLe2hhx5i8IoiyH2OUQPLz8+PxWJRFHXs2LFHH32UIAiJRGLPYqU0Lpf7zDPP3NnAys/P/+6771oWIRYKhVarteUSnU7HYrEcHR31OE63Idgk6fTnn9y0NAzD6gjCKBZ3rgbq6FEAQI9LNxcWWYuLm2fPAgAwGuGO0dxmsxnDMOKfLTD6p3PLH9AkSXI4nDt/UrPZ7JnDgwBAA2AqMl2uViYHuDFJKWmxWHAcb/VKsQBS4/snRIf878TFNVfrwvIOzB4SKvNxpyjqtp4JiqIIgmiru8KlgfVrdeXAUBfbyHeKokiSbL9jQPfzL87jx7Fa3GbqPqPRaLFYWq1F3as0Gg2Hw7mte7KtLZubm5lEaLFY/u56vHEDO3KUmj0LWCxpYaH58BHuzMcxNpuyWs0VNwl3Gc7ng9WqW/8ZZ9hDRHQ0ANRv2UqGhEBq5+77UBRlNBpvu3BcLve2hfT1dXBwYN730z6LxdLhG6Y3mEwmHMeJTmYwwXG85WeBJEkul8tms3k8HkmSBEG0/LiRJMnj8ei1VquVPkf6AYZhtrXMj+4u/XvjuGR3rd6sccQA4Mz1Wn2laXKED4vFMplMLSOkf/AQBAE4LhQKVSpVy3cg/eKLxWLbQrru5DPPPHPboTEMazmMtaWLFy++++67+/btoyhq+fLlaWlplZWVthYbgjywGH25aLVaq9WalZV18+bNsWPH0gtzcnJ6M7BWYBj28MMP37k8MzPz559/bnmLISkp6eOPP540aZKtu/67774bNGgQj81mr//M389349atn376Kf/JJ+m1v/76a2JiYqduUrTES02B1BT6SMasLEtpmSr9iZYb0A2d277Kvb298/LyhgwZQv/XbDYXFRXFxMS0/41PhBHOQrNSCrJGRgOEMQxrp2Ywj8uZNmrQBKP55yNnl2YWJeYUDw921bprbZ0TGo3GZDIJBIJ2djJK6l5RrBXH3OpHoTskOvi7tXSJqqeHvZMkSVFUly9il+n1evovaIdbGo1GrVbLZEvVsePiggLxiy8AAOXqRk195Nbcz379oF+/WxvxeA5Tptiewlu+zPbYa9FC22Pt9h2Yg4Ny2lQAgIJCEArAo/U5Cq1eOC8vr8OHD+t0OlvR5by8PCcnp57qvoK/es4629DpPovFwmKxmB+XIAhXV9eCgoLIyEh6iU6nu3HjRmpqKkEQ9GtC34yj1zY3N1dVVUVERBAEIZVKWSzWzZs36SEBLBZLqVTSfdhdPnECgMu51d4aGimHSNACmEW87btPhTWap8bc+vXS0NDAZrO5XK4J0yQmJq5cuXL69Om2u5w//vhjaGhoyyLQfD7f2dl5+vTpzCPZuXPnuHHj6BP54IMPvvrqqzt/BiPIA4jRZ3vChAmhoaF1dXXR0dHJycmlpaUHDx60/y9O5iIjI0eMGPHiiy+OHj3aycnp/PnzlZWVH374IbBYwqfn+zo7xzY2Pvfcc2PGjOHxeGfPnlUqlWvWrOmRQ3OTkrhJSXRXmG73T0qzGR5/rNUtY2NjDx8+fOTIEU9PT4vFUlxc7OHh4e3t3eEhgj1FAKCWQ1m1+mRm5fzBId0skMLjsmeOS5qo0X1/MOvd3LqRBVXjEsNFEpHBYFCpVF5eXu2PthFy2f3cxKCAOhcrtzO5WxUALmezOYMGdif4+xIeH+c4cgT9GBMKutNX7DgrHQDo3gkzabVevsLz8FAAQHY2ZbFiCUPaf7pIJIqMjDx06FBgYCCfz6+tra2rqxsxYkQ3IrqHDRky5NChQ01NTe7u7nq9vri4ODQ01NZVk5CQcOTIkfr6eldXV61WW1JSEhUVRTdMMQxLTEw8fvw4fU/QZDKVlZXFx8f3eIerUCgclxyem3vxRE2zo6NjQyFZ2tA8Z+itwbIBAQFTp059+eWXx4wZI5VKc3NzCwoKVq9e3c2D+vv7X79+nX5cUVGRkJDg6enZzX0iyH2A0SB3ALh8+XJBQcHw4cMlEklmZmZubq63t3er/Un2d+cgd9rVq1dPnz6t0WiCgoJGjx7N4XAMBoNOp3N2dgaAixcvZmVlGQyGkJCQUaNG9dIPaMpoxLjcEoOByDxFhIXCP793SJIsKSmpr68nCMLT09Ojja4FJhS5KgLHb8tF1Oog9/bdvFG18ejFQiM5VeaQPLifVCplcvOLdqNJe7C2anpqQJuD3O+UmSnFWdyO/swzcZ8NcheLxb36G4bS680FhZzoKABQnDxJlZZRT8xs68I1NTWVl5frdDqJRBIYGMj8LcFEFwa594jODnKnWSyWoqIi+qL7+PjcdiOMniaiVCr5fL6vry89d6/lEYuKiurr68VicUBAgK1TsMcplcqysjKdTicWiwMDA7lcrtVq5TU20j1VBQUFJ0+eVCqVAQEBY8aMue2t24VB7larddmyZVwu18fHp66u7tlnn3Xu6RGWCHIvYtrAIknyjz/+OH/+vLOzc2pq6l0yf5DWVgPrTi0bWPakUqnw6hpOTU1DSnIvHcJotl4qaRgudGu5sAsNLNqFnOtfnCvhALUoITQiIrhTz6UoqlqkZdrAAoAeuleIGljdYa2pAReX+vp6a2Uldew49vJLYK+60fdWA6v76FmEXfhUdkfLBlb7utDAQhCkVUzHYE2YMMH2kcMwbNmyZatWrbL/OPd7F+7lyQ0NoVsS2m3bVV6eMHx4D+6fy2YNDHWjEw4du6gQqLDhwV3vDxsQ2++LyJADh7P+nVkYk1Py9JiBMrdOtEqdaol912+Ojvdm+AZRAEh+/Y2TMITVF+leEQBgyWT0vDP5gAEwYAC90HztWu3Pv2CvvQp2b/0gCILc6xj9inrnnXcqKyu3b99eUVFhNBrz8/PVavXu3bt7O7j7lePsWfLhw+V0z83+A6DT9ez+h8XIY5JkajkAgN7EdBb6bQiCNT4tcePkQVwgF/5yZue+U2Yz012xcTyaI2rWmZgfrmn0qOqS0i5FivQWdv/+nm+ukPN4cgC38huO7753K3eJ2Qx2T4eBIAhyb2HUwDpz5kxGRkZ6erqnpyeHwwkODl6/fn1ubm5vB/cgcAsMcC0p6fHd0jkYG13N++qrL1Q2dHk/UpnLkllj1yQFn65oXLD14KXrTNtAwa5OXiqOUAE6I7NmGZ+PJQxRdDlQpJcRvj6ilW/KnZ3lAO5ardPPv8iqqgAADAb44UdQoEuHIAjyD4waWOHh4beV6sMwrKGh63+2ERsiOJgdESEH8DCb+a+/Adeu9ez+R8Z5Bg+UquWgcqdOl9eSzIbc3SYkInjdU+Pm+EveOXH9vR0Hlc1a5s89f7L6QmEd8+0Vp05pNn3d+RgR+8HFYsH8p1geHnIAOY8nSx7qzufLAeQUBWs+hLPZt7arrgZTJ3ox7wF6PWRkAJ3B2GKh1nxIXbz1O5P69jtpRgbdLS3evVv03ff0Y+mJDOFnG+jHrleuwLr/Ap21tbYWdu8GlarvTgZBkN7FaAwWQRAURbUccVVaWpqdnd3OU5DOwths8Qer6BHaCpUKym9AVGQP7h/HMcyDKOTpQo1dKXAGOJ46MiEuumHTH6fnfX9ifqhsXOoAJkOsxvXzgr+q0TGSmNgcGYWqFd5DWH+VqgQMky9baltuuHYd4/O5QwYDQOXePzCKhAkTAACamsBkgrttvF1hIajVt8afZWZSZ7KwV1+RA5jz8vW//CJ87jlMKKAsVhMAmyBwACAIaHGy8MRM20P+tGm2x9yUZO5fU1vYERHyiIiamhoXimI5O5sjowguFwOgdDr1uv86THy4LjwcKApyciAysjfqnyIIYk+MerAiIyPnzp2blZVVUVGRk5Ozdu3apKSk5OTemhCHyB0dJTdvQF19z+423M9ZLnVUy6GEr99z7WYXerMErtKX5kx4J9bzlzzFq1v336hi2ospVMCNC8qyamYNLaFAAaBoaLDW1HQ2QuTuwRs+jG5dAYDn+HHyCRPojhyXkhJx5qlbjy9cEKz5EKPr1dy4SW34/NboLoMBMjL+Hul1swI0mluP9Xqwle5pboba2luPdTqorPx7eUYGaLUAAGoNfP4FFBbSa6iPP6FOn5EDOBsMTt9sk+zZc6t7yWp1ZbPpx/KkJM9XX6GbjeywUKfXb1Uox4QCbnIy3iNJVgmCHRpCpAD7AAAgAElEQVSC8XgAgPH5Tq8vZ4eHywHkGObc2OhaVEQfnTr+JzQ398DhEASxO0Y9WPPnz8/Ly0tISLDldEhLS3vvvfd6M7AHG0E4jB9Pz/u3FBfX/r4Hnn+unVqHneUqdgiOcVaJKUltV+aBRg6K+jIi+Ke9J5/7PfthuXDu2CFsouP8ov3cRKdL6sCd8R8nR8fqdf/1XLoE0GTV+wsnLo4TF3fr8YABDmFhLJNJDADeXmT6E7hAAAAUi2URiVl/JTPQnTnNDg1jR0UCgG7vXlzoxBszGgCMV6+SdfUOEx8GAPONG6YLOY6PzQAcJ0nSDMBhsTAAcOSTT8z8u1X02qu2SLgzH3f4K9UnOyzMLmffMd7IkfQDOYBJLMYUVWwnJwUA7N0LQ4YAKkGDIPcIRn+zMQz75JNPFi5cmJWVpdFooqOjhwwZcm/laGhoaNi8efO5c+e0Wm1QUFB6enpbdbXuNkRgoMfiZzGCUABAczM4OkK7edUZ8nRxBAC1HC6VNNQXaSdF+NDLKYqqr69vaGgwm81sNtvZ2dnFxeXOnD0E32HG9FEp+cWf/nn16a0HXxraPybMt/0j4jiW5OcGClDLwUpSLLyj9w+Phy1bqgCQA9TX12/ZsiUnJ8dgMPj4+MyaNSvur7/Q95nDhw/v3r27vLycTjj3xBNPdK5E5j0Nw3CR6NZDNpvd4hY5f/r08vLyzW+9df36dZIkQ0ND5wUGBAUFcRMS6A0KCwu3bNtWUFCA//pL//79n3zySR9bFzuO23Z7z+HERNMP5ACW4BDyxo161MBCkHtEJ5LdBQcHp6enL1y4MCEhAcOw7777rvfC6lkGg2HlypUikWjdunX/93//N3369HXr1tm/lmKXYRwO0HcxFAqn/9vUszuPCpCmDPeiczqQFFVdXd3c3Ozr6xsREeHr66vRaKroyWKt8QgN/GD26KkS4t0/r36556TRYmVyRFaZZdMf1w0mRhsDwA2DYe8T6c5OThs2bPj++++nTZv26aef3kOXj7m9e/fu2rVr0aJFW7Zs+eCDDxobG1evXs0wFfD9rba2dsWKFTExMZs3b962bVtiYuJbb71VUVFBr7158+a///3v5OTkbdu2bd68OSoqasWKFfX1PXyHvc8RIcGc2Fj6JqZg9Rq4Hz8CCHI/ab0HKz8//+bNm+08zWg0fvXVVzNnzmxnm7vH/v37PTw8nnnmGTqTe1JSEoZhmzZt2rBhQ1+H1jnssDB2WBg9ALxy7x8QFISFhnR/t/SYXbUcfjtZzK5UTU2IpgsHOTg4+Pj4FBYWSqXSthJt4zzew1NHJZWWrzuSu+CbQ6+OiI7wdW//cHwO8VJMP1YdpmFWr6ywtFSS/sSEtLG4RAIAQ4cOxTDs66+//uyzzzp1mnc5s9m8ffv21atX+/n51dXVeXh4LFmy5KWXXjp79uzgwYP7Oro+tnPnzpEjR075q7j1+PHjNRrNjh07li9fDgA7duyYMmWKrQ79I488olQqd+7c+dxzz/VZxL3MafmyW3V2LJbKLVth0iTMreMs7QiC2FPrDaxff/2V/ua6P9B1VVsuiY+PX7NmjdVqbb+M8d1MPuwh8/XrPfsjPd7fId90Q+9DCCrBZLVyCRZBEHw+32AwtF/JxNnf9+0nvc8cPbPqQM4gmfDJUXHtl6sjcAwAhAo4qKwZ3M8Nb/d2s0qlkg4ZUu3qAgDuDQ24VDpw4MAPP/zwnr58d6qtrXV0dPTz87MtYbFYsbGxZWVlqIF148aNuXPntlwycOBAW22J8vLyxx9//La133zzjb2i61ME4fHodLBaqwGAooAke2QIAYIg3df6LcKUlJRZs2YVFxeXlpaWlpbOnj17zpw59OOCgoJffvnl8ccfLy29Z/Juc7lcrfYfqZt0Oh2Hw7FzObCehfH5nLg4+n6BaOs31LHj3d8nQRBmsxkAlO7k1/nFimYdAFitVkYvFI4PGZn41cMDTA2Ni787caGogskR/cwOxZUdTJJisVh0VABQfeaM/vc9Wq32Xr98d+JyuTqdjiTJlgu1Wq39i/TdhTgczm0f4ZavzJ1rNRrNg/O64SIRTieAbW52fPd9uO/ujSLIPar1P1FxcXHz588PCAjw8/Pz8/O7cuXK2rVr6cfBwcGTJ0+eOXPmli1b7Bxrlw0dOvSPP/5Qq//OEbBz5076RmEfRtWDHOfO8Rz2kBwAKAquX+/yflxcXAwGg0KhIFj4rFEhwjB+EaumSavnMKhkTBPK3ZfOnfCUnPfBkUtrf80wmDsYaBXi6jQAFwnbTQNO36Y00jPzx49vmvjwfXb5aC4uLl5eXnv37rUtqayszMrKQt1XAJCUlPTTTz/R1RIBgCTJH3/8MSkpif7v0KFDd+3aZWubWiyWn376aejQoX0Ta9/BRSLRv/8ld3GRA0BNDWg7kRAYQZAe1/otQg6Hk5KSYvuvSCSSSCQtNxg2bNjMmTPffvvt3o2uh0RGRiYnJz///PPDhw8nCOL69ev19fUffvhhX8fV8+QYprt0WUlR0L9/F57OYrGGDBmSkZHh4+MjFotVKlV5eXlYZPzWorIFYcFM2zM4njQqcYCiZt3B8/O/OfTq8OjYgI7LTl86VasUWFOiWtlSJpP5+Pjs27cvMDCQw+FUVlayvL2nuHsY9h/gpY3p5Cne1V566aXly5dfu3bN29tbp9MdO3YsPT3d3b2DMW0PgnHjxuXk5LzwwgvDhw/HMOzEiROOjo62IVlTp069ePHiq6++mpycTFHU0aNH5XL5mDH31Xujs2QAuq83q194vq8DQZAHF6M0DZGRkUqlUiwW25YcOHDg3po9Pm/evLi4uLNnz9bX1ycmJo4YMaL9QUL3Lv6MR+nEPqRKdWPLVnjqSehMXkSZTDZu3LiSkhKVSuXg4DB27FhHR8eIUKCTPOrz9W5CRr1ZIj/vfz3p8eeBjFWHchI9SxeNGcxjtzc0JMnPTWdqcxZibGysXC6vqqpSq9Xe3t4BAQEsFqvhTBazUfL3DE9Pzy+++OLQoUNFRUUymey9997z9/fv66DuChiGrVix4tSpU3l5eSRJPvLII8nJybYuTBaL9f777584caKgoADH8fT09Hsuj0yPY8lkwheepz/5lceOYwH+8FfGLwRB7INRA+ull16aNm3a22+/3a9fv4aGht9+++3tt9+2/Xy8V0RFRYWEhOh0Omdn576OxR5wkYg/fJjIZOpszUg+nx8REdHqqkK27kqhcnhwxz1SAAAEkTp+WPi1gv9kXFu84/DS0XGhni7tHZdDgAIadMZGZ6u78+1/DGQy2e0FMYcMVgDIKYqsb8Bd29vzPUQgEEyZMqWurk4sFrNRsZQWMAxLSkqy3Ra8c21qampqaqqdo7onyAfGa89k6aOj+joQBHmwMBom7O/vn56ePnz4cKlUGhISsmTJkoSEhI8//ri3g0O6CfPwwJ2c5ABuhYXUe+8DXZCkG6ICpANTPdRyICmqVmNg8hSX/iGrZo+ZKoDle7O3H8uxkh1kdRLxOJfOdqIotQKgevt2awWjMfUI8gDCBAJuakrH2yEI0qOYzsOaO3duXV3doUOHtm3blpOTs3//fjc3t16NDOlBRHCw55sr5AQhB4DSUtDru7lDtRz211bR0ww75uAwbvqYjSkhlwpuLPrmYFFNU3uh4tjUKD9RFeP7OxgGr7xc4+XFdHsEQRAE6X2dmOju5OQ0cuTIWbNmxcTE4Dh+4MCB3gsL6T0yNlu0a3c3d4Jj2JSh/sIwvloOzQazpaN+KQBwCwv8cNboSTzL0l/P/HDycod9VEIFfHu4sEltbH8zmzo2W3kyU7drF8PtEQRBEKT3tDcGq6SkRCqVOjk5FRcX37bKaDR+/vnnD/g8nXsUy8vLcfYseoZC5S+/Qv/+3UwH3yC17r5448ngwA63xPgO4x8fH3Eud/W50lNltcsnJng4tTfw9snQQFMDSTEeo0+OHKG0WNBQXgRBEKTPtdfASkxMfPjhhzdu3JiQkHD/FfZCAEA+fpy1rLy2eztxEfGmpwaqAYQK0Jss7c8WBADf+OjPgny//fXPZ384MT8+aHxsUFtbclg4h4WDAq6w1N5ugvYTvt8iECgAwGIRfrlR8PR8jMvt5NkgCIIgSA9or4H1ww8/+Pj44Dg+YsSIsLCwhIQEW2USo9F4X+aRetBgHA4REiwHAAD1f9c3DxyIJQzp8t7Ucjhxqc5NT0TLRO1vyRKLZ89+OP7oqQ/P5p0rUbw8PsGJ196MOcc6OFlT3WqWrNYRhHr8OLVKJUcjBRHEXiiKysjIkEql4eHhfR0LgvS99hpYtjnPTz31VGxsrIvLP2bCq1SqXozr/mI2m9vJymMymVgsVltl9YxGI4fDsUNSH1vWHIXVCs3N8M/UsgylRHmQJNmg03k0c0iKaq/PCcf7jxy6Prjis4PZi3YcXToqOvqOKtEURVEUheO4v7PQH4SgALX8H2tJkmzrdSN9fSmKUgC4Xr7M8vPDO5MMDEGQzrpy5cpHH3302GOPtZVKA0EeNIzyYGVnZ7dMMJOZmbl9+3Yejzdz5sxeC+w+kZeXt3nz5mvXrrFYrLi4uKeeesrT8+/smLm5ud98801JSQlBEPHx8U8++WTLuZlnz57dvn37jRs3uFzukCFD5s2bJ+lSo6ezPKxWzbbt6ilTwMe7yzupFJu+PVz4bFSogNP6e8xisdTU1Ki0zZPjfGMul769P2dcsPvch2LoOtBms7m6urq5uZkkSR6PJ5PJnJycAECTp9tfU5UW537xYo5CoSBJUiwWx8TEtEx33tzcnJOTU11dTVGUVCod4OMj3bdf/uj0Lp8LgiDtu3LlypIlS3bt2iUQCPo6FgS5WzCaRbhixYqUlJTy8nL6v0lJSRs2bDh06FBvBnY/KCkpeffdd0eNGrVp06avvvoqNDT0jTfeaGq6laTg6tWrH3300aRJk3bu3Llp0yZ3d/c33njDVrM2Ozt7w4YNM2fO3LVr1xdffOHg4LBy5cpb9fh6GcbhCF98Qe7jLQeAsjK4cKELO3HicxZNDKf8Wm9dURRVXl5OkmRQUFBYbOzQR0a/H8ArzS9buO1wcZ2KJMmysjIcx0NCQsLDw93c3CorK5ubmwHAw4n/sIf86NEjAoFg4sSJ06ZNCwsLO3XqVG3trYFkBoPhyJEjUql08uTJU6dODQgIOH7lSuPIEQoABYAp62xXXxUEQVpHkuS8efPeffdd1LpCkJYYNbDi4+OrqqpiY2NtlWhZLFZoaGhvBnY/2LZtW3p6+qhRoxwcHAQCwYwZM4YOHbp7960UCVu2bFmwYEFqaiqPxxOLxXPnzo2IiPj999/ptV9//fWLL76YkJDA4XCkUumiRYtkMtnBgwftfAoeXl6Sqiowm7u8B7UcDjRWH8ivbLlQpVJhGObl5UXf/RQKhX5Dh8wd5DsO1776y+ltf15kEYSnpyebzcZxXCQSeXt7V1VV0c8ldeoUWWyyW0xxjZ4gCD8/v/j4+JycHHrttWvXfHx8IiIiuFwum80ODAyMjo6+ePEivbZOpzN1qb2IIEhbMjMzKyoqLl26lJaWlpqaevLkyb6OCEHuCoxuEYaHhx86dOjpp5+eMGHC66+//s477xAEYf8fKwaDYfz48XeO/dJoNBaLhck8R4qirFar3WZE5ufnT58+vb6+3mq1Yhim1+v9/f337t1LB5Cfn+/t7d0yGH9//+zs7Pr6epPJVF5e7uXl1XJtQEDA1atXExISmAdgtVqVSmV3x28NHsxRqQCAzDylJUnrmNEdPoOiKJ3u7xykMQFOFh+yhtA5190aya7Vank8nqVFZnmCIEw87tipo2KyL36QV3m5qmmps6sz/9YcQA6HYzQajUYjjuNarVYgEJjNZstNQx7U+bg6ikSihoYGk8lEUVRdXV1QUFDLo9Nrby0ZPOgGAOh04psVlEaN+fp265UBAACLxWKxWGxdj+1wcXHx9PRk8vbrmQvXSfSYNvvPFyZJkqIo+x/XarWaTKaWbxX7IEmysbHR/heX4VdfQ0NDRUVFfHz8nasWLVr01FNP3bn8xIkTJpNpwIAB8+bNW7169ZQpU8rLy/mo9CHywGPUwKIoSiwW//jjjx999NHrr7+emZm5c+dOHO9EktIeweVyV65cabmj3svVq1c3btwoZDCK2WQyGY1GJlv2CKFQSFGUUCjUarUsFovH49FjhugAWv5Ls1qtEomEfhaPx7tzrbOzc6eCV6lUfD6fIBhd5Y6ljREqFDiLVdPGuHIa/Xf6tlra9P9U7tT+g+VTwn0IgrBYLC3Hp9Pj2QkOxy8l4W3nqz+fyX/ux8yXh0UMCfAAAKvViuM4QRAYhtGnw2KxEv1kAACNoBCauVwuQRBWq5XH41EU1fLoWq2Wy+XeFo/O2wvbvsM1KAjj8br5qmg0Gg6Hw6R2eHNzc0NDA5Mr2MMXjhmSJFUqld0+HTZGo9Fisdi/eLxWqyUIgmv3RB5NTU0CgcDO35/0bwAmF5fP5wuFwtWrV9+5Kiio9YwqjY2NSUlJMTExAPDKK6+sXLmyoKCA/i+CPMgYfYPTw18wDFu6dGlcXNxjjz0WExMjl8s7fGLPwjDsoYceunO5g4PDN998w+SLkqIos9lst6/U5OTk33///fXXXzcYDHTjYO/evZMnT6YDSE5O/u2331588UV6Y51Od+DAgfnz59NrExMTf//99/nz59NrVSrVsWPHli5d2qngMQzjcDg9WTPY3x8AfAC0W7aqvL1g5Mg7NyFJEgBabRwQBKQO81HhmDOISktLXV1dbe2S2tpaR0dHOlRRYMBoDBtUUvmfo7lnixSLRg5orK93cnKiG2RisVihUDg7O9vaZ+f/rFSz3HEcpyjK19f3+vXr/v7+9FqKovLy8nx9fW+PhyBgwTONAADgevkyERiIdfUHt06nY/h32mQyGQwGJlv2/IVjgO5ntX+Dw2q1kiRp/+Pq9fo+aWDRF7et2a+9BMdxnU7H5GQdHBxEItHI1j7abfH09Lx27Rr9mMPh0LNSuhgogtxHGDWwrly5snjx4tdee83f33/EiBHnz59/5JFHzp8/39vB3etmzJjx5ptvLlmypH///hiGZWVlBQcHDxs2jF47Z86c5cuXv/HGG9HR0RaL5ejRo4MGDRo4cCC99plnnlm2bFlFRUX//v3pgdujRo3q169f353NPzjOm0t3OCgAwGAAxv1AYgEHAMwB7PpSXv3V/GAPVxzH9Xq9Xq8PCAi4tXNHR5Gbq5VgrXFp3nipYuG2xlnR8pToW+cuFAqFQmFhYaFEIsEwTKPR9Bexh3vH08PE/Pz8qqqq/vjjDz8/PwzDFAoFACQmJrYTUp1ITO3b7zn1kS68DgiCTJkyZc2aNTqdjs/nX7x4cejQoS1n9SLIA4tRA6uwsLDlf318fE6ePLlixYreCen+weFw1qxZc+bMmZycHDabvXjx4sjISNtaPp//6aefZmZmFhQU8Hi8JUuWhIWF2daKRKLPPvssIyOjqKhIIBD861//CgzsuBaN/cmt1ub/rtc8MgXauH3QlrBkn5MXy0Nx3GKxODk5eXt7t7xpQudlUEvVL0hFhzOvrj9faWIL0qL8bx1ULheLxWq1mr5tKhKJMAyzVlvVBssFqEtISKitra2qqiJJsl+/fl5eXh2Md/Hxxny8FQAAIP7hR+6wYSw3106+DAjy4PL39//yyy+ff/75AQMGVFZW7tixw84jzBDk7tTFQR48Hm/AgAE9G8p9CcOwhISE/v37EwRx5ygTHMeTk5OTk5NbfS5BEMOGDbP1eN2lWCynpUucAABAoVQCjgOz2Q88DmvkoAAAoChovKqR3DEkxcHBwcHBAdzc0kNC4g9nvH/62oWyqhfTBjlyCADg8/l3jqIVcNlcBei8LW5ubm5dyuGuHDMaqqvlqIGFIJ0xZcqUKVOm9HUUCHJ36biBpVKpdu3addtCo9H41VdfPfHEE70TFXJPcgfQfr1Z9eyiTj0Lw+CCUYk3YT6SNoY543jY6NRNFZWb9p15etuR5WNio7zbbDwN8XGFRgAAhdgs5Hd+DJNYDGKxAgBMJscPPxI8OY9l97GGCIIgyH2g4wYWj8d78cUX7T+ZGbnn4GKx8OWX+FZrvVJpLS0FP38QMurNGhXnBQB0uei2cL08F8+eELXnyL//OD8iyH3BsFs539ty9Wwd5k4MDutqLUIOR/v6cq3JhJpXCIIgSBd0PFWYy+WmpKRcvXrVZDKZzWaz2Zybm/vcc8/V1NTYIT7kHiWTSsX793X2WSf1DbsvlbW5mstNnjbuy4GehYU3XvruaFVze43+USHykU5u7bTYOsZigYODAkBxs0LxwWoK/cZAEARBGGOUi+X999/v378/m80mCIIgiKioqEcffbTVRCkIQmPJ5fzp0+UAcgDYf4BhLvjoQOmYND91u71GbgOiPpmWNMioevaHjKNXyzrcp/Ka9o+sG4yCbou3F7y+vIrPVwCYL182/ZU1HkEQBEHawqiBded49sDAwO3bt/dCPMh9yNXP1+XKlU49RelO7bhQbLRYW13LcnGZPWfiW3L2/528tub30wZz65vRvMWOySKXTh29HXUhIXVV1d3pF0MQBEEeBB03sEiS1LSgVqsrKirWrFlDUZQd4kPuA+ywME5srBxAVltHncli8hQWjg1Jktc6t91yIoiY8cM/GxrYoKh5+dsjNxub29mb3IkvVIBQAaev1Vit3XvfcrnYuLEAoACo3Ldfs3lLt/aGIAiC3Kc6HuTe1NTk6up6Z3PqhRde6J2QkPsWy83VOTu7SaNhkspBJnEAALUAqnObfSSOXKKVzNfS8NAP5LJdvx1/Yfepp+MCRkcHtL/P/phAcUnlHSvuWvy3wcamNQPo9Xo0EB5BEAS5TccNLKlUGhMTM3ny5ODgYDp9HIfD8fLysuUcRxDmHMaPcwAAAEV2NgQFgUTS8XN82AfKaya6td6MYUnEj82ZNPhU9gfn8v8srFw6MVHKb7MeiJfIEUQAClCIzWwC53HsWq4EQRAEeXAwSjT69NNPL1y4ECXnRXqQu5+/8c8TTZMndbylxMFd4tBeEgcM808atM63cvO+rEXfHXttWOSgQM/298lVkL9cLp0xJaTzgSMIgiBIxxgNcl+0aNGdravvvvuuF+JBHhS4q4vD5Em3phlmZjJ5SpXE/Fnm9baGtHM83Bc8kfaiK+vDw5c2HDxntpLt7ErK584fHNKtJA4IgiAI0rbWe7Dy8/Nv3rzZztPoTO4zZ87snaiQB4sUoOHiRYiJaX8zgQM7fWqYEQNeVRtbcDhJk0aFXL6+OrPghWrliocHe0mE7e9TqIBvLxT3i3EJ9hJ1KXYEQRAEaUXrDaxff/11+fLldg4FeWBxk5LoAVaK+npwdAQHh7a2ZOEYAKjlkP1n1WBfV7ou4W1cI/t97Ov1629HntuVOTvG/5FBoe0f/YkBgWYraejOCSAIgiDIP7V+izAlJWXWrFnFxcWlpaWlpaWzZ8+eM2cO/bigoOCXX355/PHHS0tL7Rwrct+Tmc2C/65nsmXYQJfrLE1bazEn4ZT0Sav7SX67UPj2TxlqYwdpTtksXKgA5TXt/86Udy5iBEEQBGlN6z1YcXFx8+fPDwi4Nen9ypUrhw8flvw14Ss4OJggiC1btrz99tt2ChN5MLA8PJyWLXUCUACAxQJEm5MwhHx2KF+sBsDKLDyC1UpdQgwLSx683qt87aELz3177I2x8aEezu0f3Vvs+BCOO1ZSWk80nwNBEATpltZ7sDgcTkpKiu2/IpFI8s/p9MOGDVu7dm3vhoY8wOQAwi++hIyMDreslVi2Zhe2tdbJ3/etOeNmCCzLf8/6/uQlkuwgy6iHkwOOYUIF/JmrUGpMnY4bQRAEQQCA4SzCyMhIpVLZcsmBAwccHR17JyQEAQAQPv+cPDm5w81cRbwZU0LaK1/I5Y57dNyXiX7ZV0tf2HFYoWzzxmJLyUIXTRGq7owgCIJ0EaMG1ksvvTRt2rTMzMzGxsbCwsKPP/54zpw5o0aN6u3gEEQO4FZUBGs+BLK9tAsAoJSROy+WtZXEQRbZ7+OZI5NZxud+PLn3XEGHxxXxOP3cxEIFNOtMZdXqroSOIAiCPMAYJRr19/dPT08fPny4yXTrpsmoUaM+/vjj3gwMQW4hgoLc5z+F43j7WaswDIYkyWo5Fh916/nZcaHjjJnjo09f+OBcwfkSxcsTE4U8TodH92hkX8qvlUkcHLiMPiwIgiAIAgx7sABg7ty5dXV1hw4d2rZtW05Ozv79+93c3Ho1MgSxwaVSoFOS7tkDFktbm4kc2RIhVy2HquY27u5hWFhi3BdTBnPVzQu3H7lU2lZCrRaHxrGx/bzcGgihAirqtN2tFY0gCII8GJg2sEiSPHHiRGZmplKpxHEcx5k+EUF6kFtUtEtuboebVfBNB/Mr21rLl7kumzfhGS/Htw/mbNiXZe7o5qMNr4Y6/Webu0UQBEEQG0Z3PbRa7YQJE44fP07/F8OwZcuWrVq1ClUnROyM8PUBXx85gKKpCYTCtvI4hPmIwUfcXvlCHE8dmxJ4rfCDjOvLvz2ybGKCm0jQ4dH9nQX+zgJQgFoOdUq9q7jNhKgIgiDIA45RR9Q777xTWVm5ffv2iooKo9GYn5+vVqt3797d28EhSFtkGi0wSElaxNPtvlTW1lqv/sHrZo3qx7Is3Jlx+Nx15kcXVMKFMzU3atDgdwRBEKR1jBpYZ86cycjISE9P9/T05HA4wcHB69evz2VwpwZBegnL20v+ysvtJGegyZz5EfGuVNvjpgi+w/yZYz9O9P/xfPHrOw7VN2uZHB3DYFqUX7hVKFSAzmC2WlufuoggD5TKysp///vffR0FgtwtGDWwwsPDZTJZyyUYhjU0NPROSAjSCXIA6v1VUF3d1gaeLo4aT1DLob6FnH4AACAASURBVKyxzQxYAZFhn818KBAzP/P9icPZTLuyVCpVfn5+eUbJE7Nmv/nmm+3XR0eQ+xtFUS+//PIXX3zR14EgyN2CUQOLIAjqn50ApaWl2dnZvRMSgnSOfOkS97brQ9uc0zeVtt3G4ggF858Y9+4Ar20XSt77/kiztoPqz2q1WqFQyOXyxOjwbVu3xMTErFy5UqVSdTp6BLkv7N69OzExkcPpOPUJgjwgmGZynzt3blZWVkVFRU5Oztq1a5OSkpIZZNlGEDvA2GxcJHI1m7HLV8DQZsNozEBvl4gORrKHD4z8Ykayo8Xw9LfHzlxqswIPANTU1MjlcqFQCAAcDmfatGmxsbF79uzp2ikgyD2toaGhpqYmIiICNbAQxIbRLML58+fn5eUlJCTY+rHS0tLee++93gysFXq9ftSoUYY7/oJqNBqz2VxfX9/hHiiKslqtTLbsWVarFcMwvV5v/+MqlUr7T/YkSdL+LzJJkg48Lvb9TvWMR9vZTCeGrLw6Lws/UiZudQOOo8Nzj40ecubip6cKBl8vnz8hkcdh37mZXq/ncrlms5miKI1Go9Vq/fz8srOz2zlxV1dXT09PJq9Mn1w4iqL66sJRFNUnn0qTyaTT2bsgEkmSjY2N9r+4DL/66uvrKysr4+Pj71w1b968xYsXt/qsTZs2vfTSSxkZGUTbBdoR5EHD6MOAYdgnn3yycOHCrKwsjUYTHR09ZMgQ+//ZdnBw2LBhg+WOPJO5ubn/+c9/RCJRh3swmUwGg8HJyal3AmyTRqNhsVgODG5j9aympiaBQGDnrzySJJVKJZPL0bMMBoPZ01MYFuYMUN1unraUaK+aRh3L2HrCd9rgpLj1gfWf7Dv76rfHljwUHhjkc9sGLBaL/tdqtTo4OHC5XJIkpVJpOyfe1NRUX1/P5JV54C6c2Uz3BdqTWq1ms9k8Hs/Ox21sbHRycrJzKkGLxaJWq5lcXCcnJ5FItHHjxjtXeXl5tfqUY8eOJSUlcblcAEC5exDEhtE3+OXLlx0dHX19fYODg3s7oPZFR0ffudBgMHA4HDa7lW6G29A9SUy27Fk4jrNYLPsfF8MwgiDsfFx6Sp39T9ZsNlutVvq4nnX1VV9+iS1fBm2EIXcVagHIYhNJgYTf+k0NV7nbB3PH7dl3cumx61MLKh5LSyCIv9tkEomktrbW29sbAFgslk6n27Nnz7PPPtvOiVssFqPRyOSVeWAvnD311acSAAiCoBvo9sTwq4/D4QgEgri4OOZ7fvfddxUKBQBotdqampqAgICNGzeiYrUIwuhX1NChQ8ePH69UKns7GgTpEbiri/zVV+Qd/Q0z+7B23bhBtp3FAWPhEyek/N/E+Pxa1aIt+/Oul9hWyWQys9lcXFxcV1e3devW55577qGHHmr1xgqC3N+OHj2al5eXl5f39ddf+/n5lZSUoNYVggDDBtakSZOmTZt2W/HBDRs29E5ICNIDMD4fcFwOQP2xD9rIU8Vlsx4fHqT17OCmhouH67vzxj0a5Pb6ifxNuw6b9QYAwHE8ICDA1dUVAEQi0cqVK2fPnt3jZ4Eg94otW7asX7++tLR01apVpaWlfR0OgvQ9Rg2s119/vbi4+Isvvrh+/XpRUVFRUdHVq1f379/f28EhSPe5+fnCxYvtb6OWw/bzxUq9qc0tMGzUsIFfTh5UoLU8u/1wweV8AMAwTCQSubq6TpkyJSQkpGfDRpB7y7x58/bs2WM2m9944w1/f/++DgdB+h6jMVjjxo0rKyv7/vvvezsaBOlx7P796YTvbZUlpKWN8Ws2WcTN7W0jk0nXzEn740TOslMl46+UzpmYzHZ07LlIEQRBkPsHowbWqFGjnJ2dhw0bZhuYaTQaP/roo94MDEF6mPTkyfr8AuypJ1tdy+OweByWWgD1VzQ+YkcW3vp9QwyD8amxAyNUn+zNWrzj6JJ4f7+o0N6MGkEQBLknMWpgzZ4929/f39PTs+VClLQaubdwhw6VDx5c1dFmJg/s8CXFmFDPdrZxk4o+SB/1858Xlp67OaPw5uPpcWD3HBwIgiDI3YzpLEJPT8/GxsZr166RJEkvnDlzZm8GhiA9D2Oz5QDuzc1w5Ehb28iljonDPNUd1ZHGcWzasLj/Tkk4b2Zdyinu4UARBEGQexyjBpbRaJw/f75UKqWrPr/zzjt3ZvtEkHsF7uQk0etB3WZdQlqZwLDlbGE7SRwAwNtNvOqxYbEpMT0aIIIgCHLPY9TAWrVq1ebNmxctWvS///1v06ZN1dXVc+bModr9w4MgdzOHCRPkQgEAtJXBAQCkTrwRI3wAvc0RBEGQzmPUwNqxY8drr732+eefjx8/ftKkSZ9//nlaWtquXbt6OzgE6VVyAOFnG+BsdlsbSIRcrRdW52y4WNnQ1jZWq7WdKpNNTU1Go7G7gSIIgiD3GkaD3KuqqiZOnNhyycyZM1NSUh59tL2qughy9xO++ILAbG5r5LtCocjJydFoNDVaor6mX1I//5YFJVUqVXV1tclkWr1hRVRU1IIFC+jKObSjR49u375do9FYLJbY2Nhnnnmml08FQRAEuYsw6sEaN25cXV1dyyUWi+Xy5cstl1y/fr0n40IQe6FHvrucP0+V32i5vK6u7syZM1FRUdOnT188Z7IkhPgxd5/JdCsZqVqtVigUcrk8LCxs+/btMTEx//rXv2xTazMyMr799ttXXnnlxx9//O677/z8/N566y17nxiCIAjSdxg1sDZv3rxnz576+nrbkq+++uq2ws/r1q3r4dAQxI7YUVHOly+1XHLp0qXY2Fhvb2+6KnBISEhAQMD2a+d25ZYBQE1Njaenp1AoBAAOhzNt2rT4+Pg9e/bQz/3mm29eeeWVyMhIDMMcHBxmz54dEBBgNpvtfloIgiBI32B0i3Dw4MEVFRU7duxwcnKilzQ1NbHZbBcXF/q/BoNBq9V++eWXvRUmgvQyjM12mDDBAUBBUWC1AkE0NzfTpQZt3NzcGhquJyV7Qz0YjUbHf6ZxDw8PP336NACYTKa6urr+/fu3XNu/f380LwRBEOTBwaiBFRUVFRAQMGjQIFsm99sYjcYffvihRwNDkL7hYTQ2v79K+/JLHA7HYDAIBALbKoPBwOFweByWWg5ZpwtqS0TDgr1sa5VKJd3kYrPZbDZbpVKJxeKWa+15FgiCIEjfYtTAeuSRR2JiYkJD2ysJQt8rQZB7Hcbjid59RwTg6+t7+fLl1NRUHMcBwGw2X7t2LTo6mt4sKMDv2o3iGJ2rgI0DgEql+v3331988UUAwDAsJSVlx44dixcvxjAMAGpraw8ePEgQjD5uCIIgyH2A0Tf+jBkzOtxm6dKl3Q4GQe4iI/r1+/Onn4/U1UmDgiiKunnzppeXl22eYGRkZEPD8cNFxyQSSeWe7KysrLS0NFvz66mnnlqxYsXSpUv79etnMBhOnTo1depU2wgtBEEQ5L6HflIjSOtYLNZDL72Yv29fBZeL43hqaqpEIrGtJQhixIgR1dXV1dXVMpls1apVLXM0ODo6rl279ty5c0VFRa6urh999JGHh8e8efP64jwQBEGQPoAaWAjSJlwk6vfYY/0AFCoV8Pm3rcUwzMPDQywWy8PCHO4o9oxh2MCBAwcOHGivYBEEQZC7CKM0DQjygJPp9YL/rO3rKBAEQZB7RqcbWL/99tvatWtLSkp6IxoEuTux3N2dli2V93UYCIIgyL2CUQNrwYIF6enpZWVlBw4cmDx58pdffjlu3LhLly51/EwEub/IAaj3V0FFRV8HgiAIgtzVGDWwysvLv/nmGz8/P7rox9WrV0+fPv3555/3dnAIcheSv/qK+z9TjCIIgiDIbRg1sPz8/FgsFkVRx44dmzp1KkEQEomETvCDIA8ajMfDJRI5AFy8CC3qRyEIgiCIDaMGllartVqtp0+fvnnz5tixY+mFOTk5vRkYgtztPIKDxceP93UUCIIgyN2IUQNrwoQJoaGhY8eOjY6OTk5OLi0t3bhxI5vN7u3gEORuhjk68qdNY9XU6PX6vo4FQfqMRqNZsGCBm5ubVCqdPXu2Wq3u64gQ5K7ANJN7//79CwoKhg8fzuFwFAqF1WpFqduRB9ypU6e2bNlSV1eHYVh4ePiCBQta5hpFkAfEvn373N3di4uLCwoKJk6c+N57761Zs6avg0KQvsc00Wh4eHh5efl///tfZ2fn1NTUZ599tlfDQpC73Pnz57/++uulS5e6ublxudw///zzrbfeWrt2rUgk6uvQEMSunJyc3nzzTTabHRcXN3fu3KtXr/Z1RAhyV2DUwNJqtRMmTDj+13ATDMOWLVu2atUqNM4deWBt37594cKFoaGhTU1NGIaNHTu2tLR0z5496enpfR0agtjVmDFjbI8LCgpSUlL6MBgEuXswamC98847lZWV27dvHzZsmKura3l5+bp163bv3j19+vTejq8lnU43cOBAg8Fw23KDweDg4FBbW9vhHiiKoiiKyZY9iyRJDMO0Wq39j9vY2Gj/djBJkvZ/ke18cYuLi11cXGpra0mSNJlMarVaLpdnZ2e3E4BMJvP29mYSIbpwdkCSpNFo1Gg09j9uQ0ODnQ/K/EVuaGiorKwMDAy8c9XChQuXLFnSznNLS0tVKtXixYu7HiiC3EcYNbDOnDmTkZEhk8no/wYHB69fv37lypV2bmDx+fydO3eaTKbblufm5q5du7ZlId62mEwmg8Hg5OTUOwG2SaPRsFisO8vV9bampiahUEgQdq04SZKkUqlkcjl6lsFgMJvNQqHQPocTi8UYhkkkkubmZi6Xy+VyrVarm5tbOyfe0NBQW1vL5JVBF84O1Go1m83m8Xh2Pm5jY6NIJMJxu5Yps1gsarWaycUVCoUikWjjxo23LccwLCAgoJ0najSaV155Zdu2bVwut1uxIsj9gtE3eHh4uK11RcMwzP4/wgAgMjLyzoUGg4HNZjOZ1Wi1WjEMs//8RxzHWSyW/Y+LYRhBEHY+rtVqBQD7n6zZbLZarXY77vDhw3/44YclS5bQF1er1e7du/fll19uJwCLxWI0GplEiC6cHfTVpxIACIJgsVh2PijDrz4OhyMQCOLi4jq1c7PZ/MYbb3z66afu7u5dDRBB7jeMGlgEQVAU1fKGRWlpaXZ2dq9FhSB3u/T09Pfff3/x4sUhISFWqzUnJ+eRRx5p9QcAgtzfrFbryy+/nJ6e7ujoWF9fDwAikQjl8UEQRg2syMjIuXPnPvvss56ennV1dcePH//oo49mzJjR28EhyF2LzWb/+9//vnjx4oULF4RC4WOPPebl5dXXQSFIH3jllVc2bNiwYcMG25LTp08PGTKkD0NCkLsBowbW/Pnz8/LyEhISKIqil6Slpb333nu9GRiC3ANiYmJ8fX15PJ79B9ghyF1i3bp169at6+soEOSuw6iB9f/s3XdgFMX+APDv7vV+SS7t0i+dFnqT/kCkhqdgpyhgAbHw1AeIXdEftqcIVqKCWBEQEWnSg5SEXtNJuZK7XO93u/v7Y/FeXuoFriQwn39y2dvb+d7t7Ozs7OwMhmHvvffeY489duzYMavVmpeXN3jwYDRGA4IgCIIgSIs68JhSZmZmZmam798dO3bcfvvtIX4WBkEQBEEQpPPzt4LldDrLysqMRiP9r8vleuuttxqPL4cgCIIgCILQ/Kpg7d27995779VqtU2WN3m0EEEQBEEQBAE/K1hPPfVUcnJyQUFBSkpK4xoVql0hCIIgCII051cFq7S09MyZM9nZ2cGOBkEQBEEQ5CbgVwWrX79+zUeNq6ioaHvmhJCxWq0lJSVDhgxpd02pVCqTycrKykIQVWPJyckul0uj0YQ43R49epSXlzscjlAmyuFwcnJyzpw5E8pEAUAmk4lEosrKyhCnq1AoTCaTPxMbWCyWTz755Pfff293zbDsODabnZubG5YdJxaLKyoqQpyuQqEwm830wJihlJeXd+nSpeZTfgUVj8dLT08/f/58u2vqdDqj0bhkyZIQRIUg143BYDz//PMSiSTcgbTFrwrW999/v3r16hUrVjSe3mHFihVffvll0ALrMH+eZ3S5XCaTKfRPPlosFo/HE/p0GxoavF5viNMlCEKr1Yb+yzocDoqiQp+uyWRyOp3+pMtkMoVCoT9r6nQ6tOOCzf8dF1harZYgiNDPRajT6fxJ1O12EwRht9tDEBWCXLcffvhh9OjRY8eODXcgbWm5grVy5co1a9Y0XmIwGD7//HNfbZFuj+kkFSyhUJicnPzRRx+FOxAEacuECROeeOKJoUOHhjsQBGnV2rVrDx8+PHv27HAHgiBt2bVrV7hDaF/LFayMjAw+nz958uTWrnicTucvv/wSzMAQBEEQBEG6qpYrWMOGDZs3b97ixYvb+KRQKAxOSAiCdCUkSVZVVZ06dSo+Pv6mb59zOp0XLlw4efLkjBkzpFJpuMNBEKTzarmBKiYmpu3aFQAMHz48CPEgnYLb7fZ6vYFaDbm5qdXq7du3v/322/70oW4usLmIoqgffvhh7NixU6ZMKSgoeOSRR37++edAbRwAjh8/vn79+s8++8xisQRws0jwBDtLdCqoTO5UWq5g6XS6sjZduHChSSct5KZx8uTJyZMnt/tUV5PVTp48OX78+Lq6uuAHiHQucrn8iSeeiIiIuI7PNslFNpvt8ccfv+eee3bs2GEymT744IOObrCgoECtVn/00UcPPfTQsGHDTp486XQ6ryOw1owYMeLee+8N4AaRYAt2lmhN6ItEP4tuJGRavkW4evXqV155JbSRIJ1FfX29Xq9v93zZZLW4uLjhw4d38odmkc6mSS7auXPnww8/XF5e/t13333++edvvvlmh7ZmMBg+++yzTz/9tFu3bt26dQMALpcb8JjRBKxdSGiyRItCXyT6WXQjIdNyBWvEiBGTJk168skn2+jk/s477wQzMCRs6DHPRCJRh1aTy+XLli1Dg/sjHdIkF915550AMGDAgOtrJaqtrSVJsvEpDWXIW1wYs0Toi0Q/i24kZFquYA0aNOiRRx65/fbb2/ik2WwOTkhIq7799tvVq1cLhcIHHnhgzpw5ZrO5oKDgu+++mz179qOPPvr999/X1tZSFHX16tWFCxf26tWL/tT27duvXr1aWVnZ0NDwyiuvJCUl0cu9Xm/zjxw8eHD16tUAMHXqVAB49913o6OjCwoKioqKDAbD4MGDX3zxRYFA0GS1GTNmVFZWnjhxoqCgICkpqY04FyxY8Ouvv5aVlXm93oqKip49e86fPz9k15RIsB05cuTjjz+uqanJycl57rnnsrKyAICiqBZ3up+ZrY0tNE66vLycvqU4f/58JpP5+uuvDxo0qPEKrW3k9OnT27dvP3r06IcffvjVV18dOHCgoKAgPT1dpVK1GAzSVQQ8S7RYZtKbOn/+/IYNGy5dumS1WqdOnTpo0KBff/3VVyQeOXJk586dJ06c+PLLL998880zZ87k5OS88MILERERL730UnFxsUKhWL58uW+6lBYT2rp166FDh5RK5Xvvvbds2bLLly+npKQsXrx4wIABAND8aOrZsycqbMOr5QoWn8+nd1IbKIoKQjxIWx588MGKior9+/c/+OCDACAWi8eOHUt3W3nqqad69eq1dOlSANi0adOiRYt++eUXmUz23XfflZWVvfTSSwDw/vvvz5gxIzIyMi4u7rPPPlu8eHHzj4wYMcJqtb700kvbtm1js9kAsHDhwpdffvmFF144e/bsY489tmnTppkzZzZZzWg0/vjjj76BSVqLc+HChf/5z38MBsMrr7yCYZher587dy7dnw/ddrkJHD16lD6N1dbW/t///d8TTzyxefNmgUDw4YcftrjT/cxsANDaFhpnm/T09CeffHLevHlffPFFenp68/Ba24hcLheJREql8osvvkhKSoqOjqZPQm+88UaLwSBdRWCzBEmSzzzzTIvF7Lp16y5fvvziiy/yeLxTp059+umns2bNSklJ8RWJqampHA6nvr7+iy++ePLJJ3k83lNPPfXss8/m5eUtWLBAIBA8/fTTL7300o8//ggArSXUo0eP7du319bW/vTTT6+99prX612+fPmyZct+//13Npvd/GhChW3Ytf9Dm0ymL5tZvXr1ypUrQxAf0sT06dPNZvPBgwfpfwsLC2fOnHno0KG//vprwoQJ9MKRI0fabLZjx45RFLVu3Tr6+gYAJk2a5PV633777YKCgiNHjrT4keYpvvDCCzExMQDQq1ev22677dKlS83XkUqlviu5NuKsrq7esGHDjBkz6GbzyMjI+fPnFxUVHTly5MZ/GSTskpOTH3744fT09JEjR/773//W6/VHjx7t0E5vMbMFJNu0sZGYmJj+/fsDQN++fR9//PHPP/+cjsGfnI90XR3NEq0VsyUlJatWrXr22Wf5fD6GYX379r333nubFIlyubxPnz4A8Oijj2ZnZycnJ8+YMePq1atz587NyclJSkq65557ysvLbTYbALSWkEKhyM3NxXH8iSeeSExMTE1NffTRRw0GQ01NTYe+XXB/VqSR9qfK4XK5Tz31FJo5oZPIzc3NycnZtGnTmDFjSJI0GAzJycn09HZr1qzhcrlsNpvP548ePVoikbjdbp1ORx+08HfvTnrwnosXL7b4keYpxsTE7Nq1q6ioCMfxurq61sb+aTyNUmtxbt++naIo+qRFo0uxixcvDhs2LCC/DxJGcrnc95reswaD4fz58/7v9BYzW4e20Jq2N0Ln3n79+gFAZGRkG8EgN42OZonWyszDhw/z+XxftgGAMWPGQLMikf5XLBbT/9Lp+v6Njo4GAKfTKRAI2iiccRxvPN1WfHw8ALQ4YkhAjhrkBrVfweJwOCNGjHjvvfcyMzPpuvDFixe/+OKLF198MfjhIU1hGDZ9+vQ33nhDqVRWVFTQRzJ9u3bp0qXNuzfm5eVt2rRpwoQJfD7/119/nTp1Kt0Hq42PNGaz2ebNmzd48OCnn36az+evWLGitrb2uuOkZy82GAy+w55+4AU9e3jzoTNYTk7OlStXwL+d3lpmC0i28WcjTOZ/y8PrzvlIV9HRLNFamXn+/HmbzWa32/l8vv+pN+n83vhfPwvn5htpDBW2nYFf92LffPPNbt26sVgsJpPJZDJ79ep19913v/3228EODmnR+PHjBQLBli1bioqK6Nt/dPeCFtt+33nnneTk5EWLFq1evTo3N3f58uX0MdnGR2gEQQDAn3/+WVpaOm/ePLrsoA/a5qv5GWdmZiYAFBcX+9ZRqVR0o7r/Xx/pnJoMb3jq1KmcnJycnBx/dnrbmS0g2aajG2k35yNdXUezRGtlJv0kx549ewIVWLuFc9voowkVtp2BXxWs5rskPT19/fr1QYgHaR+Px5s8efLPP/8sl8vp2tLo0aNTU1PffPPNAwcOuN1ut9u9efNmrVYLAOfOnTt//vyCBQtuv/32lJSU8vJyl8vV9kfoM8q+ffuOHz/udrsBYMeOHXq9ft26dVeuXPHVqJqsRq/p8XjaiLNnz55DhgxZt26dUqmEv0dYnjlzJl0WIF2a0+k8cuQI/dxTdXX1zz//vGLFCiaT2fZO9yez+Z9t6C3QOZxe0+Px0Hmy7Y00z720FnM+vf3mKyOdUACzRGtl5siRI3v06PHBBx/s27fP6/XabLazZ88230Lb/zZe2Ebh7Ctpm38K/vdoys7ORoVt2DHaHVCUJEmbzeb+m8vl0mq1K1euPHv27PPPPx+SINtRU1Pz22+/0SPo3CLi4+N/+OGHl156icfjAQCDwZgwYUJDQ8PGjRu/++67Cxcu9OzZs3v37gBQUVGxb9++jRs3/vK3LVu2jBw5MjIysrWPxMTEFBcXb9myhcvlPvjgg2VlZb/88suVK1fmzJlTUlJy9uxZFovVs2fPxqvZbLYff/xRpVJpNBqxWOwbCaJJnBiGjRo1qqGhYf369SUlJefPn+/Wrdt99913iwxWtGHDhpEjR/p+nJsJSZKnT5+OiIhYtWrVzp07Gxoali1bJpPJoL2d7k9m69Wrlz/ZZu/evRs2bFAqlRqNhn7r008/vXjxYkNDg8vlysvLa20jO3bs+OGHH1QqlVqtNpvN9FGQkpJSWlraPJi6uroWs/pN49SpU9XV1dOmTQt3IAEQ2CzRWjGL4/jYsWONRuNPP/20du3aQ4cOpaWllZWV0Vug80lxcfHGjRu1Wm19fX1CQsKRI0c2btxYX1+v0WgiIiLi4+Orqqp27dpVX18vlUqTk5NbTGjNmjW7du3S6XQajSYjI0MsFhsMho0bN6pUqqioqKSkpMZH0/Dhw2/uwnbTpk0TJ05UKBThDqQtWLujLTQ0NERHRzdf7cknn/zwww+DFlgHFBYWzp8/H7WoNefxeD788EOKoh544IGoqCiPx1NcXLxs2bLp06c/88wz4Y7uljNhwoQXX3zxpp8OGenS1q5de/jw4a+++ircgdxaSJKEjk8SQFGU79R8qw2+8MADD3z88cdjx44NdyBtab+Te1RUVO/evadNm+br5M5msxMTE30P/yOd1t69e7du3bpv3z76ARYOhzNy5MhevXo1ebwFQRAECaPrqx5hGHbTtEjdlNqvYAHA/PnzH3vsMbQjuxyn0ymVShtXp0iSrK2tnTNnTviCQhAEQZCbn18VrMcffxwA9Hq9Wq3OycnpbE2RVqtVo9GsWrUq3IF0Ona7Xa/XL1myJCEhgV5y5swZkUh0/Pjx48ePhze2W5Db7f7tt98aP9eDIJ1NcXExKk6Rzk+r1Xb+Z3v9qmC5XK6FCxeuXbsWAGQy2aJFi5YtW9Z4gJCwS0xM9OehHpIkSZIMfeT080ehvzGHYdiYMWPOnTt39epVNpvt8XhkMllubm5QH4CiKIogiND/yCRJUhQV+h+ZIAgMw/y56qB7+vvz43u9XgaDEeI2Y7TjQqOT71wOhxMdIVuYjQAAIABJREFUHe1ncYp2XLCF66gM1znL6/XiOO7Pzs3JyeFwOCEI6Ub4tdtWrFhRUFDw+OOP03Ot7Ny5c/bs2d9++20nuWkoFAoZDMaGDRvaXdPpdNrt9sZD7oaGyWRiMpmhnylWq9VKpVJ6ivWQIQhCp9PFxsaGMlEAsNvtbrc79MNtGwwGLpdLV57aJpVKR4wYsXz58nbXRDsuBIxGIz1MdojT1Wg0MpksxKcuj8djNBrp4cLb9sYbb7z77rsXLlxod02Hw+F0OunhK0MJ7bgQsNlsXq839KOS6vV6Pp/vz4zUffv27fyTr/tVwfr222+fffZZ3+SD+fn569ev//nnn+++++5gxoYgCIIgCNIl+dXKqlKppk6d2njJ/fff30nGaEAQBEEQBOls/KpgTZw4kR5G1sfr9Z47d67xEjTVPIIgCIIgCM2vClZBQcFvv/2m0+l8Sz7//PMmI+6jBi0EQRAEQRCaX32wBg0aVFtb++2334rFYnqJwWBgsVj0VBgA4HQ6bTbbp59+GqwwEQRBEARBug6/Kli9evVSKBQDBw5s7QEKl8v1448/BjQwBEEQBEGQrsqvCtadd97Zu3fv7OzsNtYRiUQBCglBEARBEKRr86sP1j333NO8dvXBBx80/vf5558PWFAIgiAIgiBdmV8tWGaz+fPPPy8uLtbpdPTc3QRBnDlz5plnnglyeAiCIAiCIF2PXy1YDz/88IsvvuhyubRabUZGRlxcXH19/bhx44IdHIIgCIIgSFfkVwvW7t27//zzz6FDhy5YsGDNmjUAsHLlyvvuuy/IsSEIgiAIgnRJfrVgxcTEDB06FAAIgrDZbAAwa9asRx55JLihIQiCIAiCdE1+VbBGjx5dV1cHAKNGjXrllVfMZvOWLVsOHjwY5NgQBEEQBEG6JL8qWMuWLXvooYeqqqqmT5++a9cuiUTy+OOP/+Mf/wh2cAiCIAiCIF2RX32wUlNTd+3aRb8+ePDgxo0bGQzG3XffHczAEARBEARBuiq/WrCef/75UaNG/fLLLwAgkUjmzp2blZW1devWIMeGIAiCIAjSJfk72fOrr7561113+Zb06NHjvffeC1pUCIIgCIIgXZhfFSypVDpixIjGS3g8XkVFRXBCQhAEQRAE6dr8qmD169fP4XA0XrJ161apVBqckBAEQRAEQbo2vypYixcvnjt3bn19PQBYrda1a9fOnTt38uTJQY4NQRAEQRCkS/LrKcJBgwb16dMnLi5OJBKZzWYAGDx48Ouvvx7k2BAEQRAEQbokvypYAPD888+PHz9+27ZtLperd+/e+fn5DAbjRhKmKArDsBvZAoIgCIIgSOfkbwULAPLy8vLy8m48Sb1eX1BQsGbNmpKSEiaTCQBWq/Vf//rX5s2bCYKYNGnS6tWrRSLRjSeEIEhAqFSqY8eOWSyW+Pj4ESNGsNnscEeEhFlJSUlRUZHNZuvevfuQIUPQ1TKCNOdXH6wAqqqqmjNnTmZmZmVlpW/hH3/8ERcXV15evmvXrj///PONN94IcVQIgrRm3759ixcvrq6u9nq9Bw4cWLBggVarDXdQSDh98803r7/+ul6vdzqdP/7445IlS9xud7iDQpBOpwMtWAGRmpq6devW2traxgvFYvHy5ctZLFa/fv3mzJlz4cKFEEeFIEiL6uvrv/zyyzfffFOhUNBLvv/++48++gh1wbxlnTp16uDBgx9//DGbzXY6nRKJ5P/+7/82bNjw0EMPhTs0BOlcQl3BatH48eN9r0tKSpqMudXY4cOHnU5nk4UXLlxwuVwul6vdhDweD0mS/qwZWARBAEDo06Uoyu12kyQZykRJkqQoKvRf1uv1EgQR+nRJkvR6vf6ky2KxeDyeP2t2nh13+PDhvn37JiQk+Jbn5+dv2rRJrVZHREQEJF2v1xuWo9L/HRdY9M7F8ZDePfB6vX4elV6vl8vltrHmn3/+OWnSJC6XS2dRj8dz9913v/zyy/fff39AQ24VQRBox4Ug3XAVpx6Px587zi6Xq6ioqMkAUgDA4/Fuu+224ETXYf5WsFQq1e7du2Uy2cSJEwFAqVTK5fKAR1NZWWkymRYuXNjiuw6HY8mSJc0rWFar1ev1WiyWdrdPURRBEP6sGVh0ieDxeEKcLkmSdrs99N0jKIoK/Y9M1w9Cn67/9QOpVBoZGelPhGHZcRRFNf8BGxoa2Gx2k4VsNru+vp7uQHnjwrXj6KMy9Pe2KIqyWq2h37kkSfrzI7vd7oiIiDbWNBqNTCbTYrH4ilMGg2EymUK2BwmCIAgiLDvOZrOFPlE/d1xghbE49bNCSRDEd999RzdeNCYWi3///XcejxecADvGryKysLBw4sSJZrP5zjvvpCtY27Zti4mJmTZtWgBDsVqtixcvXrduHYfDaXEFHo93+PDhFsNbtGiRTCZrNwmn02m32yMjI2801g4ymUxMJlMgEIQ4Xa1WK5VKWSxWKBMlCEKn0/mzOwLLbre73e7Qj39rMBi4XK4/x7NWq62rq/Pnl+k8Oy43N3fTpk1RUVG+CkFdXZ3H48nJyQlUV/dw7Tij0chms/l8fojT1Wg0kZGRN/gUdkd5PB6j0ehP3uPz+SqVqo01s7Kyqqqqpk6d6nA4nE5nRETE5cuXMzMzQ3bIh3HHRUREdNodF1g2m83r9UokkhCnq9fr+Xw+l8ttd00+n//+++93nsaqFvnV2rl06dJ33nlHpVJlZGTQS2bPnv3dd98FMA6Px7Ns2bL//Oc/cXFxAdwsgiA3YsiQITiOf/zxx/S1bFlZ2dtvv33vvfeiBwlvWVOnTi0uLt60aRN9i7CoqOizzz6bOXNmuONCkE7Hrxas3NzcRx55BAB8DYYURR05cuS6U6U7l/i6mBAE8cwzzzz44IMCgUCn0wGARCIJ8eU7giDNMRiM5cuXr127ds6cOQwGg8PhTJ8+ferUqeGOCwkbqVT6+uuvf/bZZ+vWrSNJMj4+fsGCBX369Al3XAjS6fhVwfJ16/N1KNuxY8d13+PcunXrr7/+CgBLlizJz88fOXLk4sWLV69evXr1at86f/311+DBg69v+wiCBJBUKv3Xv/61ePFih8MR+vsySCeUnJz85ptvWiwWm82G7jkgSGv8ukWoUChee+218vJyu91uNBq///77mTNnjhkz5vqSnDp16tq1aymKev/990eOHAkAH374IfW/UO0KQToVDMNQ7QppjMlkttZfFkEQ8LOC9fTTTxcWFmZkZPz0008RERH3339/YmLiypUrgx0cgiAIgiBIV+TXLUIWi7V9+/Zt27YVFRVRFNW9e/c777wTXbsgCIIgCIK0yN+RbBgMRn5+fn5+vm/Jd999F7KR5RAEQRAEQbqQlitYV65cqampaeNjLpfr888/RxWsECM0GozDwaVSAHD8uhUYOG/yZABw7tzVUF2NzZ8HALKTJ517/hQ/+y/AcUqlcmz/g/HPabhYDCRJeTwYandEEARBkOBruYK1ZcuWJUuWhDgUpEWuv47iYhGre3clAHXoMJaRDr17AwCM/QcwGAZ6pfG3+4aF1vXtC337WgEAwJaS4hKKrPQAp3Y7VfAVNmmiPD0dCMJbUcFMS4MADcaNIAiCIEhjLXdyHzFixMyZM8vLyysrKysrK2fNmjV79mz6dUlJyebNm++7777KysoQx3qr8HrtP/3suXBBCaCkqAYGQ5uSogQAAGz6XddqVwAgEEC7w90ymZCSDPTQw0Ih9uQiSE+nN1t/8pSyrAwAgCSde/dRIZ8CArkFuU+fMb/3PlAUABDVNZbVa0i9HgAos1n51tvK8nI6c5rfedf111H6I879Bzxnz4UzaARBkOvScgNGv3795s2bp1Ao6H/Pnz+/Z88e39yumZmZTCbzq6++evXVV0MU5k2Koqi//vqrqqqKw2L1sViThg7R5uQAjkPv3qBIAwDAMBg4IPAJM5lwz90AoAQAHAeREDQaUCjkAKRej4d8KiHkJuO5fJnU6zlDhwKAcvduKCuHxx8DAOiWCz26W+lZd5KTYOECC4DH4yFiYrhL/24yxzDrc89afdvKyQaPl35Jbd4CNlvCgw8AgLesDGNzGMlJofxe7XK5XAcPHlSr1SKRaPDgwWiMKAS5lbXcgsVms0eMGOH7VyKR+GpXtNGjR3/wwQfBDe1m53Q6lz733K8bvqMoipOaesRq2U3PY43jkJUZ0pt3AwaAQgEASopS/7bNc+FC6JJGbhbOffsdW39TAigBtF5vg1xOv4Zx467VrgCAze5wxo6Lg6RE+iX2z2nYgw/Qm63n8zWXLtEtu+4TJxy/bg3YN7learV64cKFhw4dYrPZNTU1zzzzzL59+8IdFIIgYeNXYdezZ0+j0dh4NtadO3eGfurim8w3X389ze1JWrQIy8kGAGfPnjt37oyJiZHL5WGLCcNg9iwt/drpFPzfSsGDDzDT08MWD9K5uY4eo5xO/aiRAACKNEhIuPZGjx5BT1suB7kc6Dpc794gkdL9EWUnT3rOnhPMngUY1ubnA+/9998fN27cPffcQ/87ceLEF198MTc3F7VjIcityd+BRqdPn15YWKjX60tLS999993Zs2ePGzcu2MHdlCwffqQ8dEgJ4I2Nlb7xOl27AgAul5uTk1NdXR3e8P6Ly7W9/FJ9eroSgDSbnXv3AkGEOyYk/NwnT7oOHKSbkRriYvXD/p7NPiUlbM9MsFiQlUm/1PXta5o8SYlhSgDP5cvuU6dCE0JDQ0N1dfX06dN9S9LT0wcMGHDixInQBIAgSGfjV4GYlpb24IMPjhkzxu1200vGjRv37rvvBjOwm4vXS9bXQ2amEgAeexQ4HADweDxNBmvlcDgejyc8EbZJLRQCiwVarRxdi9+aKIo0GvGICCUAsNkweNC15ampYQyqVTIZ/VeblEQdO45RlBzDSJ0O43IxoTBIadrtdqFQyKAfKPmbRCKx2+1BShFBkE7OrxYsAJgzZ45Wq929e/e6detOnTq1Y8eOmJiYoEZ2MzH8tk1vtdL9ReDvSpVEItFoNI1X02g0Eokk1MH5A8dh+HCIi1MC1F0psX31NZBkuGNCQkf5zTr15cvXMnCPHtBVRlMTCLAxowHDlABqq1W14Tv6AcZgiImJsVgsSqXSt4QkyXPnzqWkpAQpRQRBOrkONOmLxeKxY8cGL5SbjPdqtfv4MeOMGQBA3nsPjjety/bu3fvIkSNMJjM+Pp4kyStXrqjV6jvuuCMcwXYAlp1lEglNGBa+nmJIKDh+3WrwuIG+5zVndrjDuWGpqfDoI9eqP4cPi4pPwuxZAdw8h8O577773nrrraeffjo9Pd1sNn/99ddcLnfQoEHtfxhBkJsRGmcyWDQOBzZpUhsrxMbG9u/fv7i42OFwUBQVHR09atSorjHDo69z8a7d4poa4dyHwx0QEhiU1equuqobNBAAIH9quMMJmmHDLMOGOZ1OBoMRX1SESyTMzMwb3yo9k9jLL7/sdrsJgrjtttuWLFmChbyvPYIgnQSqYAWS+/Rp7bbfseUvAICv93obkpKSkpKSvF4vjuPNm7i6gNvHmQHMAHIAymoNXgcXJDRsJaXkLfbQqC47G44fh8zMG2+RxTBs2rRp06ZNs9vtPB4PVa0Q5BaHKlgBQFosGIul4nKhd2/MN9K635hdf74aJQBs/yMqLo4zYni4Y0E6xnX0mK6oCHtiIYlhxPBhcKvVkkUi+Mc/AEAJQG38JQIofqMnAa8Pn88PRGQIgnRt/p7aSZLcvn17cXFxZGTkyJEje/XqFdSwuhBSq1N/+y08Mj/cgYTb3TMaAAAgxuuFv582RTotz6VLrMxMJZMJgwdhg1E/IQAAbPpdRgAjAABE7t3L7t8fF4vDHBOCIF2WXxUsm802efLk/fv30/9iGPbvf/97xYoVt3IbuLuoCBMItLm5EC2DZ54OdzidiNrp9H76OfnsYvx/R/9HOg9laSmUlEJOTrgD6bz0WVlQUiLv3z/cgSAI0lX51e/ntddeq6urW79+fW1trcvlunLlisVi2bhxY7CD67woSqvVaTMywh1HpyQSuZf+Wx0RoQSg0CBAnQahVpveXKE0GpUAkJkJ+VNDP9Z5V5KYCP370+Op1r36muvosXAHhCBIF+NXBevo0aOHDh168MEHExIS2Gx2ZmbmqlWrzpw5E+zgOhvbuvXKPXuUAEoMwybcASxWuCPq7FTnL1i/XBvuKG5pRF0daTAoATQyme3fz0OjCa8QP2Evv9QweJASgPJ4PFdKwh0OgiBdg1+3CLt37x4bG9t4CYZhDQ0NwQmpcyG1Om9dna53HgDAPXd3mSEWO4mBA8wDB1x7zNDrxbp+d/6uhTSbNX/uhel3AUDY5rG5iahwnDp/HmMx5QpFuGNBEKSz86sFi8lkUv87AnJlZeUNzrFFBW1I5cBSnTuni/u7chnC2pXTTRRd0ZpsbgDweMkNe0rLlGb6rS2FlSdLr83IvO+0ct+pOvp1cYn2j+PXpjL0ekkv0YkGW1cCqAq+cp88Ge5AbgFer3nFW8qz55QAarEYZs0E9FBboDAY2F13gkKhBKir15pXvkOaTOGOCUGQTsqvi9qePXvOmTNnwYIFCQkJWq12//7977zzjm/S+I7S6/UFBQVr1qwpKSnxjVBw+vTprVu3MpnMY8eOffjhh6mBmOOsqqrq6NGjFoslMzNz+PDhTaYJKy0tPX78uNPpzMrKGjZsWOMO+45ftxrg2kCL2JjRNxIDRVF1dXUqlQrH8aSkpCbzC1EUdfZy5ekSdZ80YUJCAq7mHihXzchL47IYLA8kONjscqvF7WQwGLPTEnnAAyUAwMy0NAB6aASYGiP3vR4ljHZyCK4SAKBMZz1SVT+jRxKHjVXw7buKa/OHpooFbH9idrlcVVVVFotFKBSmpqZyudwb+QX+65H5OgAAQEPAt8Htdu/bt+/cuXNJSUkjR46M82/yR8rttrz/gfWuOyEzE5hMWLY0sFFZLJaamhq73S6VStPS0pocSuGiUqnoyabi4uL8/KECCIuJti5+xophABBnMgGO4yKRy+Xav39/VVVVVFTUsGHDQh9VyJSUlBQWFlqt1r59+w4dOvRWfuAJQVrjVwvWvHnzZDLZkCFDkpKS+vbtu3jx4ry8vDfeeOM60quqqpozZ05mZmZlZaVvocPhePTRR5ctW7Zs2bL8/Pz58wMw5MGmTZtefPFFs9kskUj279//9NNPWywW37vr169/4403xGfPyuu1O3bseO6552q+/6Hu9+10n1ZD/tSADGNNkuT+/fvPnTuHYRiO48ePH6eb/YpLtDtP1AhqSe3hCl6tZ2RUYgYR6zqrY7ssM/tncFkMAGDhgJnqrWYjg8GgKOrq1atarbbdFOnPAkCGTDyrfwYDxwAgw8lf0D0rwcQWKYGscG/cUqoxOFrbgk6n+/3333U6HY/HM5vNf/zxR5MJE2+csqLC+MJyIIjAbvYmoFarFyxY8Ndff0kkEpPJ9Nxzz+3du7e1lSm73fzOu8qSUiWAis22Lvk3BGI48uYqKyt37dpltVp5PJ5arf7999+tVmtrK6sa7GbbtUE6Cs+rL1Ub6NeNm1pPluo2H752+JcrzT/sr/B4SQAwWF27imrpVluKAqe71RxCUdThw4eLi4sxDGMwGCdPniwsLAxDoziTCQwGAKjdHtW69era2oULFx49elQqldK7b9++faEOKSS+/vrrFStWuFwugUCwbdu2JUuWuFyucAeFIJ2OXy1YGIa99957jz322LFjx6xWa15e3uDBg6/vkiU1NXXr1q21tbWNF27evLl79+50a9Ydd9wxd+5ci8UiEomuY/u0K1eu/Pbbb6tWrZL+3aW3oKDg008/XbRggeWLL2sHDrBLpa9+8QWrsgqLj8sTi48dO3YSxwcMGHDdKbbo/PnzTCbzjjvucLlcRaUNIo4sye4kLhpHSaNBCEqlksPh9FUo6F9SJpOVlZUJBAL6iyuVSqFQGB8fT2/K9+4NjmEo4bIfGpgJDgAHOD3Ej6cr+w+JS44RUhQYrS4xn1lYWDh48GC5/Fozk0aj+euvvyZNmsQKYI9+hcL+6it2BgM1ZTXx/vvv5+fnT5kypf63be7y8hGrV+/Zsyf59Bn+kSPw8EPA5VL1WuzLL2HObJDLgc+H554NdkgWi+XUqVPjxo0T/z0i1OXLl/cfOhqT1isvPYrDYphs7j+OV+cnJMYIuQRJqarMOdES+tgdIZQxAOM0a2odKZCBQka/7g3injkCSk8xzSAg2ZFRsTwDk2ECl5fYcaF6YFJ0aqTQIoeNBysyEiS906MAQNVg16mrXS7XxIkT6fkPunfvvnfv3tLS0qysrGD/IC2LlmELF+zcvfuB557LcrrEBw6Inlw0fvz4pUuX5ubm3mTtWCdOnDh69OiaNWvA7bZ9s062YsWHH374zTffPPLII+EODUE6F78qWOfOnRMIBCkpKZnBuUS+cuWKTCajX8fHx+M4rlarW6xg7dq1y9Ss08OVK1ecTqfT6fQtOXDgwMiRI7lcrm/h1KlT586dO3/+fM+iJ0rPnFHExOA4TqQrAAC83uzs7D179vTp0yew3+vAqZp+8u7COopHMMZJYvEI3Gg0Go1G+lxlNBrT0tIoiqKvvDEMi4yMNBqNAoGAoiiTyZSVlUWS1/pR4TgulUqNRmNHb9hRFOXbSBNsBjaznwLcALUkSVK7LqjSpVwWixUTE+P1eul1oqKi6HYLX1XPnxQBwLeFVnm91QDYhg3SpCTW0KH+fp/WeTwegiAaZ4PQIAjC4/H4c73BZrOFQmFrERoMhsrKyldeecXpdMKggd7xt/NxPC4urorNyqKHsfV6ITICnn/u2utAa3HH1dTUxMXF8fn8y9X6Y5fqH8vN7CvIJEgPz4xJVMDASQEw52YqAIAkSQxgeGoM/RoAuEzc97rtdH25lM9iAFAkSbFwbHrPFPrjglqYrUgFAKglAcBUZ1fXuf6R258kyWOXNBgG/bOis7OzL126pOhI33M6xUDd23I4HEajcdSoUQSGGbp3M3i9EBc3Oj7+9I8/jnr00Sbf1+VyhXhqLIIgKIry5+jweDwCgaCNNQ8cODB+/Hgcx904bhk4QGg2T5069aWXXpo1K5CTZ7eBPuJCf6SHZcd5vV4/d1zA0w1LcUqSpMfj8WdNl8u1b98+pVLZZLlUKh03blwQQrseflWwhg0bJpfLDxw40KQLUaBotdqIvwelxDBMKBS2+BM7HI4PPvig+ZnbaDS6XC57oyGXTCaTXC5vvATDMK/Xa7PZSCbT5XIxGIzGSeA47nK53G73jZe2hec1kQ720JRoAJiWkJaSEk0XbTQ6DIIgAIAgCAzDiEZ3ynzv+s43Lb7boXjaPb355HdLsFqtIk8Wt4bccKqyV9/I1FghADCZTIfD4Wemh7/Pl/6uf/fdWr1eGojhsujfzR7ykbcIgnC73e1XKAHEYrFIJGotwoaGBjabTZdoJEl6vV76/pfT6fT/x78RdAWrwWRX6e3ZiRIAqDhlulJH/CMlWVhH9QZR7xwRRZEUBWIOIyWCDxQZkNu8dLr+Z+zecRKxvQHDMGEdNZIfZXZ5hHVUokNy0Ryz/djVcX39bRilKIrOM9cZ9/+y2+0MBqNJNoiaMoVXWlpHUREOB7jdwL7WCdLhcIS40xJJkiRJ+nN0eDweoVDYxppms5nJZNrtdpIkvT17KhkMJoNhsVhCdugRBEGSZEdLwhtHUVRn3nGBFcbi1OVy+VPieb3effv2HThwoMlyJpM5bNgwHo8XnAA7xq8KVn5+fkpKSpPa1erVqxcuXBiQICQSSeNeHS6Xq8moEDQej/fHH380X15YWLho0aLIyEjfkm7dutGz+viWnD17NiEhISoqyklRMpnMYDDkNBrGWqfTyWSy6777tv1YdbSTNSYzHgD+mZDqW87n8+luCo1Plnw+n77dRr8rkUh86zd+l8vlut1uYaOJ4ZxOp1Ao7NCtOrfbzWAw/L/kEggEKpWKzWTMG5wNAGAAp8dz4IpjRorI//xKFwcdyN8JCU4AsFhFBQXCxx7FrvdRTbvd7na7pSEf58lgMHC5XH++r06nU6lUjbNlY0KhkCAIh8NBP0rC4XBwHDcYDD169Ah2YVGmNOtMjoHZ0bxqr9nkSGWJYgw8AIhJ5eVG8LRaLZPJ9J1X6N42fD4/UGcauijv0IycfD7f6XTSLcHRHDYAGAyGQUlRSUlJYAAAuKgxFtc2TJvS1sTVTqeTwWAE6t43m82mW1Z891Ipimqw2eTjx/N4PCePB8XFUFQsf/QRjUYjxnGmSBTKUUucdXUWJrO1vNcYn8/XaDRtrJmdnV1ZWTllyhSHw2EC4PF4dXXKOwQCfzYeEEajkc1mh37CR41GI5VKQ/yEh8fjMRqNIfttfWw2m9frbXx6Cg29Xs/n8/25USMQCF577bXbbrstBFFdN79OvUuXLi0vL//kk08uXbpUVlZWVlZ24cKFHTt2BCqI5OTk6upr4wtYLJaIiIiIG5tlZdy4cVqt9ptvvrHZbARBnDt37qOPPpo3bx79bnZ2tk6nu3DhgsfjIUlSpVIVFRX17uAkzX+erCs6qBIpQaSEe5KS6dpVE7GxsRqNxmQy0S1SDQ0NJpMpOjqafjcuLk6pVFosFvpdrVZrs9l8t0rj4uJqa2utVit9na1Wq91u9w3+LO1is9kRERHV1dX0SdTtdqvr6p4d0GcoP16kBKeb2H9GSfdHDjyR0DJjusodiqaazonNZs+cOfPtt98uKyujbwocP36czWYnJCQEI7m/LmqOX66nM3CcmXkbL0qswgAgO1qSJBX4VhOLxTiO19XV0bcqHA5HdXV1bGxseJ8ai4mJaWhoMBgM9PW9wWBoaGhofFXWLVY6s186/e00Z80bt5SS9A1QgiTJoPSFZzAYeXl5hw8f1uv1jXefrzsj9Ot1xEoEAAAgAElEQVQHjz6iBDAJBJqaGlXBV/RiUqcjAv0cCQAQdXX2zVvo13WXr+gOHQa/G7Pblp+ff/bs2U2bNjmdTpIklUrlcY161IwZAdk4gtxM/LqEmjhxYlVV1ffffx+oVOn7Vr67V//85z9fffVVumP7nj175syZc4P3udls9muvvfbVV1899NBDLpcrOTl5/vz5AwcOpO+/sFisMWPGnDp1avPmzQRBREREDBkypMU2syaKS7RekhorjgGAaXHtn/Z4PF5KSopKpaIbWkUiUVpamu+KWSAQJCUlqdXqq1evYhhGv+u7PKKvg1UqldPpxHFcLBanpqaG4PZ/XFycTqerqKjwer1MJjMqKspX54vWMXIxIVXlgYzgjAcmlwOAEiBy335GfDwrJzsoqXRikyZN4nA4K1eurK6unjB3rkKhaDKAyA3acbw6SsIdI4oBgIGcCCnv2h2reDEfWhmaDsOwlJQUjUZTUlJCEASbzY6JiQl2Rb9dHA4nNTVVpVLV1dUBgEAgSE1NZbNbHoUkQybOkIlBBQBQZ3LuvFL3z8npTGbgD6WsrCwmk0kPXsBisdLS0oYPH97y7uvRA3r1ojuPUDY77N6NPTRHzmB4q6pchUf4/5yG8flAEKTViovFbc9oRDY0AEnh0TIAcB065Dl33rzgcQCgvATWqyc9cTWWk01mZoBeH5CvKRQK33zzzYKCgvXr1w+dPl0mkw0dOlQSG6tEI7AgyP/yq4I1bty4yMjI0aNH+07/LpfrnXfeub4kt27d+uuvvwLAkiVL8vPz6cF+Vq9evWjRoj59+uj1+ldfffX6ttxYRETE4sWLKYpyu92cZnedBALBsGHD6Kajtpt8y5Vmk809UiADgF64WMr3aygpHz6fn56eTneCbn4TRCgUZmRkkCSJYVjzglgsFovF4tbeDRIMw6Kjo6Ojo0mSbF6fy5CJAQCUYLC7fzxdMfGOtAhh4Ctb+uHD4MSJW7OwHjt27NixY2tra6n4+IDcjPhpf3keT9I/SQYAMxKTfct9tat2MRgMuVwul8tbzBLhwuPxFAqF7wERPz+VIOE/PDAT6gEAdDr34SrNpInprMBVthQKhUKhoC9O/PwIlpIM8+YC/YRlUhKMGW2iyyujkfrhR2zKFEhOAo9H+P4H3PHj2b3zlADwyaeQmQFjxwIAnD5NYfi14foGDIDhw/+72aCJjY1dunSp1WpVAjTuxqA8djwmWsZEw9wjCAD4WcGaNWtWWlpak1sVzZ/m89PUqVOnTp26du3/TFF311133XXXXde3wTZgGNa8dtX43RbPYRq93eL0ZsjFIiUIdZAjuXa9Hsm/zspE2zWktk9a4TqltZ1uBJ/92NAcMAOYoZRrVzbY+mREB6wSyGTCkCH09b1002be1Cm32hw7HA7nRp7e+WFf2fCI6JwYCQDMzWqrH1KHdJ7alc+NXHgkSfn391Ew6nEAqNRbdmnU00co2KwAVGo71J/sfzAY4HtcNyoKW7jg2msWy/rv5//bTfXxx/77kX/8478/QaDGBPYPo3np2a+vZtfuBFTBQhAA8LMP1rBhw3AcX7du3fbt2+klSqXy/vvvD2ZgoaZqsFeqzAAgUoKuxJZi54iUAAAZMjE3EGXuTSzDwY+yMLm1QembZczKVF25Eowt3wRsTq/LQwCAx0v+sKlEc9ZM9zqan51B164QP6VFih7NzYzSMkRK0J63/LS/3BukvoY3NyYTmzih6XPzCHKr8quCVVhYmJOTM3v2bF+z07Zt27Zs2RLMwEKhqERLjzQtUoKl3BFvZdOVqsHJ0dfdWHULwjDoERfBZuAiJZQeb9h0qLL9z/ivRw/o3l0JQFTXeM6dC+SWuyCj1b2rqNZsdwMAVeHZ+2c1WekRKSGyHp8/OOvaDVzkxigiRTPT06QaXKQEZYPNNxg94j/njp1ko5kzEOTW5FdT9tKlS995552pU6d+8MEH9JLZs2fPnDlz2rRpwYwt8EiS2lR4dUBuXD9cCgAKD0/O57OUAAD9EqOClKjdZFHXN2gNFqPVYbS5CJKwe0iXl/AQhJ2gvARpJYGgwEGSFIVhGAUAGIAAv9bwz8GB/fd9kAg2Q8xhRfDYkSKeVMiPkAgiI6VckQA6zR20volRfahIj87jEoLZ7hZ3sMtaGzTyeDh2VJ6b23m+bPBcUFrLym0TB6cCgOqMuahWNyMvlYXjHII5ShodZWSDEYDLur8PuhcTFGzGtSvPdAf/rMbJwylHIuZweXEc46D27L95vGRVgz03tYUxRPT9+0WeKOLe2ESuCNLV+XWuys3NpadB8E3nR1HUkSNHghhXcOA49qAiVYhf66mQEiFse33/kR6PpkZVpdTpzPYGu1PrcGtdVANJ1VMMN+ARQMiYEMliSDlMDhNnMxkyIZfNZLCZTCGPzWGx2GymsNGwLla7HQAIgrQ7XQDgdHu9BElSlNnmNDo9dUaHod5q9FJmEkyAMwCkFBGJU1IGlihgJUgECdGSBHl0dFx0oL7ddRAp4UqN+RjTOa5fYmC2yGTCjBn03YfI/QdYGemMxABtufPJjOH38sjoqr8oWpwVfa1pis3Ao1DbaggxcaxvQhQAiJRgM3t2lNTlT07HcTSxMQAAk4GXnDWmxEfwOc3OIzKZfszoW/M5FQTx8auC5evc6nBcmyR4x44dnWSk1I7iMANwAUp6CXWdpqpWc1VrrDI7qx1EDTBFQKawqBguS8Zn58SLhomFkRFimUwaIRGSJNFah/obZ7U5DA1Gs9nWYLLWNpjP661/1Jlqi2u8gCVi3gQOI0HISZQKE2MjUlMT+MLQjc7XP0nWH65NP7dDr+6XFc1lB+YX0PfrR504kXDzVrDYTJxBhPss7na73B6X3WlzuV1Ot9vttbpcTpfb4yWtTne7n2YzGWwWk81icFhMBoPB53JwBs7jcRkYJhILQpkPAyVOzJvVPwPUAAAlWvMRk+6uEbd0CyKGwT15qawGpqWVmpQSAPbsifQS3DvGhzQyBOkc/KpgKRSK11577YEHHrDb7Uaj8Y8//njkkUdusk7ubfN4PKUlVy9WqUv01mqHt4ZiSoFIZmOpQk7vhMhp8VHJSfECkaC1jwdohL+WCQU8oaClVnqjpeqqUqkz1xptB2oNNRUNmsKKRMybLWBky8Q5KXGK9KRATuHcph4MUcNFa0LvAPW8FgmxMaPp1izJuvW8afm4GHU/8pfL4WzQGUxmm9lqN9ucJrvT7PRYXF6DmzB7SSsJZsBcFGbFGGyg2ECJgOTgwAIQMjAODmwcF7Ha6rvppMBLgosg3RTlISknCV4KnBRFUGAHnASwA84ASgikGKNEOIgYmIiFi1hMIYcp5rJFPE5MhEgWKY6KjmRzAnaLObCy6GZFJQDAEZdeY7CP7XvTVvfbxa+l9lm1g3Jamkht7Fi9UomaspBbk18VrKeffnry5Mkvv/wyAPz0008AkJOTs3LlyuCGFmjnzp07duzYbb3uEAqFEomk3Qe8TUbzxStVF2p0F4zOUgKXY0R3EbuPPOKuhOikxLiAXIJTFGUwGOgpO0QiUWAnf4iUioT8tN5Mpq8B0uZ0l5TVlFRrztZbfr5q1B8oUeBEjpidHSPNUSQkJsVjOAYAHo/HYDB4PB4OhyORSAJSCUuUCAAAlOBwezcpa+8YkNTu8/D19fUqlcrr9UZGRqakpDQZI0CtVqvVapIkY7rlylWqxJulgmWz2Xbt2lVWVnbnuNkSiaSNQUbaZTZa6usbNA0mjdGqsTjqHR6Nm6wncRPgQiAjMFKCYxImJuUwJFxWUqSwB58j4nFkkRKJREgBRZBegiA4HE7z6UEcDofJZCJJksfjSSSSjg7fQHgJi9lqsdgsVrvF5jDZnBa7y+r2mF2eOovT5CF0XrWWwu2AS4GIwqloJibjsaJ4LCmXJeQwo6PECUnxTQ5hen50u92O47hQKGw8OFOwDeVEqvhckRIsctDo7XwuS8QP0XVLGJ08ebKoqGh474kikUgsFmNqryXZ0/IXl8uVAEAQkh9+FNx3L3S+wT4QJEj8qmCxWKzt27dv27atqKiIoqju3bvfeeedN1L0h97XX3+9f//+ESNGMBgMg8FQX1+vUCiaD1dTc1V5obT2vMZw0ebVUngWk+oRybsvL7lbTpqw9Qaq60MQREVFBYPBEAqFFEVVV1eLxeL/TqwRBAIuu0+P9D49rg2MZDJbS8trrtRoD1frCkq0Tjjdm4v1ihbGitjJaQkcDsflcpWWliYlJYlEokDFwGMzx8niOHUUldrWamfPni0vL1coFFwu9+rVq+fPnx83bpxvgqqioqK6urq0tDQmk3lFozlbXz9OoQCrlffJp+QTC/GoYD2vEGx1dXVLlizp0aNHdHS01+stLy+PjY2N8uPrWK32mlp1tUpfYzDXWVx1LlJF4QAQC0Q0E4vmMGUC9uAIYXSEKFomjYmTcbgtHLz0FN1sNluv12vUGqlUymKxbDZbfX19Wlqa78fX6XT19fURERFMJtNsNms0GoVC0doo6i1iMBnSSIk08lpzZmtzETrtjnqNXmcw6Uy2erNNbbJd1JJ6ElNSei9cjQUikYMlCjgJEkFCtBSj3EIxXywWUxSlVCo5HE5ycnLIhuelh8IXKcFlw0/VaQePusmbbNasWXPy5MnbbruNwWA0NDRotdpR6WkMI8PSxhUig2HK68WtUzKSbt2mPuRW4+8DWQwGIz8/Pz8/37dk7969Y8aMCU5UAXbu3LmDBw+uWrWKxWLZNQwWi6VUKtVqdWJiIgDYbI5T50qOV2qKzR4PYD15WPdo8eS+8ZmZKYxAdNhqjVqt5vF4iX93JJLJZGVlZWazWRyqxhiJWNi/T27/Prn0vxqltvhC+fEa7fkaJveirq+I1TdJlp0ur62tzcrKCmAHshghFwBACSVac6FJN71ZRxatVltRUTFhwgTfSf3UqVPFxcX0vJ5KpVKlUk2cOJFuWuvRo8exY8dOnz7du3dv278We3k8OQBltwOTiXXkrN8Z/Oc//7n77runTJmi1WrZrqioqKiKigqhUNjkYkalM1ZWq2rqDXUme63NXe3F7BSWCN4kNpYk4o5IjEiKjYyLjRJGRVxHa4Hb7Var1XTVll7S0NBQW1ubkZEBAE6nU6vVZmRk+GpU9fX1dGX3hr99U1w+LzktITktgY7BaDQqFAq6zqTT6s+du2y0exqcRLHKsKVKp6SYOEACTiRyGOkSnpSDuZ3ezOyADbLqJ5mAOy5LTt86PKXUV+utY24P4ojqYXH8+PGzZ8+uWrUKABz1TCaTWVdXp9Fo5HK5oI76ubZm4qBWvnKPHvScizGlpYykJCy0w6IiSOh14Il3s9lMz6kHAC6X65NPPukqFawjR45MmDBBJBLRcxECQJRMVlhYdPBUZZHWcsWD5zC8/WNEr/TNyshMwUL1iJDZbFY0GvKYwWBERUWZTKaQVbCaiJVHjxDzstLUCoWioqy6uKTmj1L1uxfrE8Hb52ztgIyEnj0zWexA3vvIihYnSfg8JTTpJFtTU5Oent54QvVu3bpt3ryZnqqlpqYmKyur8Y3L7t2779y5s3fv3hSTCQyGEgAMBvjxp/hFT2Ch6mR243Q6XU1NzaRJk3xLOByOSCQymc02J1FWpS7TGspNznI3eAFScDKFz0wW8wYnyVLiZXGJcQxWYEavoKcEbfzjR0ZG1tfXu1wuDodjNpslEknj9iqZTKbVajs0Ocx1oGdJ97VIyaIjBwzspVar6WpfWVlZTEyMw+qqU2mr9ZYKvaVQ6756tZS9vySdSaaLOIpoiSIxJiVVHrJOhwDQRx7ZRx5JV7aKanRVuGP8gKSQpR48hYWFU6ZM4fF49DNP9ORaFRUVcrkcx7DeXInJ5pYI2rq2qRcI4Mef5LNnhSpkBAkPv8rEkydPzpo168KFC02Wd6q5ydrgcDjoPhkel2ff0YsnaxqKLR42UP2FjH9mxvXLy+SLA3YLzH/Np0FkMplkUPvDt4cOCcfxjKzUjKzUewDcLvfhwqISrfXzk5WqoquD+NhwRdzAvjkcXmCuPnlsJgCIlLC3VGUSEXRPYa/XKxD8zw1Z+oxO5zf6NlaTd71e7/9sNyEBFj+jAgCAqL+OYmwWu1+/gAQcPE6nk8/n0wfU1Ss1JVVV5TpziclZRTIkFJHOwRQizpT0mPSUOHliHB6cJ1KhpWxJPwDrm6C9ybs4juM4Hux82zxdX0gAQM9CLZaLY+XRfQEAwGq1qtRqPl9SUa2q0BiOVDd8W6rVUZeScCKTz8yOFuemxicmx7MCVCttV+Mnag9p9Sy2bXBu+7PLd05Op5M+PB1Ot67BFh8na7wvsqMlYAJL2/0p5HKYPYueHNpz4QKrW7e2J7RGkC7Kr/Jl3rx5Xq931apVCQkJIevWEEApKSknTpyYMGFC1alLh0vre8tE/+yRiHMZmVlZYYyKy+VaLJaIiAjfErPZzA1rszmXy3U4HI1bI3AGHh8fMXRoXy6Xq1HWHz5dsvlS3TvnVf25MDwtZlDf3EA9bz8mMx4AQAkWOYglUqWyLisry5fZVCqVQCCgo5JKpU3uSSmVSqlU2tqWGwb0hxMnAEAOQKjVeEQE1im7D8bExNhstqqqqtTU1B1bj7sikxVSfnexoHtOujw1dC0fXC7XYDA0vnZyOp30Ew/0uzqdLiYmxrdr7HY7RVHBbhmiD5bG1W6LxeI7WOh3Gx87FouFz+MlyKMT5NHD/17otDsrq2qvXNVcqDdtrtLXU5fTGUS2iJMdF5GTJpcnxoWm9XqMKLbB5aU7xV+uNgp5rMToAPfvDKrk5OSioqJRo0ZdOXz6lSLbsoFpaalxTQoukRK+uFI2fYSCyWjrClwJAHo9dex4wuBBQY0ZQcLCrwrWpUuXzp07R7fGd0UTJkzYvXv3559/PmXKlBdS8pxOp1KplPsmVQ0op4cwuzzXuhm1KS4u7urVqxiGicVikiR1Op3D4Wgyo3aIsdnsiIiIq1evyuVyLpfrdDpVKpVYLKZLz1h5zF3ymLsArGZr8enLRys1H16qT2WSI+TSkf1zo6IjAxKDSAnnL2EOr7OoqKh79+4cDkepVBYVFQ0cOJBeITs7+48//jh16lRubi6TyaytrT158uSwYcNa3SKTCUOGAF2aNzTA7t3ymTMDEmpgsdnsWbNmvfXWWwsWLJi3eBrDLq2vrycIIj4lpJ2ChUIhm82uqamJi4tjs9k2m02pVMbGxtL1LYlEQnfJio2NZbFYVqtVqVTGx8cH+7orJiamvLycwWBERkYCgNFo1Ol06enXuljFxsZWVFTgOE7Xs/V6vdFobF5ecfnc3G4Zud2uLTc2GMrKa0vqdAcr1F9cVrsAz2FTOVJer9T4brlpLT4HEBA4jsn/7hSf5eVXXLWKPAKLHLQmp5DL5DUftLOTyc/Pf/rpp9etWzd+/PjloH3rWOXtV6runTKiyWrTEhMdLkLEb+8Wx/DhGH1ser2ij1bx77mbEdYyEEECCKMoqt2V7rjjjrfeeqtPnz6NFx48eHDEiKYHVVgUFhYuWrTo5MmTbazT0NBQUFBw9OjRxfNf5vF4cXFx1/Fk3O8Xa1Mjhd3jpADw28UaVhzrth5xAHDkgtpoddNdO8uV5kqV+R99EzEM6nS245frx/dPwsHrcBG/n6gb3TshQSYQ1sE3RWUDkmQpQqZarT6tNorYjNy4KPqUdr0/Qwvcbjez0TAN/qAoSqfT6XQ6uh0rKipKJpO1tgWbwXL05MXCat0pF5bDgbGK2GGDerA57OZ38TrK4/Go1eodV495PZ7ICEleXl7jqqfNZjt16pRSqSRJUiqV9u7dOy4uzuPxEATRgSbAAwfFly4JH3v0RuIEAIPBwOVy/Rl3VyqVPvvss8uXL29jnT179vz000/V1dWv/Ou9iIiI2NjYII1P25zvKUKCIOrr6w0GA33rLTo6OiIiwleF8nq9Go3GZDLRgzjExMS00Xzoj9aeImyCru7bbDYA4PP58fHxjX9zu92uVqvpTqJCoTAurmmbSnNer/e/w/9SlLZWfaWy9nyd/ozZUwPMTAaZF8nvlRbbPSctUDfEaW63m8ViNa+SVuqtpTrz7Vlyixz0ZieTgYvb7MnUIQRBcPX66Oj2Z3d444033n33XaPR2MY6Go2moKDg+PHjzz76qtvh+eSMqruQvejuMayWdmKFwBkt8e8HdLvB45ELBEAQFEVhrWQJo9HIZrMDO6iNPzQajUwmC9nxSPN4PEaj0Z8dF1g2m83r9UokoZ4zXq/X8/l8f4rxvn37rlq1in7yqdPyq4Kl1WqXLFmyfPly3/0sl8v11FNP/fDDD0EOzy/+VLBodrvdUc9s99zvJSkcAMcxD0F+U1TWf1BculwMAEarWyq8niLP6XTiON5aurX1FhYTj40UAMDBsyoAGNErXqSEohpdncme3yMZADwkCQCsDvZ4u44Klk+HOti5rLYjx87tqtJd9uK3iZhjuiX1ycu98UYNo8O15Vz1pImKFoeApyiqcdecDlewGtu9W1RSKlq44Do++v/snXd8VFX6/587c6eXTE2Z9N4rJYHQSQhVUFFUQEXAuq66uup+V3/7tX3XRcXCuhZUVGzoWhbpHUJPII30RtqUtJnJ9Du3/P64YYxpTJJJgc37D17DPfeee3LLOc99znOej2cNLJrm5mYRqDwe4OjACQRB2APM2rgMLNeWQZ4BiqIoivJIC900sFznBYCBHGYkSSII4qY77XcG1u9xWG3VVVdLr2ouddjKcKYvQiSIWKmByrTESJHXSDNsDWRg9aTFaC3WdC6JCTCpQG9yIAgyvJ7HhWcNLBqz2exoZ7PZbKvJ/H8/nDQD8r+3z5H0uT5nrrZaJNSMuKHEnBkM1Mfb/R7YwFAo+iucNLBGnUkDyyO41am1t7efOXOm55I3mgliYLkPg8G4buerljh3n72aNSXAR8oDYKwJ/C1Oa4R93EAEeP/mS5uT1D1xaVJBtEoRDUCrPza0Wguq25ZnBEt1DHWXNbdOtywuUMgexdmEIY2dHKFg/sKM+QDmDv3JC6XbL9TqL9TPlnFzpkZHhA7f4S/hce6fHgntAAB1ArtMxGH2iJLxpPpQdrYpO7tbaPPcOSr3tP+zfwYAymwGAGQMs1bScDgccAxh/06r40SNdl6Er4zPaZXjv55rmBnvS0f27DpRmxAqiw+WAsDxQp2Ix5oarQSA8+W6zi4H7XatbDLkV7WtmRcmaIIWo3V/RfOalFARh2XFyZM16mmBcm8RDwC0XTYJj81lMQHAfTvGswx+Uk+ZpBw+LyElNiEldg2AxWguKa8rbmr9oVy9pVQXg5LTvIVTo4PCI0ZxxbG/F9/fq3sa0dJF5je3L48LNKmgzWCzYUSQ91g/kP3CZDLp28EXCV++d/EH/z72x+9OvpKTEhzyu1c+M8QboDu80l0kEuTZP2vp3/X1ol/3CDc+gAhupEi1SSYBNw2szZs3kyT59ttvu4LcHQ4HnQfl5sCM4V/XXV00JUDhxRUBa21W5Hi3qDfB3sJgbyEAmFQgUvEXhgcRTIaJASar85cz9SsDAvy9+CRJXdHqQ+UiEWfcchMI5dKlSzKznU51g+ZIYfVfDhV5MYqyAyWLZiRLvUbUPzKa8JOa1gXZo59VaMYMZMYMWocH9AY4cgTWr1OhKNHcbPlul/D++xgKBeA40d7O9PYe47TUFgwv1xmmBioAoAC6zpdp18yLYKEMhGBN9fFliTgmAB6gd877Lf/Tmh6/56f8NsT1XMUWHSiJDpSQJNmhwMRC4ZrYKAAwAZAUM9pLzhCyTSygKLig6wzxEoX5iQFg34VGlZMzO8wHAE7X6zCcpJcpmB1OgqK8uDdYBrJBEHgJMzKSMjIAAMwmy+Xi6vyG1v93vIw4XjZVwJwapEhLivSSjGJqFV8xb3lcIACI1EDZ0TKdWeAUMBCkFDVXNxvnJvmh6Pgv5WagzMfuyg45cPapg8XPTu3KmBLbdx9DmeVIm/b2OeFDs8xDQ03332ficADAR60GkoQx/+CZZJLh4ZaBVVBQUFhYGBn5O7PD4RjKJ/bEAyPIXYX102f6quQCAPSekBsphJ9zTWdGxGetz+4eDikKsRGIVuQEGUukhp2XahN8RMmqfnzsY0BIZPCmyOD1NvuZC1cO1Lbu/C53jpi5cnpsdPgwQ7ZDZMIQmZBe6H7BqY8JlDDGYM1XYABsuB/oINyAAHjmaTO93W6n9u1H5s6B8HAblzuqebsxgqzvNEUrvUwqqNNYCV8m7QmIAHGEqntcR5kMqcjzQdkMBPGRdk99IggsSP3NM0G7vmifX5y3EidIEwcAoEZta9KZ5of5A0C9pqvkUtvqpBAOyjTasPJWY4pKxr2eRNJERigSzMlMmZMJAFBf13yp/OqBGt1b5W0hDGKqXDA9OiAmOpQxmtmJxVxWRnD3bFEsJhBzEZEWQRmg6bL92Ni4KjN08ARUo82yxTP9LpX+X/7VO1r1a5bM7FUaKBGsZAeINUNxZdFcSw2oE4lgz177ksW+nmjtJJOMNm4ZWJmZma4Uoy56xbzfKHRYHEwWwY3kkhSSrQwWcCf6mh33QRCIC+4OkjOpYKVfuLHL1CWkmEz49VxDEMmdFeoDAA6c4IzmGNATDo+7YN7UBfNAp27dffbKX48U+54ouSXab15GInsEbZAYGDW6zqjp4yeJIxQiD2wYvepJkmoxWgOlQgAoII12Pk5LKNHeo4kGC2WwrjlRIlS/mX2hfuLQ5WIMAAMgcJTL45gU4GSDHSP+fao2M8EviRQBwH9KGyMV4kSVHADsTuJGscBCwwJCwwJWAzhs9qIrNRfrNFvOVJpOV00XMGeE+kxLieIJRjdIiMFAAiXdXmE/Me8PCdFgBDCC0Y79UHR13twAHxmfIKmaFmOIr2jMnFxpU+Lfk3u9cLBQ/dxMVmIAACAASURBVN3hx+9Y2CtNg4zPAQCRGk6Y29IilUOeZBaJ4O67wG5vYzLRwiLkl19UL/wVRjPD7SSTjAS3Hs2PP/745Zdffumll3oGub/55ptff/31aLbN85AkdaqrbXZyAAAwEORmsq76giDgGvZWzAiGa/6GU8WtBEHe4uMPANoum5DLGtVYLhoflffm1Qs24vjFi1d+qlD/q1QzT8peNTMhJGA46RajlV4A3dLRF52GtMjx8dKNHmVai5kHEpUQAOJAet39Jz4slBF+zfDispnrsrrdrgCQIfYFoExCAIATRToOizkjzkekhhO1WqMNoxd5mB1OABCO39z3IHB43OnTEqZPSwCAVm17XknN4Sr1livaCJSY4S2ekRAWNIIwxGHgxWVvSo8CO4AaSApAjTstDpmQi3naxYnh5HtnKh6cEdMrJkEVErD1Nv7//nLmxZ2Hnls9R9JfqjyVjVOrNkb4Dz+GGklJhpTk7qn8khLR4SOip56cTFg6yYTCrZF11qxZLS0tO3bs6LX9hjOwGAxkXrIvjzcRu+kxg46jp8e2dpQo05umhXiL1FCqNbCYjCjlKPpIGCiaMTMlY2ZKS4Nm/8XSZ/ZcDuMiy2L9Z01LYA5rvo/HRnk6qrPLLhPfVLpmCSqhXeaZvGITHy4HJQiC/j0vuXv2yKSCKSpfuPag1mls5Q36ZRnBANB2xXS8RrMuLZyDMjGCNDmcMh5nggys3r6KZb6KZQAOm72gqPpkjfq7Q8UiKEyXcmZEqJKTokdV3rQvDAShI/ZGI9U+G2XcvSKMEKCg7V0kUcreWJf9rx+PP/zNyednx6bEhvTaobufUUOj2MFlMUea/Ssx0RQVZUIQAFCWl5MGI2dGxogqnGQST+DWY71gwQIejzdnzhzXoi2Hw/H++++PZsMmKhR1M30k9Yydl0kFmg6rSQUiNVS2Gi1OPM1/tObg/IP9NgX73a03HT5T8EVhwxfFTSvDlDmzUrhDd1FMD1SCGcAMFTpLHdM8O2lM03JOMjaE+Yld06PKBNGdCSJ65tFgxk9f0WbG+0pFHFYD8dXl2qxIVYhMCOM928jhcTMyEjMyEjEHVlBUea5WsyXvKjOvfraUMzM6ICEhCmHeDN0IijKYDMSkgivnWqcEKHpmAGHxuE+sW5J++vKrp8rnVzY+tGJWv1ndpW2M/5Q23LJsiJHvfbkmz9AWHg7nLwCACoDs6kJ4vBtIkHSSmwy3DKy77rorLi4uJCSk50an0+nBduzevTs3N1epVF6+fPn5559PSUkZeZ2lpaWXLl2y2WwBAQHZ2dm90lBptVqtVovjuEQiCQsL63+Bt14PR47AggUgl/uZzKZt2/irV6NRkQDQ9eZb3Nmz29OnAwDs+ByUCli+HACgvBzYbAgP76e2CYPdbq+rq7NYLFwuNzg4mJaXFvJYkQFeAKCTWFvbGhsNZgdPFBoaaqzBWwzWbikbAAzDDAaD0+lksVhSqXQkGikCqWjV8jkrCbIg/8qPVxp31hxZoRKumpvqJe5nlZDZbDabzSRJcjgcqVTa935FKkSEjhQNaTX4yCBJsq6urr29/Whx8bRp04YXlWi1Wg8fPqzRaIRCYUZGRq/84w6Ho66uzmw2czic4ODgsU9LM3GgKKq5ubmtrY2iKIVCERQURGeHWp4RTJdWU00RQaYGrMpKKP39A/5ztjEqwCs+RCZSw4GKlgAJP8HX85OtBEHo9XoMw5hMplgs7pUODcdxY5cxwF92d7D3Q2Kvq/XNp0ob/nGhjjxfN1vCnhsXHBsfPgZyrjabzWg0/ufYVxEREdnZ2YJh5TsoKioqKChwOBzBwcELFy7s9eKTUutXpXmLFYE8Hk8ikbiyaWTMSvsgVPv6vrwnvzj4wooZvsreOWlFHNa6tHDQAADU8GyuRRXDh82GObOBXpii1VEHDvj/8fGR1nnTcfny5eLiYgzDQkNDFyxYMMbJvf57cOvdXrp0aS/rCgDcyazoJs3Nza+//vqWLVueffbZp5566rnnnht5nV9++eWWLVuYTKZKpcrLy3vsscf0er2rNC8v78KFCyiKCoXChoaG/fv3YxjWXVZSIvz76352uwrAj8/3mTNHJZerABCRUPw/f6GtKwAQP/M0O326CkAFoNpwv2r5cvq3NxOVq9X0b+rESXjvWjILDAOPmqTDpr29fe/evV1dXV5eXhiGHTp06OrVq65SrVa7b98+zGGLCZbbbLb9+/fjMrNPrMikApMKCurV/z5f4nTiXC4Xw7Dq6mo6s/ZIQJiMtPSk1zYu37Yo0Wyy3vdt7j++PVzf9LtZB41G09zcjCAIm83u6uqqqanpre4MAADR3mIAEKnhcq72QkXrCBs2OBiGHThwoKGhgc/n83i8f/7zn//617+GWolGo3nkkUfKysoCAwMJgvjb3/72yy+/uEr1ev3evXv1er2XlxdBEEeOHKmtre2/Ir0eikuAThrc1AxvvwMdHQAAOE5VVILr2b5hoSjq1KlTJSUlXC6Xz+eXl5cfO3asp9jz0aNHKysr6RSFxcXFp0/nrsoMiQ+RAYBJBamZPvJYIf0MH+jU7m7tDt1pNJhbTbZht8rhcFRVVVksFg6HQ1FUfX19e3u7q9Rms1VXV9vtdi6XS5JkfX2dj6/soTsW7rg/6/+yEoVsdOu5qtXbD/7jq4Pnz5fgODGCyzMY7e3t9fX1FEWpVKrKyspHHnmkubl5qJV8/PHH7777LpfL9fPzO3369BNPPGEymVyl586da6guiQsUtgi7Ojo6amtre85IKv1937hvcbqY9fhPZ88XVAxyFnOt7VyZbqhtG4yoSOSPj6sB1AAt5y+Y3n3Pk5XfsGzbtu1f//oXj8fz9vY+duzYU0891XcR2yQe4foerLKysrNnz/baaLfbt2/fvnbtWo80oqWlpaqqSq/Xy2Qym80WNWIN5pKSkqNHj7777ru0iMeKFSs+++yz999//5lnngGA5uZmrVa7dOlS+iMsJiam6Jdf2p5+ZuqbbyAcDiQmQmIiXQ/C4TB9hhaFjUZFuoww/3lzYd5cADA6HEh1NZw4KXryCQ2KglYLpaUwd+7Yr3+hKOrs2bNTpkxxWcwhISEnTpzw8fHh8Xg4jp87d27mzJkqVbcXKCgo6MyZM8uXLwcAh8NRoDkfFJ8qTPBjIIi51NxhIZHGpujoKI98hfuFBjwWGrBO17E7t+CZfZcDWbAmLWJGSpTJZDIajREREXSyb4VC0dLSolarg4IGzIk1N9zX7HAKR9ObVVBQIJfL09PTbTbb3MjI22+//cknnzx37tyMGTPcr+Ttt99esWLF6tWr6f/m5OQ8/fTTKSkptI/h7NmzSUlJLp9WaGjo0aNHfVFUEBwMALKDh/DGBuHmzQCAd3Y6m5t5CfGAIBAYAE89SR9COZ22sjKOQMAMDACK6nrjTdOcOUhGOgBQx08gwUHQJ3vwxKSyshLDsMWLF9NPWkxMzPHjx0tLSxMTEwGgtLQURdGFCxfSjpOYmJgjR45UVVVFR0fTh/N7hPjQ8lYmALsdt7Ch1mBKV/EAoDa/s6rNeGdyaN+zD0Rzc7NCoXBl2ZbJZDU1NUKhkMvlUhTV1NTk4+MjuxZLJ5VK6+rqhEIhAISEBYSGB94LUFFel1t69f3iRmdR0ywJa25scEJCpAfzl9rt9tbW1vDwcBaLlR2UrVQqf/nll61bt27dutX9SvLy8i5evPjee+/Rjb/lllvef//97du3P/LIIwBQX1/f2dm5ZMkS+vWsExuPHalew9e6+hAAYLBZ61dnJV4o/sfFukt1mgdXzWH15zJJUckAANRg9KX0Zofco4GVSEa6KSOdtgrlZ84QrW38W1d5sP4bhdOnT5eVlW3bto12kaxcufKdd97ZsWPHY489Nt5NuwkZcIAvKyuLjY1FEESr1W7evHlUGzFlypS4uLiUlJRnn322ubl5y5Yt/e5GUdSePXvsdnuv7ZWVlTabref2s2fPLly4kJYrpresWrXq/vvvt9vtFJvd2NgYHh6OIAiu0wGX683hJEyZ8vQ333xJUdCnco9AEAQzMpKTkODAcRmOU3w+IRAwTSaEx2ttb0e+/oZatxaGaMm5f+qeakh6vZ6iqICAAJcHyMvLSy6Xt7S0hISE6HQ6Lpfr7e3tKpXL5UKhUKvVqlQqjUYjlYinxAaSBEECcMJYOMoprC4JsPg7ENTswIOkArgmZjLsoFqRUrr2tgV3mi0nzxR9fKH6i/yaRf7imakRDAbDVadSqayqqiIIomdeb1q8xbUPn8UkSVLQDN8U1IXGS+KCRqSX15empqbs7GwcxymKcuI4m81evHjx6dOnB5ko5HA4AoHA9Ux2dXXV1tb+7W9/c22RSCQZGRlnz57NysoyGAz0dIzrXgiFQsW+feqy8vQ/PwMAMHcOCtB9rL8/4u9v7+upQhDG0iVOAKfdDgDsPz4uB6AfcjIokLJYmXY7ALTt2w9OjLztNgDATSbgcscy0JAgCJIk+3VJumhqaoqOjiZJ0nV/Y2JiCgsLY2NjAaC5uTk1NdUVKQ8AUVFR1dXV4YPO1JMk6SPh+CsE9KmDU8TBINYDDgB1GtO5Mt3mmAgWk4GTFACgfYweHMdtNltISIirSSiKisVio9HIZrMdDgdBEF5eXq5SNpstEAi6urpocXf60Y2KDomKDtkIUFV5Nbe0/vVz1XC+ZqGcOz81slc+9OFBn47FYtFvh91uX7Ro0ddff61Wq2UDrKJwOp09n1IAOHPmTE5ODoqiro233nrr448/vmnTJgpFm5qa6E9i+jIGeQtWLA4+evbMWt9betWcNC3hX4E+b+y78OSOg/+zbLqfz4DLOATN1N7ilqkZ3kpJP/Mk9CUdiZCALj0d9HrAcW8cJ8rKELmc4Ub3S1GUw+EYgyndntA9TN9Rb9icPXt28eLFCIL0HBz/+te/bty4sdd5CYLw4HndhCRJN6OP7Hb78ePH1Wp1r+08Hm/ZsmXjojPRlwENrLvvvvvee+99+umnMzMzp06deuDAAbFYjCAIRVGFhYU7d+588cUXPdYIFH3zzTf/+te/vvXWW/RANW/evL67ORyOb7/9tm9H3N7ejmGYzfabq99kMgmFwp5bAIAkSavVSqIohmEMBgNvbRV9/wO6+nYbSTKZTJvNZrVaR+mu4Djec2wAAIiOdgKAzSYSCODBzXSjwWzBPvzQsmYNFemZrKcURdGCa64tDoeDyWT2eoKZTKbD4XA6nXQoyUClvY5lAMQHidvrmVc5HUIveWFNB1vCUHawnSSJkBSCjGjKg8Hjzs9Kn223nzhd9O8Gw77mS2ti/edMi3MlF+19Pa/9vT1HWZo1ScEAAC1UmxyzY6SQ5xmvIX0dnE4nSZIYhhEEgaKo2Wzu9dT1RCAQCAQC1w4Gg4HJZGK/t4pYLJbJZCJJEiMIJpOJ4zjjVK6wvh5dcycAaOLjCW/vpIFPMQRkMpAB2GwAIJw/DwAok4mDYWhePnn1qmnTRgBAqqrA7qCSEj1wuoGhx/7Be1UMwxAE6bkP/V96S99SBoPhKh3kvAP15oEKbuCcYCM4AaCjy3GuvHV+iirAyLFgeIvRGiYXoQyEfrN6PYQIghAEQRBEv6UMBoN+Pvs+uuERgeERgfcDNF5VHyusef5wiQApnqvgz0uNVA0rlQkN/RHiOin97HE4HIPBMFCMB47jPB6v52NsNpvpHrLnH2K32x0OB8lg9L34LJSJYVirzF58vnN++O8aL1TK/nftoj37cp/YnfdYomrWtLiBWn5HYhBYACxUNdfCZCDSHjJlg9y4ISAUgtPZAsAQiuDceUnOouseQRs6YzxykyRJUdQgvcpQMZlMfe+m1WrtdQr6s8eD53UTgiAwDBv8c8u154ULF4qLi3ttR1E0KytrmKK0nmbAwWbnzp3Lly9ftWpVeHj4Rx99JJf/tqBs2rRpFotly5Ytb7zxhkcaUVhY+Morr+zfv5+iqOeff37x4sUtLS09z0jD5XK/+eabvofTYs+uHF0AEB8ff/bs2Xvuucf1MuTn5wcGBsokEuy7XdIuY57DseC55+DJJ+jSoqKi6OjogT7pRo7RaERR9PqxpVIpvPZq92+CMG37J2fevPaUZACgKquQsFAYYkQ5HR3SM4BRqVTabDaSJF2NwXG8s7MzLi6OnpK/dOkSgiCup9PhcBiNRnoC0cfHp6ysDEVRV3yrzWYzm810adY0EQDYhdDUajqc3/CHpPjhZV7oCYvFWrJk1lRd66X80p9Km78tV6+NU82fkWwydfH5/F5httfVDFbomT8U1c+Y7a/08sC7J5fLOzs7Q0NDbTabQCDg8XiVlZXx8fE9n8NedHZ2tra2unYQi8UcDqetrc01J04QRGVl5R133MGoqVFUV588ePCWqVP9r3X9GIZVVVVlZWUNcoqRQBBEe3u7YsVyAPAGAABS5e+sreXweACgLi6BY8fgD495fF7bHZVupVLZ0dERGBjo2lJbW6tQKGgrQaFQdHZ2+vr+lt+7o6NDqVQOHidqt9uZTOZ1V2kE8Hh3+EgAwC4BEmdqa0wiBRVkYmMkVBoxP5tdJu7WEqUHQqVSyWKxmEwm/Q3Auba6jR6u6HuHouhA43R4ZHB4ZPBGkiwrrTly5erjh0oCGEVZAZIF6QkS2ZCXOAgEAp1Oh6IoRVFMJpOepqQoKioqaqA3hcfjtbe393zG4uLiKioqbrvtNteW3Nzc6OhoAZdr0mrpW9NzcQY9cyrg86URmN6G00KWv8Fi3XZ7dtjZy/8oabmi0W9cPpPPGSz7fJBNeLCiOSsnmHHtirl549wlKhKiIrvtiEOHJZ2d/LvW9LujTqfz8vIaF7FnD77ycXFxlZWVdNQHzaVLl2JiYnqdYuKLPQsEgueff36Ciz0P6O1MSkrat2/fyy+/DABpaWm9SiMjIz///HNPNeK7775bunQpPXL//e9/Z7FYI/RMZmdnm0ymDz74gHZunTt3btu2bZs2bQIEEU2fNv/hh+vr63fs2GEwGOx2+6lTpz755JNNmzZ56s/xDEym6Mkn2CnJdLy8QqtVlJXTQQ3U3n0wULDz9eBwOPHx8SdPnmxrayNJ0mg05ubment70+asQCCIiIg4depUZ2cnSZJ6vT43NzcoKIheZiiRSPz9/U+dOmUwGEiS7OjoOHXqVFRUVK9hzF8huHNOiDUAMamggDJ+nldD9pijHAZypSIs0v//LU99MiXgQFnT+u37fz5yUaEYsrw8m8lYmxYeZuGK1KDusFQ1G0bSqrS0tIKCgqtXrxIEYTQaP//88+rq6ltu6T0tMghMJnPjxo1btmy5fPkyjuNarXbr1q18Pn/GjBkglfrdccfatWtfe+21K1euEATR0tKyZcuWoKCgpKSkkTR7SDCUCk5GOv1blZSoevIJFYqqALwbGoVb3gCDAQDAZoOrV2Fkt/i6JCQk1NXVlZeXYxjmdDqrqqoqKyuTk5Pp0uTk5PLy8urqatoLW15efvXq1YSEBI83g4Uypsd4S0UckwrwEBQN5P5UeqIK0did+NHK5qq6BnotIQAwGAxvb++GhgaLxUJPLTU2NnI4HKF7OnoMBiMhMerJuxd9c8+cFWGKs2rDuh/OvfLlgQsXrxBDCYcXiUQoijY1NdFegcLCwtdff33Dhg2DfIf0ZdmyZU1NTZ9++qler3c4HLm5uR9//PHGjRsRBkP48y9xEolWqy0uLrbb7U6ns66urri4mJ4ojwmS8KJ5/cZBpsxM+2jlNLPRtPmLI3mldYOcXchGb08K8dIgIjUU1LQ3tprdb/mQWZRtuGsNHRRv/fe/rT//cv1DbjRWrlxZUVHx5ZdfGo1Gu91+4sSJHTt29JofnMRTINSgPWNjY6Ofn19P2UGKovR6/ZYtW3bt2tXW1uaRRnz00Ufl5eXvvPMOANTV1T388MOHDh1y/3Dag3X58uWeG/V6/Y4dOy5dumS1WgMDA9euXZuenm63261Wq0wma21t3bFjR2FhocPhCAkJuffeez2SGGIg3PVguQdpMFBmMzMgAADUO3dScgWydEm/e9KJGHp9clEUVV1dXVFRQZeGhYXFx8e7OlySJCsqKqqrq61WK5/PDw8Pj42NddVAEERZWVltbS3ttomKioqK6h3hTk/F9h1IGi7r6zvNK+ICYeg4nU6NRkOnaehQd+xp6FJTzNVh8mVzp7BZqKttg3uweoKT1MXGtrh0JXME6Yi0Wm1RUVFnZ+f5n36aMmXKAw884O3tPcj+EonkmWeeeeGFF3puPHHixK5du7RarVAonDlz5rp160QiUVtbm0QiQVH00KFDP/74Y2trq1gsnjdv3t133+3B1bu9oD1YPkOMBSRNJvvBg5zZs5k+Pmqbjfrqa2RRNgQHu1+DOx4sADAYDAUFBe3t7RRFyeXy1NTUni7njo6OwsLCjo4OBEGUSmVqaup1P7494gipr68vLS01mcwWkhse7DdzWopXG6uopTPRT8pmMvR6fVtbm9PpZDKZEonE29ubnhRmsVhDnWlq07Ufu1h+UNNlpZCFCt6iqdHBwW6t4CAIQqfTGQyGl7Y+ExwcfMcddyxYsGCQ/V999dU333zTYPjd50d7e/tnn33mStOwfv36tLQ0OvJVKpVqNJqT1dWtra0EQchksuTk5F4vwr4LjdFMYXcMe08oKv/0pbfLdLFi7uPLZ3iJriMu5MCJijajKp7vSQ/WYOdzAIejAsDy89GIiDaHQ6FQjIsHy7WQwiPodLrPPvusqKjI6XSGhobed999iYm9wwAmvgcrLS1t27ZtE9yDdR0DCwC+++67u+++u+/2p59++s033/RIIwiCeO655zgcTlBQUFtb26OPPjqk2bp+Dax+cRlYI2jscPCsgdULymZDeDwAsP74k8FqgfXrXUX9GlijzUAGFgDoOq0+Mr5IDR1Wh5CNDl8SkaKuXC79suBqM8m445qZNSQDqycXGtvUbEdW2jAzlNpsNpV7WUv6NbD6hTawxmII6cHwDKxeUCYzMBBEIACArjfeNM2eTS9ahKpq8PVxqfb2xE0Dy+N4eKbpGhQFZY16qZAd7RCQFGVyOL24v5sCG56B5aKhvvnwpapDHXYRQi3yEy/KTJbKrq++QJIkxulwZ5zu18DqF5eBBQD2w4c7W9Rw/30D7WzHCGV7/++7w9j15a+5B6yMB+IDlmVeP+CPjm/7rqkpMUwe6iu67v4eoLEJmhqZERE3h4HlDpMGlke4/mi0YMECpVL58ssve3l50Z0CbQn1nTccNkwm01O22n8hyLWhnX/7ba4PQPuBg/jVq5b16wAAjEbgcGACBP35yPgAYFJBewe+v0KzLjRkmBUhSMKUhC2pcRfOFX5V2vJz/aF10X7zZyQOb8xKD1K6cjo4cZI1Zrq4NyOI6DfDWvznZ1wjv725iaHXs9OnqwHg2++AhcK15BQ3GQgC8cFSADABEAQcuayLD5HFOj32cRUcGrApNOABnCgsrtx7pfHLH87Gc2BZlN/M6fGs8ZM95mZn0/603mu6XDuwmSYV6EpMMh6blnx2wfESb163bGZeyVuXG87VaZ5YMUMpub7ZdHdwsNHspBMLkxTFGNXY86BACAo0ms1OBGF8+51MIedmZ4/i6Sa5WRjwhdy7d++yZcsAwNvb+6WXXnr44YfHsFWTjBTu4hwAkLS1SdhspLXVcf68YP16NQDU10NrG9AJ6McPlVywMlNA56S5XN3eWmO+IzlkyLUwGOmZaekzUy+eLdxxpWVXpea+5MDZ04ZjZtEqwiI15Na1mbzI2Yl+Q65ikkHhXpuWUgHA3Xe5ttuPn7BWVjLuWmPlciE/n6qoRNZ5JrveRIDJRHKmBQKACQBzEt8dr12q8vMXekB1mYEy09Li0tLi2nTthy+Ufn6l5YOSllv9RTkzk4YRC+9B/HBc89ZWeOxR6M+HLYzkHSvRrOb3EycQPy3xg6iQnXtyH9p1emO8/9LMpMFfZAaCSPlsABC0UF/k10zP8A3yGRNv1t13dV77Kfrn+5xp09jj3Z1OMmEZ0MD6/PPP6VRSAEAnlOsLRVETJNvEJIOARkaikZFAJ5f38XG2t7MJAphMdXU1HD0G964H/nVCH0aVtEgFRCpMACI1XO00+0v4rCFlmkGQ6Zmp02emXLpQtL3g6pdFzeuTg+ZOjx9eY2aH+QB0f4bvaVOnRijEgsGWOE0yQrjz55Hp0zEMUwFQKSmkSkVPwDgrq+z79ws3b9IIBNDaSu3+FVm5EpSKcW7uCGCzmPcuigKADrOZAOrMKfXyuEABe6Q+J6WP4p5b5t4DUFpSva+4bsMPZ1K5yLKEkNTU6DHO2ESDoKjvQw8CjvcRgAYAEHDRnGmB9MveF46XaNPapZn5xW/lN56u1z61fIa39Po2EwNBNkyLBAJADWqJU2ewRahGUbG+J6ZHH6Ez2qsAsKJidkI8TGrOTNKDAV/vn3/+OTEx0dvbu18TqqSkxGaz5ebmpqenj2bzJvEwCJ/PnjaN/q2KjCSlUgaPBwBEU7P288+Rhx6EQcO0RxWTCsxM6lh7a47U9/p79wJBUqYlvpcae+5s4WcF9T+WND6QEZ0SP6I05alsibnGJk6eNLDGCARFmdfSf7Oio1jRUUB7vLy9iRXLGRIvBICy201vv8O7ZQUrPl4NQH3yKUREIPPmAgDodODlNRGmwq+LiM+aOcffwgJBB2AESZLUyHWp4xMj4xMjMQd2Lq90V1H9G/n1WXLusow4v4Chv00jgyGRAIAKQH32LMTEQH8xr1qpc/f+ug3TIll9FKBjpya9HxmyY3fuo9+fvj/Ob2lmMsPthC8+nWhlncUk4Yn4YxK/yGCAlxfQX2QWMxQWqqZMGYvzTnKDMKCBtWHDhu3bt/fdbrfb//CHP5w5cyYqKqrv0oNJbiwYim6XADMwwP/F7uBrsrPTvP0T89p7wg+pewAAIABJREFUICAAKAocjjEbtIJ9RME+InrqcPee2iQ/WaLfEBLAMJjMufPTM2diB49efP10RVBe1YNzEyNCh5kR29+LDwCgBpKk3i6qWJjqHz5WX8aT9MKlWIVwueK/PE//VgHApt+Wl9uLixE2hzN3DgDY9u7Tm0xAJzSqqgadFmbPHuM2D45EyAYAkwpMVmLP+YY1IUG9YuGHB5vDnjsrde6s1KYG9cG8ij/uvRzKguxQ5ez0BPDAzOTQ8E1MdJw4oV+xom+RgMdamhNq4SKS/rQHOV7ih9cvm3G+4IOipj3V2j/MiU+IcGv1MZOBzI/wAwOAAarauk50tK6ZHz664VkuZs4E2tKiKOq1/1MuX8YezZXpk9wQDOhD7jfoqr6+PjMz89NPP129enVeXh5/XKeWJhklGDKZ+LlnVQEBKgA/DBN9+pmytBQAgKKoyipwI8euR1i+LEwZJ6ST6HTZh5C1GeWwly2d9cXauVMk7GcPFb361aEWTfv1DxsYBgN5OjU2BcQiNdgxQt0xUn3rSUYDbnY2bV0BAG/ZUtVda+gccr5ymVIioX8rK6uE//d3P7MZABC9HvngQ2hp6T5+xLLlw0PEZ929IIIRxjap4ArTtLes2SM5xQKDVZtWL9i5fv68IPnu2tYNO4//umO/B+odCgyRiLdixUDJJLwEbCYTMamgvLX/FYvJGakfPLDk7gDR348UvbjzkKa1s9/dBiJKKb47NNhLgwCAxY6PMBvfEEAQ5IW/tqekqAHUOG7e/gnZNqL+Z5IblwENrCl9XJ379++fMmVKUVHR1q1bv//+e3F/K64nuclAOBzRY4+y4uNVACoEkTc1KmtqunvMY8dgNDsOBoIIeCwA6PKDn1ua6zpNQzqcIxSsWbXgk5XTJQzysd15H/10wmz2gGK8tJVxtdjQbhxria5Jhg1DLmdd87WzoqPE//MXRChUAUh5PPn6dSofHxWAn9Mp/nKnsrw7ly+8tw1Onhr7pgb7iKLTZF0qj5kCXD5vaVb6tk3LXl0YL3Ejm8Mooaysoj79bKDSVgFepOnfeEJY6NxFmZ+umR3FIh/++cL7v5yyO4bwrSW6tnjFUm07fLBhqM32AChqXLlSS5EAADhOdnWNQxsmGT/cCrEkCOKVV155+eWXfX19d+/ePWvWrNFu1iQTE25WFv1DBYAHBFId7SylQg0AP/wAcXEQP8zQ8n5pbW1tbm7GMEwmk62cGc5kMk0AZB3WacVCZUKz2dzV1UWSJJ/Pl0qlAy22kPkq/nDP4vtaNN8dzb/365NL/cVrs6bxRjAXgzKQnGh/sABYQGey7Va3LJ7iCyMOoHFhsVgOHjxYUlISEBCwYMGC0NBQT9U8Eurq6k6dOtXR0REaGpqTkzNKGd3GHoTDoZV/EBZL+Ei3z14FAH983LWP9cefEBTlrbxFDQBHj1KYE1myeKAKMQyrra3V6/V8Pj84OHgYCieuVCaXq9v1dZZVif2nbHU4HHq93ul0cjgcmUzWK/2b3W43GAxOp5PL5UqlUhRFQ8MC/WO7Jxyqq6tzc3MNBkNYWFhOTk6vFG46nQ7DsObm5oCAYWaG6wsrOsqHy2kdoDQtUgEAA0W+AwBX6rX+rsULK+s+zb2y4Ysj98X6Zc1IBACKojo7O202G4PBEIvFvXLvkSRJl6Io6isWr04KoRevHDbqRDxWfMhoZUO0WCy1tbVms1koFIaHhwu8lUBPHeI4fLcLSUs7Ul7W2trq7++fk5MzSrJX1+Xy5ct5eXkOhyM6OjorK2uMk3v1C2W3E1qt3sfnZpoXu/4yk46OjuXLl7/00ktz5869fPnypHU1CQ0aFcmKiQF6FiYnx0cup2dh4OtvGEVFI6y8qKjo3LlzLBZLKpVqtdp9+/bRsqNUMKvQYahpaGxpaUFRlMvlGo3GmpqavhrPPRH5+22+d8WHWXEdrZ0PfHl074lLBNFbbXcY+Ih490eG+XR6LLalqanp0Ucfrauri4yMBIC//e1ve/fu9VTlw2bPnj3/+7//CwAxMTG1tbWPPvpoc3PzeDdq7ODffhtv5S0AoAJQzZ/vN3Uq/ZzLjh2j3tvWc0+j0bh37169Xq9QKADgxIkT1dXVwz5vWqRiYU4wPUWu6bL2nOAyGAx1dXX01wWGYbTugqu0s7Ozvr6eoig+n2+326urq3sqj/3000+vvvoqiqLR0dGVlZWPPvqoVvvbgr+dO3eePXsWQRCP29AonXgex6F1IEMLztg7jlQNlEgLVNFhL25c8Wyi709lzc/tPFRT31xdXW0ymbhcLoqiLS0tavVvxzqdzurqaovFwuPxGAxGU1OTTtcd7ZUl9gl18Ghjzol7oB/oiUajOXjwoMPhUCgUDofj4MGDv7WKy21cnPNjY4MkLi49c5bq62/+34MPlpWVebYB7rBt27aPP/5YIpEEBQWdPn36qaee6vn8jBfqr75uHb9EbqPEdf6e/Pz81atXNzQ0PPvss6+99tow0mRP8t8AQyx2Jen2ve3WjpoaOiZZ/f0PVFAQkjG0paY6na6hoWHJkiVsNhsAoqOjS0pK8vLy5syZw2Qi0d5UfnFJTk5OS7GJIiAxNFStVms0Gj+/6ySv8g4Pfi48uOJy2Uf5tT9W6+5LCZ47baQuNxaD4USGoA03OG+99db69euzsrLoTO633HLLn/70p+TkZA/6EoZKU1PTrl273n77bdpoWLZs2aFDh7Zu3bp169bxatJ4wmAwrqWK4C5Y4H8tuRdWVGw/cuRAXGxycnJYWPfa1cjIyIMHD/r4+IwwmsKkggbMfqXLlO3lA9dko0JDQ13Zrk0mU1NTU1RUFIIgDodDp9OFh4fT745cLjcYDE1NTeHh4QBQV1f3n//855133qEdJ8uWLfv111/ffffdv//97wBw5cqVkydPLl26tLa2dpQ8K34k2fXhR5Ynn+g3p39SmNzgjcEg02gIkjoj9d3YsN2HLzx3qDhdhN6/OEMhEwOAQqGoqanp6uqir3ZLS4tUKnUp9tClQqFQIBAgCPiIeAAgUsPxGh3hzUyP8czSaRzHz58/P3v2bFfi9ZCQkNOnTy9fvpwW2M3Pz1+wYIFEIgEA+HX3fWr1yby8CJGIuHSZu2wpMibKDadPn66qqnrvvffoJ2TVqlUffPDBjh07HnvssTE4e18opxNhsdQACL1gxWYbl2aMEoN5sD755JNZs2bp9fqff/75H//4Ry/rqqFhPKa0J5nwIFwu+HavDFfddqtfRDj9xU/99DO4IWcEAC0tLWFhYfT7TxMTE6NWq0mSpEsjIyNRFA1MlVgVAAAKhaLL7eCGmLS4tzct2xyl/PTy1Sc+3VdaOVEe4/b29tbW1oULF7q2KJXK6dOn5+fnj2OrLl26lJGRoVD8loAqOztbo9G0t0/G7f4GOznJce/6o199lRkaqqyoEL37HuC4QCDw9/fv6VYZNvEhsoxYH5MKuvzgRFUzh8vtqSUiEokQBKFdvPTMVM93x8vLC8dxDMMAID8/f9asWT2Np6VLl9J+IAC4ePHiwoULOZxRXG2IsNle/+9F1cAWp0TINqlAJ8drOgaMuWQJBatvW/hCnFSAOzf/cOafP5/q6LIwGAyZTEb3AxRFmc3mng8trQXZt5eYH+GXJfYWqUGkhl/PNdRrRhQj1dbWJhAIesraKJVKoVBIvyw6nU4ul3dbVwAAoFKpUBSt5HL1/ioN7aHHcRjUGT9yLl68uHTp0p5PyKpVq86fPz+qJx0IZ0WF5o03PfCGTFT6N7AIgti4cePmzZujo6Pz8/NXrVrVd5/XX399lNs2yY0PiroyQaiWL/NRKLuDiPPzYeCBB8fxXtY8/V/awCIIgv4vA0HigqUmFZhUkKs2Vbe7HQXPYMyYO237PXPTJZwXTpRu/e5oe6dxyH+ap3E4HFwut1cwGZ/P7ym1PvY4HI5eMToIgvB4vPFt1QTE4XBwOBwEQVgxMaIn/qhCURUAfuiQ6OVXwTmEuOzBQRAwCyznLC29tjMYDFpVliTJXvE0CIK4Su12e6+7yWQyORwOfTfpJ9BTTR0cFQDs+n4gY4LHRi+aOy3YYAuWWVLRw2sXf7EilWO1PPDtqbd/PGG0Ougugv5je71KTCaTLh2IuwKDwuzdU4ethuH4UQiC6CttyWKxcByHHh1X71KShGnTQCxWA2haW9XvvkeN5oLWvm/0OHYybTEx8D9/GZdTjw39G1gURX322WcIgoSHh7/00kvrfs/atWtXrFjx9ddfj3FbJ7mhQdhsZlAgAKgAfPz85NXXViM2NgGG9dxTJpOp1eqeMuRqtVokEtHdk1Qq7eUVaGlpUfh1Uf5Dy1vNEQnvuX3hZyunMXDnxh/Ofr3ntAPz2EA4DHx8fOx2e319vWsLQRAFBQURERHj2Krw8PCCgoKeIW51dXUOh8PXd6zTV05wfH19bTbb1atXXVtwHD+h1TKf+ZOKxVIBKEtLqS1vjDzLSVqMirS2671xdZf1cksHAGAY5rKNeDye2WzuaUnY7XaCIGiPRXh4+OXLl3uWVlRUoCgql8sBICws7NKlS9RYpTPwTk2Fqqp+ixAEVswIJkMGi0jh8Xgmk0mi8t28dskni+LZVstT+0t2navsNFkYDAabzTabza6dKYoymUyDK7IzGIhLMqs8v72mZcgfXVKptLOzs2fEm8Ph6OjokMlkdGlbW5uzh7VttVqNRmNPnxaoVPCnpzQCgRqgpaKy6/V/UJ42fcLCwno5xfPy8sa4k7H++FPLufM3sePKBZMOX+0FSZK5ubk//fTTypUrFy5cuKAPGRkZhYWFGzZsGPMG90NTU9P+/fsfeuih6+6J47jT6Rz8NRsNHA4H/c6P8XmtViuXyx3jFSIURVmtVmF/SmQuGGIxGhIMACIAdmkpJ/+SPS7OVSqRSKqrq/V6vZeXF0mSGo0mLy8vPT2drlMqlZaWllosFi8vL4IgmpubCwoKZsyYIZcIrXzCJkR+Pl0fpfBC+2SI7heeUJCRFDFHyjle1vDxpXqe0RAR7Ie4nTkaAEiSZAnIvl+ufXn99ddnzpw5Z86cfksZDIZUKv3oo4+CgoIQBDGZTB9//DGfz1+zZs3YCFL1e+P8/PwuXbp04cIFej1jeXn522+/ff/997sijUaO0+kkCGLMfCcu7HY7k8l058a5Az1F9eGHHwYFBQkEgra2tg8++EAoFN5555307WN6e4szM0UMBq7Xk2o1guP9qvVdFx6P19XVVV1d7RPh3WS3K3BE3dIsl8vpG8dmsy0Wi9FopK+n1Wptbm729vbm8XgEaouOjj5z5kxRUVFISAhFUVeuXHnvvfcefPDBwMBAAAgNDT1w4EBxcTEddHtdpR0cx3EcH3Z3ypDLRUqlCGAQzzMmgl8rmvSdjiDJb0H3JEnSbtTm5mYWi4WiKEckCPGTTGfaG1u73itqMqlbk6OCW3VaNpvNZDJxHNfpdE6nU6VSufkqRSm9/BAuxwSokfrwTKWXgC0TcTAMY7FYg9TAZrOdTmd5eblEIkFR1GAwnD9/PiAgICgoCK7duJqaGolEwmAw9Hr9+fPnIyMjBwoeRRQKbNYsE5NpRhBxVZXj5ElWbCyMuCuIiIj49ttvOzs7/f39MQw7f/78jh07nn766V5Rd06nkyTJUXor26QSJDa23yIcx8UI4k6090cffbR06VL62k5YkH6/VzAM++qrrx544IFBjty+ffvmzZtHrWFD4MyZM48//vhlN+J77Ha71WqV9SfdMKoYjUYURcd+cTsdK+2pIcRNCIJob2/3uZZ6e0hYv9ulZ7OR227FMKykpKSpqYlO05CUlOTdQ8PHbrcXFxe3tLTgOC6Xy5OTk+VyuWuc1pscbJThqx/yX305r+TDgkYmgjyaEZmYGOnmUU6nk+ft1jAjkUieeeaZF154YZB9zp8///3331dUVPj6+mZlZd1+++2jGhPTk4FunMPh+Pe//338+HE6TcOaNWs8K5BltVoxDPvdd/yYYDAY2Gy2Z7Mlnzt37ocffqivr1coFPPnz+/39ul0OhmKOo+fMKy+fXhnIUmysrKypqbGYrGIxeLY2FiTmq/y4ofKRHRpe3s7ncSBy+UqlUr6QwXjdCiVSrvdvmvXrlOnTun1+vDw8LvuuqtnykOz2bxu3br9+/cXFBTE9fjm6RebzWa320ceDm/Z+ZUhIgKZkTHQDgRJSbS/GRY4jiMIwmQyrVarTqezWq10mgYfHx+UyawtLP88v6acYq0OliaHKking8lk0qUj/NS8yjNWaWxTo7xZ6ICmJ0VRNTU1VVVVJpNJJBJFRUVFRES4bDKSJKuqqmpqasxmM33jQkJCBrf5CIKw2+0CgQDq6iA4WMVkEhoNIAhzBC5kvV6/c+dOOk1DTEzMvffe29eDZbFYcBz38vKYcLj9xMnO+nrYcP/gu9lsNn8EccewS0tL27ZtW2ZmpmfaNzr0b2DdWEwaWANxwxlYPWn58SckfTq4vYCuryOkssmANzszgpWDHNULAicOHLmwo8EQy0H+kDPVx+/6x3rWwKK5oW/cULmZDCx30Ol0CoXCNdjb9uzRd+rh3vUjqRMnyFp111TmgNfQZWBdt6pXX331zTffNBj6z67eE08ZWABAtrVrr6fk3WawXclruyU+yGVgDbgrRVXklXxddLWMYi3391o5N0Um9MBdxjCs0WiT8DmcSC5JUSRJuekmHwm/GVguWlupg4eQe+5WMZmU2QwoioyCn8lTBhbZ2cmQybrTgLnhl7rJDKxxkFufZBJ38J05Q2m8Fgbx+yAtN4kOlAhCh9b1MFHmssUzP18zO1jAemh3/if/PmazjH+GmEluYnjLl6vuXd8djzjcBGMokxEdKKEXfPxa1uTAR3clmsdhKBUqAGhpGSRGTSnhBcZLCNINjwCCxExPemXzLe/Pj7EajPd9ffLFrw6XX9WMvJ3hCrFCwBWpgXEV3/VzlU4/HjkFvL2R9euAyfwtKH6s5MuGivPKFc1PP6tpJ85/ZY6nSQNrkgkK08+vW6IHQPThRzCsbAUhviJ61DlY2TL4oqSeCCWiTXdkvTkvptxge+ir47lnCodx6kkmGRIqAFl5ORw4OMJ6olJlVwU3pJSTN4bBJ58OskOESmwNQPTeeJnO6M7Ui29k6GNrl3y1amoUF3nxQOGTnx84V1LnkTkbEYf18MyYCBtPpAayFtt5uGp85LPCwpDnntWgqBpAXVWtfuddynNLVocHhePWn39RG41qgLaEBGTTxpHHjd24TBpYk9wAiP74uGrqVBUAWCxU4XDSxMdNU9Zyh/a5GREd+tbGpZviVZ+XNv/50731tU3DOO8kk7gPNztbtTinO+P5cL1ZKrlAJReYVNCgN1e2jn/+EfdBQ0NVDz80kDh0T0wyoqClw81qvXyU61dnfbt29lIlf/vZsvs/2f/ziUsOp8e8Pl489qPxUaEWrkgNepMjt0SDezpBvFtERcKTT2hYLHoFYssrr1JmMwBQDgfpxoTvSKCsVvvxE6TJBAAak8kQGQGeC966oZk0sCa5kVBxudKKCrimeuE+EiE71FdkUkGr2a4zuW1pIcicWanbNy7JDpQ+f7jkH18d1HeMblc1ySQAoGIwvI4chaYRSRJJYgW1TOuNGGTr09w8uNh2TKAkcrrcpAK7k7A73ZoPZYmEi5bN+ejerLVB4v2Vmgc+P7zrwDlDl4czTgWZOAkMMbeZBACzzantHJ8AAyQmGnnxBY1QqAbQWCza3b+qOzsBgOzqsh8/QXlCGIfU660//UxZLGoAtdnSKRBo+Xw1AEilkJAw8vpvDiYNrEluKJhM/l1rVD4+KgBleTns/nWoFSAhrINt2iGNOgwmc9GimZ/ePUfOYT74w9ld/znpHG8//CQ3OQyG4P77VIEBKgBoaga9flh1ILMT/cz+YFJBQUsnTtwwphYzIEBq6gI33tIOJfF5TR3mtrQoi8ddlJP50aalT8T5lrZ0rvs299WvDxWWembekCZIKuCxUZEaxDqkprAT6p0AQJCUW9Fjo4FMBveuB5lMDaDl8ztRptpsUQOonc6WN99yXhNDtP78i7O8nP5NtreTbd1SDdjly7Zfu7tZrKCg6x9bKBxXA2hxwpCcpBEIAADxVsL0aTABFKMnGv+NcWeT3BywYmMVmJNNEOqhvNhcNvPWWaF0CkKqzinmurtST+gl3HRHVk5N479OlhzccejRpICpGclDb/UkkwwNX4mX9btdXZs3jaQSQRinrLnNz9czontjAG/5ch6AGgCcThh4Oa2Yz167MNIBwFaDAyc4qFtdAcJkTM9MnZ6Zau40nDx/5Z+ny82nKxb6CFbOTvGWe2xuS8BGl8QEAACoodXs2FvWtCQnRMAb06XBvUFRmD27OySKxUKeebrNVTQjA1wpRYqKnBQQszItABAaCv7+3QZ+aiqkpnbnb1Uq4HoLPyeZWAYWRVG5ublyuTw+fqQqvJP8N8BOTgIAFYBtz542Fgvmzh3S4Se62lRt7KmBQ+gmAiOC/h4eeP5c0TtFzaFlzY9lpcrdSOUwySTDhiESCTdvonOStlRUIjHRw6jEV8YPAZFnGzYGqACMr7xque9eCA8ffE+TCs6Xt1NafFG0v/v1C2WSZUtnLSWpgsLyvVcaN/z7XDwHlsX6z56WwBhKtuHr4i3kbpgeCXoAPWi6rLtbWlZmhgq4E2n87ZlYa+FCCsOAzvg/OrLf/yVMoBt85cqVN95446677prgmS0mmYDwli+XNTS2DvGo+SkqADABiAZQbaAoymAwWCwWBEGEQqFYLEYQBBAkY2ZKclLk1/vPPba/8BYvBIHK9Dmzpk6d2vNYu91++PDh2tpagUCQnp6elJQ0vD9tkklcKDo7Og4fhuzs8W7I2OH18ktetCvremTE+kDsYK/zQCAMJC0tLi0trlXdduDClQ8Lm74obloWJJs3PUEuHU62/Z44HA6DwYBhGJvNlkqlbDbbT8x/SBwJnQAA2i7b91cbbpsd5iUYU52PlpYWjUZDEIRcLg8NDR1jtY//HiZKDNaVK1f+/Oc/v//++0uWLJm82ZMMA4ZSIbPbVRQFb78z1JiVaq71kwtV5O8DMUiSrKmpMRqNPB6Pw+G0tbU1NDS4EvOyuJzZSYF/TVPV2iiWk7Njx4633nrLdWx7e/vDDz9cWVkZFRUll8v/+c9/fvTRRyP/Gyf5L4czc6YqO1sFAAQBg0oX32SoAKj9B0CrdWdngy/1Xkllk2HIAezeKuW9t87/amPOpgT/Eo3+vu9PP7dj/8GTl8yWYea7MhgMtbW1FEUJBAK6PzGZfqcM5Cvm/TEpJsDIFqkBq3H8lFtvto16fCctlyQUCmld13379mHDSjQ4yXWZEB4skiQ3bNhAS3eNd1smucFBEN/776Oc+JDWGfrK+LcsDbNwkJ7fvjqdjsvl0jJtACCXy+vq6vR6Pa0EoNVqRSJRdHR0Yko8zxu/n8n805/+dObMGdr/+uGHHy5atOiee+6hj83JyXniiSd6SiZPMslI8OnoNG/bZnnhrzBWSkrjjl/mTOzixU43JGKYDGRDTjQAmAB4zRQ6xMk+JsqcOSN55oxkh91RUFh1uKrlvYqTkSxyYaBswYxEgdBdQQ4cxzUaTUhIiEstQCQSNTU1RUdH96vzKOdz7gkNZnYgDAY0ibHjhS0LUv2FXA+7GxoaGoxGY05ODu3IiIqKysvLKygo8Kz+1SQ0E8LAOnPmTHNzc3Fx8QsvvGCz2V577bVZs2b13Y2iqJ07d/bUKqepra21Wq1WN5ae0moq7uzpWXAcpwVKx/i8FEXZ7fYxXvJGkiQtGzyWJwUADMNwHLdarcDhAIcjsVqJ0lJDaxu5yK35FJQBTqezUwkXTmnnhvlwUKbRaAwMDOxpFUmlUqPRSMtHGI3G8PBwupRWgV2wYEFubm5qaipJkhcvXnz44YddFwFBkNmzZ//nP/8RiUTuXJn/ths3Lm8lQRDj8uFOUZTNZruulPJ1EApYf3leQhBt7j0k7t9cp9MpFAonYneKojBzpsRqVeM4uH316pmWE0WaR+IiGUPvflEWOm1a3LRpceYuy4WCityG9o+/PpXCpmaH+sxKj+ewrxOubjab2Ww2h8Nx9SE8Hg9FUbPZPJBsGgOAAoogQKVnrvJTsdsQlEG18Z2/nKvKSlPJRB4wphsbG8PCwkiSJK95QCMiIo4ePZqWltZzN4IgKIoa++XSJEk6cJx0wztrtVr37NlTWlraazuPx1u3bt3Yj7b9MiEMrFOnTmEYlpaWtmHDhtdff/3WW29taGjoqxHmcDiOHDnS18Bqb2/HcdzhcFz3RPRT5c6enoV+WMf+vBRFYRg20q586Ccdlz+WIIjeNzcigm82G4aoIxEYKyiyG6aSUvol7/mqIwji6phc/9LdEEmSTCbTbrc7HA7a1AOAno1hsVg8Ho/H47n5oI7LjYPft3ls6OfGjdV56Wd1jM8LABiGeWoAEDsc+K7vzfHx5NQpg+xGUZSbFxnHcS6X686eBEEQBDH2N07c1GT7Yif+ykvupAj3lXDumhuiBycAOOsJBZ89DEuLL+TNn506N5PUadpPFlZ9V6XdXqnLFKEZYb5JCeEsTv/hUwRB0D1Gz40IgtAP/HVPykMZAEBRVLCZf09IIGpksExgdeLf1DfMSfRReg1Tf5BWcsR79Ir0f/Hf95P0q4GPrQgP5iROntDePlPizvWhKKqkpKS2trbXdrFYfOedd/YVWR8XJoSB1dnZmZmZmZKSAgB/+tOfXnzxxaqqKvq/PeFyuV9++WXfw2mxZ3c0R2mxZ4+okw6JcRR7FovF46IZPPYXuX/N4Pnz5QAAoD52DObOdSdTSzCPBwB2ALKeY7Fae941i8UiEAjo68nn8202m1QqdTqdfIGAx+OVlJQkJCTQf3hoaGhNTU1GRgZ9IN0XdHZ2trZSKIevAAAgAElEQVS2unNlJm/cGDCOYs9eXl6ejDR9+CFZa5tuULlxgiCYTKY7N5fH47n5GHhQ7HlIGBBE+MpLfDqt5VBo8TJe0Lbe5ueufnwvMAwLDFatD/FfD1BT3XC29OoXJU3NRS1TOVRGoDwjJcpL/rtLIRQKW1tbEQRBr8nwYRjmcDiEQqH7rzZJkjiOi/ndN9eLxdocGw04oHrESZLby2sy4nwi/YeQWkKpVLa3t0dH/7YWtbm5WalU9pKrxzCMJEl3RJdHiM2B/7inZmlMQLBUCAB3JgfzhYQ75xUIBH/5y18m+JK4CWFg+fv7l11Ld8Zms7lcro+Pz/g2aZKbDKV/QOv/b+/Ow5uo1gaAv5N9T5tuadrSpi20UNZSllKhlLUsiiwXRZQrXNkUFAEFQXHB5SJyr/ohyqK4gCIXREEFQQGVpSxlFbiUlrZ0Dd2zJ5OZ+f6YmltbaNN2mhR4fw8PTzIzOe+ZnGT6ZubMOSdPEcn9PX+JK0b15u6M5ff1V6vVDMNUVlaazebY2Fh2rU6ny83NpWlaJpMVFRXt27evpKRk8eLF7NrZs2evWrXKZDL17t3bZDJt377d6XQK7snpTpEX8IODdABUSUlpXn6zPuR3NB1A0doPiPEPQphHQzPEhqljw9RsJ/PrmZXdtP4tOJtVW1THyNiOkdMAjDXmE+ezTuSXfZB9Ihio1ABx/04RsQkdCT5PLBar1eq8vDytViuRSGw2W2lpaWBgYCt/OLm7lAl5vCcTOgHU3mO540Kevqtfp3A/ALA7KYno1hl8fHz8vn37Tp06FRcXJxAICgsLL168OGTIkNZUqblsDtc3v+eO0eki/ORKEMxNjvdmdG9qF0f88ePHr1q1ymq1ymSyc+fO3XfffVoPejIi5DlhXCf2GFxss4FE4snFhZiIoEVTB544f15/M5DH4ykUipiYGHeSJJVKo6KiDAZDSUnJ2s/eSk5OfuONN9w/vLp37/7CCy9s3bp1/fr1CoViwIABc+fO/fjjxiayRaiV+KGhmtOnq1wuuGdSed30x+nKqmbPnAXgDOKdclX3E7b29JtKrRg+KHE4gNVmP3U+6/h1w5Lj1/2OX0tWixKjQhI660UiUXFxMTtMQ2BgYNud8JvUPQqgNtk6fLk4SC7pHxlk0sGxS6X+SnHnDrVxBQLB0KFDL1y48PPPP1MUFRgYmJaW1na1MlqccomQzyeMFucPP+U+0KWDViVVgmBOl45tFLFdaRffQ71e/9FHH82fPz8xMbGoqGjLli3tpIcauvsEFxTe3LkTXljqycZ+fn6pqakAsGXnfx+KDK7301Mmk+n1epIkN23aJG1wgaZr165vvfUWV9VGyBPS++9nP4jFZjPcAzdlE3I5Xy7XAbiys2/abNCtm4cvjO/gBwAmANJF7/7h+pgu4UHyVl0Ok0klqf27p/YHimYuXsk9da3gk0tF+edL4niuXhppYnRoTGwkX+KljkH3d6m991lZDAPlgWYbyd4f/VuuoUTgGN2vQ79+/QyV1nKTIyGS49SqrNp2MbcytbuOzycs/7Wdyr+ZHh8uEfKVIJrVvyVj5N7R2kWCBQDjx48fP368r2uB7n6CTh11LywFz4YudJs4NpZkgB0bEKH2T7X9P8aEBOjX19cV8RKBXu+369vqrl09OTldl1DAe2BMNM0wUAY0zTAA/NaN4c7nET0TonsmRAOAw0leysrPzC5aeyYv7+SNKIJMVIsTo0K6de8kbLTPHIdkIoFMVPuHfpA+BKD22EfZBNZqh1IIAJBbaTqad3NStygykl9jce4+lpfWQxuoElE0s+1Qdt/4YLab1+5jebpAeVKnIAA4fK7YRdHjQ8MB4NSN8uwK45Re0QBA2/nJ8gA/AwEASpX0wW6R3tnN9qm9JFgIeZkOoOjt1cSM6RDY9FQ5UrEAAEw6KD5fo9coRfz2MkIvQrekmDFd0cxfEXc2Pl82aSJ7w0JxXh5ERXn+UqGABwAmHRgt5J6M/Ef0UZ5PUdo4sUiY2DU2sWssAFRUm89eyj57o+yd80XOc0XdhEwXjbxzRGDHTlFipQ/ONfpJRX7S2vsf9RqlXqMEAEkxKEH0ZEInykExNxmBgJjTuSNA7SdpKvuuFgMA3B+scxfVp0Ngnw61R1G1xKtD0rdzmGChe1fo7FmMw9GsDhyiKPH+vNKxQbqmN0XI13QAzpOnyk1GGDzY13XxHs3VrMobBTBoYHNfqJKLpg7tCAAmAMNFU0GVOTVG2+KO8PUE+CmGpfQclgIAUFRacflawZXSyp/P3ig8XRhNkJ0Voi5avy6x4cHhoZ6P8oXaOUyw0L2Lp1YDgA6g+MoV0OvBg3uDA9WS1B66Fsx3hpBPiPr2Cbp0yaMpZu4WkpEj2B9AxQ4HkGTL+qIFd1VaShljCPiVgtXpYs9ycSVMGxCmDWBHQLbZnVeyb1zJLz1QUP3+tUoxnO8spOM18thQTUxkqDIogMO4yMswwUIIQhRK+3/+U/PYY56/pEDl/G5vzqz+cXg7BmrnhAkJWpKs9nU1vE/rdJrXfWh+ci4olc19LUFAdKgKAEw6KKlwZlwxPOTZYBDNJZWI3JcRGQYKSyuuXLvx35tVxy4V554rkTKUXsDEKEWxQerosODwSB3PWz3lUethgoUQ8CPC5Y89Jm9OnxU/hejRCfF2HiG9gTMMItQe8ZRK1ZLnVQAAUFxQCKHalg1gERogG3+fvtJslskEl/OrCv9r/FuPKE5rWosgICI0ICI0YAQAADAMFJdVZucW5d2sPlRUvSm7opq5GkW4oqX8DipJh0C/cG2ANiwEU652CxMshP5HW15e+vkXsOAZT7pB8PkEAFQFu7x0OxBCqKWCHXb7p58Zn/hHK8vpqtd01WvY0UqvnaxwUnT/yKDWV++WCAJCA/2C/BSpotqe42a783pu4fWi8htV5pPXDIWXSqqZy2HgChcR4TJRuL+iQ7B/uC5IGeiPHbnaA0ywEPofXmBgyMMPGTybn87lcl27dq2srKwkMzMpKem+++7D8dsQajsOh+PHH3+8fPmyVCpNSkoaOHBg3W+c1Wr94YcfCgoKxGJxYmJicnJy3dfaQkK+l8uK16yRyWQpcfGBaYObO6BDQzF9NKWVVlMAKIsht9LEIwh2vpe67HZ7VVUVSZJCoVCj0bRyjjyFRNS9c3T3ztH/K9/pKiy+WVBSXlBhPF1u+vZGdSGVJ2boYB4VIiCCJQKtXByskoX4K4MDNaoANUilDMPU1NRYLBZ2MpyAgADvTHtK03RFRYXdbufxeHK5XK1W120+iqIqKipsNtvPu3b179/fPc8Yy2Qyff/998XFxTKZrF+/fvWmpm63MMFC6C/4Ol1tD9lLlyAh4Xab2e32/fv3+/v7BwcHi6Oitm3blpGRsXjxYsyxEGoLJpNp0aJFHTp06Nq1K03T27dvP3r06NKlS9lvXHl5+XPPPdelS5fevXtbLJZPP/309OnT8+fPZ19bVFS0dOnS3r179+7du6qqas/773X75ZekN15vZZV4BKELkAOASQdSf0l2sVGjUyiLocLqkAj4cpGgurq6uLg4ICBApVLZ7facnJzw8HCVStXKuHVJRILYKF1s1F/ua640WW4aqgzlVTerLUVm65mCKkNO5U06n2JAy7gCCVrFZ/zEAj+xQMonJEJeh7DQQD+lWqMWKxVtNA2Ay+XKycmRSCQqlYqm6bKyMqPRGBERwTYfSZI5OTkymUwul0dERHzyySenT5+eN28e+9qioqIlS5YkJSWxzbd27dpBgwa1RSU5hwkWQrfmdzWrmiShwaTjrMzMzLCwsN69e9tsNl1k5JgxYxYuXPjrr78Ovpfuh0fIazZt2tSrV6+5c+eys3SPHTt28eLFBw8eHDp0KAB8+OGHaWlp06ZNYzceOnToggULTp482bdvXwD4v//7v/Hjx0+YMIFdO2TIkKeffjrm0qWEuLiiz78gJk4AdTPmS74luVTYIyYAAEw6qKykzufcTO0WVHa5WBakJaQyP4UEABQKRUFBgUKhaOszRhqlXKOUx8fWn9babHdez71xo8DAE0uqzLZKO1ntIMurSWPpjWogjAxPzDBqcKl5jIxHyHiEQsiTCXgyoUAuEirEQrlUJJeIZVKxSCQU8gixTCLg8aQigUAskgj4IBI1cl2ypKREoVCE/XmjgEypyvnv1TymSCKROh1kQUmpgACrS0BV24cPHT5q1Ki6zff+++9PnDjRPRQ523x2u71t3jwuYYKF0K3JJoyX3b7be2lpaXp6uvupSCQaPXr0mTNnMMFCqC2cOXNm9erV7qcikWjMmDGZmZlDhw5lGObs2bMLFixwr5XJZCNHjszMzOzbt6/dbs/Kylq5cqV7rVqtHjJkSGZmZkJCgnbsGGjmYHhN0mpkWo2ssLDwGq+0hz76RG7l4E46ZTGYaF6JjY6wWhU+msVIIRH5K8ThSZ01Go17odPpzMnJ6dy5s4tmqo2W6mqT0WwxWWxWu9PmcFmcpNXpKrKRVqPd5KKtNG2lgaQBgDEzPAbABWAHHgDwAGTQ5B0/5x3AI6H2NL8ICkQAQqAlDC3g8SRA8wCCpTVdU/uMGDGCbT6bzZadnf3GG2+4i1Cr1Wlpab/++ivXbw/3MMFCqDE6ANuePVVhYfDXq/4URQn+ei5dIpGQJOnd2iF0ryBJsl4HJqlUyn7jaJqmKKreWvf30el08vn8ht9Wi8UCAPzgYADQAdDl5eYNG82zZ0EAN0NPsYeIAJVkcA8dAJh0QPgLL1wsCZX5dQZFUY31QknlkNhQsYDPSTgP0TRd7/wZj8ejaRoABDwi0E8R6KdgK88wjKA5lwttdiflcN5u7bXsa1F6vZBfW6BIwLOSzpqamsjISIZh/vjjj4SEBB6PR5KkLISCOo3LNh+f/5d3SSqVMp71lPUtvNEAoSZIx44NajBxWEBAQEFBQd0lx44di4mJ8WK9ELqHdOzY8dixY3WXHD16NDY2FgD4fH5MTEzdtQzDuL+PSqXS398/MzPTvZaiqBMnTkRHR9ctjRcYqFr2gi4gQAcABYWQm9vKCms0mrKysr9cyaKdKqgKCNCYdKCIk+q7+1vDCJMObigdn53KLrN445qXTCarqampu6SmpqbhXPUtIJWIFGrF7f75afxohnI/Fcll7rgEQUilUqPR6C6qbvOpVCo/P78zZ86411IUlZGR0crbBbwDz2Ah1BSCEHburAMoNhpBIgGRCAASExMPHjxI03RgYGBRZeW+fftKSkoWL17s67oidHd64oknli1bRtN0ly5dGIY5cOBAfn6++7LgrFmzVq5c6XA4+vTpYzabd+zYYbVaR4wYAQAEQcyZM+ff//73jBkzevbsWVVVtW3bNolE0khHaa1Kadu9Rx4RUdyKHt9KpTImJubw4cO9evVSq9VVVVVnz56Nj49nswoejwgLlLNb+ivFE8bFAoAJwOpw/XjixshgrU4loxnmWH5ZjJ8sVMTZBH8BAQFVVVVFRUWBgYE8Hs9oNBoMBr1ez1X5txMaGnr9+nUAYDu5l5eXOxyOiIgIdq1Op8vLy6NpWiqVFhQU7tmzp5Hm++qrr6RSqa8uszYLJlgIeSrEai19733ipRcBwN/ff/DgwRcuXLhw4cLZH37o3bv3G2+8IfFgsh2EUAtERka++uqrW7Zs+fLLL9mBGN566y33qZf4+Pjly5dv3bp169atEokkMTHxtddeEwpr52xOTExctGjRV1999cknn7D3+T/88MON9DTnqdXyxx4FAB0AefFi2S8H4ZmnW1Dn7t27S6XSzMxMm80mk8ni4uLqnTZrSCYWTBoUDQAmAABCQosq+E6FDgBg797cSH9Fvw5BAFBYY1GKhS2YWZnH4+n1eoPB4E5o9Ho9J2ewGieRSPR6fWlp6c2bN9lhGvR6vbsJZDJZZGSkwWAoKSnZuO1fffv2rdd8Cxcu3LZtG9t8/fv3f+ihh/bt29fWdW49TLAQ8hRfqw176UX4s+d7QEBAWlqazWabOWaMF45QCN3jYmNjX3nlFfYuQplMVm9tly5d6naFrqdnz549b3NHcOOE3brpunUDAIPFQl65Atk5MOVhD1/L4/Hi4uLi4uJaEJcVq1O5LzKOGqWH2sQLCp0OkrL31AUAQMYVA1lMju4cDgClRttNi717qH9jeyQUhofXv8HQC9hk7nZr5XJ5dHQ0SZIffPBBw1+qvXr16tWrVxtXkHvYBwuhZgt1OGDHDl/XAiHkVaGJido/Z5Jmzl+AU6d8VZOEKE3PmNrO+P07hwwcGm7SgUkHVATfGsAYQ8Gkg2sS68ar2aX+JADU2Jyfn842mGzsS0qMNjuJc3y1OTyDhVCzEWJxQGhoRUUFVzccIYTuCDyNBti7DvVRzjNnJez57GvXwOWCzp19XTtQyUUJ8tohGLQa2cNpsQBgkgIPRONjart50TRzorQy1l8VGaIEgO+O5sXy5f07BAHAb7kGiYDXNyIIAJwuisfj83g4cnLLYYKFUEuIU1J0zZkcGiF0N+GpVJLBqcAmW/7+jiNHpZ07FwNAURHQDET44Bqch3g8YmhimPvpuJQo+PPKY0JQIM2ASQROJ3Uxt6q8khyZFAEARedqjufdnJYUy+cRRjtZUG3pFKwS4nSHTcE3CKGW0wEo/28t47zt6C8IobseLzBQ+uA4ANABaKVS/8xMHTtK0/XrzN594HL5uH4eEwn5ElHtiFMJkX5sdgUAYT3Vkx7saA0nTDqw6YhqP6oqiDbpoNSf3Hg1u9hoBQCGgaN5N70z2MSdAs9gIdQqwplPENzdRI0QuqPxNBp3ssXodGRlpZBhCIDiGwXM9u3EE/8APz9f17FVZBJB9+jarhFyqbD2KiQAAKj4UpuCMCkAAPYcy4vm1V55zC43ykXCUNU9dycQJlgIIYQQ9wiJRJSUxD7WdYiAxYvYx3RlpfnjT8yPTIGwMHC5mFOniS6dWz8fos9FaZXux/cPiII/Ey8bjyi32xQ6KQBcPHazwuq4v0sEADgpmkcQgru3mxcmWAghhJD38DQa1XOLVewTgrDb7YLqaoFaDQBFH6wjkpKgX18AgGvXCJEIAgN9WFVO1E28ug0Ihj8Tr7xSS2ZW2cRB0cpiuFFlOVtUMSwmuP7wG3ey9pVgFRUVbdy48ZVXXvF1RRBCCKHWys/P37dvX2lpqU6nGz16dFhYWP0t+HxJ2mD3s7CnnnQ/dlptrvJyi0wWJJfbDx6i8vNrpj8OAJCZyZw9RzzxDwAAqxXKKyA8DDzucs4wzI0bN4qKiiiKCgwM7NixY7PmHOQKSZLWyoIgKD9+3BAWFhbeOaJHBN/Ep/2ABwBms3nPnj3Z2dlKpTIlJaVPnz7er2HrtaNO7gzDPPvssx9++KGvK4IQQgi11uHDh1944QW5XD548GChULh48eKTJ096/nJRj+7CP68wSoakyac/rgPQAYT26BE6+W/s4xCTyf/C+VCbTQegLS9XvPlWcF4eAABFwaq34fTp2rIOHoQ//gAAhmEyfvnlv2fPBgYGhoWFlZWV7d271+FwcLrfTbPZbD/++GNlZWVERERAQMCFCxdOnMgIUEnYUSEMBsOTTz5ZUlJy3333RUVFrV+/fv369V6uISfa0RmsHTt2DBgw4Pjx476uCEIIIdQqNTU1GzdufP3119npcVJTU/v06fPPf/5z48aNrZxTixAICFXtBUZ+SIh07Fj2MTtfNQDoAIDPhyXPu1/iiooipFI+wMFDhwo/2Tz9wQdVnToBgONm2fnjGWcCA5OTk+HaNebUaWLSRGj7u3YyMzOjoqJ69OjBPo2Ojt6/f/+NGzeCgoIAYO3atQ8++OCECRPYtcOHD3/22WfPnTvXsrH4fai9JFgVFRUGg6Fr166i2zctTdMbNmyoNxM4AOTn51ssFrPZ3GQUl8tFUZQnW3KLJEmKohj2xl0vomnaarXy+XxvBmUYhmEYX73J3o/rcrkcDgdFNT0sskwmU6vVntTQJw1H0/S91nAMw9A07eW4DMNYLJZGJsJrCxRF0TTtyZvscDg8/JS6XC6Xy3VPNZzVaiUIT3tkZ2ZmhoeHBwcHu9+iyMhIf3//s2fPduvWzcNCPG+4JgQHAwCYzcePH0+Y/DfesGG1ZXZNCAwOWvPCCyO7dWM0GqZXL57dDk6nIzeP/Ppr2T9mVIaFgcnE+89/mOEjGO4G9yoqKho1apSzzgA3kZGRBQUFAQEBJqv13Llzzz77bN29HjBgwLFjx2JjY91LrFbrV199deTIkXol+/n5zZw508vfr9tpLwnWpk2bFixY8PvvvzdyMZgkyYsXL7oajClSWlpKUZQnf+HYPyGebMktNufwflwA8MlhCAC8v7M+bFyapj2JKxKJhEKhhzXEhmtrnjcc59hd9nJE8KxxGYYRCATt/HDqq4ajKMrzBMvpdDZ8JwUCgdPp9Lzynjec57Xi8/l1C+Tz+bVVEghAF0oxDFAU6EL5zzzNiET+NhsIBMzwEYRcBjYbMIxz/QbLwPvoxEQAIEpLGY2mBWe82Hey7lGOx+OxtWITaPjrXgsEgnq/Y2marqioIEmyXskCgYAkSbFY3NwqtYV2kWAdOnQoJSWFfUca+fiKxeIPPvig4fKjR4/Onz9f7cE9rna73Wq1erIlt2pqagQCgVwu93Jcp9OpUCjcc5J7B0VR7I9gbwYFAKvV6nQ6vR+3qqpKIpF4MtlzdXV1eXm5JzXEhvOC280Z3NbsdrtSqfTy6UmSJKurqz15kyUSSUVFhSdb2mw2u92ODXc7PXv2/OKLLwDA/RbdvHmzuLi4e/funr9pnjech3r06HHx4sX777/fveTIkSNdu3atF8Jisbhcrv8trLt2yfNBfz60XfkvT6kQ33dfMQD8tJ+JjCTiPZrZOjg4uKysjL14CgAMwxgMhtDQUB6P5+/vHxUVdfXq1eTkZHYtTdMXLlxIT0+vW0mFQjFv3ryUlJTm7L23tYsEa+XKlcXFxQBgsVgMBkN0dPT69euHDx/u63ohhBBCLaHVaocPH/7KK688/vjjISEhRUVFmzdvnjBhgr+/vw9rNWbMmF9++WXdunWjR48WCATnzp376quv3nzzzZaVJh2Vzj7QAVDdujJmC5tSFO38htCGwO2zn8TExEOHDlEUFRISQlFUVlaWzWaLjY1lLxrOnj171apVVqs1Pj7eZrPt3LmTx+MNHjy4ZZX0oXaRYB08eJB9sH///nnz5mVlZfm2PgghhFArPfbYYzqdbsuWLewwDZMmTUpNTfVtlcRi8Ztvvrl9+/ZVq1Y5HI64uLiVK1dGRka2vmS+Tud+HDbuAbq6mu0GVbzvJ0YsJuoMRQEAGo0mLS3t0qVLly9fFggEOp1uyJAh7rOD3bp1W7Zs2c6dOz///HOVStWvX7/58+e3k25VzdIuEizW5s2bv/nmm9zc3DfffHPKlCl6vd7XNUIIIYRaiM/njxgxYsSIEb6uyF+o1eqZM2e2bQyBgPfn+Ki69JF0RUVtsnXwIFAUDB8OABqNZuDAgbcroEuXLl26dGnbSra9dpRgTZ8+ffr06b6uBUIIIYQ4wwuonbtQN2QIXV7OJltFGScIpQISEnxYsbZ2551zQwghhNCd6H9nthISAkzm2suK2dlg8vZ4H16ACRZCCCGEvIpQKsT9+wGADiCIov327/d1jbjXji4RIoQQQuheI4zrJIzrJAOotNnA6wNwtB08g4UQQgghxDFMsBBCCCGEOIYJFkIIIYQQxzDBQgghhBDiGCZYCCGEEEIcwwQLIYQQQohjmGAhhBBCCHEMEyyEEEIIIY5hgoUQQgghxDFMsBBCCCGEOIYJFkIIIYQQxzDBQgghhBDiGCZYCCGEEEIcwwQLIYQQQohjmGAhhBBCCHEMEyyEEEIIIY5hgoUQQgghxDFMsBBCCCGEOIYJFkIIIYQQx9pFgmU2m2fPnh0cHBwQEDBt2jSTyeTrGiGEEEIItVy7SLD27t2r1WpzcnL279//yy+/vP76676uEUIIIYRQywl8XQEAAJVK9eKLLwqFwt69ez/++OOXLl3ydY0QQgghhFquXSRYI0eOdD/OysoaNGjQLTejKGrt2rV2u73e8vz8fLPZbDabmwzkcrkoivJkS26RJElRFMMwXo5L07TVauXz+d4MyjAMwzC+epO9H9flcjkcDoqimtxSLper1WpPauiThqNp+l5rOIZhaJr2clyGYSwWC4/n1asHFEXRNO3Jm+xwOFQqlYeHU5fLdU81nNVqJQjCm0E9bzhuOZ1On8SlKMput7tcria3tFqt27ZtO3LkSL3lUqn0qaee8vLB83baRYLllpubW1NT89RTT91yLUVRZWVlDd96o9HI/m1osnzmTxzUtfl8Etf7+8uG8/7O+rBxPYzL5/P5fL6HNfThvng/ok929p46GjTrW+nhp/Te/Kb7JOI98imF5jQum+9WVVXVW24ymSiKwgSrPrPZvHDhws8//1wsFt9yA5FIdMvuWUePHr18+bJSqWwyhN1uZxjGky25RdO0QCCQy+Vejmu32+VyuVAo9GZQiqJsNpv332Sr1ep0Or0f1+VySSQSqVTa5JZGo7GystLDDyo2XFujKEokEslkMi/HtVqtcrncy38ASJIkSdKTN1ksFldVVXmypc1ms9vt2HBtyvOG45bFYnG5XN6PS5KkVCqVSCRNbimXy2fMmJGSkuKFWrVYu+jkDgAkSS5btuzdd9/VarW+rgtCCCGEUKu0izNYFEU9++yzjz76qFwuLy8vBwC1Wu3ln+8IIYQQQlxpF2ewFi5c+MEHHyQnJwf9KTMz09eVQgghhBBqoXaRYL333nvMX/Xv39/XlUIIIYQQaqF2kWAhhBBCCN1NMMFCCCGEEOIYJlgIIYQQQhzDBAshhBBCiGOYYCGEEEIIcaxdjIPVelar1ZORHRwOh8Vi0Wg0XgVvm2IAABKcSURBVKhSXTU1NUKh0PtDD1dWVqpUKoHAq61M03RVVVVAQIA3g8KfA4L7+fl5OW5VVZWHQw9TFFVcXOzJB/WeajibzeZwOLzfcNXV1WKx2JMh+LlVUVHh7+/v5bkIXS6X0Wj05NBXXFxMUZQnn1K73W6z2fz9/bmoYDNUV1f7ZCT3dt5w3LJarSRJqtVqL8etrKyUy+W3m82lLqvV6oX6tBLhq0mOOHT16tUxY8Z4siM2m42iKIVC4YVa1WU2m3k8nvePCBaLRSQSeXnIVnbyY+/PC2S1Wmma9knj8vl8T/5Ol5WVqVQqT44dPmk4dprVe6rhfPWtlEgk3p9xxel0etK4DofDaDQGBQU1ueU9eDhtzw3HrfZ/OCUI4ocffoiLi/NCrVqOuZfs2LFj1KhR3o87Z86cNWvWeD9ubGzs+fPnvRz0+vXrISEhXg7KMMyGDRumTp3q/biTJ0/evHkzt2V26tTp7Nmz3JbZpPz8/MDAQC8HZRhm06ZNU6ZM8X7cKVOmbNq0yftxAwMD8/PzvRz07NmznTp14rbMzZs3T548mdsyPTF16tQNGzZ4P25ISMj169e9HPT8+fOxsbFeDsowzJo1a+bMmeP9uKNGjdqxY4f347YR7IOFEEIIIcQxTLAQQgghhDiGCRZCCCGEEMcwwUIIIYQQ4hgmWAghhBBCHMMECyGEEEKIY3fJQKMeiomJGThwoPfj9unTJzw83PtxR40aFRIS4uWgGo3mgQce8HJQAIiPj3c4HN6PO2DAAM7HYklPT9dqtdyW2SR/f/9x48Z5OSgAxMXF+WTMwOTkZJ8MojNu3DjvD86p1WrT09O5LTMuLq6mpobbMj3Rv3//+Ph478d94IEHvD/gZ0hIyKhRo7wcFAASEhK8P/YvAAwcODAmJsb7cdvI3TDQKEIIIYRQu4KXCBFCCCGEOIYJFkIIIYQQxzDBQgghhBDiGCZYCCGEEEIcwwQLIYQQQohjmGChNscwzG+//Xbp0iVfV4QbeOMtQshX8HB6B7mbx8E6d+7c7t27BQLBiRMn3nvvvaioKM/XtkVQs9m8aNGiXbt2URQ1ZsyYDz74QKlUchK08bhuRUVFGzdufOWVV7gK6kncP/74Y/Xq1Q8//HBKSorX4u7evfv3338PCgo6c+bM0qVLe/bsyUnQysrKTz75ZN26dVlZWQJB/e9OG32iEGoP8HBaDx5OW+meOJwydymr1dq3b1+SJBmG+fjjj4cNG+b52jYKun379hUrVhiNxtOnT+t0uueff56ToE3GZdE0/be//S04OJiroJ7EvXjxYnp6uslk4jBok3ELCgqSk5NpmmYYJiMjY8SIEZwEzc3Nvf/++7/99lsAYEN7XiWE7mh4OK0HD6etdI8cTu/aBGvr1q3Tp09nHxcVFQGA0Wj0cG0bBd23b5/T6WQfL1u2bNy4ca2P6Elc1vbt2//973+Hh4dzFbTJuBRFJSUlnTp1isOInsTNyMgICAioqKhgGObQoUPz5s3jMHRBQcEtjwht9IlCqD3Aw2m9bfBwyom7/nB61/bBunr1amBgIPs4NDSUx+OVlpZ6uLaNgo4cOVIoFLKPs7KyBg0a1PqInsQFgIqKCoPB0LVrV5FIxFXQJuMePXq0sLDwwoUL6enpqampR44c8U7c3r17d+nSpWfPnmvXrt23b9/bb7/NVdwWVwmhOxoeTutugIfTtnbXHE7v2gSrrKzM/fUjCEKhUJAk6eHaNgrqlpubW1NT89RTT7U+oodxN23aNHPmTABoeKm77eL+9ttvTqczMTFx79696enp48eP52rKucbjCgSCd955Jy4ubs2aNbt27Tpx4gQnQVtTJYTuaHg4rbsBHk7b2l1zOL1rEyy1Wm02m91PHQ5H3WmPG1/bRkFZZrN54cKFn3/+uVgsbn1ET+IeOnQoJSWFDUcQBFdBm4xbWVmZkpLSs2dPgiAWLlxYVVWVlZXlhbjnzp1buXLl3r17s7Kyxo4dm56eXlFRwUncFlcJoTsaHk7dT/FwiodTz921CVaHDh1u3LjBPjaZTP7+/nVnsG98bRsFBQCSJJctW/buu+9qtdrWh/Mw7sqVK5944on4+Pjp06dfv349Ojr6wIEDXogbFhbm/tkhEokkEglXX5LG427btm306NECgUAoFL711ltCodBut3MSt8VVQuiOhodT91o8nOLhtBl83QmsrZSUlISEhLA947755pulS5eyy7ds2VJeXn67tW0a1OVyPfXUU8ePHy/7k7uTZpvGdW/2008/dezYkZOInsS9fv16cHCwxWJhGObMmTMjR45kb0Vp67gfffTRM888wy7JyckZPnw4J0FZ+fn5AOBwONxL2vQThVB7gIdTBg+neDhtPj63w3i0HwqFQq/Xv/vuu/n5+bm5uStWrODz+Q6HY/z48UlJST169Gi4tq2Drl27du3atR9//PHqP40ePTo8PLyt48bExADA5s2bP/vss9OnTwsEgvDwcE5+EDQeNykpKTY29r333issLMzIyFi9erVcLm990CbjTpo06eDBg7/++mt2dvaJEydWrVollUo5ibt79+7169efPXvWYrFIJJKoqKi2/kQh1B7g4RQPp3g4bQGCuavHUUUIIYQQ8r67tg8WQgghhJCvYIKFEEIIIcQxTLAQQgghhDiGCRZCCCGEEMcwwUIIIYQQ4hgmWAghhBBCHMMECyGEEEKIY5hgIYQQQghxDBMshBBCCCGOYYKFEEIIIcQxTLAQQgghhDiGCRZCCCGEEMcwwUIIIYQQ4hgmWAghhBBCHMMEC6F2jSRJiqJcLhdFUW0ayGq1Hj58+LXXXisvL298S6fTmZGR8fbbb1+9erVlsVpfgofq7VRZWdmuXbvefvvtNg3qc543JUKo7WCChVC79sUXXwwbNkwoFM6aNaveqszMzJkzZwoEgkmTJv3www/sQoqinnnmmQULFjQ30M8///zOO++8/PLL1dXVjW+ZkZGxbt26JUuWFBQUNDcKVyUwDPP+++8HBwfPmDGjkc3q7dQXX3yxfPnydevWtSxoy9jtdpIkb7fWwx1pFs+bEiHUhhiEUPt25swZgiAAYOPGjQ3XxsbG2mw29jFN0zNmzEhOTs7NzW1BoJ9++gkArl271uSWOTk5AHDgwIEWROGkhJUrVy5cuPDkyZPff/9941vW26nnnnsuMjKyZUFb4Ndffw0JCTl37pz7qVarzcnJcW/A7kh2drbBYKAoqnPnzu+++27jBdYr4ZY8b0qEUBsR+DK5Qwh5wM/P78EHH8zOzp43b16vXr169+5dd21wcLBEIgEAhmFWrFjRtWvXDRs28Pn8FgTi8Tw9pe35lm1RQllZ2SuvvHLw4ME+ffo0N1Dra94shYWFBoMhKCiIfRoRETF27NiAgAD2qXtHYmJi2CVjx47t1q1bIwXWK+F2vLybCKGG8EuIUHtHEIRMJtu5c6dYLJ44cWJFRUW9te7HL7300tChQx0Oh9fr6FU5OTkURWk0Gl9XpGkikQgA/Pz82Kd6vX79+vUqlYp9Wm9HSJKcPHlyhw4dGimwXgkIoXYLEyyE7gwdO3b89NNP8/PzH330UZqmG26wdevWmJiYHj16FBcXA8CaNWvEYnFwcPA///lPAKiqqlq8eLFAIFi2bBlJku+8887cuXNnz56dlpZ27NgxTyqQl5f3zDPPpKWl9e7d++WXX667ysMCW1DC119//dhjj82ZMyc9PX327NkA8McffyxatAgAUlNTtVrtgQMHAIBhmE2bNj3zzDNPPvlkamrq0qVLrVZrI/ty48aNlJQUqVTao0ePgwcPupfn5+fPmjWrY8eOfn5+kydPNhqNDV97y22OHDkye/ZsvV5/5cqVadOmqdXqP/74Y/fu3cuXLwcAvV6v1Wpfe+21KVOmsBf4Gu7Iv/71r+HDh/fp0+fnn392xzpx4sRDDz0UGxsbFBT0/PPPHzhwoG4JHlYYIeQbvr5GiRBqQm5u7tSpU9nHzz//PAC8/PLL7rUpKSnux59//jnU6Xkzffp0jUbjdDrZpxkZGTNnznS5XCNHjnz11VfZhR999JFKpSouLmYYhk1Wbtlx59NPPx06dGhlZSXDMBUVFX//+9/hzx5UjRTYyhIuXrwYExPjcrkYhiFJ8pFHHmE3+P333wHg4sWL7sIXLVo0bdo0mqYZhiktLY2NjU1LS6MoquFOLVmyRKVSPffcc9nZ2VeuXElMTAwKCnJ3Yhs+fHhBQQHDMEePHpVIJKtXr274Vtxym8LCwiVLlgDAww8//OKLL8bHx7PdpL744gsAYMsvKytbsWJF3crU2xG2T/qHH37IPn377bcfeughk8lE0/Thw4dTU1MblnC7CjfSlAgh78AEC6H2rm6CRZJkamoqQRA//vgju6RugrV///66f1ZPnjwJADt27GCfrlix4urVq99++y0AZGdnswtLSkoA4LPPPmNu/1e5pqZGJBIdOXKkbpXc6VEjBbayhJ07d6pUqmPHjrGZk7vnfr28JCsriyCIjIwMd+FsWsP2f2+YYPn5+bFJG8Mwe/bsqVtU3ZsDxo8f//DDDzdojdtus2/fPgBYt24dwzAGg8HhcDB/TbDc29wuwWJPTLIJ1rlz5wiCMBgM7lhsO9Yr4XaVwQQLIZ/DTu4I3UkEAsG2bdsSExOnTp2amZmp1+vrrq3bHwsAkpKSEhMTN2zYMHHiRIqiysrKOnXqxP7JX758uUwmk0gkCoVi/PjxjXeaPnnypNPp7Ny58y3Xnj59uskCW1bCgAEDoqKiBgwYEBERMXTo0EceeSQqKqrhy0+cOMEwTFhYmHtJWloaW+yYMWMabq9Wq903AURGRgKAeziDsLCwbdu2HTp0iM/nX79+3d05va7bbcOWOXjwYAAIDg6+5Z42fvNB3eb7/vvvlUpl3XImTpzYsARPKowQ8glMsBC6w2i12q+//jotLW3SpElHjx5tZEuCIObOnTtz5szc3NzLly9PmDABABiGAYCPPvrI3fO6SewppYqKirrdsd1rPSmwxSWcOnXqt99+27t3786dOz/99NNvv/123Lhx9bYxm80AUFZWFh4ezi5h8wxPesHXzWmMRuPAgQNHjBixZs0ahUIxZ86c7Ozsets3uY1QKGwyqCccDofRaDSbzQqF4nbbeFJhhJCvYCd3hNo79mxz3SUDBw5cvXr1mTNn5s2b1/hrp0yZolKpNm3adOjQoaFDhwJAQkICAOzdu9fzCrADB3z33XfuJZcuXXI/9qTAlpVw9OjRoqKiYcOGrVmzJjs7u2PHjtevX29YeI8ePQDg8OHD7iX5+fkEQaSmpnqwc/+zY8eOCxcuvPTSS2xOw+ZtLdimoRaMwt+zZ08A2L59eysrjBDyFUywEGrvqqqqGt4dtmDBgokTJ3788ccXL150L7Tb7QBQd5gGuVz+97//fd26dXq9nj1bM2HChPj4+FmzZn333Xd2u93hcGzcuJG98bDhy1ndu3cfNmzYq6+++u2331qt1h9//JH9w89u2UiBrSzh/PnzbF8iADCZTHw+nz19xdaT/R8A+vfvP3LkyNWrV+fl5QEAwzDvvffec889171794Y7xZZfbwfZJez78+WXXxoMhtWrV589e7ZhYtTINmwh9QpnU59vvvnm559/doeuW5m6O1K3qg888EC/fv0WLVq0a9cukiSNRiN7Z2XdEhqpzO2aEiHkPT7r/YUQ8sCGDRsGDhyoUqnmzJmTl5dXd1VNTU2nTp2EQiH7dOvWrYMGDQKABx54YN++fe7NLl26JBAI6naXrqqqmjlzZnR0dFhY2KRJk3bt2tXIy1kGg+HRRx8NDg5WKBQrVqxgu6inpqZu3br1dgW2voTdu3enpKT0799/zpw5s2fPZsdD37Fjx5AhQwBg1KhR7mHcTSbT008/nZiYOHfu3BdffHHbtm1sv/h6O7V8+fKIiAiCIP7xj3+wd/mx6emgQYP27t1rsVjGjh0rk8nS09Pz8/MnT57s7+//r3/9q+5e3G6brVu3sifMxo4du3btWvf2RqMxOTlZJpPNnz9/y5Yt7DZsZertyOnTp6dNmwYA3bt3Z0uorq6eN2+eXq/XaDRJSUlffvmlOwpbQiOVaaQpEULeQTB/vfSAELqDWK3WCxcu9OvXr173duQhhmFommbfPRz9HCHEIUywEEIIIYQ4hr/YEEIIIYQ4hgkWQgghhBDHMMFCCCGEEOIYJlgIIYQQQhzDBAshhBBCiGOYYCGEEEIIcQwTLIQQQgghjmGChRBCCCHEMUywEEIIIYQ4hgkWQgghhBDHMMFCCCGEEOIYJlgIIYQQQhzDBAshhBBCiGOYYCGEEEIIcQwTLIQQQgghjv0/jkPbjVXpJGgAAAAASUVORK5CYII=" 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title alt style="display: block; margin: auto;" /></p> +</div> +<div id="reparametrizacao-para-a-media" class="section level2"> +<h2>Reparametrização para a média</h2> +<div id="definindo-a-log-verossimilhanca" class="section level3"> +<h3>Definindo a log-verossimilhança</h3> +<pre class="r"><code>## Reparametriza para a média (aproximada) +llcmp3 <- function (params, y, X, offset = NULL, sumto = 50) { + betas <- params[-1] + phi <- params[1] + nu <- exp(phi) + if (is.null(offset)) + offset <- 0 + ##------------------------------------------- + ## Reparametrização para a média + mu <- exp(X %*% betas) + Xb <- nu * log(mu + (nu - 1)/(2 * nu)) + ##------------------------------------------- + i <- 0:sumto + zs <- sapply(Xb, function(loglambda) sum(exp(i * loglambda - + nu * lfactorial(i)))) + Z <- sum(log(zs)) + ll <- sum(y * Xb - nu * lfactorial(y)) - Z + return(-ll) +}</code></pre> +</div> +<div id="definindo-a-funcao-de-ajuste" class="section level3"> +<h3>Definindo a função de ajuste</h3> +<pre class="r"><code>## Modifica framework para llcmp3 +cmp3 <- function (formula, data, start = NULL, sumto = NULL, ...) { + frame <- model.frame(formula, data) + terms <- attr(frame, "terms") + y <- model.response(frame) + X <- model.matrix(terms, frame) + ## off <- model.offset(frame) + ## if (is.null(sumto)) + ## sumto <- ceiling(max(y)^1.5) + if (is.null(start)) { + m0 <- glm.fit(x = X, y = y, family = poisson()) + start <- c(phi = 0, m0$coefficients) + } + bbmle::parnames(llcmp3) <- names(start) + model <- bbmle::mle2(llcmp3, start = start, data = list(y = y, + X = X), vecpar = TRUE, ...) + return(model) +}</code></pre> +</div> +</div> +<div id="ajustando-o-modelo-reparametrizado-para-a-media" class="section level2"> +<h2>Ajustando o modelo reparametrizado para a média</h2> +<pre class="r"><code>## Ajustando o modelo +m4C2 <- cmp3(f4, data = capdesfo)</code></pre> +<pre><code>## Warning in log(mu + (nu - 1)/(2 * nu)): NaNs produced + +## Warning in log(mu + (nu - 1)/(2 * nu)): NaNs produced + +## Warning in log(mu + (nu - 1)/(2 * nu)): NaNs produced + +## Warning in log(mu + (nu - 1)/(2 * nu)): NaNs produced</code></pre> +<pre class="r"><code>convergencez(m4C2)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>## Perfis de verossimilhança para phi +perf <- profile(m4C2, which = "phi") +confint(perf)</code></pre> +<pre><code>## 2.5 % 97.5 % +## 1.320391 1.821609</code></pre> +<pre class="r"><code>plot(perf)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>##------------------------------------------- +## Verificando a matriz de variâncias e covariâncias +Vcov <- vcov(m4C2) +Corr <- cov2cor(Vcov) + +corrplot.mixed(Corr, lower = "number", upper = "ellipse", + diag = "l", tl.pos = "lt", tl.col = "black", + tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>X <- m4C2@data$X +mu <- c(exp(X %*% coef(m4C2)[-1])) + +##------------------------------------------- +## Considerando a COM-Poisson reparametrizada para a média +f4; f4[-2]</code></pre> +<pre><code>## ncap ~ est:(des + I(des^2))</code></pre> +<pre><code>## ~est:(des + I(des^2))</code></pre> +<pre class="r"><code>X <- model.matrix(f4[-2], data = pred) + +betas <- coef(m4C2)[-1] +phi <- coef(m4C2)[1] +logmu <- X %*% betas + +## Obtendo os erros padrão das estimativas +## Obs.: Deve-se usar a matriz de variâncias e covariâncias +## condicional, pois os parâmetros de locação (betas) e dispersão +## (phi) não são ortogonais. +Vc <- Vcov[-1, -1] - Vcov[-1, 1] %*% solve(Vcov[1, 1]) %*% Vcov[1, -1] +U <- chol(Vc) +se <- sqrt(apply(X %*% t(U), MARGIN = 1, FUN = function(x) { + sum(x^2) +})) + +aux <- exp(c(logmu) + outer(se, qn, FUN = "*")) +aux <- data.frame(modelo = "COM-Poisson", aux) +predC2 <- cbind(pred, aux) + +##------------------------------------------- +## Visualizando os valores preditos intervalares pelos dois modelos +da <- rbind(predP, predC2) + +update(xy, type = c("p", "g"), key = key, alpha = 0.7) + + as.layer(xyplot(fit ~ des | est, + groups = modelo, + data = da, + type = "l", + ly = da$lwr, + uy = da$upr, + cty = "bands", + alpha = 0.5, + prepanel = prepanel.cbH, + panel.groups = panel.cbH, + panel = panel.superpose))</code></pre> +<p><img 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title alt style="display: block; margin: auto;" /></p> <!--==================================================================== --> <!----> </div> @@ -1918,10 +1804,10 @@ m1P <- glm(f1, data = ninfas, family = poisson) m2P <- glm(f2, data = ninfas, family = poisson) ## Ajustando os modelos COM-Poisson -m1C <- cmp(f1, data = ninfas, sumto = 600) -m2C <- cmp(f2, data = ninfas, sumto = 600)</code></pre> +m1C <- cmp(f1, data = ninfas, sumto = 800) +m2C <- cmp(f2, data = ninfas, sumto = 800)</code></pre> <pre><code>## Warning in bbmle::mle2(llcmp, start = start, data = list(y = y, X -## = X, offset = off, : convergence failure: code=1 (iteration limit +## = X, sumto = sumto), : convergence failure: code=1 (iteration limit ## 'maxit' reached)</code></pre> </div> <div id="comparacao-dos-ajustes-3" class="section level2"> @@ -1930,8 +1816,8 @@ m2C <- cmp(f2, data = ninfas, sumto = 600)</code></pre> cbind("Poisson" = sapply(list(m1P, m2P), logLik), "COM-Poisson" = sapply(list(m1C, m2C), logLik))</code></pre> <pre><code>## Poisson COM-Poisson -## [1,] -922.9782 -410.4440 -## [2,] -879.2287 -407.1331</code></pre> +## [1,] -922.9782 -410.4441 +## [2,] -879.2287 -407.1332</code></pre> <pre class="r"><code>## Teste de razão de verossimilhanças anova(m1P, m2P, test = "Chisq")</code></pre> <pre><code>## Analysis of Deviance Table @@ -1959,7 +1845,7 @@ anova(m1P, m2P, test = "Chisq")</code></pre> ## cultBRS 245 RR:aval38+cultBRS 246 RR:aval38 ## Tot Df Deviance Chisq Df Pr(>Chisq) ## 1 13 820.89 -## 2 28 814.27 6.6219 15 0.9673</code></pre> +## 2 28 814.27 6.6218 15 0.9673</code></pre> <pre class="r"><code>## Estimativas dos parâmetros summary(m1P)</code></pre> <pre><code>## @@ -1999,27 +1885,27 @@ summary(m1P)</code></pre> ## ## Call: ## bbmle::mle2(minuslogl = llcmp, start = start, data = list(y = y, -## X = X, offset = off, sumto = sumto), vecpar = TRUE) +## X = X, sumto = sumto), vecpar = TRUE) ## ## Coefficients: ## Estimate Std. Error z value Pr(z) -## phi -3.0829138 0.2092160 -14.7356 < 2.2e-16 *** -## (Intercept) 0.2434784 0.0518954 4.6917 2.709e-06 *** -## blocoII -0.0268210 0.0088711 -3.0234 0.0024994 ** -## blocoIII -0.0428702 0.0113061 -3.7918 0.0001496 *** -## blocoIV -0.0533294 0.0129892 -4.1057 4.031e-05 *** -## cultBRS 243 RR -0.0380971 0.0113435 -3.3585 0.0007837 *** -## cultBRS 245 RR -0.0096912 0.0078249 -1.2385 0.2155260 -## cultBRS 246 RR -0.0120559 0.0080379 -1.4999 0.1336482 -## aval8 0.0103005 0.0079581 1.2943 0.1955470 -## aval13 0.0106430 0.0079610 1.3369 0.1812566 -## aval22 -0.0523118 0.0143159 -3.6541 0.0002581 *** -## aval31 -0.2305532 0.0452463 -5.0955 3.478e-07 *** -## aval38 -0.2708014 0.0530935 -5.1005 3.388e-07 *** +## phi -3.0828771 0.2122292 -14.5262 < 2.2e-16 *** +## (Intercept) 0.2434861 0.0526161 4.6276 3.699e-06 *** +## blocoII -0.0268210 0.0089188 -3.0072 0.0026364 ** +## blocoIII -0.0428707 0.0113906 -3.7637 0.0001674 *** +## blocoIV -0.0533302 0.0130955 -4.0724 4.653e-05 *** +## cultBRS 243 RR -0.0380972 0.0113820 -3.3472 0.0008165 *** +## cultBRS 245 RR -0.0096905 0.0078164 -1.2398 0.2150606 +## cultBRS 246 RR -0.0120552 0.0080308 -1.5011 0.1333264 +## aval8 0.0103003 0.0079612 1.2938 0.1957316 +## aval13 0.0106428 0.0079638 1.3364 0.1814228 +## aval22 -0.0523132 0.0143943 -3.6343 0.0002787 *** +## aval31 -0.2305570 0.0454114 -5.0771 3.833e-07 *** +## aval38 -0.2708058 0.0532561 -5.0850 3.677e-07 *** ## --- ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 ## -## -2 log L: 820.888</code></pre> +## -2 log L: 820.8882</code></pre> </div> <div id="avaliando-modelo-proposto-3" class="section level2"> <h2>Avaliando modelo proposto</h2> @@ -2027,8 +1913,8 @@ summary(m1P)</code></pre> ## constante de normalização Z. Assim uma visualização pós ajuste para ## verificar se o ajuste proporcionou uma densidade válida se faz ## necessária -convergencez(m1C, incremento = 100, maxit = 10)</code></pre> -<p><img 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" title alt style="display: block; margin: auto;" /></p> +convergencez(m1C)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code>## Dado que o modelo COM-Poisson leva as mesmas estimativas pontuais que ## o modelo Poisson a análise de diagnóstico padrão pode ser utilizada par(mfrow = c(2, 2)) @@ -2058,12 +1944,12 @@ anova(m1C, m1Cfixed)</code></pre> ## --- ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre> <pre class="r"><code>## Via perfil de log-verossimilhança -perf <- profile(m1C, which = 1) +perf <- profile(m1C, which = "phi") confint(perf)</code></pre> <pre><code>## 2.5 % 97.5 % -## -3.550614 -2.700415</code></pre> +## -3.550089 -2.700390</code></pre> <pre class="r"><code>plot(perf)</code></pre> -<p><img src="data:image/png;base64,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" 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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code>##------------------------------------------- ## Verificando a matriz ve variâncias e covariâncias Vcov <- vcov(m1C) @@ -2073,7 +1959,7 @@ library(corrplot) corrplot.mixed(Corr, lower = "number", upper = "ellipse", diag = "l", tl.pos = "lt", tl.col = "black", tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])</code></pre> -<p><img 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" 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" title alt style="display: block; margin: auto;" /></p> </div> <div id="predicao-3" class="section level2"> <h2>Predição</h2> @@ -2144,7 +2030,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:400; py <- dcmp(y, p, phi, sumto = 600) + y <- 0:400 + py <- dcmp(y, exp(p), exp(phi), sumto = 600) sum(y*py) }) }) @@ -2170,7 +2057,7 @@ update(xy, type = c("p", "g"), key = key, alpha = 0.7) + grid = TRUE, horizontal = FALSE, draw = FALSE, lwd = 2, pch = 1:nlevels(da$modelo) + 3, panel = panel.segplot.by, f = 0.1))</code></pre> -<p><img 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" title alt style="display: block; margin: auto;" /></p> </div> </div> diff --git a/vignettes/v05_compoisson.Rmd b/vignettes/v05_compoisson.Rmd index c0fac9ca8aedf81f27fa5988699dc6f1eecce21e..08afadf32820a54e118400b9ee40fb0189b06036 100755 --- a/vignettes/v05_compoisson.Rmd +++ b/vignettes/v05_compoisson.Rmd @@ -80,13 +80,12 @@ iniciais e ajustados os modelos na função: ```{r} set.seed(2016) -x <- rep(1:3, 2) -t <- rnorm(6, 5) -y <- rpois(6, lambda = x*t) -(da <- data.frame(x, t, y)) +x <- rep(1:3, 3) +y <- rpois(9, lambda = x) +(da <- data.frame(x, y)) ## Definindo o prditor do modelo -formula <- y ~ x + I(x^2) + offset(log(t)) +formula <- y ~ x + I(x^2) ##------------------------------------------- ## O framework @@ -95,18 +94,17 @@ formula <- y ~ x + I(x^2) + offset(log(t)) frame <- model.frame(formula, data = da) (X <- model.matrix(formula, data = da)) (y <- model.response(frame)) -(o <- model.offset(frame)) ## Utiliza como valores iniciais as estimativas dos parametros de um ## modelo GLM-Poisson -m0 <- glm.fit(x = X, y = y, offset = o, family = poisson()) -start <- c(phi = 0, m0$coefficients) +m0 <- glm.fit(x = X, y = y, family = poisson()) +(start <- c(phi = 0, m0$coefficients)) ## Otimiza a função de log-verossimilhança via bbmle library(bbmle) parnames(llcmp) <- names(start) mle2(llcmp, start = start, - data = list(y = y, X = X, offset = o, sumto = 50), + data = list(y = y, X = X, sumto = 50), vecpar = TRUE) ``` @@ -193,8 +191,6 @@ m3C <- cmp(f3, data = capmosca) ```{r} -library(bbmle) - ## Verossimilhancas dos modelos ajustados cbind("Poisson" = sapply(list(m1P, m2P, m3P), logLik), "COM-Poisson" = sapply(list(m1C, m2C, m3C), logLik)) @@ -223,6 +219,9 @@ summary(m3C) ## necessária convergencez(m3C) +## Reajustando o modelo +logLik(m3C <- cmp(f3, data = capmosca, sumto = 30)) + ``` ```{r} @@ -311,7 +310,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:30; py <- dcmp(y, p, phi, sumto = 50) + y <- 0:30 + py <- dcmp(y, exp(p), exp(phi), sumto = 50) sum(y*py) }) }) @@ -327,7 +327,7 @@ cols <- trellis.par.get("superpose.line")$col[1:2] key <- list( lines = list(lty = 1, col = cols), rect = list(col = cols, alpha = 0.1, lty = 3, border = NA), - text = list(c("Poisson", "COM-Poisson"))) + text = list(c("COM-Poisson", "Poisson"))) ## Gráfico dos valores preditos e IC de 95% para média update(xy, type = c("p", "g"), key = key, alpha = 0.7) + @@ -345,7 +345,6 @@ update(xy, type = c("p", "g"), key = key, alpha = 0.7) + ``` - <!--==================================================================== --> <!----> @@ -401,32 +400,18 @@ xtabs(~K + umid, data = soja) key <- list( type = "b", divide = 1, ## points = list(pch = 1, col = cols), - lines = list(pch = 1, lty = 1, - col = c(cols, trellis.par.get("dot.symbol")$col)), - text = list(c("Nº de grãos por parcela", "Nº de vagens viáveis", - "Nº de grãos por vagem"))) - -xy1 <- xyplot(ngra + nvag ~ K | umid, - data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g", "smooth"), - key = key, - layout = c(NA, 1), - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) - -xy2 <- xyplot(ngra/nvag ~ K | umid, - data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g", "smooth"), - layout = c(NA, 1), - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) + lines = list(pch = 1, lty = 1, col = cols), + text = list(c("Nº de grãos por parcela", "Nº de vagens viáveis"))) -print(xy1, split = c(1, 1, 1, 2), more = TRUE) -print(xy2, split = c(1, 2, 1, 2), more = FALSE) +xyplot(ngra + nvag ~ K | umid, + data = soja, + xlab = "Nível de adubação potássica", + ylab = "Contagem", + type = c("p", "g", "smooth"), + key = key, + layout = c(NA, 1), + strip = strip.custom( + strip.names = TRUE, var.name = "Umidade")) ``` @@ -465,29 +450,14 @@ mvp2 <- xyplot(nvag[, "var"] ~ nvag[, "mean"], panel.abline(a = 0, b = 1, lty = 2) }) -##------------------------------------------- -## Para o número de grãos por vagem -xlim <- ylim <- extendrange(c(mv$ng2v), f = 0.05) -mvp3 <- xyplot(ng2v[, "var"] ~ ng2v[, "mean"], - data = mv, - xlim = xlim, ylim = ylim, - ylab = "Variância Amostral", - xlab = "Média Amostral", - main = "Número grãos por vagem", - panel = function(x, y) { - panel.xyplot(x, y, type = c("p", "r"), grid = TRUE) - panel.abline(a = 0, b = 1, lty = 2) - }) - -print(mvp1, split = c(1, 1, 3, 1), more = TRUE) -print(mvp2, split = c(2, 1, 3, 1), more = TRUE) -print(mvp3, split = c(3, 1, 3, 1), more = FALSE) +print(mvp1, split = c(1, 1, 2, 1), more = TRUE) +print(mvp2, split = c(2, 1, 2, 1), more = FALSE) ``` ## Ajuste dos modelos ## -```{r} +```{r ajuste2, cache = TRUE} ##------------------------------------------- ## Para o número de vagens viáveis por parcela @@ -519,21 +489,6 @@ m2P.ng <- glm(f2.ng, data = soja, family = poisson) m1C.ng <- cmp(f1.ng, data = soja, sumto = 700) m2C.ng <- cmp(f2.ng, data = soja, sumto = 700) -##------------------------------------------- -## Para o número de grãos produzidos por vagem - -## Preditores considerados -f1.gpv <- ngra ~ offset(log(nvag)) + bloc + umid + K -f2.gpv <- ngra ~ offset(log(nvag)) + bloc + umid * K - -## Ajustando os modelos Poisson -m1P.gpv <- glm(f1.gpv, data = soja, family = poisson) -m2P.gpv <- glm(f2.gpv, data = soja, family = poisson) - -## Ajustando os modelos COM-Poisson -m1C.gpv <- cmp(f1.gpv, data = soja, sumto = 350) -m2C.gpv <- cmp(f2.gpv, data = soja, sumto = 350) - ``` ## Comparação dos ajustes ## @@ -544,11 +499,10 @@ m2C.gpv <- cmp(f2.gpv, data = soja, sumto = 350) ## Verossimilhancas dos modelos ajustados cbind("Poisson" = sapply( list("nvagem adtv" = m1P.nv, "nvagem mult" = m2P.nv, - "ngraos adtv" = m1P.ng, "ngraos mult" = m2P.ng, - "ngrapv adtv" = m1P.gpv, "ngrapv mult" = m2P.gpv), + "ngraos adtv" = m1P.ng, "ngraos mult" = m2P.ng), logLik), "COM-Poisson" = sapply( - list(m1C.nv, m2C.nv, m1C.ng, m2C.ng, m1C.gpv, m2C.gpv), + list(m1C.nv, m2C.nv, m1C.ng, m2C.ng), logLik)) ##------------------------------------------- @@ -562,10 +516,6 @@ anova(m1C.nv, m2C.nv) anova(m1P.ng, m2P.ng, test = "Chisq") anova(m1C.ng, m2C.ng) -## Dos modelos para o número de grão por vagem -anova(m1P.gpv, m2P.gpv, test = "Chisq") -anova(m1C.gpv, m2C.gpv) - ``` ```{r} @@ -580,10 +530,6 @@ summary(m2C.nv) summary(m2P.ng) summary(m2C.ng) -## o número de grão por vagem -summary(m1P.gpv) -summary(m1C.gpv) - ``` ## Avaliando modelo proposto ## @@ -595,17 +541,12 @@ summary(m1C.gpv) ## verificar se o ajuste proporcionou uma densidade válida se faz ## necessária -par(mfrow = c(1, 3)) - ## No modelo para o número de vagens viáveis convergencez(m2C.nv) ## No modelo para o número de grão por parcela convergencez(m2C.ng) -## No modelo para o número de grão por vagem -convergencez(m1C.gpv) - ``` ```{r} @@ -621,10 +562,6 @@ plot(m2P.nv) par(mfrow = c(2, 2)) plot(m2P.ng) -## Avaliação do modelo para o número de grão por vagem -par(mfrow = c(2, 2)) -plot(m1P.gpv) - ``` ```{r, cache = TRUE} @@ -657,33 +594,21 @@ m2Cfixed.ng <- cmp(f2.ng, data = soja, fixed = list("phi" = 0), sumto = 700) anova(m2C.ng, m2Cfixed.ng) -##------------------------------------------- -## No modelo para o número de grão por vagem - -## Usando o ajuste Poisson -trv <- 2 * (logLik(m1C.gpv) - logLik(m1P.gpv)) -attributes(trv) <- NULL -round(c(trv, pchisq(trv, 1, lower = FALSE)), digits = 5) +``` -## Reajustando o COM-Poisson para phi = 0 (ou equivalente nu = 1) -m1Cfixed.gpv <- cmp(f1.gpv, data = soja, fixed = list("phi" = 0), - sumto = 350) -anova(m1C.gpv, m1Cfixed.gpv) +```{r perf2, echo = FALSE, warnings = FALSE} ##------------------------------------------- ## Via perfis de log-verossimilhança perf.nv <- profile(m2C.nv, which = "phi") perf.ng <- profile(m2C.ng, which = "phi") -perf.gpv <- profile(m1C.gpv, which = "phi") - -par(mfrow = c(1, 3)) -plot(perf.nv) -plot(perf.ng) -plot(perf.gpv) confint(perf.nv) confint(perf.ng) -confint(perf.gpv) + +par(mfrow = c(1, 2)) +plot(perf.nv) +plot(perf.ng) ``` @@ -705,14 +630,6 @@ corrplot.mixed(Corr, lower = "number", upper = "ellipse", Vcov.ng <- vcov(m2C.ng) Corr <- cov2cor(Vcov.ng) -corrplot.mixed(Corr, lower = "number", upper = "ellipse", - diag = "l", tl.pos = "lt", tl.col = "black", - tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)]) - -## No modelo para o número de grão por vagem -Vcov.gpv <- vcov(m1C.gpv) -Corr <- cov2cor(Vcov.gpv) - corrplot.mixed(Corr, lower = "number", upper = "ellipse", diag = "l", tl.pos = "lt", tl.col = "black", tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)]) @@ -769,13 +686,6 @@ colnames(aux) <- c("fit", "lwr", "upr") aux <- data.frame(modelo = "Poisson", aux) predP.ng <- cbind(pred, aux) -## No modelo para o número de grãos por vagem -aux <- exp(confint(glht(m1P.gpv, linfct = X1), - calpha = univariate_calpha())$confint) -colnames(aux) <- c("fit", "lwr", "upr") -aux <- data.frame(modelo = "Poisson", aux) -predP.gpv <- cbind(pred, aux) - ##---------------------------------------------------------------------- ## Considerando a COM-Poisson @@ -801,7 +711,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:200; py <- dcmp(y, p, phi, sumto = 300) + y <- 0:200 + py <- dcmp(y, exp(p), exp(phi), sumto = 300) sum(y*py) }) }) @@ -830,42 +741,14 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:350; py <- dcmp(y, p, phi, sumto = 700) + y <- 0:350 + py <- dcmp(y, exp(p), exp(phi), sumto = 700) sum(y*py) }) }) aux <- data.frame(modelo = "COM-Poisson", aux) predC.ng <- cbind(pred, aux) -##------------------------------------------- -## No modelo para o número de grãos por vagem -## Obtendo os parâmetros da distribuição (lambdas e phi) -betas <- coef(m1C.gpv)[-1] -phi <- coef(m1C.gpv)[1] -loglambdas <- X1 %*% betas - -## Obtendo os erros padrão das estimativas -## Obs.: Deve-se usar a matriz de variâncias e covariâncias -## condicional, pois os parâmetros de locação (betas) e dispersão -## (phi) não são ortogonais. -Vc <- Vcov.gpv[-1, -1] - Vcov.gpv[-1, 1] %*% - solve(Vcov.gpv[1, 1]) %*% Vcov.gpv[1, -1] -U <- chol(Vc) -se <- sqrt(apply(X1 %*% t(U), MARGIN = 1, FUN = function(x) { - sum(x^2) -})) - -aux <- c(loglambdas) + outer(se, qn, FUN = "*") -aux <- apply(aux, MARGIN = 2, - FUN = function(col) { - sapply(col, FUN = function(p) { - y <- 0:30; py <- dcmp(y, p, phi, sumto = 50) - sum(y*py) - }) - }) -aux <- data.frame(modelo = "COM-Poisson", aux) -predC.gpv <- cbind(pred, aux) - ##------------------------------------------- ## Visualizando os valores preditos intervalares pelos dois modelos da.nv <- rbind(predP.nv, predC.nv) @@ -874,9 +757,6 @@ da.nv <- da.nv[with(da.nv, order(umid, K, modelo)), ] da.ng <- rbind(predP.ng, predC.ng) da.ng <- da.ng[with(da.ng, order(umid, K, modelo)), ] -da.gpv <- rbind(predP.gpv, predC.gpv) -da.gpv <- da.gpv[with(da.gpv, order(umid, K, modelo)), ] - source(paste0("https://gitlab.c3sl.ufpr.br/leg/legTools/raw/", "issue%2315/R/panel.segplot.by.R")) @@ -920,50 +800,9 @@ xy2 <- xyplot(ngra ~ K | umid, data = soja, panel = panel.segplot.by, f = 0.1, as.table = TRUE) ) -xy3 <- xyplot(ngra/nvag ~ K | umid, data = soja, - xlab = "Nível de adubação potássica", - ylab = "Contagem", - type = c("p", "g"), alpha = 0.7, - ## key = key, - layout = c(NA, 1), - as.table = TRUE, - strip = strip.custom( - strip.names = TRUE, var.name = "Umidade")) + - as.layer( - segplot( - K ~ lwr + upr | umid, - centers = fit, groups = modelo, data = da.gpv, - grid = TRUE, horizontal = FALSE, draw = FALSE, - lwd = 2, pch = 1:nlevels(da$modelo) + 3, - panel = panel.segplot.by, f = 0.1, as.table = TRUE) - ) - ## x11(width = 10, height = 50) -print(xy1, split = c(1, 1, 1, 3), more = TRUE) -print(xy2, split = c(1, 2, 1, 3), more = TRUE) -print(xy3, split = c(1, 3, 1, 3), more = FALSE) - -``` - -```{r, eval = FALSE} - -## Testando o termo offset - -##====================================================================== -## offset 2 e lambda = 5 -trat <- rep(letters[1:3], 30) -X <- model.matrix(~trat) -betas <- c(-0.5, -2, 1.5) -lambdas <- exp(X %*% betas) -y <- rpois(nrow(X), lambda = lambdas * 2) - -kk <- data.frame(trat = trat, o = 2, y = y) -kkm <- cmp(y ~ offset(log(o)) + trat, data = kk, sumto = 50) -kkg <- glm(y ~ offset(log(o)) + trat, data = kk, family = poisson) - -cbind(coef(kkm), c(NA, coef(kkg))) - -##====================================================================== +print(xy1, split = c(1, 1, 1, 2), more = TRUE) +print(xy2, split = c(1, 2, 1, 2), more = FALSE) ``` @@ -1080,6 +919,9 @@ summary(m4C) ## necessária convergencez(m4C) +## Reajustando o modelo +logLik(m4C <- cmp(f4, data = capdesfo, sumto = 30)) + ``` ```{r} @@ -1105,8 +947,12 @@ round(c(trv, pchisq(trv, 1, lower = FALSE)), digits = 5) m4Cfixed <- cmp(f4, data = capdesfo, fixed = list("phi" = 0)) anova(m4C, m4Cfixed) +``` + +```{r perf3, cache = TRUE} + ## Via perfil de log-verossimilhança -perf <- profile(m4C, which = 1) +perf <- profile(m4C, which = "phi") confint(perf) plot(perf) @@ -1169,7 +1015,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:50; py <- dcmp(y, p, phi, sumto = 100) + y <- 0:50 + py <- dcmp(y, exp(p), exp(phi), sumto = 100) sum(y*py) }) }) @@ -1180,6 +1027,13 @@ predC <- cbind(pred, aux) ## Visualizando os valores preditos intervalares pelos dois modelos da <- rbind(predP, predC) +## Legenda +cols <- trellis.par.get("superpose.line")$col[1:2] +key <- list( + lines = list(lty = 1, col = cols), + rect = list(col = cols, alpha = 0.1, lty = 3, border = NA), + text = list(c("COM-Poisson", "Poisson"))) + ## Gráfico dos valores preditos e IC de 95% para média update(xy, type = c("p", "g"), key = key, alpha = 0.7) + as.layer(xyplot(fit ~ des | est, @@ -1196,6 +1050,138 @@ update(xy, type = c("p", "g"), key = key, alpha = 0.7) + ``` +## Reparametrização para a média ## + +### Definindo a log-verossimilhança ### + +```{r} + +## Reparametriza para a média (aproximada) +llcmp3 <- function (params, y, X, offset = NULL, sumto = 50) { + betas <- params[-1] + phi <- params[1] + nu <- exp(phi) + if (is.null(offset)) + offset <- 0 + ##------------------------------------------- + ## Reparametrização para a média + mu <- exp(X %*% betas) + Xb <- nu * log(mu + (nu - 1)/(2 * nu)) + ##------------------------------------------- + i <- 0:sumto + zs <- sapply(Xb, function(loglambda) sum(exp(i * loglambda - + nu * lfactorial(i)))) + Z <- sum(log(zs)) + ll <- sum(y * Xb - nu * lfactorial(y)) - Z + return(-ll) +} + +``` + +### Definindo a função de ajuste ### + +```{r} + +## Modifica framework para llcmp3 +cmp3 <- function (formula, data, start = NULL, sumto = NULL, ...) { + frame <- model.frame(formula, data) + terms <- attr(frame, "terms") + y <- model.response(frame) + X <- model.matrix(terms, frame) + ## off <- model.offset(frame) + ## if (is.null(sumto)) + ## sumto <- ceiling(max(y)^1.5) + if (is.null(start)) { + m0 <- glm.fit(x = X, y = y, family = poisson()) + start <- c(phi = 0, m0$coefficients) + } + bbmle::parnames(llcmp3) <- names(start) + model <- bbmle::mle2(llcmp3, start = start, data = list(y = y, + X = X), vecpar = TRUE, ...) + return(model) +} + +``` + +## Ajustando o modelo reparametrizado para a média ## + +```{r} + +## Ajustando o modelo +m4C2 <- cmp3(f4, data = capdesfo) +convergencez(m4C2) + +``` + +```{r} + +## Perfis de verossimilhança para phi +perf <- profile(m4C2, which = "phi") +confint(perf) +plot(perf) + +``` + +```{r} + +##------------------------------------------- +## Verificando a matriz de variâncias e covariâncias +Vcov <- vcov(m4C2) +Corr <- cov2cor(Vcov) + +corrplot.mixed(Corr, lower = "number", upper = "ellipse", + diag = "l", tl.pos = "lt", tl.col = "black", + tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)]) + +``` + +```{r} + +X <- m4C2@data$X +mu <- c(exp(X %*% coef(m4C2)[-1])) + +##------------------------------------------- +## Considerando a COM-Poisson reparametrizada para a média +f4; f4[-2] +X <- model.matrix(f4[-2], data = pred) + +betas <- coef(m4C2)[-1] +phi <- coef(m4C2)[1] +logmu <- X %*% betas + +## Obtendo os erros padrão das estimativas +## Obs.: Deve-se usar a matriz de variâncias e covariâncias +## condicional, pois os parâmetros de locação (betas) e dispersão +## (phi) não são ortogonais. +Vc <- Vcov[-1, -1] - Vcov[-1, 1] %*% solve(Vcov[1, 1]) %*% Vcov[1, -1] +U <- chol(Vc) +se <- sqrt(apply(X %*% t(U), MARGIN = 1, FUN = function(x) { + sum(x^2) +})) + +aux <- exp(c(logmu) + outer(se, qn, FUN = "*")) +aux <- data.frame(modelo = "COM-Poisson", aux) +predC2 <- cbind(pred, aux) + +##------------------------------------------- +## Visualizando os valores preditos intervalares pelos dois modelos +da <- rbind(predP, predC2) + +update(xy, type = c("p", "g"), key = key, alpha = 0.7) + + as.layer(xyplot(fit ~ des | est, + groups = modelo, + data = da, + type = "l", + ly = da$lwr, + uy = da$upr, + cty = "bands", + alpha = 0.5, + prepanel = prepanel.cbH, + panel.groups = panel.cbH, + panel = panel.superpose)) + +``` + <!--==================================================================== --> <!----> @@ -1283,8 +1269,8 @@ m1P <- glm(f1, data = ninfas, family = poisson) m2P <- glm(f2, data = ninfas, family = poisson) ## Ajustando os modelos COM-Poisson -m1C <- cmp(f1, data = ninfas, sumto = 600) -m2C <- cmp(f2, data = ninfas, sumto = 600) +m1C <- cmp(f1, data = ninfas, sumto = 800) +m2C <- cmp(f2, data = ninfas, sumto = 800) ``` @@ -1318,7 +1304,7 @@ summary(m1C) ## constante de normalização Z. Assim uma visualização pós ajuste para ## verificar se o ajuste proporcionou uma densidade válida se faz ## necessária -convergencez(m1C, incremento = 100, maxit = 10) +convergencez(m1C) ``` @@ -1345,8 +1331,12 @@ round(c(trv, pchisq(trv, 1, lower = FALSE)), digits = 5) m1Cfixed <- cmp(f1, data = ninfas, fixed = list("phi" = 0)) anova(m1C, m1Cfixed) +``` + +```{r perf4, cache = TRUE, warnings = FALSE} + ## Via perfil de log-verossimilhança -perf <- profile(m1C, which = 1) +perf <- profile(m1C, which = "phi") confint(perf) plot(perf) @@ -1422,7 +1412,8 @@ aux <- c(loglambdas) + outer(se, qn, FUN = "*") aux <- apply(aux, MARGIN = 2, FUN = function(col) { sapply(col, FUN = function(p) { - y <- 0:400; py <- dcmp(y, p, phi, sumto = 600) + y <- 0:400 + py <- dcmp(y, exp(p), exp(phi), sumto = 600) sum(y*py) }) })