diff --git a/.Rbuildignore b/.Rbuildignore
index 211ec1b25ac149871882b3f67eb9c9e075706856..6e960dac6e7af4616d953be92548ebd61aeb3338 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -17,3 +17,4 @@ ci-c3sl.R
playground.R
style.css
plano.*
+_vignettes/
diff --git a/DESCRIPTION b/DESCRIPTION
index ff4d50d83bbeceaa3b423cf74e41f0459ed7cd38..1f8ced8788f67e102bbf8986d26fecf1e336dfb0 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -38,6 +38,7 @@ Imports:
Suggests:
MASS,
car,
+ corrplot,
plyr,
ggplot2,
reshape,
@@ -45,6 +46,8 @@ Suggests:
knitr,
rmarkdown,
shiny,
- corrplot
+ rpanel,
+ testthat,
+ methods
VignetteBuilder: knitr
RoxygenNote: 5.0.1
diff --git a/NAMESPACE b/NAMESPACE
index 2a6a1fcf0e53dcd852176e9fceda97c316aad124..0f0e784e0c384136718dc8669fd907dfba964882 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -8,8 +8,15 @@ export(cmp)
export(convergencez)
export(dcmp)
export(llcmp)
+export(dgcnt)
+export(dpgnz)
+export(gcnt)
+export(llgcnt)
+export(llpgnz)
export(panel.beeswarm)
export(panel.cbH)
+export(panel.groups.segplot)
+export(pgnz)
export(prepanel.cbH)
import(bbmle)
import(doBy)
@@ -23,5 +30,7 @@ importFrom(stats,model.frame)
importFrom(stats,model.matrix)
importFrom(stats,model.offset)
importFrom(stats,model.response)
+importFrom(stats,pgamma)
importFrom(stats,poisson)
importFrom(stats,qnorm)
+importFrom(utils,combn)
diff --git a/R/apc.R b/R/apc.R
index 151eea8f85a4d0abd01422a705a1f928a21d8fdd..4e4a68935afb0916194eae30d76ae18953b6ea19 100644
--- a/R/apc.R
+++ b/R/apc.R
@@ -29,6 +29,7 @@
#'
#' @seealso \code{\link[doBy]{LSmatrix}}.
#' @import doBy multcomp
+#' @importFrom utils combn
#' @examples
#'
#' X <- diag(3)
@@ -79,7 +80,7 @@ apc <- function(lfm, lev = NULL) {
lev <- as.character(1:nlev)
}
}
- cbn <- combn(x = seq_along(lev), m = 2)
+ cbn <- utils::combn(x = seq_along(lev), m = 2)
M <- lfm[cbn[1, ], ] - lfm[cbn[2, ], ]
if (is.vector(M)) {
dim(M) <- c(1, length(M))
diff --git a/R/cambras.R b/R/cambras.R
new file mode 100644
index 0000000000000000000000000000000000000000..becf204416e815417ac205fe26df3bca669f3c0e
--- /dev/null
+++ b/R/cambras.R
@@ -0,0 +1,79 @@
+#' @name cambras
+#' @title Resultados do Campeonato Brasileiro de 2010
+#' @description Dados sobre o número de gols dos times mandantes e
+#' desafiantes de todas as partidas do Campeonato Brasileiro de
+#' 2010.
+#' @format Um \code{data.frame} com 380 observações e 5 variáveis.
+#' \describe{
+#'
+#' \item{\code{rod}}{Inteiro que identifica o número da rodada.}
+#'
+#' \item{\code{home}}{Fator que identifica o time mandante da partida,
+#' aquele que jogou em casa.}
+#'
+#' \item{\code{away}}{Fator que identifica o time desafiante da partida,
+#' aquele que jogou fora de casa.}
+#'
+#' \item{\code{h}}{Número de gols feitos pelo time mandante na partida.}
+#'
+#' \item{\code{a}}{Número de gols feitos pelo time desafiante na
+#' partida.}
+#'
+#' }
+#' @examples
+#'
+#' # Resultados finais na internet.
+#' # browseURL(paste0("http://esportes.terra.com.br/futebol/",
+#' # "brasileiro/2010/noticias/0,,OI4339585-EI15413",
+#' # ",00-Classificacao+e+Jogos+Serie+A.html"))
+#'
+#' Xh <- model.matrix(~-1 + home, cambras)
+#' Xa <- model.matrix(~-1 + away, cambras)
+#'
+#' Xha <- Xh - Xa
+#' cambras[1:5, c("home", "away")]
+#' print(as.table(t(Xha[1:5, ])), zero.print = ".")
+#'
+#' gsgc <- cbind(scored = t(Xh) %*% cambras$h + t(Xa) %*% cambras$a,
+#' conceded = t(Xa) %*% cambras$h + t(Xh) %*% cambras$a)
+#' colnames(gsgc) <- c("gScored", "gConced")
+#' gsgc
+#'
+#' # Pontos em cada partida (empate = 1, vitória = 3).
+#' pts <- with(cambras, {
+#' d <- h - a
+#' draw <- d == 0
+#' winH <- d > 0
+#' winA <- !(draw | winH)
+#' x <- cbind(h = winH * 3 + draw, a = winA * 3 + draw)
+#' return(x)
+#' })
+#'
+#' tableIn <- function(x) {
+#' tb <- table(x)
+#' f <- rep(0, 3)
+#' names(f) <- c(0, 1, 3)
+#' f[names(tb)] <- tb
+#' return(f)
+#' }
+#'
+#' # Derrotas, empates e vitórias.
+#' ldw <-
+#' do.call(rbind, lapply(tapply(pts[, 1], cambras$home,
+#' FUN = tableIn),
+#' FUN = as.vector)) +
+#' do.call(rbind, lapply(tapply(pts[, 2], cambras$away,
+#' FUN = tableIn),
+#' FUN = as.vector))
+#' colnames(ldw) <- c("Lose", "Draw", "Win")
+#' ldw
+#'
+#' # Tabela completa de 2010.
+#' pl10 <- t(Xh) %*% pts[, "h"] + t(Xa) %*% pts[, "a"]
+#' pl10 <- cbind(team = levels(cambras$home), data.frame(pts = pl10))
+#' pl10 <- cbind(pl10, ldw[, 3:1], gsgc)
+#' pl10 <- plyr::arrange(pl10, -pts)
+#' pl10$pos <- rank(-pl10$pts)
+#' pl10
+#'
+NULL
diff --git a/R/confterm.R b/R/confterm.R
index e8ec1035793fb5ee4cc495b083b21b24277a7931..d9fcd680d03e63fd26567804cbd46e4784fcd781 100644
--- a/R/confterm.R
+++ b/R/confterm.R
@@ -9,8 +9,16 @@
#' aves por calor. Nesse experimento, o sistema só foi utilizado a
#' partir dos 21 dias de idade. A cada dia foi contado o número de
#' aves encontradas mortas no aviário.
-#' @format Um \code{data.frame} com 176 observações e 4 variáveis, em
-#' que
+#'
+#' Fora dos galpões, um sistema de monitoramento das variáveis
+#' ambientais registrou, em intervalos de 1 hora dos 21 aos 39 dias
+#' de idade, as variáveis para que fossem determinados: a entalpia
+#' específica do ar (H), a carga térmica de radiação (CTR) e o
+#' índice de temperatura de globo negro e umidade (ITGU). Essas
+#' variáveis tem a finalidade de explicar a variação da mortalidade
+#' das aves nos sistemas de resfriamento ao longo dos dias.
+#' @format \code{confterm} é um \code{data.frame} com 176 observações e
+#' 4 variáveis, em que
#'
#' \describe{
#'
@@ -27,6 +35,26 @@
#' \item{\code{nap}}{Número de aves perdidas (ou mortas) por dia.}
#'
#' }
+#'
+#' \code{conftemp} é um \code{data.frame} com 456 observações e 6
+#' variáveis, em que
+#'
+#' \describe{
+#'
+#' \item{\code{hora}}{As horas em cada dia, retomando do 0 em cada novo
+#' dia.}
+#'
+#' \item{\code{hr}}{As horas a partir o primeiro dia continuamente.}
+#'
+#' \item{\code{idade}}{A idade dos animais, em dias.}
+#'
+#' \item{\code{h}}{Entalpia específica do ar.}
+#'
+#' \item{\code{ctr}}{Carga térmica de radiação.}
+#'
+#' \item{\code{itgu}}{Índice de temperatura de globo negro e umidade.}
+#'
+#' }
#' @source MACHADO, N. S.; TINÔCO, I. D. F. F.; ZOLNIER, S.; MOGAMI,
#' C. A.; DAMASCENO, F. A.; ZEVIANI, W. M. Resfriamento da cobertura
#' de aviários e seus efeitos na mortalidade e nos índices de
@@ -35,9 +63,14 @@
#' \url{http://www.ufv.br/dea/ambiagro/gallery/publicações/Artigo5.pdf}.
#' @examples
#'
+#' #-----------------------------------------
+#' # Gráfico da mortalidade das aves.
+#'
#' library(lattice)
+#' library(latticeExtra)
#'
#' str(confterm)
+#' summary(confterm)
#'
#' xtabs(~idade + resfr, data = confterm)
#'
@@ -50,4 +83,48 @@
#' "Sem sistema de resfriamento")),
#' auto.key = list(corner = c(0.05, 0.9)))
#'
+#' #-----------------------------------------
+#' # Gráfico das variáveis térmicas.
+#'
+#' # Amplitude estendida das variáveis.
+#' lim <- with(conftemp, apply(cbind(h, ctr, itgu), MARGIN = 2,
+#' FUN = extendrange, f = 0.2))
+#'
+#' # Anotação da eixo x do gráfico.
+#' scales <- list(
+#' y = list(relation = "free"),
+#' x = list(at = seq(from = 1,
+#' to = ceiling(max(conftemp$hr/24)) * 24,
+#' by = 24)))
+#' scales$x$labels <- seq_along(scales$x$at)
+#'
+#' xyplot(h + ctr + itgu ~ hr, data = conftemp,
+#' outer = TRUE, type = "l", layout = c(1, NA),
+#' scales = scales, xlim = range(scales$x$at),
+#' xlab = "Dias",
+#' ylab = "Variáveis térmicas",
+#' panel = function(y, subscripts, ...) {
+#' wp <- which.packet()
+#' r <- lim[, wp[1]]
+#' panel.rect(10.5 + 24 * (scales$x$labels - 1), r[1],
+#' 20 + 24 * (scales$x$labels - 1), r[2],
+#' col = "blue",
+#' border = "transparent",
+#' alpha = 0.25)
+#' panel.xyplot(y = y, subscripts = subscripts, ...)
+#' })
+#'
+#' # Valores máximos do dia.
+#' tempdia <- aggregate(cbind(hm = h, cm = ctr, im = itgu) ~ idade,
+#' data = conftemp, FUN = max)
+#'
+#' splom(tempdia[, -1])
+#'
+#' confterm <- merge(confterm, tempdia, by = "idade")
+#' str(confterm)
+#'
+NULL
+
+#' @name conftemp
+#' @rdname confterm
NULL
diff --git a/R/gcnt.R b/R/gcnt.R
new file mode 100644
index 0000000000000000000000000000000000000000..6e157ba25214f1522d6f0e7a9f22bd8b856467b3
--- /dev/null
+++ b/R/gcnt.R
@@ -0,0 +1,261 @@
+#' @title Log-Verossimilhança do Modelo Gamma Count
+#' @author Walmes Zeviani, \email{walmes@@ufpr.br}.
+#' @export
+#' @description Calcula a log-verossimilhança de um modelo de regressão
+#' Gamma Count para a resposta de contagem (y).
+#' @details A função de verossimilhança para uma observação, \eqn{L}, da
+#' Gamma Count é:
+#'
+#' \deqn{L(\lambda, \alpha; y) =
+#' \left(\int_{0}^{T}
+#' \frac{(\alpha\lambda)^{y\alpha}}{\Gamma(y\alpha)}\,
+#' u^{y\alpha-1} \exp\{-\alpha\lambda u\}\, \textrm{d}u \right)
+#' - \left(\int_{0}^{T}
+#' \frac{(\alpha\lambda)^{y\alpha}}{\Gamma((y+1)\alpha)}\,
+#' u^{(y+1)\alpha-1} \exp\{-\alpha\lambda u\}\, \textrm{d}u \right).}
+#'
+#' Se \eqn{\tau \sim \textrm{Gamma}(\alpha, \alpha\lambda)}, então
+#' \eqn{E(\tau) = \frac{\alpha}{\alpha\lambda} = \frac{1}{\lambda}}
+#' e \eqn{V(\tau) = \frac{1}{\alpha\lambda^2}}.
+#'
+#' Usando \eqn{G()} para representar o resultado de cada uma das
+#' integrais entre parenteses, que correponde a probabilidade
+#' acumulada de uma variável aleatória gamma com parâmetros
+#' \eqn{y\alpha} e \eqn{\alpha\lambda}, tem-se
+#'
+#' \deqn{L(\lambda, \alpha; y) =
+#' G(T, y\alpha, \alpha\lambda)
+#' - G(T, (y+1)\alpha, \alpha\lambda).}
+#'
+#' A função log-verossimilhança de uma observação é, portanto,
+#'
+#' \deqn{\ell(\lambda, \alpha; y) =
+#' \ln \left[ G(T, y\alpha, \alpha\lambda) -
+#' G(T, (y+1)\alpha, \alpha\lambda) \right].}
+#'
+#' Para uma amostra aleatória independente, a função de
+#' log-verossimilhança é
+#'
+#' \deqn{\ell(\lambda, \alpha; y) =
+#' \sum_{i=1}^{n} \ln \left[ G(T, y\alpha, \alpha\lambda) -
+#' G(T, (y+1)\alpha, \alpha\lambda) \right].}
+#'
+#' Nestas expressões, \eqn{\alpha} é o parâmetro de dispersão da
+#' variável aleatória \eqn{Y} sendo que se \eqn{\alpha = 1} então
+#' \eqn{Y \sim \textrm{Poisson}}, se \eqn{\alpha < 1} então
+#' \eqn{V(Y) > E(Y)} e \eqn{\alpha > 1} então \eqn{V(Y) < E(Y)}.
+#'
+#' Como \eqn{\alpha} e \eqn{\lambda} devem ser positivos, usou-se a
+#' função de ligação log para escrever a log-verossimilhança com
+#' domínio nos reais para os parâmetros.
+#' @param params Um vetor de (estimativas dos) parâmetros do modelo de
+#' regressão. O primeiro elemento desse vetor é o parâmetro de
+#' dispersão do modelo e os restantes são parâmetros de
+#' locação. Essa função retorna o negativo da log-verossimilhança
+#' pois foi construída para ser usada na \code{\link[bbmle]{mle2}}.
+#' @param y Um vetor com variável dependente do modelo, resposta do tipo
+#' contagem.
+#' @param X A matriz de delineamento correspondente ao modelo linear
+#' ligado à média pela função de ligação log. A matriz do modelo
+#' pode ser construída com a função
+#' \code{\link[stats]{model.matrix}}.
+#' @param offset Um vetor, de mesmo comprimento de \code{y}, com valores
+#' que correspondem aos offsets (ou exposição) para cada valor
+#' observado. Se \code{NULL}, é usado 1 como offset.
+#' @return O negativo da log-verossimilhança do modelo Gamma Count para
+#' os parâmetros e dados informados.
+#' @seealso \code{\link[bbmle]{mle2}}.
+#' @examples
+#'
+#' set.seed(123)
+#' y <- rpois(10, lambda = 5)
+#'
+#' # Log-verossimilhança pela Poisson.
+#' sum(dpois(y, lambda = 5, log = TRUE))
+#'
+#' # Log-verossimilhança pela GCNT usando alpha = 0
+#' llgcnt(params = c(0, log(5)), y = y, X = cbind(y * 0 + 1))
+#'
+#' set.seed(121)
+#' y <- rpois(100, lambda = exp(1))
+#' X <- cbind(0 * y + 1)
+#'
+#' grid <- expand.grid(alpha = seq(-0.5, 0.5, by = 0.02),
+#' lambda = seq(0.1, 2.1, by = 0.05))
+#' str(grid)
+#'
+#' grid$ll <- apply(grid, MARGIN = 1,
+#' FUN = function(vec) {
+#' llgcnt(params = vec, y = y, X = X,
+#' offset = NULL)
+#' })
+#'
+#' library(latticeExtra)
+#'
+#' levelplot(ll ~ alpha + lambda, data = grid) +
+#' layer(panel.abline(v = 0, h = 1, lty = 2))
+#'
+#' @importFrom stats pgamma
+llgcnt <- function(params, y, X, offset = NULL) {
+ # params: vetor de parâmetros;
+ # params[1]: parâmetro de dispersão (alpha);
+ # params[-1]: parâmetro de locação (lambda);
+ # y: variável resposta (contagem);
+ # X: matriz do modelo linear;
+ # offset: tamanho do domínio onde y foi medido (exposição);
+ #----------------------------------------
+ if (is.null(offset)) {
+ offset <- 1L
+ }
+ alpha <- exp(params[1])
+ eXb <- exp(X %*% params[-1])
+ alpha.eXb <- alpha * eXb
+ alpha.y <- alpha * y
+ # returns the log-likelihood.
+ ll <- -sum(log(pgamma(offset,
+ shape = alpha.y,
+ rate = alpha.eXb) -
+ pgamma(offset,
+ shape = alpha.y + alpha,
+ rate = alpha.eXb)))
+ # Negativo da log-likelihood.
+ return(ll)
+}
+
+#' @title Probabilidades do Modelo Gamma Count
+#' @author Walmes Zeviani, \email{walmes@@ufpr.br}.
+#' @export
+#' @description Calcula as probabilidades para uma variável aleatória
+#' com distribuição Gamma Count:
+#'
+#' \deqn{p(y,\lambda,\alpha) =
+#' \left(\int_{0}^{1}
+#' \frac{(\alpha\lambda)^{y\alpha}}{\Gamma(y\alpha)}\,
+#' u^{y\alpha-1}
+#' \exp\{-\alpha\lambda u\}\, \textrm{d}u \right)
+#' - \left(\int_{0}^{1}
+#' \frac{(\alpha\lambda)^{y\alpha}}{\Gamma((y+1)\alpha)}\,
+#' u^{(y+1)\alpha-1}
+#' \exp\{-\alpha\lambda u\}\, \textrm{d}u \right),}
+#'
+#' em que \eqn{\lambda > 0} é a média da variável aleatória tempo entre
+#' eventos e \eqn{\alpha > 0} é o parâmetro de dispersão.
+#' @param y Valor da variável de contagem.
+#' @param lambda Valor do parâmetro \eqn{\lambda} que é a média da
+#' distribuição do tempo entre eventos.
+#' @param alpha Valor do parâmetro \eqn{\alpha} que é o parâmetro de
+#' dispersão.
+#' @return Retorna uma probabilidade, ou seja \eqn{\Pr(Y = y | \lambda,
+#' \alpha) = p(y, \lambda, \alpha)}.
+#' @examples
+#'
+#' dpois(5, lambda = 5)
+#' dgcnt(5, lambda = 5, alpha = 1)
+#'
+#' probs <- data.frame(y = 0:30)
+#' within(probs, {
+#' py0 <- dpois(y, lambda = 15)
+#' py1 <- dgcnt(y, lambda = 15, alpha = 1)
+#' py2 <- dgcnt(y, lambda = 15, alpha = 0.5)
+#' py3 <- dgcnt(y, lambda = 15, alpha = 1.5)
+#' plot(py0 ~ y, type = "h",
+#' ylim = c(0, max(c(py0, py2, py3))),
+#' ylab = expression(Pr(Y == y)))
+#' points(y + 0.1, py1, type = "h", col = 2)
+#' points(y - 0.3, py2, type = "h", col = 3)
+#' points(y + 0.3, py3, type = "h", col = 4)
+#' legend("topleft", bty = "n",
+#' col = c(1:4), lty = 1,
+#' legend = expression(
+#' Poisson(lambda == 15),
+#' GC(lambda == 15, alpha == 1),
+#' GC(lambda == 15, alpha == 0.5),
+#' GC(lambda == 15, alpha == 1.5)))
+#' })
+#'
+#' @importFrom stats pgamma
+dgcnt <- function(y, lambda, alpha) {
+ p <- pgamma(q = 1,
+ shape = y * alpha,
+ rate = alpha * lambda) -
+ pgamma(q = 1,
+ shape = (y + 1) * alpha,
+ rate = alpha * lambda)
+ return(p)
+}
+
+#' @title Ajuste do Modelo Gamma Count
+#' @author Walmes Zeviani, \email{walmes@@ufpr.br}.
+#' @export
+#' @description Estima os parâmetros de um modelo Gamma Count pela
+#' otimização da função de log-verossimilhança definida em
+#' \code{\link{llgcnt}}. A sintaxe assemelha-se com a função
+#' \code{\link[stats]{glm}} (Generalized Linear Models).
+#' @param formula Um objeto da classe \code{\link{formula}}. Se
+#' necessária a inclusão de \emph{offset} deve-se indicá-lo como
+#' \code{\link{offset}}.
+#' @param data Um objeto de classe \code{data.frame} que contém as
+#' variáveis descritas na \code{formula}.
+#' @param start Um vetor com os valores iniciais para os parâmetros do
+#' modelo necessários para o início do procedimento de estimação. Se
+#' \code{NULL} as estimativas de um modelo log-linear Poisson, com
+#' \eqn{\alpha = 0}, são utilizadas como valores iniciais, pois uma
+#' chamada da \code{\link[stats]{glm.fit}} é feita internamente para
+#' obtê-los. O parâmetro \eqn{\alpha} deve ser o primeiro elemento
+#' do vetor. Os restantes devem estar na posição correspondente às
+#' colunas da matriz gerada pelo argumento \code{formula}.
+#' @param ... Argumentos opcionais do framework de maximização numérica
+#' \code{\link[bbmle]{mle2}}.
+#' @return Um objeto de classe \code{mle2}, retornado da função de
+#' \code{\link[bbmle]{mle2}}, usada para estimação por máxima
+#' verossimilhança de modelos.
+#' @import bbmle
+#' @examples
+#'
+#' library(bbmle)
+#'
+#' str(soja)
+#' soja <- soja[-74, ]
+#'
+#' m0 <- gcnt(nvag ~ bloc + umid * factor(K), data = soja)
+#' m1 <- gcnt(nvag ~ bloc + umid + factor(K), data = soja)
+#'
+#' anova(m0, m1)
+#' summary(m1)
+#'
+#' plot(profile(m1, which = "alpha"))
+#' abline(v = 0, lty = 2, col = 2)
+#'
+#' str(capdesfo)
+#'
+#' n0 <- gcnt(ncap ~ est * (des + I(des^2)), data = capdesfo)
+#' n1 <- gcnt(ncap ~ est + (des + I(des^2)), data = capdesfo)
+#'
+#' anova(n0, n1)
+#' summary(n0)
+#'
+#' plot(profile(n0, which = "alpha"))
+#'
+#' @importFrom stats glm.fit model.frame model.matrix model.offset model.response poisson
+gcnt <- function(formula, data, start = NULL, ...) {
+ if (!requireNamespace("bbmle", quietly = TRUE)){
+ stop(paste("`bbmle` \u00e9 necess\u00e1rio para",
+ "essa fun\u00e7\u00e3o. Por favor, instale-o."),
+ call. = FALSE)
+ }
+ 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(start)) {
+ m0 <- glm.fit(x = X, y = y, offset = off, family = poisson())
+ start <- c("alpha" = 0, m0$coefficients)
+ }
+ off <- if (is.null(off)) { NULL } else { exp(off) }
+ bbmle::parnames(llgcnt) <- names(start)
+ model <- bbmle::mle2(minuslogl = llgcnt, start = start,
+ data = list(y = y, X = X, offset = off),
+ vecpar = TRUE, ...)
+ return(model)
+}
diff --git a/R/nematoide.R b/R/nematoide.R
new file mode 100644
index 0000000000000000000000000000000000000000..661bf0a58372d523151c1403aaebc51bf3c73845
--- /dev/null
+++ b/R/nematoide.R
@@ -0,0 +1,67 @@
+#' @name nematoide
+#' @title Número de Nematóides em Raízes de Feijoeiro
+#' @description Resultados de um experimento em casa de vegetação que
+#' estudou a reprodução de nematóides em cultivares/linhagens de
+#' feijoeiro. O solo dos vasos foi inicialmente contaminado com
+#' namatóides e as parcelas tiveram duas plantas. Ao final do
+#' experimento, as raízes das duas plantas por parcela foram
+#' lavadas, trituradas, peneiradas e diluídas para fazer a contagem
+#' dos nematóides em aliquotas dessa solução.
+#' @format Um \code{data.frame} com 94 observações e 4 variáveis.
+#'
+#' \describe{
+#'
+#' \item{\code{cult}}{Fator categórico que indica a linhagem de
+#' feijoeiro semeada em vasos com solo contaminado com nematóide.}
+#'
+#' \item{\code{mfr}}{Massa fresca de raízes (g) produzida por parcela
+#' (duas plantas) que foi lavada, triturada, peneirada e diluída
+#' para fazer a contagem dos nematóides.}
+#'
+#' \item{\code{vol}}{Volume (ml) usado para diluir a massa fresca de
+#' raízes. Esse volume foi agitado para homogeneização e depois uma
+#' alíquota de 1 ml foi extraída e colocada em uma lâmina de
+#' contagem.}
+#'
+#' \item{\code{nema}}{Número de nematóides na alíquota de 1 ml,
+#' determinado por contagem direta na lâmina.}
+#'
+#' \item{\code{off}}{É o offset da contagem, o equivalente em massa de
+#' fresca de raízes de uma aliquota de 1 ml, ou seja, é
+#' \code{off = mfr/vol}.}
+#'
+#' }
+#' @source Cedido para fins acadêmicos por Andressa Cristina Zamboni
+#' Machado, pesquisadora do Instituto Agronômico do Paraná (IAPAR),
+#' e pelo técnico agrícola do IAPAR Santino Aleandro da Silva.
+#'
+#' O nome das cultivares, a espécie do nematóide e outras informações
+#' não foram dadas para preservar a originalidade da Pesquisa.
+#' @examples
+#'
+#' m0 <- glm(nema ~ offset(log(off)) + cult,
+#' data = nematoide,
+#' family = poisson)
+#'
+#' # Diagnóstico.
+#' par(mfrow = c(2, 2))
+#' plot(m0); layout(1)
+#'
+#' # Estimativas dos parâmetros.
+#' summary(m0)
+#'
+#' # Quadro de deviance.
+#' anova(m0, test = "Chisq")
+#'
+#' library(bbmle)
+#'
+#' # Poisson Generalizada.
+#' m1 <- pgnz(formula(m0), data = nematoide)
+#'
+#' # Diferença de deviance.
+#' 2 * diff(c(logLik(m0), logLik(m1)))
+#'
+#' # Estimativas dos parâmetros.
+#' summary(m1)
+#'
+NULL
diff --git a/R/ninfas.R b/R/ninfas.R
index 729403af7cd0312ea51fbcab4145bb53b7dc24b2..0f0e75c33d7e2eadb594ecbce19c6dfe7b50ae3d 100644
--- a/R/ninfas.R
+++ b/R/ninfas.R
@@ -37,13 +37,17 @@
#'
#' @references Suekane, R., Degrande, P. E., de Lima Junior, I. S., de
#' Queiroz, M. V. B. M., & Rigoni, E. R. (2013). Danos da
-#' Mosca-Branca Bemisia Tabaci e distribuição vertical das ninfas em
-#' cultivares de soja em casa de vegetação. Arquivos do Instituto
-#' Biológico, 80(2), 151-158.
+#' Mosca-Branca \emph{Bemisia Tabaci} e distribuição vertical das
+#' ninfas em cultivares de soja em casa de vegetação. Arquivos do
+#' Instituto Biológico, 80(2), 151-158.
+#' \href{http://200.129.209.183/arquivos/arquivos/78/MESTRADO-DOUTORADO-AGRONOMIA/Dissertação Renato Suekane.pdf}{Dissertação de Renato Suekane.}
#' @examples
+#'
#' data(ninfas)
#' str(ninfas)
#'
+#' xtabs(~data + cult, data = ninfas)
+#'
#' library(lattice)
#'
#' xyplot(ntot ~ dias | cult,
@@ -63,4 +67,3 @@
#' as.table = TRUE,
#' layout = c(NA, 2))
NULL
-
diff --git a/R/panel.beeswarm.R b/R/panel.beeswarm.R
index 1da9753286c30dcdb7078223099435a1f784555a..4da4fbb8fd0c52fa37a5eb4e54fe93c50df8c6e4 100644
--- a/R/panel.beeswarm.R
+++ b/R/panel.beeswarm.R
@@ -1,59 +1,79 @@
#' @name panel.beeswarm
-#' @aliases panel.beeswarm
#' @export
-#' @author Walmes Zeviani
-#' @title Função para Gráfico de Dispersão BeesWarm com a Lattice
+#' @author Walmes Zeviani baseado no pacote
+#' \href{http://www.cbs.dtu.dk/~eklund/beeswarm/}{beeswarm}.
+#' @title Diagrama de Dispersão com Aranjo dos Pontos como Colmeia
#'
-#' @description Essa função permite a construção de gráficos de
-#' dispersão unidimensionais similares a função
-#' \code{\link{stripchart}}. Porém com pontos de mesmas coordenadas
-#' exibidos lado a lado e não sobrepostos.
+#' @description Used to make scatter plot of discrete variables with no
+#' overlapping points. Observations with the same y value are spread.
#'
-#' @param x,y,subscripts,... Argumentos passados para a
-#' função \code{\link[lattice]{xyplot}}.
+#' @param spread Um escalar numérico a distância entre os pontos. Esse
+#' valor é obtido por tentativa erro e toda vez que mudar as
+#' dimensões do gráfico, eles precisam ser novamente fornecidos, no
+#' entanto são valores na escala do eixo \code{x} e por isso são
+#' baseados nas distâncias entre os níveis do fator representado
+#' neste eixo. Como sugestão, abra sempre a janela gráfica
+#' (\code{x11()}) ou faça a exportação (\code{png()}, \code{pdf()},
+#' etc) com dimensões conhecidas e calibre o \code{spred} para que
+#' seja exibido adequadamente.
#'
-#' @param r Valor para espaçamento entre os pontos de mesmas
-#' coordenadas.
+#' @param x,y,subscripts,... Argumentos passados para a
+#' \code{\link[lattice]{panel.xyplot}}.
#'
-#' @return Painel \code{xyplot} padrão, com as coordenadas \code{x}
-#' devidamente corrigidas para agrupamento lado a lado.
+#' @return A função passa conteúdo para o argumento \code{panel}.
#'
+#' @seealso \code{\link[lattice]{xyplot}}.
#' @import lattice
-#'
-#' @references Aron Eklund (2016). beeswarm: The Bee Swarm Plot, an
-#' Alternative to Stripchart. R package version
-#' 0.2.3. \url{https://CRAN.R-project.org/package=beeswarm}
#' @examples
+#'
+#' data(capdesfo)
+#' str(capdesfo)
+#'
#' library(lattice)
#'
-#' set.seed(2016)
-#' da <- data.frame(x = rep(letters[1:5], 10), y = rpois(50, 5))
+#' # x11(width = 7, height = 2.8)
+#' xyplot(ncap ~ des | est, data = capdesfo,
+#' layout = c(5, 1), as.table = TRUE,
+#' type = c("p", "smooth"), col = 1, col.line = "gray50",
+#' xlim = extendrange(c(0:1), f = 0.15),
+#' xlab = "Nível de desfolha artificial",
+#' ylab = "Número de capulho produzidos",
+#' spread = 0.07, panel = panel.beeswarm)
#'
-#' xyplot(y ~ x, data = da, jitter.x = TRUE)
-#' xyplot(y ~ x, data = da, panel = panel.beeswarm, r = 0.1)
-#' xyplot(y ~ x, data = da, panel = panel.beeswarm, r = 0.05)
-#'
-#' xyplot(drat ~ carb | am, data = mtcars, jitter.x = TRUE)
-#' xyplot(drat ~ carb | am, data = mtcars, panel = panel.beeswarm, r = 0.2)
+#' # x11(width = 7, height = 2.8)
+#' xyplot(ncap ~ est | factor(des), data = capdesfo,
+#' layout = c(5, 1), as.table = TRUE,
+#' type = c("p", "smooth"), col = 1, col.line = "gray50",
+#' xlab = "Fase de desenvolvimento da planta",
+#' ylab = "Número de capulhos produzidos",
+#' scales = list(x = list(
+#' at = 1:nlevels(capdesfo$est),
+#' labels = substr(levels(capdesfo$est),
+#' start = 1, stop = 3))),
+#' spread = 0.35, panel = panel.beeswarm)
#'
-
-panel.beeswarm <- function(x, y, subscripts, r, ...) {
+panel.beeswarm <- function(x, y, subscripts, spread, ...){
xx <- x
yy <- y
- aux <- by(cbind(yy, xx, subscripts), xx, function(i) {
- or <- order(i[, 1])
- ys <- i[or, 1]
- yt <- table(ys)
- dv <- sapply(unlist(yt), function(j) {
- seq(1, j, l = j) - (j + 1)/2
- })
- if (!is.list(dv)) {
- dv <- as.list(dv)
- }
- xs <- i[or, 2] + r * do.call(c, dv)
- cbind(x = xs, y = ys, subscripts[or])
- })
+ aux <- by(cbind(yy, xx, subscripts),
+ INDICES = xx,
+ FUN = function(i) {
+ or <- order(i[, 1])
+ ys <- i[or, 1]
+ yt <- table(ys)
+ dv <- sapply(unlist(yt),
+ FUN = function(j) {
+ seq(from = 1,
+ to = j,
+ length.out = j) -
+ (j + 1)/2
+ })
+ if (!is.list(dv)) {
+ dv <- as.list(dv)
+ }
+ xs <- i[or, 2] + spread * do.call(c, dv)
+ cbind(x = xs, y = ys, subscripts = subscripts[or])
+ })
aux <- do.call(rbind, aux)
panel.xyplot(aux[, 1], aux[, 2], subscripts = aux[, 3], ...)
}
-
diff --git a/R/panel.cbH.R b/R/panel.cbH.R
index a3faa19a388845ab6b5e09f55ba3c2f7a8cc997d..10c5f5e8c851856751e8a52201667b9c418f5f83 100644
--- a/R/panel.cbH.R
+++ b/R/panel.cbH.R
@@ -7,8 +7,6 @@
#' @description Essa função permite representar intervalos de confiança
#' e bandas de confiança em gráficos do pacote lattice.
#'
-#' @param y Valor central ou estimativa pontual.
-#'
#' @param ly Limite inferior do intervalo/banda de confiança.
#'
#' @param uy Limite superior do intervalo/banda de confiança.
@@ -21,7 +19,7 @@
#' quantidades a somar/subtrair dos valores de \code{x} para não
#' sobrepor intervalos. Com esse argumento pode-se representar mais
#' de um intervalor por valor de \code{x}. Não é usado quando
-#' \code{cty = "bands"}
+#' \code{cty = "bands"}.
#'
#' @param fill Uma representação de cor para preencher o interior das
#' bandas de confiança. Não é usado quando \code{cty = "bars"}.
@@ -34,8 +32,9 @@
#' formam o "T". O valor default é 0.05. Não é usado quando
#' \code{cty = "bands"}.
#'
-#' @param x,subscripts,col.line,lwd,... Argumentos passados para a
-#' função \code{\link[lattice]{xyplot}}.
+#' @param x,y,subscripts,col.line,lwd,... Argumentos passados para a
+#' \code{\link[lattice]{panel.xyplot}} pela função
+#' \code{\link[lattice]{xyplot}}.
#'
#' @return São usadas dentro de funções do pacote \pkg{lattice}.
#'
@@ -127,7 +126,6 @@ panel.cbH <- function(x, y, ly, uy,
#' @name prepanel.cbH
#' @rdname panel.cbH
-#' @author Walmes Zeviani baseado na lista de discussão R-help.
#' @export
prepanel.cbH <- function(y, ly, uy, subscripts){
ly <- as.numeric(ly[subscripts])
diff --git a/R/panel.groups.segplot.R b/R/panel.groups.segplot.R
new file mode 100644
index 0000000000000000000000000000000000000000..835fbc20a898f9c01a621cdbcc6d8b6bb18817cc
--- /dev/null
+++ b/R/panel.groups.segplot.R
@@ -0,0 +1,66 @@
+#' @name panel.groups.segplot
+#' @export
+#' @author Walmes Zeviani
+#' @title Painel para Fazer Intervalos para Grupos no \code{segplot()}
+#'
+#' @description Essa função permite fazer intervalos de confiança (ou
+#' com barras de erro) em gráficos da \code{latticeExtra::segplot()}
+#' para grupos (\code{groups =}) de tal forma que eles não fiquem
+#' sobrepostos.
+#'
+#' @param x,y,z,centers,data,subscripts,... Argumentos passados para a
+#' \code{\link[latticeExtra]{segplot}}.
+#'
+#' @param groups A variável (\code{factor}) de agrupamento, de mesmo
+#' comprimento de \code{lwr} e \code{upr}.
+#'
+#' @param gap Escalar que representa a distância entre os segmentos. O
+#' valor default é 0,1. Como um fator com \eqn{k} níveis é
+#' representado pelos números inteiros \eqn{1, 2, \ldots, k}, então
+#' \eqn{0 \leq \textrm{gap} < 1/k}. Se for usado um valor negativo,
+#' os intervalos serão apresentados em ordem inversa.
+#'
+#' @return A função é passada para o argumento \code{panel} e retorna
+#' elementos necessários para a \code{\link[latticeExtra]{segplot}}.
+#'
+#' @seealso \code{\link[latticeExtra]{segplot}}.
+#' @import latticeExtra
+#' @examples
+#'
+#' library(latticeExtra)
+#'
+#' m0 <- lm(log(breaks) ~ wool * tension, data = warpbreaks)
+#'
+#' pred <- with(warpbreaks, expand.grid(KEEP.OUT.ATTRS = TRUE,
+#' wool = levels(wool),
+#' tension = levels(tension)))
+#'
+#' pred <- cbind(pred,
+#' predict(m0, newdata = pred, interval = "confidence"))
+#' str(pred)
+#'
+#' segplot(wool ~ lwr + upr, centers = fit, data = pred,
+#' draw = FALSE, horizontal = FALSE)
+#'
+#' segplot(wool ~ lwr + upr, centers = fit, data = pred,
+#' draw = FALSE, horizontal = FALSE,
+#' groups = tension, gap = NULL,
+#' panel = panel.groups.segplot)
+#'
+panel.groups.segplot <- function(x, y, z, centers,
+ groups, gap = NULL,
+ data, subscripts, ...) {
+ if (!missing(data)) {
+ data <- eval(data, envir = parent.frame())
+ groups <- data[, deparse(substitute(groups))]
+ }
+ stopifnot(is.factor(groups))
+ stopifnot(length(groups) == length(z))
+ if (is.null(gap)) {
+ gap <- 0.5/nlevels(groups)
+ }
+ d <- 2 * ((as.numeric(groups) - 1)/(nlevels(groups) - 1)) - 1
+ z <- as.numeric(z) + gap * d
+ panel.segplot(x, y, z, centers = centers,
+ subscripts = subscripts, ...)
+}
diff --git a/R/pgnz.R b/R/pgnz.R
new file mode 100644
index 0000000000000000000000000000000000000000..4a352ea8a1b2f5019c3b128ed3a543d3dfaa706c
--- /dev/null
+++ b/R/pgnz.R
@@ -0,0 +1,239 @@
+#' @title Log-Verossimilhança do Modelo Poisson Generalizada
+#' @author Walmes Zeviani, \email{walmes@@ufpr.br}
+#' @export
+#' @description Calcula a log-verossimilhança de um modelo de regressão
+#' para a média com distribuição Poisson Generalizada para a
+#' resposta de contagem (y).
+#' @details A função de log-verossimilhança da Poisson Generalizada, na
+#' parametrização de modelo de regressão é:
+#'
+#' \deqn{\ell(\lambda,\alpha,y) =
+#' y (\log(\lambda) - \log(1 + \alpha\lambda)) +
+#' (y - 1) \log(1 + \alpha y) -
+#' \lambda\left(\frac{1 + \alpha y}{1 + \alpha\lambda}\right) -
+#' \log(y!), }
+#'
+#' em que \eqn{\alpha} é o parâmetro de dispersão e \eqn{\lambda > 0} é
+#' a média \eqn{E(Y) = \lambda} e \eqn{y = 0,1,ldots} é vetor
+#' observado da variável de contagem. Nessa parametrização,
+#' \eqn{V(Y) = \lambda (1 + \alpha\lambda)^2}. A Poisson
+#' Generalizada em a Poisson como caso particular quando \eqn{\alpha
+#' = 0}.
+#'
+#' Para o modelo de regressão, um preditor linear é ligado à média pela
+#' função de ligação log, \eqn{\log(\lambda) = X\beta}, tal como é
+#' para o modelo Poisson com link log.
+#'
+#' O espaço paramétrico de \eqn{\alpha} não limitado para o lado direito
+#' do zero (\eqn{\alpha} positivo) mas para o lado esquerdo
+#' (\eqn{\alpha} negativo) o limite inferior é dependente do
+#' parâmetro \eqn{\lambda} e dos valores observados de
+#' \eqn{y}. Valores não finitos podem ser retornados durante a
+#' estimação quando \eqn{1 + \alpha\lambda} ou \eqn{1 + \alpha y}
+#' não forem maiores que zero.
+#' @param params Um vetor de (estimativas dos) parâmetros do modelo de
+#' regressão. O primeiro elemento desse vetor é o parâmetro de
+#' dispersão do modelo e os restantes são parâmetros de
+#' locação. Essa função retorna o negativo da log-verossimilhança
+#' pois foi construída para ser usada na \code{\link[bbmle]{mle2}}.
+#' @param y Um vetor com variável dependente do modelo, resposta do tipo
+#' contagem.
+#' @param X A matriz de delineamento correspondente ao modelo linear
+#' ligado à média pela função de ligação log. A matriz do modelo
+#' pode ser construída com a função
+#' \code{\link[stats]{model.matrix}}.
+#' @param offset Um vetor, de mesmo comprimento de \code{y}, com valores
+#' que correspondem aos offsets (ou exposição) para cada valor
+#' observado. Se \code{NULL}, é usado 1 como offset.
+#' @return O negativo da log-verossimilhança do modelo Poisson
+#' Generalizado para os parâmetros e dados informados.
+#' @seealso \code{\link[bbmle]{mle2}}.
+#' @examples
+#'
+#' set.seed(123)
+#' y <- rpois(10, lambda = 5)
+#'
+#' # Log-verossimilhança pela Poisson.
+#' sum(dpois(y, lambda = 5, log = TRUE))
+#'
+#' # Log-verossimilhança pela PGNZ usando alpha = 0
+#' llpgnz(params = c(0, log(5)), y = y, X = cbind(y * 0 + 1))
+#'
+#' set.seed(121)
+#' y <- rpois(100, lambda = exp(1))
+#' X <- cbind(0 * y + 1)
+#'
+#' grid <- expand.grid(alpha = seq(-0.1, 0.4, by = 0.01),
+#' lambda = seq(0.1, 2.1, by = 0.025))
+#'
+#' grid$ll <- apply(grid, MARGIN = 1,
+#' FUN = function(vec) {
+#' llpgnz(params = vec, y = y, X = X, offset = NULL)
+#' })
+#'
+#' library(latticeExtra)
+#'
+#' levelplot(ll ~ alpha + lambda, data = grid) +
+#' layer(panel.abline(v = 0, h = 1, lty = 2))
+#'
+llpgnz <- function(params, y, X, offset = NULL) {
+ # params: vetor de parâmetros;
+ # params[1]: parâmetro de dispersão (alpha);
+ # params[-1]: parâmetro de locação (lambda);
+ # y: variável resposta (contagem);
+ # X: matriz do modelo linear;
+ # offset: tamanho do domínio onde y foi medido (exposição);
+ #----------------------------------------
+ if (is.null(offset)) {
+ offset <- 1L
+ }
+ alpha <- params[1]
+ lambda <- offset * exp(X %*% params[-1])
+ z <- 1 + alpha * lambda
+ w <- 1 + alpha * y
+ ll <- y * (log(lambda) - log(z)) +
+ (y - 1) * log(w) -
+ lambda * (w/z) -
+ lfactorial(y)
+ # Negativo da log-likelihood.
+ -sum(ll)
+}
+
+#' @title Probabilidades do Modelo Poisson Generalizado
+#' @author Walmes Zeviani, \email{walmes@@ufpr.br}
+#' @export
+#' @description Calcula as probabilidades para uma variável aleatória
+#' com distribuição Poisson Generalizada na parametrização
+#' \eqn{\lambda-\alpha}:
+#'
+#' \deqn{p(y,\lambda,\alpha) =
+#' \left(\frac{\lambda}{1+\alpha\lambda}\right)^{y}
+#' \,\frac{(1+\alpha y)^{y-1}}{y!}
+#' \exp\left\{-\lambda\left(
+#' \frac{1+\alpha y}{1+\alpha\lambda}\right)\right\},
+#' }
+#'
+#' em que \eqn{\lambda > 0} é a média da variável aleatória e
+#' \eqn{\alpha} é o parâmetro de dispersão, sendo que \eqn{V(Y) =
+#' \lambda (1 + \alpha\lambda)^2}. O espaço paramétrico de
+#' \eqn{\alpha} depende de \eqn{\lambda} e \eqn{y} pois
+#' \eqn{1+\alpha\lambda > 0} e \eqn{1+\alpha y > 0}.
+#' @param y Valor da variável de contagem.
+#' @param lambda Valor do parâmetro \eqn{\lambda} que é a média da
+#' distribuição .
+#' @param alpha Valor do parâmetro \eqn{\alpha} que é o parâmetro de
+#' dispersão.
+#' @return Retorna uma probabilidade, ou seja \eqn{\Pr(Y = y | \lambda,
+#' \alpha) = p(y, \lambda, \alpha)}.
+#' @examples
+#'
+#' dpois(5, lambda = 5)
+#' dpgnz(5, lambda = 5, alpha = 0)
+#'
+#' probs <- data.frame(y = 0:30)
+#' within(probs, {
+#' py0 <- dpois(y, lambda = 15)
+#' py1 <- dpgnz(y, lambda = 15, alpha = 0)
+#' py2 <- dpgnz(y, lambda = 15, alpha = 1/30)
+#' py3 <- dpgnz(y, lambda = 15, alpha = -1/30)
+#' plot(py0 ~ y, type = "h",
+#' ylim = c(0, max(c(py0, py2, py3))),
+#' ylab = expression(Pr(Y == y)))
+#' points(y + 0.1, py1, type = "h", col = 2)
+#' points(y - 0.3, py2, type = "h", col = 3)
+#' points(y + 0.3, py3, type = "h", col = 4)
+#' legend("topleft", bty = "n",
+#' col = c(1:4), lty = 1,
+#' legend = expression(
+#' Poisson(lambda == 15),
+#' PG(lambda == 15, alpha == 0),
+#' PG(lambda == 15, alpha == 1/30),
+#' PG(lambda == 15, alpha == -1/30)))
+#' })
+#'
+dpgnz <- function(y, lambda, alpha) {
+ k <- lfactorial(y)
+ w <- 1 + alpha * y
+ z <- 1 + alpha * lambda
+ m <- alpha > pmax(-1/y, -1/lambda)
+ fy <- y * (log(lambda) - log(z)) +
+ (y - 1) * log(w) - lambda * (w/z) - k
+ fy[!m] <- 0
+ return(m * exp(fy))
+}
+
+#' @title Ajuste do Modelo Poisson Generalizado
+#' @author Walmes Zeviani, \email{walmes@@ufpr.br}
+#' @export
+#' @description Estima os parâmetros de um modelo Poisson Generalizado
+#' pela otimização da função de log-verossimilhança definida em
+#' \code{\link{llpgnz}}. A sintaxe assemelha-se com a função
+#' \code{\link[stats]{glm}} (Generalized Linear Models).
+#' @param formula Um objeto da classe \code{\link{formula}}. Se
+#' necessária a inclusão de \emph{offset} deve-se indicá-lo como
+#' \code{\link{offset}}.
+#' @param data Um objeto de classe \code{data.frame} que contém as
+#' variáveis descritas na \code{formula}.
+#' @param start Um vetor com os valores iniciais para os parâmetros do
+#' modelo necessários para o início do procedimento de estimação. Se
+#' \code{NULL} as estimativas de um modelo log-linear Poisson, com
+#' \eqn{\alpha = 0}, são utilizadas como valores iniciais, pois uma
+#' chamada da \code{\link[stats]{glm.fit}} é feita internamente para
+#' obtê-los. O parâmetro \eqn{\alpha} deve ser o primeiro elemento
+#' do vetor. Os restantes devem estar na correspondente às colunas
+#' da matriz gerada pelo argumento \code{formula}.
+#' @param ... Argumentos opcionais do framework de maximização numérica
+#' \code{\link[bbmle]{mle2}}.
+#' @return Um objeto de classe \code{mle2}, retornado da função de
+#' \code{\link[bbmle]{mle2}}, usada para estimação por máxima
+#' verossimilhança de modelos.
+#' @import bbmle
+#' @examples
+#'
+#' library(bbmle)
+#'
+#' str(soja)
+#' soja <- soja[-74, ]
+#'
+#' m0 <- pgnz(nvag ~ bloc + umid * factor(K), data = soja)
+#' m1 <- pgnz(nvag ~ bloc + umid + factor(K), data = soja)
+#'
+#' anova(m0, m1)
+#' summary(m1)
+#'
+#' plot(profile(m1, which = "alpha"))
+#' abline(v = 0, lty = 2, col = 2)
+#'
+#' str(capdesfo)
+#'
+#' n0 <- pgnz(ncap ~ est * (des + I(des^2)), data = capdesfo)
+#' n1 <- pgnz(ncap ~ est + (des + I(des^2)), data = capdesfo)
+#'
+#' anova(n0, n1)
+#' summary(n0)
+#'
+#' plot(profile(n0, which = "alpha"))
+#'
+#' @importFrom stats glm.fit model.frame model.matrix model.offset model.response poisson
+pgnz <- function(formula, data, start = NULL, ...) {
+ if (!requireNamespace("bbmle", quietly = TRUE)){
+ stop(paste("`bbmle` \u00e9 necess\u00e1rio para",
+ "essa fun\u00e7\u00e3o. Por favor, instale-o."),
+ call. = FALSE)
+ }
+ 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(start)) {
+ m0 <- glm.fit(x = X, y = y, offset = off, family = poisson())
+ start <- c("alpha" = 0, m0$coefficients)
+ }
+ off <- if (is.null(off)) { NULL } else { exp(off) }
+ bbmle::parnames(llpgnz) <- names(start)
+ model <- bbmle::mle2(minuslogl = llpgnz, start = start,
+ data = list(y = y, X = X, offset = off),
+ vecpar = TRUE, ...)
+ return(model)
+}
diff --git a/data-raw/conftemp.txt b/data-raw/conftemp.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f3ca19e48254f938b9ef29c35f3e7d871014e15f
--- /dev/null
+++ b/data-raw/conftemp.txt
@@ -0,0 +1,457 @@
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+0 408 38 57.394744 418.9198 63.7787
+1 409 38 55.938432 420.065 62.6843
+2 410 38 56.51778 417.4135 63.1224
+3 411 38 55.822646 417.234 62.5965
+4 412 38 54.090454 416.3852 61.2641
+5 413 38 53.745186 415.9208 60.9946
+6 414 38 53.388214 413.3106 60.7149
+7 415 38 51.964506 422.1318 59.5853
+8 416 38 53.666184 434.3157 60.9329
+9 417 38 53.537858 472.5266 60.8323
+10 418 38 56.876842 595.1033 63.3922
+11 419 38 65.319606 578.1369 69.3716
+12 420 38 65.463816 631.8489 69.6262
+13 421 38 72.588626 643.8459 74.9646
+14 422 38 73.642404 671.0045 76.2955
+15 423 38 78.102046 656.211 79.4547
+16 424 38 76.298794 644.3516 78.6652
+17 425 38 74.848334 628.9842 77.3429
+18 426 38 71.91481 539.3559 75.2287
+19 427 38 70.69843 461.7493 74.1099
+20 428 38 68.116862 432.2336 71.8898
+21 429 38 63.522206 427.4148 68.2513
+22 430 38 59.689146 423.7732 65.4599
+23 431 38 57.77178 424.5021 64.0588
+0 432 39 59.37899 424.7455 65.2358
+1 433 39 61.22028 423.3672 66.553
+2 434 39 59.664484 423.0544 65.4422
+3 435 39 58.753244 423.7469 64.7805
+4 436 39 58.024252 424.307 64.2452
+5 437 39 61.2161 421.1584 66.5502
+6 438 39 62.299556 420.3629 67.3104
+7 439 39 64.38663 418.8513 68.7437
+8 440 39 58.946778 438.4299 64.9218
+9 441 39 65.088034 451.252 69.2166
+10 442 39 63.768408 534.9032 68.3234
+11 443 39 66.845306 555.0984 70.4364
+12 444 39 67.949662 615.2306 71.3909
+13 445 39 71.935292 619.4567 74.615
+14 446 39 74.184132 718.0381 76.5357
+15 447 39 79.863916 673.0058 80.9099
+16 448 39 79.040456 649.7181 80.1965
+17 449 39 78.465706 453.1018 79.69
+18 450 39 70.123262 415.2972 72.9291
+19 451 39 61.440566 429.3075 66.7086
+20 452 39 57.401432 427.4667 63.7839
+21 453 39 57.401432 422.5818 63.7839
+22 454 39 57.401432 422.5818 63.7839
+23 455 39 57.401432 422.5818 63.7839
diff --git a/data/cambras.rda b/data/cambras.rda
new file mode 100644
index 0000000000000000000000000000000000000000..a718421d2c17b064e58ef280cf14849b26832810
Binary files /dev/null and b/data/cambras.rda differ
diff --git a/data/conftemp.rda b/data/conftemp.rda
new file mode 100644
index 0000000000000000000000000000000000000000..f31c5319e55f273fd25855c9ef134be1da523fe6
Binary files /dev/null and b/data/conftemp.rda differ
diff --git a/data/nematoide.rda b/data/nematoide.rda
new file mode 100644
index 0000000000000000000000000000000000000000..86dc29b6694ffaf53eb3a3a6b0c70219f081a7e3
Binary files /dev/null and b/data/nematoide.rda differ
diff --git a/inst/doc/v01_poisson.R b/inst/doc/v01_poisson.R
index b904acb61dd6f3504dfb4e071933d1920dce2292..1fd34c9faef11a63bab58abf361869c0f88e1e33 100644
--- a/inst/doc/v01_poisson.R
+++ b/inst/doc/v01_poisson.R
@@ -72,11 +72,6 @@ colnames(aux)[1] <- "fit"
pred <- cbind(pred, exp(aux))
str(pred)
-urls <-
- paste0("https://raw.githubusercontent.com/walmes/wzRfun/master/R/",
- c("prepanel.cbH.R", "panel.cbH.R"))
-sapply(urls, source)
-
xyplot(fit ~ K | umid, data = pred,
layout = c(NA, 1), as.table = TRUE,
ylab = "Número de vagens por vaso",
diff --git a/inst/doc/v01_poisson.html b/inst/doc/v01_poisson.html
index 64c1ac67cce1968b3d7b9a7d05ed304de59a19ed..d2c3efed1dc22c675f10eb4d32fc0e4678fb06aa 100644
--- a/inst/doc/v01_poisson.html
+++ b/inst/doc/v01_poisson.html
@@ -45,7 +45,7 @@ if (window.hljs && document.readyState && document.readyState === "complete") {
</script>
-<link href="data:text/css;charset=utf-8,body%2C%20td%2C%20caption%20%7B%0Afont%2Dfamily%3A%20%22Palatino%20Linotype%22%2C%20%22Book%20Antiqua%22%2C%20Palatino%2C%20serif%3B%0Abackground%2Dcolor%3A%20white%3B%0Afont%2Dsize%3A%2016px%3B%0Atext%2Dalign%3A%20none%3B%0A%7D%0Abody%20%7B%0Awidth%3A%20800px%3B%0Amargin%3A%20auto%3B%0A%7D%0Att%2C%20code%2C%20pre%20%7B%0Afont%2Dfamily%3A%20%22Inconsolata%22%2C%20%22Andale%20Mono%22%2C%20monospace%3B%0A%7D%0Apre%20code%20%7B%0Afont%2Dsize%3A%2014px%3B%0A%7D%0Acode%20%7B%0Afont%2Dsize%3A%2016px%3B%0A%7D%0A%0Apre%2C%20code%20%7B%0Aborder%2Dradius%3A%200px%3B%0Abackground%2Dcolor%3A%20%23EDEDED%3B%0Acolor%3A%20%23333%3B%0A%7D%0A%0Apre%3Anot%28%5Bclass%5D%29%20code%20%7B%0Abackground%2Dcolor%3A%20%23D4D4D4%3B%0A%7D%0Apre%3Anot%28%5Bclass%5D%29%2C%20code%20%7B%0Abackground%2Dcolor%3A%20%23D4D4D4%3B%0A%7D%0Aimg%20%7B%0Amax%2Dwidth%3A%20100%25%20%21important%3B%0Adisplay%3A%20block%3B%0Amargin%3A%20auto%3B%0A%7D%0A%23header%20%7B%0Atext%2Dalign%3A%20center%3B%0Amargin%3A%2020px%200px%2020px%200px%3B%0A%7D%0A%23TOC%20%7B%0Afont%2Dsize%3A%2015px%3B%0Amargin%3A%200px%200px%2020px%200px%3B%0A%7D%0A%23TOC%20li%20%7B%0Alist%2Dstyle%3A%20outside%20none%20url%3B%0A%7D%0Ablockquote%20%7B%0Afont%2Dsize%3A%2017%2E5px%3B%0Awidth%3A%2090%25%3B%0Aborder%2Dleft%3A%20none%3B%0Amargin%3A%20auto%3B%0A%7D%0Ablockquote%20%3E%20blockquote%20%3E%20p%20%7B%0Acolor%3A%20%22red%22%3B%0Atext%2Dalign%3A%20right%3B%0A%7D%0Aa%20%7B%0Acolor%3A%20%23149494%3B%0Atext%2Ddecoration%3A%20none%3B%0A%7D%0Aa%3Ahover%2C%20a%3Afocus%20%7B%0Acolor%3A%20%23004E4E%3B%0Atext%2Ddecoration%3A%20underline%3B%0A%7D" rel="stylesheet" type="text/css" />
+<link href="data:text/css;charset=utf-8,body%2C%20td%2C%20caption%20%7B%0Afont%2Dfamily%3A%20%22Palatino%20Linotype%22%2C%20%22Book%20Antiqua%22%2C%20Palatino%2C%20serif%3B%0Abackground%2Dcolor%3A%20white%3B%0Afont%2Dsize%3A%2016px%3B%0Atext%2Dalign%3A%20none%3B%0A%7D%0Abody%20%7B%0Awidth%3A%20800px%3B%0Amargin%3A%20auto%3B%0A%7D%0Att%2C%20code%2C%20pre%20%7B%0Afont%2Dfamily%3A%20%22Inconsolata%22%2C%20%22Andale%20Mono%22%2C%20monospace%3B%0A%7D%0Apre%20code%20%7B%0Afont%2Dsize%3A%2014px%3B%0A%7D%0A%0Apre%2C%20code%20%7B%0Aborder%2Dradius%3A%200px%3B%0Abackground%2Dcolor%3A%20%23EDEDED%3B%0Acolor%3A%20%23333%3B%0A%7D%0A%0Apre%3Anot%28%5Bclass%5D%29%20code%20%7B%0Abackground%2Dcolor%3A%20%23D4D4D4%3B%0A%7D%0Apre%3Anot%28%5Bclass%5D%29%2C%20code%20%7B%0Abackground%2Dcolor%3A%20%23D4D4D4%3B%0A%7D%0Aimg%20%7B%0Amax%2Dwidth%3A%20100%25%20%21important%3B%0Adisplay%3A%20block%3B%0Amargin%3A%20auto%3B%0A%7D%0A%23header%20%7B%0Atext%2Dalign%3A%20center%3B%0Amargin%3A%2020px%200px%2020px%200px%3B%0A%7D%0A%23TOC%20%7B%0Afont%2Dsize%3A%2015px%3B%0Amargin%3A%200px%200px%2020px%200px%3B%0A%7D%0A%23TOC%20li%20%7B%0Alist%2Dstyle%3A%20outside%20none%20url%3B%0A%7D%0Ablockquote%20%7B%0Afont%2Dsize%3A%2017%2E5px%3B%0Awidth%3A%2090%25%3B%0Aborder%2Dleft%3A%20none%3B%0Amargin%3A%20auto%3B%0A%7D%0Ablockquote%20%3E%20blockquote%20%3E%20p%20%7B%0Acolor%3A%20%22red%22%3B%0Atext%2Dalign%3A%20right%3B%0A%7D%0Aa%20%7B%0Acolor%3A%20%23149494%3B%0Atext%2Ddecoration%3A%20none%3B%0A%7D%0Aa%3Ahover%2C%20a%3Afocus%20%7B%0Acolor%3A%20%23004E4E%3B%0Atext%2Ddecoration%3A%20underline%3B%0A%7D%0A" rel="stylesheet" type="text/css" />
</head>
@@ -115,13 +115,23 @@ table.header {
<div id="analise-exploratoria" class="section level2">
<h2>Análise exploratória</h2>
<pre class="r"><code>library(MRDCr)</code></pre>
+<pre><code>## ----------------------------------------------------------------------
+## MRDCr: Modelos de Regressão para Dados de Contagem
+##
+## Para colaboração, suporte ou relato de bugs, visite:
+## https://gitlab.c3sl.ufpr.br/leg/MRDCr
+##
+## MRDCr version 0.0-1 (feito em 2016-04-26) foi carregado.
+## ----------------------------------------------------------------------</code></pre>
<pre class="r"><code># help(soja)
ls("package:MRDCr")</code></pre>
-<pre><code>## [1] "apc" "capdesfo" "capmosca"
-## [4] "cmp" "confterm" "convergencez"
-## [7] "dcmp" "led" "llcmp"
-## [10] "ninfas" "panel.beeswarm" "panel.cbH"
-## [13] "peixe" "prepanel.cbH" "soja"</code></pre>
+<pre><code>## [1] "apc" "calc_mean_cmp" "calc_mean_gcnt"
+## [4] "calc_var_cmp" "capdesfo" "capmosca"
+## [7] "cmp" "confterm" "convergencez"
+## [10] "dcmp" "led" "llcmp"
+## [13] "ninfas" "panel.beeswarm" "panel.cbH"
+## [16] "peixe" "prepanel.cbH" "seguros"
+## [19] "soja"</code></pre>
<pre class="r"><code>library(lattice)
str(soja)</code></pre>
@@ -256,16 +266,6 @@ str(pred)</code></pre>
## $ fit : num 48.7 55.7 60.5 64.1 78.1 ...
## $ lwr : num 43 49.6 54.1 57.5 70.7 ...
## $ upr : num 55.3 62.7 67.7 71.5 86.3 ...</code></pre>
-<pre class="r"><code>urls <-
- paste0("https://raw.githubusercontent.com/walmes/wzRfun/master/R/",
- c("prepanel.cbH.R", "panel.cbH.R"))
-sapply(urls, source)</code></pre>
-<pre><code>## https://raw.githubusercontent.com/walmes/wzRfun/master/R/prepanel.cbH.R
-## value ?
-## visible FALSE
-## https://raw.githubusercontent.com/walmes/wzRfun/master/R/panel.cbH.R
-## value ?
-## visible FALSE</code></pre>
<pre class="r"><code>xyplot(fit ~ K | umid, data = pred,
layout = c(NA, 1), as.table = TRUE,
ylab = "Número de vagens por vaso",
@@ -631,9 +631,9 @@ apc(L[[1]])</code></pre>
</div>
<div id="informacoes-da-sessao" class="section level2">
<h2>Informações da sessão</h2>
-<pre><code>## Atualizado em 02 de maio de 2016.
+<pre><code>## Atualizado em 23 de maio de 2016.
##
-## R version 3.2.5 (2016-04-14)
+## R version 3.3.0 (2016-05-03)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 14.04.4 LTS
##
@@ -646,26 +646,23 @@ apc(L[[1]])</code></pre>
## [11] LC_MEASUREMENT=pt_BR.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
-## [1] stats4 stats graphics grDevices utils datasets
-## [7] methods base
+## [1] stats graphics grDevices utils datasets methods
+## [7] base
##
## other attached packages:
-## [1] multcomp_1.4-4 TH.data_1.0-7 MASS_7.3-45
-## [4] survival_2.39-2 mvtnorm_1.0-5 doBy_4.5-15
-## [7] corrplot_0.73 bbmle_1.0.18 latticeExtra_0.6-28
-## [10] RColorBrewer_1.1-2 lattice_0.20-33 knitr_1.12.3
-## [13] MRDCr_0.0-1 devtools_1.10.0
+## [1] multcomp_1.4-5 TH.data_1.0-7 MASS_7.3-45
+## [4] survival_2.39-4 mvtnorm_1.0-5 doBy_4.5-15
+## [7] MRDCr_0.0-1 latticeExtra_0.6-28 RColorBrewer_1.1-2
+## [10] lattice_0.20-33 knitr_1.12.3
##
## loaded via a namespace (and not attached):
-## [1] Rcpp_0.12.3 compiler_3.2.5 formatR_1.3
-## [4] git2r_0.13.1 tools_3.2.5 digest_0.6.9
-## [7] evaluate_0.9 memoise_1.0.0 Matrix_1.2-5
-## [10] yaml_2.1.13 withr_1.0.1 stringr_1.0.0
-## [13] roxygen2_5.0.1 grid_3.2.5 rmarkdown_0.9.2
-## [16] magrittr_1.5 codetools_0.2-14 htmltools_0.3
-## [19] splines_3.2.5 numDeriv_2014.2-1 sandwich_2.3-4
-## [22] stringi_1.0-1 zoo_1.7-12</code></pre>
-<!------------------------------------------- -->
+## [1] magrittr_1.5 splines_3.3.0 stringr_1.0.0
+## [4] tools_3.3.0 grid_3.3.0 htmltools_0.3
+## [7] yaml_2.1.13 digest_0.6.9 numDeriv_2014.2-1
+## [10] Matrix_1.2-6 formatR_1.3 codetools_0.2-14
+## [13] bbmle_1.0.18 evaluate_0.9 rmarkdown_0.9.2
+## [16] sandwich_2.3-4 stringi_1.0-1 stats4_3.3.0
+## [19] zoo_1.7-13</code></pre>
</div>
<style type="text/css">
diff --git a/inst/doc/v04_poisson_generalizada.R b/inst/doc/v04_poisson_generalizada.R
new file mode 100644
index 0000000000000000000000000000000000000000..ae83584b2a853232065e3706b4e75a859d2ace41
--- /dev/null
+++ b/inst/doc/v04_poisson_generalizada.R
@@ -0,0 +1,891 @@
+## ----setup, include=FALSE-----------------------------------------
+source("_setup.R")
+
+## ---- message=FALSE, error=FALSE, warning=FALSE-------------------
+# Definições da sessão.
+# devtools::load_all("../")
+library(lattice)
+library(latticeExtra)
+library(bbmle)
+library(corrplot)
+library(plyr)
+library(car)
+library(doBy)
+library(multcomp)
+library(MRDCr)
+
+## -----------------------------------------------------------------
+grid <- expand.grid(lambda = c(2, 8, 15),
+ alpha = c(-0.05, 0, 0.05))
+y <- 0:35
+
+py <- mapply(FUN = dpgnz,
+ lambda = grid$lambda,
+ alpha = grid$alpha,
+ MoreArgs = list(y = y), SIMPLIFY = FALSE)
+grid <- cbind(grid[rep(1:nrow(grid), each = length(y)), ],
+ y = y,
+ py = unlist(py))
+
+useOuterStrips(xyplot(py ~ y | factor(lambda) + factor(alpha),
+ ylab = expression(f(y)),
+ xlab = expression(y),
+ data = grid, type = "h",
+ panel = function(x, y, ...) {
+ m <- sum(x * y)
+ panel.xyplot(x, y, ...)
+ panel.abline(v = m, lty = 2)
+ }),
+ strip = strip.custom(
+ strip.names = TRUE,
+ var.name = expression(lambda == ""),
+ sep = ""),
+ strip.left = strip.custom(
+ strip.names = TRUE,
+ var.name = expression(alpha == ""),
+ sep = ""))
+
+#-----------------------------------------------------------------------
+# Relação média variância.
+
+curve(lambda * (1 + 0 * lambda)^2,
+ from = 0, to = 10, xname = "lambda",
+ ylab = expression(lambda %.% (1 + alpha %.% lambda)^2),
+ xlab = expression(lambda))
+alpha <- seq(-0.25, 0.25, by = 0.025)
+col <- brewer.pal(n = 5, name = "Spectral")
+col <- colorRampPalette(colors = col)(length(alpha))
+for (a in seq_along(alpha)) {
+ curve(lambda * (1 + alpha[a] * lambda)^2,
+ add = TRUE, xname = "lambda", col = col[a], lwd = 2)
+}
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Gráfico do espaço paramétrico de lambda x alpha.
+
+y <- 0:400
+
+fun <- Vectorize(vectorize.args = c("lambda", "alpha"),
+ FUN = function(lambda, alpha) {
+ sum(dpgnz(y = y, lambda = lambda, alpha = alpha))
+ })
+
+grid <- list(lambda = seq(0.2, 50, by = 0.2),
+ alpha = seq(-0.98, 0.98, by = 0.02))
+grid$sum <- with(grid, outer(lambda, alpha, fun))
+
+grid <- with(grid,
+ cbind(expand.grid(lambda = lambda, alpha = alpha),
+ data.frame(sum = c(sum))))
+
+levelplot(sum ~ lambda + alpha,
+ data = subset(grid, round(sum, 3) == 1),
+ col.regions = gray.colors) +
+ layer(panel.abline(h = 0, lty = 2)) +
+ layer(panel.curve(-1/x))
+
+# Já que lambda * alpha > -1, então alpha = -1/lambda dá a fronteira.
+
+## -----------------------------------------------------------------
+# Função de log-Verossimilhança da Poisson Generalizada na
+# parametrização de modelo de regressão.
+MRDCr::llpgnz
+
+#-----------------------------------------------------------------------
+# Gerando uma amostra aleatória da Poisson, para teste.
+
+# Offset = 2, lambda = 3.
+y <- rpois(100, lambda = 2 * 3)
+
+L <- list(y = y,
+ offset = rep(2, length(y)),
+ X = cbind(rep(1, length(y))))
+
+start <- c(alpha = 0, lambda = 1)
+parnames(llpgnz) <- names(start)
+
+# Como \alpha foi fixado em 1, essa ll corresponde à Poisson.
+n0 <- mle2(minuslogl = llpgnz,
+ start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Para conferir.
+c(coef(n0)["lambda"],
+ coef(glm(y ~ offset(log(L$offset)), family = poisson)))
+
+# Estimando o \alpha.
+n1 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+coef(n1)
+
+# Perfil de verossimilhança dos parâmetros.
+plot(profile(n1))
+
+# Covariância.
+V <- cov2cor(vcov(n1))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Carregando e explorando os dados.
+
+data(soja, package = "MRDCr")
+str(soja)
+
+# A observação 74 é um outlier.
+soja <- soja[-74, ]
+
+xyplot(nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ ylab = "Número de vagens por parcela",
+ xlab = expression("Dose de potássio aplicada"~(mg ~ dm^{3})),
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))
+
+soja <- transform(soja, K = factor(K))
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(nvag ~ bloc + umid * K, data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")
+summary(m1)
+
+#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = nvag, offset = 1, X = model.matrix(m0)))
+
+# Usa as estimativas do Poisson como valores iniciais para a PGen.
+start <- c(alpha = 0, coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))
+cbind(coef(m2)[-1], coef(m0))
+
+# Poisson Generalizada.
+m3 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)
+
+# Estimativas dos coeficientes.
+cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "PGeneraliz" = coef(m3))
+
+# Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+abline(v = 0, lty = 2)
+
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Testes de hipótese.
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cálculo da estatística Chi-quadrado.
+# t(L %*% coef(m3)) %*%
+# solve(L %*% vcov(m3) %*% t(L)) %*%
+# (L %*% coef(m3))
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))
+
+# Teste de Wald para interação (poderia ser LRT, claro).
+# É necessário passar um objeto glm mesmo fornecendo o restante a parte.
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))
+
+#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+X <- LSmatrix(m0, effect = c("umid", "K"))
+
+pred <- attr(X, "grid")
+pred <- transform(pred,
+ K = as.integer(K),
+ umid = factor(umid))
+pred <- list(pois = pred, pgen = pred)
+
+# Preditos pela Poisson.
+# aux <- predict(m0, newdata = pred$pois, se.fit = TRUE)
+# aux <- exp(aux$fit + outer(aux$se.fit, qn, FUN = "*"))
+# pred$pois <- cbind(pred$pois, aux)
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+str(pred$pois)
+
+# Predito para a Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Poisson Generelizada")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.1),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de vagens por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+
+xyplot(ngra ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ ylab = "Número de grãos por parcela",
+ xlab = expression("Dose de potássio aplicada"~(mg ~ dm^{3})),
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ngra ~ bloc + umid * K, data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "Chisq")
+summary(m1)
+
+#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = ngra, offset = 1, X = model.matrix(m0)))
+
+# Usa as estimativas do Poisson como valores iniciais.
+start <- c(alpha = 0, coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))
+
+# Poisson Generalizada.
+m3 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)
+
+# Estimaitvas dos parâmetros.
+cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "PGeneraliz" = coef(m3))
+
+# Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+abline(v = 0, lty = 2)
+
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+## -----------------------------------------------------------------
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))
+
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))
+
+#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+X <- LSmatrix(m0, effect = c("umid", "K"))
+
+pred <- attr(X, "grid")
+pred <- transform(pred,
+ K = as.integer(K),
+ umid = factor(umid))
+pred <- list(pois = pred, quasi = pred, pgen = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+# Junta o resultado dos 3 modelos.
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+str(pred)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Poisson Generelizada")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.1),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Número de grãos por vagem (offset).
+
+xyplot(ngra/nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por vagem",
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ngra ~ offset(log(nvag)) + bloc + umid * K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")
+summary(m1)
+
+# Declara um modelo aditivo.
+m0 <- glm(ngra ~ offset(log(nvag)) + bloc + umid + K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+anova(m1, test = "F")
+
+#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = ngra, offset = nvag, X = model.matrix(m0)))
+
+# De acordo com a estimativa de phi da Quasi-Poisson, esse dado é
+# subdisperso. Já que na verossimilhaça (1 + alpha * y) > -1 quando
+# alpha < 0, então o menor valor possível para gamma para ter uma
+# log-verossimilhança avaliável é
+-1/max(soja$ngra)
+
+# Mesmo com esse lower bound, o valor chute para alpha foi definido por
+# tentativa erro. O valor -0.003 dá Error e o valor -0.002 na hora de
+# perfilhar encontra um mínimo melhor. Então, por tentativa erro
+# chegou-se no -0.0026.
+start <- c(alpha = -0.0026, coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))
+
+# Poisson Generalizada.
+m3 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)
+
+cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "PGeneraliz" = coef(m3))
+
+# Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))
+
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))
+
+#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+# Por causa do offset, não tem como usar a LSmatrix.
+pred <- unique(subset(soja, select = c("umid", "K")))
+
+X <- model.matrix(formula(m0)[-2],
+ data = cbind(nvag = 1, bloc = soja$bloc[1], pred))
+
+i <- grep(x = colnames(X), pattern = "^bloc")
+X[, i] <- X[, i] * 0 + 1/(length(i) + 1)
+head(X)
+
+pred <- list(pois = pred, quasi = pred, pgen = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+# Junta o resultado dos 3 modelos.
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+pred$K <- as.numeric(as.character(pred$K))
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Poisson Generelizada")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.2),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Número de capulhos em função do nível de desfolha artificial e fase
+# fenológica do algodoeiro.
+
+data(capdesfo, package = "MRDCr")
+str(capdesfo)
+
+p1 <- xyplot(ncap ~ des | est, data = capdesfo,
+ col = 1, type = c("p", "smooth"), col.line = "gray50",
+ layout = c(2, 3), as.table = TRUE,
+ xlim = extendrange(c(0:1), f = 0.15),
+ xlab = "Nível de desfolhas artificial",
+ ylab = "Número de capulho produzidos",
+ spread = 0.035, panel = panel.beeswarm)
+p1
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ncap ~ est * (des + I(des^2)),
+ data = capdesfo, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+anova(m0, test = "Chisq")
+anova(m1, test = "F")
+summary(m1)
+
+#-----------------------------------------------------------------------
+# Modelo Poisson Generalizada.
+
+L <- with(capdesfo,
+ list(y = ncap, offset = 1, X = model.matrix(m0)))
+
+start <- c(alpha = log(1), coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Modelo Poisson também.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+c(logLik(m2), logLik(m0))
+
+# Modelo Poisson Generalizado.
+m3 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+logLik(m3)
+
+anova(m3, m2)
+
+summary(m3)
+
+plot(profile(m3, which = "alpha"))
+
+cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "PGeneraliz" = coef(m3))
+
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Teste de Wald explicito.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))
+
+# Teste de Wald para interação (poderia ser LRT, claro).
+# É necessário um objeto glm, mas necesse caso ele não usado para nada.
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))
+
+#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+pred <- with(capdesfo, expand.grid(est = levels(est),
+ des = seq(0, 1, by = 0.025)))
+X <- model.matrix(formula(m0)[-2], data = pred)
+pred <- list(pois = pred, quasi = pred, pgen = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, est, des, modelo)
+
+key <- list(lines = list(lty = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Poisson Generelizada")))
+key$lines$col <-
+ trellis.par.get("superpose.line")$col[1:nlevels(pred$modelo)]
+
+p2 <- xyplot(fit ~ des | est, data = pred, groups = modelo,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$des), f = 0.1),
+ type = "l", key = key,
+ ly = pred$lwr, uy = pred$upr,
+ cty = "bands", alpha = 0.35,
+ prepanel = prepanel.cbH,
+ panel.groups = panel.cbH,
+ panel = panel.superpose)
+# p2
+
+## ---- fig.width=7, fig.height=3.5---------------------------------
+update(p1, type = "p", layout = c(NA, 1),
+ key = key, spread = 0.07) +
+ as.layer(p2, under = TRUE)
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+
+data(nematoide, package = "MRDCr")
+str(nematoide)
+
+# Número de nematóides por grama de raíz.
+plot(nema ~ off, data = nematoide)
+
+# Média do número de nematóides por grama de raíz.
+mv <- aggregate(cbind(y = nema/off) ~ cult, data = nematoide,
+ FUN = function(x) c(m = mean(x), v = var(x)))
+
+xyplot(y[, "v"] ~ y[, "m"], data = mv,
+ xlab = "Média amostral",
+ ylab = "Variância amostral") +
+ layer(panel.abline(a = 0, b = 1, lty = 2))
+
+#-----------------------------------------------------------------------
+# Ajuste do Poisson.
+
+m0 <- glm(nema ~ offset(log(off)) + cult,
+ data = nematoide,
+ family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# Estimativas dos parâmetros.
+summary(m1)
+
+# Quadro de deviance.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")
+
+#-----------------------------------------------------------------------
+# Ajuste da Poisson Generalizada.
+
+L <- with(nematoide,
+ list(y = nema, offset = off, X = model.matrix(m0)))
+
+start <- c(alpha = log(1), coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Modelo Poisson também.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+c(logLik(m2), logLik(m0))
+
+# Poisson Generalizada.
+m3 <- pgnz(formula(m0), data = nematoide)
+
+# Diferença de deviance.
+# 2 * diff(c(logLik(m0), logLik(m3)))
+anova(m3, m2)
+
+# Perfil de log-verossimilhança para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+
+# Covariância.
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+# Gráfico das estimativas.
+pars <- data.frame(Pois = c(0, coef(m0)), PGen = coef(m3))
+xyplot(PGen ~ Pois, data = pars, aspect = "iso", grid = TRUE) +
+ layer(panel.abline(a = 0, b = 1, lty = 2))
+
+#-----------------------------------------------------------------------
+
+X <- model.matrix(m0)
+
+# # Predito do número de nematóides observado (considera o offset).
+# with(nematoide, {
+# cbind(y = nema,
+# Pois = nematoide$off * exp(X %*% coef(m0)),
+# PGen = nematoide$off * exp(X %*% coef(m1)[-1]))
+# })
+
+# Predito do número de nematóides por grama de raíz.
+pred <- with(nematoide, {
+ data.frame(y = nema/off,
+ Pois = c(exp(X %*% coef(m0))),
+ PGen = c(exp(X %*% coef(m3)[-1])))
+})
+str(pred)
+
+splom(pred) + layer(panel.abline(a = 0, b = 1))
+
+# Correlação predito x observado.
+cor(pred)
+
+# Média das observações de das estimativas por cultivar.
+predm <- aggregate(as.matrix(pred) ~ cult, data = nematoide, FUN = mean)
+cor(predm[, -1])
+
+#-----------------------------------------------------------------------
+# Predição com intervalos de confiança.
+
+pred <- unique(subset(nematoide, select = cult))
+X <- model.matrix(~cult, data = pred)
+
+pred <- list(pois = pred, quasi = pred, pgen = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, cult, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Poisson Generelizada")))
+
+xyplot(nema/off ~ cult, data = nematoide,
+ key = key,
+ xlab = "Cultivar de feijão",
+ ylab = "Número de nematóides por grama de raíz") +
+ as.layer(
+ xyplot(fit ~ cult, data = pred,
+ pch = pred$modelo,
+ ly = pred$lwr, uy = pred$upr,
+ cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 0.25 * scale(as.integer(pred$modelo),
+ scale = FALSE),
+ panel = panel.cbH))
+
+#-----------------------------------------------------------------------
+# Resíduos de Pearson.
+
+X <- model.matrix(m0)
+
+# # Resíduos de Pearson no Poisson.
+# with(nematoide, {
+# y <- nema
+# # haty <- fitted(m0)
+# haty <- nematoide$off * exp(X %*% coef(m0))
+# sdy <- sqrt(haty)
+# cbind((y - haty)/sdy,
+# residuals(m0, type = "pearson"))
+# })
+
+# Resíduos de Pearson do Poisson Generalizado.
+rp <- with(nematoide, {
+ y <- nema
+ alph <- coef(m3)["alpha"]
+ haty <- c(nematoide$off * exp(X %*% coef(m3)[-1]))
+ sdy <- sqrt(haty) * (1 + alph * haty)
+ (y - haty)/sdy
+})
+
+rp <- stack(data.frame(Pois = residuals(m0, type = "pearson"),
+ PGen = rp))
+
+qqmath(~values | ind, data = rp,
+ xlab = "Quantis teóricos",
+ ylab = "Resíduos de Pearson",
+ panel = function(...) {
+ panel.qqmathline(...)
+ panel.qqmath(...)
+ })
+
+
+## ---- echo=FALSE, results="hold"----------------------------------
+cat(format(Sys.time(),
+ format = "Atualizado em %d de %B de %Y.\n\n"))
+sessionInfo()
+
diff --git a/inst/doc/v04_poisson_generalizada.html b/inst/doc/v04_poisson_generalizada.html
new file mode 100644
index 0000000000000000000000000000000000000000..714e68c4098092543b94de80a33b0059736542e3
--- /dev/null
+++ b/inst/doc/v04_poisson_generalizada.html
@@ -0,0 +1,1868 @@
+<!DOCTYPE html>
+
+<html xmlns="http://www.w3.org/1999/xhtml">
+
+<head>
+
+<meta charset="utf-8">
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<meta name="generator" content="pandoc" />
+
+
+
+
+<title>Análise de Contagens com Modelo Poisson Generalizado</title>
+
+<script 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E5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Fx%2Dfont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9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84B0V%2Bv4MBLACiv3aHRUyMhUdAiYCJgAAAAEADgAIBEwEnAAfAAABJTYWFREUBgcGLgE2NzYXEQURFAYHBi4BNjc2FxE0NgFwAoUnMFNGT4gkV09IQv2oWEFPiCRXT0hCHQP5ow8eIvzBN1EXGSltchkYEAIJm%2F2iKmAVGilucRoYEQJ%2FJioAAAACAAn%2F%2BAS7BKcAHQApAAAAMh4CFQcXFAcBFgYPAQYiJwEGIycHIi4CND4BBCIOARQeATI%2BATQmAZDItoNOAQFOARMXARY7GikT%2Fu13jgUCZLaDTk6DAXKwlFZWlLCUVlYEp06DtmQCBY15%2Fu4aJRg6FBQBEk0BAU6Dtsi2g1tWlLCUVlaUsJQAAQBkAFgErwREABkAAAE%2BAh4CFRQOAwcuBDU0PgIeAQKJMHt4dVg2Q3mEqD4%2Bp4V4Qzhadnh5A7VESAUtU3ZAOXmAf7JVVbJ%2FgHk5QHZTLQVIAAAAAf%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAgAAAAAAAAABAAAFFP%2BFAAAFFP9R%2FtQF3AABAAAAAAAAAAAAAAAAAAAAowG4ACgAAAAAAZAAAASwAAAEsABkBLAAAASwAAAEsABwAooAAAUUAAACigAABRQAAAGxAAABRQAAANgAAADYAAAAogAAAQQAAABIAAABBAAAAUUAAASwAGQEsAB7BLAAyASwAMgB9AAABLD%2F8gSwAAAEsAAABLD%2F8ASwAAAEsAAOBLAACQSwAGQEsP%2FTBLD%2F0wSwAAAEsAAABLAAAASwAAAEsAAABLAAJgSwAG4EsAAXBLAAFwSwABcEsABkBLAAGgSwAGQEsAAMBLAAZASwABcEsP%2BcBLAAZASwABcEsAAXBLAAAASwABcEsAAXBLAAFwSwAGQEsAAABLAAZASwAAAEsAAABLAAAASwAAAEsAAABLAAAASwAAAEsAAABLAAZASwAMgEsAAABLAAAASwADUEsABkBLAAyASw%2F7UEsAAhBLAAAASwAAAEsAAABLAAAASwAAAEsP%2BcBLAAAASwAAAEsAAABLAA2wSwABcEsAB1BLAAAASwAAAEsAAABLAACgSwAMgEsAAABLAAnQSwAMgEsADIBLAAyASwAAAEsP%2F%2BBLABLASwAGQEsACIBLABOwSwABcEsAAXBLAAFwSwABcEsAAXBLAAFwSwAAAEsAAXBLAAFwSwABcEsAAXBLAAAASwALcEsAC3BLAAAASwAAAEsABJBLAAFwSwAAAEsAAABLAAXQSw%2F9wEsP%2FcBLD%2FnwSwAGQEsAAABLAAAASwAAAEsABkBLD%2F%2FwSwAAAEsP9RBLAABgSwAAAEsAAABLABRQSwAAEEsAAABLD%2FnASwAEoEsAAUBLAAAASwAAAEsAAABLD%2FnASwAGEEsP%2F9BLAAFgSwABYEsAAWBLAAFgSwABgEsAAABMQAAASwAGQAAAAAAAD%2F2ABkADkAyAAAAScAZAAZABkAGQAZABkAGQAZAAAAAAAAAAAAAADZAAAAAAAOAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAMAZABkAAAAEAAAAAAAZP%2Bc%2F5z%2FnP%2Bc%2F5z%2FnP%2Bc%2F5wACQAJ%2F%2FL%2F8gBkAHkAJwBkAGQAAAAAAGT%2FogAAAAAAAAAAAAAAAADIAGQAAAABAI8AAP%2Bc%2F5wAZAAEAMgAyAAAAGQBkABkAAAAZAEs%2F7UAAAAAAAAAAAAAAAAAAABkAAABLAFBADIAMgAIAAAAAADIAT4AZgBmANkAyADIAAAAKgAqACoAKgCyAOgA6AFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BpAIGAiICfgKGAqwC5ANGA24DjAPEBAgEMgRiBKIE3AVcBboGcgb0ByAHYgfKCB4IYgi%2BCTYJhAm2Cd4KKApMCpQK4gswC4oLygwIDFgNKg1eDbAODg5oDrQPKA%2BmD%2BYQEhBUEJAQqhEqEXYRthIKEjgSfBLAExoTdBPQFCoU1BU8FagVzBYEFjYWYBawFv4XUhemGAIYLhhqGJYYsBjgGP4ZKBloGZQZxBnaGe4aNhpoGrga9hteG7QcMhyUHOIdHB1EHWwdlB28HeYeLh52HsAfYh%2FSIEYgviEyIXYhuCJAIpYiuCMOIyIjOCN6I8Ij4CQCJDAkXiSWJOIlNCVgJbwmFCZ%2BJuYnUCe8J%2FgoNChwKKwpoCnMKiYqSiqEKworeiwILGgsuizsLRwtiC30LiguZi6iLtgvDi9GL34vsi%2F4MD4whDDSMRIxYDGuMegyJDJeMpoy3jMiMz4zaDO2NBg0YDSoNNI1LDWeNeg2PjZ8Ntw3GjdON5I31DgQOEI4hjjIOQo5SjmIOcw6HDpsOpo63jugO9w8GDxQPKI8%2BD0yPew%2BOj6MPtQ%2FKD9uP6o%2F%2BkBIQIBAxkECQX5CGEKoQu5DGENCQ3ZDoEPKRBBEYESuRPZFWkW2RgZGdEa0RvZHNkd2R7ZH9kgWSDJITkhqSIZIzEkSSThJXkmESapKAkouSlIAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAAAAABAAxgABAAAAAAATABIAAAADAAEECQAAAGoAEgADAAEECQABACgAfAADAAEECQACAA4ApAADAAEECQADAEwAsgADAAEECQAEADgA%2FgADAAEECQAFAHgBNgADAAEECQAGADYBrgADAAEECQAIABYB5AADAAEECQAJABYB%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%2FtQAyAAAAAAAAAAAAAAAAAAAAAAAAAAABFwAAAQIBAwADAA0ADgEEAJYBBQEGAQcBCAEJAQoBCwEMAQ0BDgEPARABEQESARMA7wEUARUBFgEXARgBGQEaARsBHAEdAR4BHwEgASEBIgEjASQBJQEmAScBKAEpASoBKwEsAS0BLgEvATABMQEyATMBNAE1ATYBNwE4ATkBOgE7ATwBPQE%2BAT8BQAFBAUIBQwFEAUUBRgFHAUgBSQFKAUsBTAFNAU4BTwFQAVEBUgFTAVQBVQFWAVcBWAFZAVoBWwFcAV0BXgFfAWABYQFiAWMBZAFlAWYBZwFoAWkBagFrAWwBbQFuAW8BcAFxAXIBcwF0AXUBdgF3AXgBeQF6AXsBfAF9AX4BfwGAAYEBggGDAYQBhQGGAYcBiAGJAYoBiwGMAY0BjgGPAZABkQGSAZMBlAGVAZYBlwGYAZkBmgGbAZwBnQGeAZ8BoAGhAaIBowGkAaUBpgGnAagBqQGqAasBrAGtAa4BrwGwAbEBsgGzAbQBtQG2AbcBuAG5AboBuwG8Ab0BvgG%2FAcABwQHCAcMBxAHFAcYBxwHIAckBygHLAcwBzQHOAc8B0AHRAdIB0wHUAdUB1gHXAdgB2QHaAdsB3AHdAd4B3wHgAeEB4gHjAeQB5QHmAecB6AHpAeoB6wHsAe0B7gHvAfAB8QHyAfMB9AH1AfYB9wH4AfkB%2BgH7AfwB%2FQH%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%3D%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIGhvcml6LWFkdi14PSIwIiAvPgo8Z2x5cGggaG9yaXotYWR2LXg9IjQwMCIgLz4KPGdseXBoIHVuaWNvZGU9IiAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNzA5OyIgZD0iTTI1IDExMDBoMTE1MHExMCAwIDEyLjUgLTV0LTUuNSAtMTNsLTU2NCAtNTY3cS04IC04IC0xOCAtOHQtMTggOGwtNTY0IDU2N3EtOCA4IC01LjUgMTN0MTIuNSA1ek0xOCA4ODJsMjY0IC0yNjRxOCAtOCA4IC0xOHQtOCAtMThsLTI2NCAtMjY0cS04IC04IC0xMyAtNS41dC01IDEyLjV2NTUwcTAgMTAgNSAxMi41dDEzIC01LjV6TTkxOCA2MThsMjY0IDI2NHE4IDggMTMgNS41dDUgLTEyLjV2LTU1MHEwIC0xMCAtNSAtMTIuNXQtMTMgNS41IGwtMjY0IDI2NHEtOCA4IC04IDE4dDggMTh6TTgxOCA0ODJsMzY0IC0zNjRxOCAtOCA1LjUgLTEzdC0xMi41IC01aC0xMTUwcS0xMCAwIC0xMi41IDV0NS41IDEzbDM2NCAzNjRxOCA4IDE4IDh0MTggLThsMTY0IC0xNjRxOCAtOCAxOCAtOHQxOCA4bDE2NCAxNjRxOCA4IDE4IDh0MTggLTh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjcwZjsiIGQ9Ik0xMDExIDEyMTBxMTkgMCAzMyAtMTNsMTUzIC0xNTNxMTMgLTE0IDEzIC0zM3QtMTMgLTMzbC05OSAtOTJsLTIxNCAyMTRsOTUgOTZxMTMgMTQgMzIgMTR6TTEwMTMgODAwbC02MTUgLTYxNGwtMjE0IDIxNGw2MTQgNjE0ek0zMTcgOTZsLTMzMyAtMTEybDExMCAzMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwMTsiIGQ9Ik03MDAgNjUwdi01NTBoMjUwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtODAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgyNTB2NTUwbC01MDAgNTUwaDEyMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwMjsiIGQ9Ik0zNjggMTAxN2w2NDUgMTYzcTM5IDE1IDYzIDB0MjQgLTQ5di04MzFxMCAtNTUgLTQxLjUgLTk1LjV0LTExMS41IC02My41cS03OSAtMjUgLTE0NyAtNC41dC04NiA3NXQyNS41IDExMS41dDEyMi41IDgycTcyIDI0IDEzOCA4djUyMWwtNjAwIC0xNTV2LTYwNnEwIC00MiAtNDQgLTkwdC0xMDkgLTY5cS03OSAtMjYgLTE0NyAtNS41dC04NiA3NS41dDI1LjUgMTExLjV0MTIyLjUgODIuNXE3MiAyNCAxMzggN3Y2MzlxMCAzOCAxNC41IDU5IHQ1My41IDM0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDM7IiBkPSJNNTAwIDExOTFxMTAwIDAgMTkxIC0zOXQxNTYuNSAtMTA0LjV0MTA0LjUgLTE1Ni41dDM5IC0xOTFsLTEgLTJsMSAtNXEwIC0xNDEgLTc4IC0yNjJsMjc1IC0yNzRxMjMgLTI2IDIyLjUgLTQ0LjV0LTIyLjUgLTQyLjVsLTU5IC01OHEtMjYgLTIwIC00Ni41IC0yMHQtMzkuNSAyMGwtMjc1IDI3NHEtMTE5IC03NyAtMjYxIC03N2wtNSAxbC0yIC0xcS0xMDAgMCAtMTkxIDM5dC0xNTYuNSAxMDQuNXQtMTA0LjUgMTU2LjV0LTM5IDE5MSB0MzkgMTkxdDEwNC41IDE1Ni41dDE1Ni41IDEwNC41dDE5MSAzOXpNNTAwIDEwMjJxLTg4IDAgLTE2MiAtNDN0LTExNyAtMTE3dC00MyAtMTYydDQzIC0xNjJ0MTE3IC0xMTd0MTYyIC00M3QxNjIgNDN0MTE3IDExN3Q0MyAxNjJ0LTQzIDE2MnQtMTE3IDExN3QtMTYyIDQzeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDU7IiBkPSJNNjQ5IDk0OXE0OCA2OCAxMDkuNSAxMDR0MTIxLjUgMzguNXQxMTguNSAtMjB0MTAyLjUgLTY0dDcxIC0xMDAuNXQyNyAtMTIzcTAgLTU3IC0zMy41IC0xMTcuNXQtOTQgLTEyNC41dC0xMjYuNSAtMTI3LjV0LTE1MCAtMTUyLjV0LTE0NiAtMTc0cS02MiA4NSAtMTQ1LjUgMTc0dC0xNTAgMTUyLjV0LTEyNi41IDEyNy41dC05My41IDEyNC41dC0zMy41IDExNy41cTAgNjQgMjggMTIzdDczIDEwMC41dDEwNCA2NHQxMTkgMjAgdDEyMC41IC0zOC41dDEwNC41IC0xMDR6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwNjsiIGQ9Ik00MDcgODAwbDEzMSAzNTNxNyAxOSAxNy41IDE5dDE3LjUgLTE5bDEyOSAtMzUzaDQyMXEyMSAwIDI0IC04LjV0LTE0IC0yMC41bC0zNDIgLTI0OWwxMzAgLTQwMXE3IC0yMCAtMC41IC0yNS41dC0yNC41IDYuNWwtMzQzIDI0NmwtMzQyIC0yNDdxLTE3IC0xMiAtMjQuNSAtNi41dC0wLjUgMjUuNWwxMzAgNDAwbC0zNDcgMjUxcS0xNyAxMiAtMTQgMjAuNXQyMyA4LjVoNDI5eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDc7IiBkPSJNNDA3IDgwMGwxMzEgMzUzcTcgMTkgMTcuNSAxOXQxNy41IC0xOWwxMjkgLTM1M2g0MjFxMjEgMCAyNCAtOC41dC0xNCAtMjAuNWwtMzQyIC0yNDlsMTMwIC00MDFxNyAtMjAgLTAuNSAtMjUuNXQtMjQuNSA2LjVsLTM0MyAyNDZsLTM0MiAtMjQ3cS0xNyAtMTIgLTI0LjUgLTYuNXQtMC41IDI1LjVsMTMwIDQwMGwtMzQ3IDI1MXEtMTcgMTIgLTE0IDIwLjV0MjMgOC41aDQyOXpNNDc3IDcwMGgtMjQwbDE5NyAtMTQybC03NCAtMjI2IGwxOTMgMTM5bDE5NSAtMTQwbC03NCAyMjlsMTkyIDE0MGgtMjM0bC03OCAyMTF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwODsiIGQ9Ik02MDAgMTIwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJ2LTI1MHEwIC00NiAtMzEgLTk4dC02OSAtNTJ2LTc1cTAgLTEwIDYgLTIxLjV0MTUgLTE3LjVsMzU4IC0yMzBxOSAtNSAxNSAtMTYuNXQ2IC0yMS41di05M3EwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTExNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5M3EwIDEwIDYgMjEuNXQxNSAxNi41bDM1OCAyMzBxOSA2IDE1IDE3LjV0NiAyMS41djc1cS0zOCAwIC02OSA1MiB0LTMxIDk4djI1MHEwIDEyNCA4OCAyMTJ0MjEyIDg4eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDk7IiBkPSJNMjUgMTEwMGgxMTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMTA1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTExNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxMDUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTEwMCAxMDAwdi0xMDBoMTAwdjEwMGgtMTAwek04NzUgMTAwMGgtNTUwcS0xMCAwIC0xNy41IC03LjV0LTcuNSAtMTcuNXYtMzUwcTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoNTUwIHExMCAwIDE3LjUgNy41dDcuNSAxNy41djM1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjV6TTEwMDAgMTAwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwIDgwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwMCA4MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMCA2MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMDAgNjAwdi0xMDBoMTAwdjEwMGgtMTAwek04NzUgNTAwaC01NTBxLTEwIDAgLTE3LjUgLTcuNXQtNy41IC0xNy41di0zNTBxMCAtMTAgNy41IC0xNy41IHQxNy41IC03LjVoNTUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2MzUwcTAgMTAgLTcuNSAxNy41dC0xNy41IDcuNXpNMTAwIDQwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwMCA0MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMCAyMDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMDAgMjAwdi0xMDBoMTAwdjEwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTA7IiBkPSJNNTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek02NTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDAgcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgNTAwaDQwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djQwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTY1MCA1MDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djQwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMTsiIGQ9Ik01MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek04NTAgMTEwMGgyMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMjAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYyMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNODUwIDcwMGgyMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMCBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMzAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAzMDBoMjAwIHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTg1MCAzMDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41IHQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMjsiIGQ9Ik01MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAxMTAwaDcwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC03MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNDUwIDcwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNzAwIHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMzAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAzMDBoNzAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDAgcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC03MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMzsiIGQ9Ik00NjUgNDc3bDU3MSA1NzFxOCA4IDE4IDh0MTcgLThsMTc3IC0xNzdxOCAtNyA4IC0xN3QtOCAtMThsLTc4MyAtNzg0cS03IC04IC0xNy41IC04dC0xNy41IDhsLTM4NCAzODRxLTggOCAtOCAxOHQ4IDE3bDE3NyAxNzdxNyA4IDE3IDh0MTggLThsMTcxIC0xNzFxNyAtNyAxOCAtN3QxOCA3eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTQ7IiBkPSJNOTA0IDEwODNsMTc4IC0xNzlxOCAtOCA4IC0xOC41dC04IC0xNy41bC0yNjcgLTI2OGwyNjcgLTI2OHE4IC03IDggLTE3LjV0LTggLTE4LjVsLTE3OCAtMTc4cS04IC04IC0xOC41IC04dC0xNy41IDhsLTI2OCAyNjdsLTI2OCAtMjY3cS03IC04IC0xNy41IC04dC0xOC41IDhsLTE3OCAxNzhxLTggOCAtOCAxOC41dDggMTcuNWwyNjcgMjY4bC0yNjcgMjY4cS04IDcgLTggMTcuNXQ4IDE4LjVsMTc4IDE3OHE4IDggMTguNSA4dDE3LjUgLTggbDI2OCAtMjY3bDI2OCAyNjhxNyA3IDE3LjUgN3QxOC41IC03eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTU7IiBkPSJNNTA3IDExNzdxOTggMCAxODcuNSAtMzguNXQxNTQuNSAtMTAzLjV0MTAzLjUgLTE1NC41dDM4LjUgLTE4Ny41cTAgLTE0MSAtNzggLTI2MmwzMDAgLTI5OXE4IC04IDggLTE4LjV0LTggLTE4LjVsLTEwOSAtMTA4cS03IC04IC0xNy41IC04dC0xOC41IDhsLTMwMCAyOTlxLTExOSAtNzcgLTI2MSAtNzdxLTk4IDAgLTE4OCAzOC41dC0xNTQuNSAxMDN0LTEwMyAxNTQuNXQtMzguNSAxODh0MzguNSAxODcuNXQxMDMgMTU0LjUgdDE1NC41IDEwMy41dDE4OCAzOC41ek01MDYuNSAxMDIzcS04OS41IDAgLTE2NS41IC00NHQtMTIwIC0xMjAuNXQtNDQgLTE2NnQ0NCAtMTY1LjV0MTIwIC0xMjB0MTY1LjUgLTQ0dDE2NiA0NHQxMjAuNSAxMjB0NDQgMTY1LjV0LTQ0IDE2NnQtMTIwLjUgMTIwLjV0LTE2NiA0NHpNNDI1IDkwMGgxNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di03NWg3NXExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCAtNy41IC0xNy41IHQtMTcuNSAtNy41aC03NXYtNzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY3NWgtNzVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg3NXY3NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTY7IiBkPSJNNTA3IDExNzdxOTggMCAxODcuNSAtMzguNXQxNTQuNSAtMTAzLjV0MTAzLjUgLTE1NC41dDM4LjUgLTE4Ny41cTAgLTE0MSAtNzggLTI2MmwzMDAgLTI5OXE4IC04IDggLTE4LjV0LTggLTE4LjVsLTEwOSAtMTA4cS03IC04IC0xNy41IC04dC0xOC41IDhsLTMwMCAyOTlxLTExOSAtNzcgLTI2MSAtNzdxLTk4IDAgLTE4OCAzOC41dC0xNTQuNSAxMDN0LTEwMyAxNTQuNXQtMzguNSAxODh0MzguNSAxODcuNXQxMDMgMTU0LjUgdDE1NC41IDEwMy41dDE4OCAzOC41ek01MDYuNSAxMDIzcS04OS41IDAgLTE2NS41IC00NHQtMTIwIC0xMjAuNXQtNDQgLTE2NnQ0NCAtMTY1LjV0MTIwIC0xMjB0MTY1LjUgLTQ0dDE2NiA0NHQxMjAuNSAxMjB0NDQgMTY1LjV0LTQ0IDE2NnQtMTIwLjUgMTIwLjV0LTE2NiA0NHpNMzI1IDgwMGgzNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0zNTBxLTEwIDAgLTE3LjUgNy41IHQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxNzsiIGQ9Ik01NTAgMTIwMGgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek04MDAgOTc1djE2NnExNjcgLTYyIDI3MiAtMjA5LjV0MTA1IC0zMzEuNXEwIC0xMTcgLTQ1LjUgLTIyNHQtMTIzIC0xODQuNXQtMTg0LjUgLTEyM3QtMjI0IC00NS41dC0yMjQgNDUuNSB0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHEwIDE4NCAxMDUgMzMxLjV0MjcyIDIwOS41di0xNjZxLTEwMyAtNTUgLTE2NSAtMTU1dC02MiAtMjIwcTAgLTExNiA1NyAtMjE0LjV0MTU1LjUgLTE1NS41dDIxNC41IC01N3QyMTQuNSA1N3QxNTUuNSAxNTUuNXQ1NyAyMTQuNXEwIDEyMCAtNjIgMjIwdC0xNjUgMTU1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTg7IiBkPSJNMTAyNSAxMjAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTExNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxMTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTcyNSA4MDBoMTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNzUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NzUwIHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek00MjUgNTAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTQ1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djQ1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek0xMjUgMzAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTI1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41IHYyNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ4OyIgZD0iTTc1MyA2NDFxNSAtMSAxNC41IC00LjV0MzYgLTE1LjV0NTAuNSAtMjYuNXQ1My41IC00MHQ1MC41IC01NC41dDM1LjUgLTcwdDE0LjUgLTg3cTAgLTY3IC0yNy41IC0xMjUuNXQtNzEuNSAtOTcuNXQtOTguNSAtNjYuNXQtMTA4LjUgLTQwLjV0LTEwMiAtMTNoLTUwMHY4OXE0MSA3IDcwLjUgMzIuNXQyOS41IDY1LjV2ODI3cTAgMjQgLTAuNSAzNHQtMy41IDI0dC04LjUgMTkuNXQtMTcgMTMuNXQtMjggMTIuNXQtNDIuNSAxMS41djcxIGw0NzEgLTFxNTcgMCAxMTUuNSAtMjAuNXQxMDggLTU3dDgwLjUgLTk0dDMxIC0xMjQuNXEwIC01MSAtMTUuNSAtOTYuNXQtMzggLTc0LjV0LTQ1IC01MC41dC0zOC41IC0zMC41ek00MDAgNzAwaDEzOXE3OCAwIDEzMC41IDQ4LjV0NTIuNSAxMjIuNXEwIDQxIC04LjUgNzAuNXQtMjkuNSA1NS41dC02Mi41IDM5LjV0LTEwMy41IDEzLjVoLTExOHYtMzUwek00MDAgMjAwaDIxNnE4MCAwIDEyMSA1MC41dDQxIDEzMC41cTAgOTAgLTYyLjUgMTU0LjUgdC0xNTYuNSA2NC41aC0xNTl2LTQwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDU1OyIgZD0iTTUwIDExMDBoMTEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA4MDBoMTEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAgcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgNTAwaDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMjAwaDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTEwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1NjsiIGQ9Ik01MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTM1MCAxMTAwaDgwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC04MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA4MDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNMzUwIDgwMGg4MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtODAwIHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgNTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTM1MCA1MDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDAgcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC04MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDIwMGgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0zNTAgMjAwaDgwMCBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtODAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNTc7IiBkPSJNNDAwIDBoLTEwMHYxMTAwaDEwMHYtMTEwMHpNNTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTUwIDgwMGg1MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTAwIHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNMjY3IDU1MGwtMTY3IC0xMjV2NzVoLTIwMHYxMDBoMjAwdjc1ek01NTAgNTAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTU1MCAyMDBoNjAwIHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC02MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1ODsiIGQ9Ik01MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTkwMCAwaC0xMDB2MTEwMGgxMDB2LTExMDB6TTUwIDgwMGg1MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTAwIHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNMTEwMCA2MDBoMjAwdi0xMDBoLTIwMHYtNzVsLTE2NyAxMjVsMTY3IDEyNXYtNzV6TTUwIDUwMGgzMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMzAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCAyMDBoNjAwIHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC02MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1OTsiIGQ9Ik03NSAxMDAwaDc1MHEzMSAwIDUzIC0yMnQyMiAtNTN2LTY1MHEwIC0zMSAtMjIgLTUzdC01MyAtMjJoLTc1MHEtMzEgMCAtNTMgMjJ0LTIyIDUzdjY1MHEwIDMxIDIyIDUzdDUzIDIyek0xMjAwIDMwMGwtMzAwIDMwMGwzMDAgMzAwdi02MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA2MDsiIGQ9Ik00NCAxMTAwaDExMTJxMTggMCAzMSAtMTN0MTMgLTMxdi0xMDEycTAgLTE4IC0xMyAtMzF0LTMxIC0xM2gtMTExMnEtMTggMCAtMzEgMTN0LTEzIDMxdjEwMTJxMCAxOCAxMyAzMXQzMSAxM3pNMTAwIDEwMDB2LTczN2wyNDcgMTgybDI5OCAtMTMxbC03NCAxNTZsMjkzIDMxOGwyMzYgLTI4OHY1MDBoLTEwMDB6TTM0MiA4ODRxNTYgMCA5NSAtMzl0MzkgLTk0LjV0LTM5IC05NXQtOTUgLTM5LjV0LTk1IDM5LjV0LTM5IDk1dDM5IDk0LjUgdDk1IDM5eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNjI7IiBkPSJNNjQ4IDExNjlxMTE3IDAgMjE2IC02MHQxNTYuNSAtMTYxdDU3LjUgLTIxOHEwIC0xMTUgLTcwIC0yNThxLTY5IC0xMDkgLTE1OCAtMjI1LjV0LTE0MyAtMTc5LjVsLTU0IC02MnEtOSA4IC0yNS41IDI0LjV0LTYzLjUgNjcuNXQtOTEgMTAzdC05OC41IDEyOHQtOTUuNSAxNDhxLTYwIDEzMiAtNjAgMjQ5cTAgODggMzQgMTY5LjV0OTEuNSAxNDJ0MTM3IDk2LjV0MTY2LjUgMzZ6TTY1Mi41IDk3NHEtOTEuNSAwIC0xNTYuNSAtNjUgdC02NSAtMTU3dDY1IC0xNTYuNXQxNTYuNSAtNjQuNXQxNTYuNSA2NC41dDY1IDE1Ni41dC02NSAxNTd0LTE1Ni41IDY1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNjM7IiBkPSJNNjAwIDExNzdxMTE3IDAgMjI0IC00NS41dDE4NC41IC0xMjN0MTIzIC0xODQuNXQ0NS41IC0yMjR0LTQ1LjUgLTIyNHQtMTIzIC0xODQuNXQtMTg0LjUgLTEyM3QtMjI0IC00NS41dC0yMjQgNDUuNXQtMTg0LjUgMTIzdC0xMjMgMTg0LjV0LTQ1LjUgMjI0dDQ1LjUgMjI0dDEyMyAxODQuNXQxODQuNSAxMjN0MjI0IDQ1LjV6TTYwMCAxNzN2ODU0cS0xMTYgMCAtMjE0LjUgLTU3dC0xNTUuNSAtMTU1LjV0LTU3IC0yMTQuNXQ1NyAtMjE0LjUgdDE1NS41IC0xNTUuNXQyMTQuNSAtNTd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA2NDsiIGQ9Ik01NTQgMTI5NXEyMSAtNzIgNTcuNSAtMTQzLjV0NzYgLTEzMHQ4MyAtMTE4dDgyLjUgLTExN3Q3MCAtMTE2dDQ5LjUgLTEyNnQxOC41IC0xMzYuNXEwIC03MSAtMjUuNSAtMTM1dC02OC41IC0xMTF0LTk5IC04MnQtMTE4LjUgLTU0dC0xMjUuNSAtMjNxLTg0IDUgLTE2MS41IDM0dC0xMzkuNSA3OC41dC05OSAxMjV0LTM3IDE2NC41cTAgNjkgMTggMTM2LjV0NDkuNSAxMjYuNXQ2OS41IDExNi41dDgxLjUgMTE3LjV0ODMuNSAxMTkgdDc2LjUgMTMxdDU4LjUgMTQzek0zNDQgNzEwcS0yMyAtMzMgLTQzLjUgLTcwLjV0LTQwLjUgLTEwMi41dC0xNyAtMTIzcTEgLTM3IDE0LjUgLTY5LjV0MzAgLTUydDQxIC0zN3QzOC41IC0yNC41dDMzIC0xNXEyMSAtNyAzMiAtMXQxMyAyMmw2IDM0cTIgMTAgLTIuNSAyMnQtMTMuNSAxOXEtNSA0IC0xNCAxMnQtMjkuNSA0MC41dC0zMi41IDczLjVxLTI2IDg5IDYgMjcxcTIgMTEgLTYgMTFxLTggMSAtMTUgLTEweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNjU7IiBkPSJNMTAwMCAxMDEzbDEwOCAxMTVxMiAxIDUgMnQxMyAydDIwLjUgLTF0MjUgLTkuNXQyOC41IC0yMS41cTIyIC0yMiAyNyAtNDN0MCAtMzJsLTYgLTEwbC0xMDggLTExNXpNMzUwIDExMDBoNDAwcTUwIDAgMTA1IC0xM2wtMTg3IC0xODdoLTM2OHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtNTAwcTAgLTQxIDI5LjUgLTcwLjV0NzAuNSAtMjkuNWg1MDBxNDEgMCA3MC41IDI5LjV0MjkuNSA3MC41djE4MmwyMDAgMjAwdi0zMzIgcTAgLTE2NSAtOTMuNSAtMjU3LjV0LTI1Ni41IC05Mi41aC00MDBxLTE2NSAwIC0yNTcuNSA5Mi41dC05Mi41IDI1Ny41djQwMHEwIDE2NSA5Mi41IDI1Ny41dDI1Ny41IDkyLjV6TTEwMDkgODAzbC0zNjIgLTM2MmwtMTYxIC01MGw1NSAxNzBsMzU1IDM1NXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTAxOyIgZD0iTTYwMCAxMTc3cTExNyAwIDIyNCAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI0dC00NS41IC0yMjR0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNCAtNDUuNXQtMjI0IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHQ0NS41IDIyNHQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNCA0NS41ek03MDQgOTAwaC0yMDhxLTIwIDAgLTMyIC0xNC41dC04IC0zNC41bDU4IC0zMDJxNCAtMjAgMjEuNSAtMzQuNSB0MzcuNSAtMTQuNWg1NHEyMCAwIDM3LjUgMTQuNXQyMS41IDM0LjVsNTggMzAycTQgMjAgLTggMzQuNXQtMzIgMTQuNXpNNjc1IDQwMGgtMTUwcS0xMCAwIC0xNy41IC03LjV0LTcuNSAtMTcuNXYtMTUwcTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoMTUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2MTUwcTAgMTAgLTcuNSAxNy41dC0xNy41IDcuNXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTc4OyIgZD0iTTkzNSAxMTY1bDI0OCAtMjMwcTE0IC0xNCAxNCAtMzV0LTE0IC0zNWwtMjQ4IC0yMzBxLTE0IC0xNCAtMjQuNSAtMTB0LTEwLjUgMjV2MTUwaC00MDB2MjAwaDQwMHYxNTBxMCAyMSAxMC41IDI1dDI0LjUgLTEwek0yMDAgODAwaC01MHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWg1MHYtMjAwek00MDAgODAwaC0xMDB2MjAwaDEwMHYtMjAwek0xOCA0MzVsMjQ3IDIzMCBxMTQgMTQgMjQuNSAxMHQxMC41IC0yNXYtMTUwaDQwMHYtMjAwaC00MDB2LTE1MHEwIC0yMSAtMTAuNSAtMjV0LTI0LjUgMTBsLTI0NyAyMzBxLTE1IDE0IC0xNSAzNXQxNSAzNXpNOTAwIDMwMGgtMTAwdjIwMGgxMDB2LTIwMHpNMTAwMCA1MDBoNTFxMjAgMCAzNC41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzQuNSAtMTQuNWgtNTF2MjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzk7IiBkPSJNODYyIDEwNzNsMjc2IDExNnEyNSAxOCA0My41IDh0MTguNSAtNDF2LTExMDZxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2Mzk3cS00IDEgLTExIDV0LTI0IDE3LjV0LTMwIDI5dC0yNCA0MnQtMTEgNTYuNXYzNTlxMCAzMSAxOC41IDY1dDQzLjUgNTJ6TTU1MCAxMjAwcTIyIDAgMzQuNSAtMTIuNXQxNC41IC0yNC41bDEgLTEzdi00NTBxMCAtMjggLTEwLjUgLTU5LjUgdC0yNSAtNTZ0LTI5IC00NXQtMjUuNSAtMzEuNWwtMTAgLTExdi00NDdxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDQ3cS00IDQgLTExIDExLjV0LTI0IDMwLjV0LTMwIDQ2dC0yNCA1NXQtMTEgNjB2NDUwcTAgMiAwLjUgNS41dDQgMTJ0OC41IDE1dDE0LjUgMTJ0MjIuNSA1LjVxMjAgMCAzMi41IC0xMi41dDE0LjUgLTI0LjVsMyAtMTN2LTM1MGgxMDB2MzUwdjUuNXQyLjUgMTIgdDcgMTV0MTUgMTJ0MjUuNSA1LjVxMjMgMCAzNS41IC0xMi41dDEzLjUgLTI0LjVsMSAtMTN2LTM1MGgxMDB2MzUwcTAgMiAwLjUgNS41dDMgMTJ0NyAxNXQxNSAxMnQyNC41IDUuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTgyOyIgZD0iTTE3IDEwMDdsMTYyIDE2MnExNyAxNyA0MCAxNHQzNyAtMjJsMTM5IC0xOTRxMTQgLTIwIDExIC00NC41dC0yMCAtNDEuNWwtMTE5IC0xMThxMTAyIC0xNDIgMjI4IC0yNjh0MjY3IC0yMjdsMTE5IDExOHExNyAxNyA0Mi41IDE5dDQ0LjUgLTEybDE5MiAtMTM2cTE5IC0xNCAyMi41IC0zNy41dC0xMy41IC00MC41bC0xNjMgLTE2MnEtMyAtMSAtOS41IC0xdC0yOS41IDJ0LTQ3LjUgNnQtNjIuNSAxNC41dC03Ny41IDI2LjV0LTkwIDQyLjUgdC0xMDEuNSA2MHQtMTExIDgzdC0xMTkgMTA4LjVxLTc0IDc0IC0xMzMuNSAxNTAuNXQtOTQuNSAxMzguNXQtNjAgMTE5LjV0LTM0LjUgMTAwdC0xNSA3NC41dC00LjUgNDh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE4MzsiIGQ9Ik02MDAgMTEwMHE5MiAwIDE3NSAtMTAuNXQxNDEuNSAtMjd0MTA4LjUgLTM2LjV0ODEuNSAtNDB0NTMuNSAtMzd0MzEgLTI3bDkgLTEwdi0yMDBxMCAtMjEgLTE0LjUgLTMzdC0zNC41IC05bC0yMDIgMzRxLTIwIDMgLTM0LjUgMjB0LTE0LjUgMzh2MTQ2cS0xNDEgMjQgLTMwMCAyNHQtMzAwIC0yNHYtMTQ2cTAgLTIxIC0xNC41IC0zOHQtMzQuNSAtMjBsLTIwMiAtMzRxLTIwIC0zIC0zNC41IDl0LTE0LjUgMzN2MjAwcTMgNCA5LjUgMTAuNSB0MzEgMjZ0NTQgMzcuNXQ4MC41IDM5LjV0MTA5IDM3LjV0MTQxIDI2LjV0MTc1IDEwLjV6TTYwMCA3OTVxNTYgMCA5NyAtOS41dDYwIC0yMy41dDMwIC0yOHQxMiAtMjRsMSAtMTB2LTUwbDM2NSAtMzAzcTE0IC0xNSAyNC41IC00MHQxMC41IC00NXYtMjEycTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYyMTJxMCAyMCAxMC41IDQ1dDI0LjUgNDBsMzY1IDMwM3Y1MCBxMCA0IDEgMTAuNXQxMiAyM3QzMCAyOXQ2MCAyMi41dDk3IDEweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODQ7IiBkPSJNMTEwMCA3MDBsLTIwMCAtMjAwaC02MDBsLTIwMCAyMDB2NTAwaDIwMHYtMjAwaDIwMHYyMDBoMjAwdi0yMDBoMjAwdjIwMGgyMDB2LTUwMHpNMjUwIDQwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV0LTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEybDEzNyAtMTAwaC05NTBsMTM3IDEwMGgtMTJxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDEwMGgxMTAwcTIxIDAgMzUuNSAtMTQuNSB0MTQuNSAtMzUuNXYtNTBoLTEyMDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODU7IiBkPSJNNzAwIDExMDBoLTEwMHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtMTAwMGgzMDB2MTAwMHEwIDQxIC0yOS41IDcwLjV0LTcwLjUgMjkuNXpNMTEwMCA4MDBoLTEwMHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtNzAwaDMwMHY3MDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjV6TTQwMCAwaC0zMDB2NDAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNWgxMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTQwMHogIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE4NjsiIGQ9Ik0yMDAgMTEwMGg3MDBxMTI0IDAgMjEyIC04OHQ4OCAtMjEydi01MDBxMCAtMTI0IC04OCAtMjEydC0yMTIgLTg4aC03MDBxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnY1MDBxMCAxMjQgODggMjEydDIxMiA4OHpNMTAwIDkwMHYtNzAwaDkwMHY3MDBoLTkwMHpNNTAwIDcwMGgtMjAwdi0xMDBoMjAwdi0zMDBoLTMwMHYxMDBoMjAwdjEwMGgtMjAwdjMwMGgzMDB2LTEwMHpNOTAwIDcwMHYtMzAwbC0xMDAgLTEwMGgtMjAwdjUwMGgyMDB6IE03MDAgNzAwdi0zMDBoMTAwdjMwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODc7IiBkPSJNMjAwIDExMDBoNzAwcTEyNCAwIDIxMiAtODh0ODggLTIxMnYtNTAwcTAgLTEyNCAtODggLTIxMnQtMjEyIC04OGgtNzAwcS0xMjQgMCAtMjEyIDg4dC04OCAyMTJ2NTAwcTAgMTI0IDg4IDIxMnQyMTIgODh6TTEwMCA5MDB2LTcwMGg5MDB2NzAwaC05MDB6TTUwMCAzMDBoLTEwMHYyMDBoLTEwMHYtMjAwaC0xMDB2NTAwaDEwMHYtMjAwaDEwMHYyMDBoMTAwdi01MDB6TTkwMCA3MDB2LTMwMGwtMTAwIC0xMDBoLTIwMHY1MDBoMjAweiBNNzAwIDcwMHYtMzAwaDEwMHYzMDBoLTEwMHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMH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+
+
+
+
+
+<style type="text/css">
+div.header {
+ margin-top: 20px;
+ border-bottom: 1px solid #BCBCBC;
+}
+table.header {
+ margin-top: 10px;
+}
+</style>
+
+<table class="header" width="100%" align="center">
+ <tr>
+ <td align="left" valign="bottom" width="90px">
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" width="100%" />
+ </td>
+ <td align="left" valign="top">
+ <div class="header">
+ <h4 style="font-size: 20px; margin: 10px">
+ Modelos de Regressão para Dados de Contagem com o R
+ </h4>
+ <h5 style="margin: 0px 0px 10px 10px">
+ <a href="https://github.com/leg-ufpr/MRDCr">
+ <code>github.com/leg-ufpr/MRDCr</code>
+ </a>
+ </h5>
+ </div>
+ </td>
+ </tr>
+</table>
+
+<div class="fluid-row" id="header">
+
+
+
+<h1 class="title toc-ignore">Análise de Contagens com Modelo Poisson Generalizado</h1>
+<h4 class="author"><em><p>Walmes M. Zeviani, Eduardo E. Ribeiro Jr & Cesar A. Taconeli</p></em></h4>
+
+</div>
+
+<div id="TOC">
+<ul>
+<li><a href="#funcao-densidade">Função Densidade</a></li>
+<li><a href="#modelo-de-regressao-com-a-distribuicao-poisson-generalizada">Modelo de Regressão com a Distribuição Poisson Generalizada</a></li>
+<li><a href="#verossimilhanca-e-estimacao">Verossimilhança e Estimação</a></li>
+<li><a href="#numero-de-vagens-produzidas-em-soja">Número de Vagens Produzidas em Soja</a></li>
+<li><a href="#numero-de-graos-produzidas-em-soja">Número de Grãos Produzidas em Soja</a></li>
+<li><a href="#numero-de-graos-por-vagem">Número de Grãos por Vagem</a></li>
+<li><a href="#numero-de-capulhos-produzidos-em-algodao">Número de Capulhos Produzidos em Algodão</a></li>
+<li><a href="#numero-de-nematoides-em-linhagens-de-feijao">Número de Nematóides em Linhagens de Feijão</a></li>
+<li><a href="#informacoes-da-sessao">Informações da sessão</a></li>
+</ul>
+</div>
+
+<pre class="r"><code># Definições da sessão.
+# devtools::load_all("../")
+library(lattice)
+library(latticeExtra)
+library(bbmle)
+library(corrplot)
+library(plyr)
+library(car)
+library(doBy)
+library(multcomp)
+library(MRDCr)</code></pre>
+<div id="funcao-densidade" class="section level2">
+<h2>Função Densidade</h2>
+<p>Se uma variável aleatória <span class="math">\(Y\)</span> tem distribuição de probabilidades Poisson generalizada, então sua função de probabilidade, na parametrização de média, é</p>
+<p><span class="math">\[
+f(y) = \left( \dfrac{\lambda}{1+\alpha\lambda} \right)^{y}
+ \frac{(1+\alpha y)^{y-1}}{y!}
+ \exp\left\{-\lambda \frac{(1+\alpha y)}{(1+\alpha \lambda)}\right\},
+\]</span> em que <span class="math">\(\lambda\)</span> é a média da distribuição e <span class="math">\(\alpha\)</span> é a o parâmetro de dispersão. Nessa parametrização, tem-se</p>
+<ul>
+<li><span class="math">\(\text{E}(y) = \lambda\)</span>,</li>
+<li><span class="math">\(\text{V}(y) = \lambda (1+\alpha \lambda)^2\)</span>.</li>
+<li>Superdispersa se <span class="math">\(\alpha > 0\)</span>,</li>
+<li>Subdispersa se <span class="math">\(\alpha < 0\)</span>,</li>
+<li>Poisson se <span class="math">\(\alpha = 0\)</span>,</li>
+<li><span class="math">\(\lambda > 0\)</span>, <span class="math">\(1+\alpha\lambda > 0\)</span> e <span class="math">\(1+\alpha y > 0\)</span>.</li>
+</ul>
+<p>A função de log-verossimilhança é <span class="math">\[
+\ell(y; \lambda, \alpha) =
+ \sum_{i=1}^{n} y_{i}\ln(\lambda)-
+ \ln(1+\alpha\lambda)+
+ (y_{i}-1)\ln(1+\alpha y)-
+ \lambda\frac{(1+\alpha y_{i})}{(1+\alpha\lambda)}-
+ \ln(y_{i}!).
+\]</span></p>
+<pre class="r"><code>grid <- expand.grid(lambda = c(2, 8, 15),
+ alpha = c(-0.05, 0, 0.05))
+y <- 0:35
+
+py <- mapply(FUN = dpgnz,
+ lambda = grid$lambda,
+ alpha = grid$alpha,
+ MoreArgs = list(y = y), SIMPLIFY = FALSE)
+grid <- cbind(grid[rep(1:nrow(grid), each = length(y)), ],
+ y = y,
+ py = unlist(py))
+
+useOuterStrips(xyplot(py ~ y | factor(lambda) + factor(alpha),
+ ylab = expression(f(y)),
+ xlab = expression(y),
+ data = grid, type = "h",
+ panel = function(x, y, ...) {
+ m <- sum(x * y)
+ panel.xyplot(x, y, ...)
+ panel.abline(v = m, lty = 2)
+ }),
+ strip = strip.custom(
+ strip.names = TRUE,
+ var.name = expression(lambda == ""),
+ sep = ""),
+ strip.left = strip.custom(
+ strip.names = TRUE,
+ var.name = expression(alpha == ""),
+ sep = ""))</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Relação média variância.
+
+curve(lambda * (1 + 0 * lambda)^2,
+ from = 0, to = 10, xname = "lambda",
+ ylab = expression(lambda %.% (1 + alpha %.% lambda)^2),
+ xlab = expression(lambda))
+alpha <- seq(-0.25, 0.25, by = 0.025)
+col <- brewer.pal(n = 5, name = "Spectral")
+col <- colorRampPalette(colors = col)(length(alpha))
+for (a in seq_along(alpha)) {
+ curve(lambda * (1 + alpha[a] * lambda)^2,
+ add = TRUE, xname = "lambda", col = col[a], lwd = 2)
+}</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="modelo-de-regressao-com-a-distribuicao-poisson-generalizada" class="section level2">
+<h2>Modelo de Regressão com a Distribuição Poisson Generalizada</h2>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Gráfico do espaço paramétrico de lambda x alpha.
+
+y <- 0:400
+
+fun <- Vectorize(vectorize.args = c("lambda", "alpha"),
+ FUN = function(lambda, alpha) {
+ sum(dpgnz(y = y, lambda = lambda, alpha = alpha))
+ })
+
+grid <- list(lambda = seq(0.2, 50, by = 0.2),
+ alpha = seq(-0.98, 0.98, by = 0.02))
+grid$sum <- with(grid, outer(lambda, alpha, fun))
+
+grid <- with(grid,
+ cbind(expand.grid(lambda = lambda, alpha = alpha),
+ data.frame(sum = c(sum))))
+
+levelplot(sum ~ lambda + alpha,
+ data = subset(grid, round(sum, 3) == 1),
+ col.regions = gray.colors) +
+ layer(panel.abline(h = 0, lty = 2)) +
+ layer(panel.curve(-1/x))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Já que lambda * alpha > -1, então alpha = -1/lambda dá a fronteira.</code></pre>
+</div>
+<div id="verossimilhanca-e-estimacao" class="section level2">
+<h2>Verossimilhança e Estimação</h2>
+<pre class="r"><code># Função de log-Verossimilhança da Poisson Generalizada na
+# parametrização de modelo de regressão.
+MRDCr::llpgnz</code></pre>
+<pre><code>## function(params, y, X, offset = NULL) {
+## # params: vetor de parâmetros;
+## # params[1]: parâmetro de dispersão (alpha);
+## # params[-1]: parâmetro de locação (lambda);
+## # y: variável resposta (contagem);
+## # X: matriz do modelo linear;
+## # offset: tamanho do domínio onde y foi medido (exposição);
+## #----------------------------------------
+## if (is.null(offset)) {
+## offset <- 1L
+## }
+## alpha <- params[1]
+## lambda <- offset * exp(X %*% params[-1])
+## z <- 1 + alpha * lambda
+## w <- 1 + alpha * y
+## ll <- y * (log(lambda) - log(z)) +
+## (y - 1) * log(w) -
+## lambda * (w/z) -
+## lfactorial(y)
+## # Negativo da log-likelihood.
+## -sum(ll)
+## }
+## <environment: namespace:MRDCr></code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Gerando uma amostra aleatória da Poisson, para teste.
+
+# Offset = 2, lambda = 3.
+y <- rpois(100, lambda = 2 * 3)
+
+L <- list(y = y,
+ offset = rep(2, length(y)),
+ X = cbind(rep(1, length(y))))
+
+start <- c(alpha = 0, lambda = 1)
+parnames(llpgnz) <- names(start)
+
+# Como \alpha foi fixado em 1, essa ll corresponde à Poisson.
+n0 <- mle2(minuslogl = llpgnz,
+ start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Para conferir.
+c(coef(n0)["lambda"],
+ coef(glm(y ~ offset(log(L$offset)), family = poisson)))</code></pre>
+<pre><code>## lambda (Intercept)
+## 1.0936 1.0936</code></pre>
+<pre class="r"><code># Estimando o \alpha.
+n1 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+coef(n1)</code></pre>
+<pre><code>## alpha lambda
+## -0.006487516 1.093599719</code></pre>
+<pre class="r"><code># Perfil de verossimilhança dos parâmetros.
+plot(profile(n1))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Covariância.
+V <- cov2cor(vcov(n1))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+</div>
+<div id="numero-de-vagens-produzidas-em-soja" class="section level2">
+<h2>Número de Vagens Produzidas em Soja</h2>
+<p>Resultados de um experimento fatorial (3 x 5), em delineamento de blocos casualizados, que estudou a influência de níveis de potássio na adubação de soja em combinação com irrigação em casa de vegetação. As variáveis de contagem registradas nesse experimento foram o número de vagens viáveis (e não viáveis) e o número total de sementes por parcela com duas plantas de soja.</p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Carregando e explorando os dados.
+
+data(soja, package = "MRDCr")
+str(soja)</code></pre>
+<pre><code>## 'data.frame': 75 obs. of 5 variables:
+## $ K : int 0 30 60 120 180 0 30 60 120 180 ...
+## $ umid: Factor w/ 3 levels "37,5","50","62,5": 1 1 1 1 1 2 2 2 2 2 ...
+## $ bloc: Factor w/ 5 levels "I","II","III",..: 1 1 1 1 1 1 1 1 1 1 ...
+## $ ngra: int 136 159 156 171 190 140 193 200 208 237 ...
+## $ nvag: int 56 62 66 68 82 63 86 94 86 97 ...</code></pre>
+<pre class="r"><code># A observação 74 é um outlier.
+soja <- soja[-74, ]
+
+xyplot(nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ ylab = "Número de vagens por parcela",
+ xlab = expression("Dose de potássio aplicada"~(mg ~ dm^{3})),
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>soja <- transform(soja, K = factor(K))
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(nvag ~ bloc + umid * K, data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: nvag
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 73 322.68
+## bloc 4 14.284 69 308.40 2.9785 0.02684 *
+## umid 2 92.911 67 215.49 38.7485 3.157e-11 ***
+## K 4 136.060 63 79.43 28.3719 8.316e-13 ***
+## umid:K 8 14.150 55 65.28 1.4754 0.18750
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = nvag ~ bloc + umid * K, family = quasipoisson,
+## data = soja)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -1.9681 -0.6393 -0.0195 0.4854 2.3306
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 3.95369 0.07547 52.389 < 2e-16 ***
+## blocII -0.02928 0.04479 -0.654 0.516036
+## blocIII -0.07265 0.04529 -1.604 0.114420
+## blocIV -0.12544 0.04592 -2.732 0.008457 **
+## blocV -0.10795 0.04705 -2.294 0.025606 *
+## umid50 0.13404 0.09597 1.397 0.168117
+## umid62,5 0.21656 0.09418 2.299 0.025303 *
+## K30 0.27427 0.09300 2.949 0.004670 **
+## K60 0.30797 0.09233 3.336 0.001530 **
+## K120 0.32883 0.09192 3.577 0.000734 ***
+## K180 0.25540 0.09338 2.735 0.008376 **
+## umid50:K30 0.06322 0.12654 0.500 0.619324
+## umid62,5:K30 -0.10747 0.12631 -0.851 0.398532
+## umid50:K60 0.16561 0.12449 1.330 0.188897
+## umid62,5:K60 0.10735 0.12286 0.874 0.386028
+## umid50:K120 0.14920 0.12414 1.202 0.234563
+## umid62,5:K120 0.11839 0.12487 0.948 0.347229
+## umid50:K180 0.30370 0.12439 2.441 0.017873 *
+## umid62,5:K180 0.19838 0.12325 1.610 0.113208
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 1.198902)
+##
+## Null deviance: 322.684 on 73 degrees of freedom
+## Residual deviance: 65.278 on 55 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 4</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = nvag, offset = 1, X = model.matrix(m0)))
+
+# Usa as estimativas do Poisson como valores iniciais para a PGen.
+start <- c(alpha = 0, coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -259.6165 -259.6165</code></pre>
+<pre class="r"><code>cbind(coef(m2)[-1], coef(m0))</code></pre>
+<pre><code>## [,1] [,2]
+## (Intercept) 3.95368723 3.95368724
+## blocII -0.02927855 -0.02927854
+## blocIII -0.07265048 -0.07265048
+## blocIV -0.12543798 -0.12543798
+## blocV -0.10794857 -0.10794857
+## umid50 0.13404356 0.13404356
+## umid62,5 0.21656458 0.21656458
+## K30 0.27427290 0.27427290
+## K60 0.30796674 0.30796674
+## K120 0.32883188 0.32883188
+## K180 0.25540441 0.25540441
+## umid50:K30 0.06322288 0.06322288
+## umid62,5:K30 -0.10747272 -0.10747272
+## umid50:K60 0.16561471 0.16561471
+## umid62,5:K60 0.10735066 0.10735066
+## umid50:K120 0.14920392 0.14920392
+## umid62,5:K120 0.11838578 0.11838578
+## umid50:K180 0.30369921 0.30369921
+## umid62,5:K180 0.19837927 0.19837927</code></pre>
+<pre class="r"><code># Poisson Generalizada.
+m3 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llpgnz]: alpha+(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
+## Model 2: m2, [llpgnz]: (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 20 518.19
+## 2 19 519.23 1.0402 1 0.3078</code></pre>
+<pre class="r"><code># Estimativas dos coeficientes.
+cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "PGeneraliz" = coef(m3))</code></pre>
+<pre><code>## PoissonGLM PoissonML PGeneraliz
+## NA 0.00000000 -0.001042601
+## (Intercept) 3.95368724 3.95368723 3.953181451
+## blocII -0.02927854 -0.02927855 -0.027923784
+## blocIII -0.07265048 -0.07265048 -0.072056920
+## blocIV -0.12543798 -0.12543798 -0.127982907
+## blocV -0.10794857 -0.10794857 -0.105466353
+## umid50 0.13404356 0.13404356 0.134139707
+## umid62,5 0.21656458 0.21656458 0.216194659
+## K30 0.27427290 0.27427290 0.273827867
+## K60 0.30796674 0.30796674 0.307818797
+## K120 0.32883188 0.32883188 0.328229190
+## K180 0.25540441 0.25540441 0.255998709
+## umid50:K30 0.06322288 0.06322288 0.064744844
+## umid62,5:K30 -0.10747272 -0.10747272 -0.106284339
+## umid50:K60 0.16561471 0.16561471 0.166265663
+## umid62,5:K60 0.10735066 0.10735066 0.108202657
+## umid50:K120 0.14920392 0.14920392 0.149064097
+## umid62,5:K120 0.11838578 0.11838578 0.120194391
+## umid50:K180 0.30369921 0.30369921 0.302905099
+## umid62,5:K180 0.19837927 0.19837927 0.198624027</code></pre>
+<pre class="r"><code># Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+abline(v = 0, lty = 2)</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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v7MbYD05CU6bGl9PbL1R+c3sNYDcNF1tUDN2lg1AaBZZpMpduQ0SflOqXMnbJF+IapsKX09svVH5zew+Ce18xDKjfC7QEyuyqMk5czWN53nwFo/dPzUsRe2GiZoosViTeeLDqfviN3HR+ZynqScqhKixpbK1yNbX3SeAwurxVT7mPhV3ptvZ6BXbvR1sI15Tec4y7JDl6TccSX4auvY1yNbP8SAxfO7SCm5415HgfDQoZV4W3z9Rr9L5K6okpQ7rwQ/bZ37emTrgxiwoIqHv//E+zPO0/Htp4WzdB4AVTsvPbRzXuLlccZvmiTlZagEH23L4OuRbeTFgMXzW+7B3yfXjPW7IL6oQDhLm4PLxAlnw+pHZ+9FWUSbpNxhJfhs69DXI1t/xIDFFyRAWDVq/exVoKffRfFDpcJZWhdIU/i5Z6b5WR5XRZuk3GEl+Gzr0NcjW3/EgMX3AKAPyqBb8mv1NL/L4oNCwll6G5Bn9A/8n4/FcVe0ScodVoLPtg59PbL1RwxY/MPgC3Fr/h3EEcDxqULhLG0Gjkl75l7lY3HcFW2ScoeV4LOtQ1+PbP0RAxZfDchdiy92JwXGp/KEs3QJkB93D6/oY3HcFW2ScoeV4LOtQ1+PbP0RAxZ/VSW5Z/HbG3wsh086DsDHU+YuXfuf206Lez6q5WuB3BRtknKHleCzrUNfj2z9EQMW/yaQ8mHxX1TwsyD+6Nh1N9yUcOPVNS6u0FbYsaRqM39L5KJok5Q7rASfbR36emTrjxiw+H03Dhe3uAevFrcsVq87D5TT7KLmm/wuhGsqY5Jyu0qILls7X49s/REDFvxgEtYJGyOBmP+bs1hm7jzQ5HEWi7nHpMqYpNyuEqLL1s7XI1t/xIDFt2h8T7mnGyNVBf/Br8/dyaqFiSkaxa5MPtHkKcp5XC3LPom+JEgRl0eV4FXdxlhxz0Xn8ZUpaTJo+FYbjVo+ex5Xy25Qvnm234VwV86TlFNVQtTYUvl6ZBtpncdXpqR9FxtT8l/vQzmiRfcBUHVw1M0hOxeVIUk5TSVEjy2Nr0e2kRYDFs+1MO5rHPliRI22D379WvD4Lr+L4aLKkKScphKix5bG1yPbSIsBi8mo0rF1/nXG70K4qDIlKbevhGiytff1yDbCYsCCTaxRz12Dm1Sj9vhdlKhRaOI+v4vgvzyqBK/qNsaKWzYxYPHcqwCA29HW+Hohvwvjrop2pM0aMSVl01En/RBbBvT1rEB+yKNKiCZbe1+PbCMvBix+DLjiw554Vnr4TuMYuxhWcqOq0iiN6k1mE87U0vTf+8+S529MjatBHR5Vgt+2znw9svVDUVegyOuxF/J4/kq8+fFLPpfFRXGf4RO0Uo0bb6x+Idy437LnYtN9KPBy6XFQFJ6lZZZHleC7rSNfj2z9UdQVKPK6Yj/8cRne7BJ16X/KrpHgslZjc4Q1ybn8lK/rXH/MPPB0TXiOVqwAwNMn8O9ReJaWWR5Vgt+2znw9svVHUVegyOtq9FFegjf/V8nforip+g8f1/xe0iTJPLAzPD/XloY2tb2kLv7qjcKztMzyqBL8tnXm65GtP4q6AkVej6+At+6YVDsq3Oh3YdzTRZt1O3bXNg98ANxXijf2PH1VFh+VZ2mZ5VEl+G3rzNcjW38UdQWKvCb+t5TPQ8DKvRO853dh3FM1fd9qSRXzwMvBRHGL61V9eVSepWWWR5Xgt60zX49s/VHUFSjyKqlXf8S0CsunfHAxKLfG78K4p3v136uLLDroqoC18vbUGvOi8SwtszyqBL9tnfl6ZOuPoq5APmjbldIz3z5+F8VF9XtU23Ox/Jq3zANvA0uVX9JqTozCs7TM8qgS/LZ15uuRrT+KugL5ob2JFRCu7p/pd0HcVPH9l70+bHXO4YL8A9syJ39WD1TeZh7YDXys+m1jrRei7ywtszyqBL9tnfl6ZOuPoq5A/uhkxpz0Q8akDTGtvNc1Gb6uDFrEnboBtFGdwbl1ou8sLbs8qgSfbR36emTri6KuQJEXp4AqzpCV1f7eGvgUrVjrxV+s091u/aTR3Z8rvx6pH1cnhUeV4K+tU1+PbH1Q1BUo8lpYte4zW/DWiQZHfPj/L3vqXrJvzZYTzkCc196jsvgmjyohemxpfD2yjbAYsPjnwBeZ4uypF752y9SY5n+sVegFMz1u2B1O30E15TW8alzfUdvirJUpyaNK8NnWoa9HtpEUAxZ/Zd1SabPrQ26ZGhdSslyIB4BHZ5RaHSyz8t58OwO9cqOvg3cC13TOswoskjbS8Twy8EKOVWTsyaNK8NvWma9Htj6JAYuv3kre7ODaXMLLCnQ78q0G6/GgYW1wzVdup+I6Kiw7zrcSe1qv32gR2CZTeN1ZDUZdkVAZVJruclH8k0eV4LetM1+PbH0SAxb/eBd58ynX5hKCqrdolgdPqGJZ09fw3Oo2l5f771xXk3GdFk7TeQBU7bz00M55iZdbfF12FjNENwVVvz0Gv4ez3qwcfWullFEeVYLfts58PbL1SQxY/A+NpK3Mije7ZQqMsgq9B/0omvxcuRt7HXTr3/N8gXCaNgeX7RB2DKtv3n2RW+UQfv03mCPuadvKNDAG5VEl+G3rzNcjW5/EgMWfqZkibOTUBp+4ZQoq3/yguoVVu5JtTe/9LuHC14JudXSWCqdpXTBM3ME9M8088uW38UuVO6Qdh+JmCrhHleC7rSNfj2x9EgMWz/9SpX3awew5n1YANQ675XnpWd2OPMs+LEXc0pYX3/SVOyvBhYTT9DawQ9oz8H/mkdkXD0IvDR6XdhRXc6UEUSCPKsF3W0e+Htn6JAYsyIn3xZu2Sn+65ungKaFGZ0ZcAR74xYUCFAqnaTMgJ2uba/VEYTToXMLzM6pID4kW0RU1BuRRJfhv68TXI1ufxIAFxY28GfHqsa3uWToYh6VWdpfrSN1dDgaZ5gmn6RIwV9ozvKJV7ABQd8Rh/qPvhd8y//UO9X+JcnlUCVFg68DXI1ufxICFxW1duGivXZATCJUFWPmjH0W0uqzlQssQ+kGmxwH4eMrcpWv/c9tpcc9HtSyDx1UB4KbE8u9MnDnsm4bgoh2WgTEmjyohGmzpfT2y9UkMWPRycpvnIFbAE7fsvYvRXK+ms4qsAnkng0yPXXfDTQk3Xl3j4gpthR1Lqjazjt7TXHmaecMyqn8QC/KoEqLCltrXI1ufdB4Ay25ptYa17qZbfc3BYFAnsShf7f7et6AT5Jb+R8lFKPMg05xmFzXfRArY3qfBJbAENR8eU+LcPUbkUSX4ZVs2X49sI6X4BxZn92S2Oqh/gsrJwWBQJ7EXH572QjnUuGqeanu/V+ZBppPHEeboSzqzW4/Z+JJHleCnrXNfj2wjpXgFVuGYD15u2ACq/g12b/F98KO8/Rkp0MFgUCexwtE6P9g0rrDOaZDpSNcDY1AeVYLfts58PbKNhOIUWAevpaGKoDOPvCa3bIxdTyo5GQzqIBY1rl63b1xpVKZBpsQ3V6bAGJRHleC3rTNfj2wjoTgFVjNQoWW/a8eNG/fR/b98bxNbevadlhsKS6HyN11CCnQyGNRBLLiWqnGlk80g0zNL9fpnlOlESerAGJRHleC3rTNfj2z9UpwC66byq3k+oQRe161S7WJrUd3j8Z49JaxC14NmFGmQ6XaTe1LTN0cdGIPyqBL8tnXm65GtX4q6Armjyq/AHy+uhz9O32XHgy9pPx+PxmG9QSydtciDTO/Qn3kXVzYPpQ6MQXlUCX7bOvP1yNYnRV2B3FFCR/jjO7xqV1OrNY0kLb5g0II0rOAYYgvYI2CVaVC87SDTD5ufQne5M0ALeLdbkp/9+TMl5k8WqQNjUB5Vgt+2znw9svVJcQqs1p/CHxm1T8J7wocvtYnNq6FsE/sYPboldGJLP8j016/wyyuXnhR39HnPvI+eOtBrFe1ImzViSsqmoxRZfCljPaoEv22d+Xpk65PiFFjbrl/K86Gb7pqwqg24zi5YlWyD+BTXo4GjTmzpB5meFhJP1JQHaoRuMl8mljrQWyU3qirdiFRvMpvMIepYjyrBb1tnvh7Z+qQ4BRb/JegESYTP6Y/to+nk0cBRJ7ZOBpliVVEQ/Na1rgR6Iu4z/FFVqnHjjdUvhBv3EzJdOokV5FEl+G3rzNcj20grXoFVchSN5x15BSjf7JRdLDfquWsao41R5Dkv+i5J4ObAUSe2dINMsR75Wd584CJXAj3RSHBZq7E5wkwQLj/l6zrXH3MlVpBHleC3rTNfj2wjrXgFlijuIGkqsRjzKmTA7WhrfD1iH6NXA0ed2DodZDrlFWlrXflbXQn0RPUfPq75vaRJkiuxgjyqBL9tnfl6ZBtpxTmwkFbaXN9jwBUf9sQpzcJ3TiIFejRw1Imt40Gm4Xq/CW9/5dWguSuBnuiizbodu2u7EivIo0rw29aZr0e2kdZ5AKxrbZ46PfZCHs9fiTc/fokUGAVPCZ0PMg2ChwbMmNb3WQAu2OBOoBeqpv+MSqyh7SRWlEeV4LetM1+PbCOs+AVWyc4NSCunlrdpYV2xH/64DG92Ia5LGAXjsMowyLTvBULHV7nf3Qr0QPfqW02LrD8JJ7GSPKoEv22d+XpkG1nFK7CWNiwvd2HbAOtq1H8rTCL8H8XUKU6xs+1LchDrkS1UWvMaAFzbUn+Zn0Og++r3qLZfavk11sN9ncTK8qgS/LZ15uuRbUQVp8Bao+AKAJtbwsdX8HwpJtWOChSrGi2sWveZLXjrRIMj7sV6ZCuokC5LqYNAl1V8/2WvD1udc7gg/8C2zMmf1QOVt7kSq5ZHleC3rTNfj2wjpzgF1gugxsCNJ04KsmmFTPxvKZ+HgJV7J3jP3vo58EVmofhfvnYv1iNbtVa5Huie8l7XjOu4MuhSrEEeVYLfts58PbKNhOIUWNeVy6COLalXf8S0CsunfHAxKLfGPvzKuvJXT9eH3Iv1yFYtu4dpzgPdVFb7e2tgAFWs9eIvNkkxncTq5FEl+G3rzNcj20goToFV5R4HwduulL6saSYiVFdW7+5g19vrINZ9Wy4nBO91ZeVvsZpUSR3ouUr2rdlygnKUGV2sR5Xgt60zX49sfVGcAqvBfU6i9yZWQLi6fyZN8ONd5M2n7ProHcS6b9sNPM7z/6YYQE8dKMqDWcp6bRlAtS7Irhl/5pAjPKoEv22d+Xpk64uirkDuKP1SZZXBZyjiT2bMST9E99X+QyNpK7Pize7Fum/7PqjD8+0pTj7qQCxPZinDr/X03/vPKpR+m0oqAzcrqUMmfA1/gaZVPrefZOtRJfht68zXI1tfFHUFckkzX5JOfq6aTeixIQekUJphmWdqpggbObXBJ+7Fum97amIuzy+nSPZFHch7N0t5030o9PLBItRIwAo1RaHw7r07fLn1jvI10q1tvakE/22d+Xpk64viDFg7Wkm6qfZ7+LXFY3ZvMRuv5I20u9Z6iv/xS5X2aQez53xaAdQ47GKsN7Znr1S2icm+KAM9mqV8uiaET0V4Y/608J1BAtZo0Gzm0n5X/p59Ibh+JWwcf1jXbr6o25UQJbbOfD2yjbTiDFinKwKjbP5GARZ/ZwOK/8G9L/pW+tPNWI9sVQHkJZvoAj2apdwZomptaWhT20vq4mYYCVgNP0c/dyU8AipuxTua97IuryCXKyFabJ35emQbYcUZsPinqjVqqlGjuwlvsWR/oQpYXHaNqjT/gxt5M4LFY1vdjfXIVhHd+EpyoEezlB8A9wkjNfY8fVUWTwbWFUL35AwA2gk7Njl6JOx6YFTYOvP1yDYSijdgdeio38NdbB29HoCLrqsFatbGgrcllMNOuK0LF+21D3Ma65GtJDfGCnk0S/lyMFHc4npVX04GVg0hB1ArUEHsbg9dZhlrlN8Dptg4rHNTvAFr9hDDLtJt3pPam8dyI7wrmd/ijlZ3IdCjWcpVwFp5e2qNeURgPYi/9bdUAE+KO/bUtIzVy51KiDpbZ74e2UZG8QYsh1o/dPzUsRe2GiZoImUDOLvXG69+PqvE7VhPbA9/Xr/GpUiVbGaB0wV6NEv5NrBU+SWt5kQSsLq/BptYJ+uBC2rPFXZ8/aRlrCiXKyFabJ35emQbYcUtsIqHv//E+zPs841CtZhqH6NS6ZflcHMsYamrsd7Y7q6uakCSBkJRBno0S7mbJvP+xlovEICVf839PbtdC0CX1CojS+F95oDyowjvC8ntSogSW2e+HtlGWvEKrC334Oq+hmKJP36XzWhprbh3oW+FhLsvAxUWuBjrke2roNJ7w//6WxDp5KMN9GaW8qkbQBsVzXLrkJ7tbrgVub0f4nuCqx5/6HLwuN1F5XolRIetM1+PbCOtOAVWQQKEVaPWz14Fejr6O7t0ylALQcWW61C/7+a3a9itb+Eg1iPbqy9cbmPmNNCbWcpbP2l09+fKr0fqk07MMzO7dE5Bn9Q8CLZLk4rtSuxBJUSDrTNfj2wjrTgFVg8A+qDzuOTX6mlO/s4unTJUYlX5Puxzu8nSDmI9sr30ARsvx4FY7s9S1imvPV3ciWyKJoBHleC3rTNfj2wjrTgF1sPgC3Fr/h2FxEgs6nTKUDWVsXT7G7oX65Hti7co28RRENSBkkoyF9mOyBcVXjWu76ht/nXfelQJfts68/XINtKKU2BVA3K/1Ivd7YIdpFOGqqgsW1Nqt8ykg1iPbLOvSJW3iWNqqAP5Q2fQz8kXw9p6ijSVSX7gkY7nCYIXHHUVZrsY60ElRIOtM1+PbCOtOAXWVZXkO4Vvb7CJdZJOGVkrK8unV3Qv1iNbflVdKWlkfg03ApfUBuVa5vN/CdVVnrAuWptM4XVnNRh4RUJlUGm6TVnVcrLksG2s25UQJbbOfD2yjbDiFFhvAikDA/9FBZtYJ+mUoZ5eKG0VPf1v92I9suV3PQBq1ES61GZSJV1gNp6s2eDMg+D235esGP1iuYWWoZ1bCK9NQdVvj/E8l/VmZdtF5RVdQR9qH+tyJUSLrTNfj2wjrKgrkDvad+NwcYt78Gpx61GLWCfplKFGXyfegWx5AXzkXqxHtusvVzUfXQj8AFz024H0/75c/ilhgszUGyyf/eVWOYwhlukAACAASURBVIRf/w3miHvatrII5Qp1yv/HsgxOYkW5XQlRYuvM1yPbSCvqCuSSchLWCRsjwWvCBme1PKmjdMo8X/pAuca9xvza/hkAqu5yL9Yj2+fBha8PmjIValxvYlOTMvBWgEa2ca8AKfv9x0MtY19+G79UuUPacchqUaJ9FwCDrFydxIpyuxKixNaZr0e2kVacAqtF43vKPd0YqSr4D3597k6rt+osnTK87O4TL5Mr57sZ643tpeWVDlTi3SNlYJVKOKtCFpAGP821arjC28eLB6GXBo9LO4otcyk2cQAhJ7GC3K6EKLF15uuRbaQVp8BKNJ7Ulqe103TKfNGgewAof8tnNPlJHcR6YlvtfmWbmDaKMrCWMNG49IKD4o51hA6k0aBzCc/PqCI9L1xk1cjl14IRaWot+d76xHQSK8jtSogSW2e+HtlGWnEKrMmg4VttNGr5rOVbdZBOWdLZPVSzFJ3Gum/7XB1KO8rA5wDO6VJy3U/ijj9IKcQGgLojDvMffS/8lvmvdywjn9QvOnG5tauTWCy3KyFKbJ35emQbacUpsPZdbHzcd71F7OcO0inr5GSZSQexLtpuqbFM3r7LhcDxoIOwISaKCD9Ul+Q6rgoANyWWf2fizGHfNAQX7bAMnHhjSLuDMFTBSSyW25UQJbbOfD2yjbTiFFhcC+O+xhaxLzroDdHJybA6B7Fu2mbevUHcKiSPqaEL5BLLdVWNfg61Bx8QXfc0V+r2hmXWcUXVdWusDXMnVpDLlRAtts58PbKNsOIUWGrZtVfGgTovUKRT5kr1IiyfSR/rka2k+264GFx7A1LNC4ifNW1gwYJOr0nbRcPrgTp2C8Vv79PgEkirmg+PIWbvSrVufZ1TLJLrlRAdts58PbKNtKKuQO7Lrg2SW1W+wyClU85y0I/vINYjW0kf0IZSB6pU0mP2MT6bYo7gmd3C2HyaWFEOQm1jPaoEv22d+XpkG2lFXYHOTWVog/Dci8o2IZ0ydx09LRzEemQraQH44tdxWMO+uvDcA4sMq6iUXmk1m8lBrEe2klyuhGixdebrkW2kFWfActYGGW/YQ8r398ajyZrH6aRlJh3EemQr6oRqgQbimBq6wLOGB0hdLeeLO4j1yFaSy5UQLbbOfD2yjbTiDFjO2iDGVSItBwpB9f+KwsB5rEe2kgYqm8Y/dhwYKndUu+MnAKy6phzEemQry91KiBpbZ74e2UZYcQYsZ22Qywp0O/Kt16zi+V2Zhl2Wy0w6iPXI1kTGBYWcB4JXNa2ZIQBUtsw35iDWI1sTuVEJUWjrzNcj20go3oDlqA0Cqt7S8CFFDyZUibfq0KiWC4EAJKlwMQKAStZZ5R3EemRrIjcqIQptnfl6ZBsJxdsV6qgN4rgLWxC3fGiXQWvpnmI5iPXCdvMgWX0/vcCFwGPvAmW2xh8XgEqEyYwOYj2yFeR6JUSHrTNfj2wjrngDlon0EzkUgco3P6huYdWuRFMd6x/CaLvdfo6yo1hPbNfS0pg6kOsApNuEyeVApXmk/+4g1iNbLPcrISpsnfl6ZBtxRV2BXBdnldOE5y89q9uRR+rDEnWoJvwYr6pXE1wwys1Yb2y5W8EldW6HuhxcW4s0apk6EOLiggl448/yoOJcm39PH+uRLQ53vxKiwdaZr0e2EVe8AqtwzAcvN2wAVf8Gt54SinoPXNAWpTM93PHydS7GemTbRsyZFxr1OHlBMOpAiIsLUUa+2RVAxTnkSEexHtkieVAJ0WDrzNcj20grToF18FqaVq2zcVii6oDvxK3Zt59xL9Yj21E9pK2xDYnr91EHIlxUXsIvqAgqzrYpp7NYj2x5byohCmyd+XpkG2nFKbCagQot+107bty4j+7/5XurIMs+a2Jn9sUXyoMh/tvBphgOYj2yVek6y4pwEIgXneA6VBtUGVT4G+8xUr8MsR7ZGuVKJUSfrTNfj2wjojgF1k3lV/N8Qgk8sVulWsWEHh5uSqbQgNdJ1g2Uwb+97B76Ooj1yFalJ2hThZACb8M/uQ4AVPhL2GM9asRBrEe2RrlSCdFn68zXI9uIKE6BVfkV+ONFtGre6bsss3Kuq97E5Fj2w/WPkax/Kicvu/C+3RpbDmI9slUUuo6Uao828F9C1kCuw4WzhB0F1lM1HcR6ZGuQO5UQdbbOfD2yjYziFFgJHeGP7/Ay7k3fsozKqnVV9z2aPeHkNys/nke0Ln1E6kDi61rlBCxDrEe2sk5+BhJcCAQX1cFjbRtWFl5uqWp9BjmI9chWL5cqIdpsnfl6ZBshxSmwWn8Kf2TUPgm/iB8mfP8eegqUe+67hYfQXLTQiczfPrgBVO1fauOd//xooStyMvivXTkcxHpiO/cGQddXBwC0dCEQGOVGrEe2zt4bfWBU2Drz9cg24opTYG27filE0E13TVjVBlxHiOMm1MVnfNWa1fBrhRa5VqFmiSBWnHusR7aiTlVSIhuQnlHTBoIqCZrZTDdXJpCFPtYjW2fvjT4wKmyd+XpkG3HFKbD4L0Ennp+GK/1jYiC3sE2C+OlUfHzAQevAsEkiiG7nHuuRraRGt3w3CmU2mjh3A3kiD2Xglfp5xmet1+1wEOuRrSi3KyFKbJ35emQbacUrsEqOon7pkVeA8s3svyT2rZgxfNysjTZJSt54ZMFSlRbPmTTMchFRB7Ee2Yrq2ZV83GngbYY9do/zqGI9shXldiVEia0zX49sI614BZYo7iD9ull26veVJ7Ee2Ypan+xu4CTDHpsBU3SxHtmKcrsSosTWma9HtpFWnAPLTe1wsPqWg1iPbJmYYkn7KO8+GbCYmJh81rrXLqBMwsiAxcTE5KeKJj0JAGDAYmJiin6l1rjh++EMWExMTLGgHTNDfBoDFhMTU6yIAYuJiSlmxIDFxMQUM2LAYmJiihmdb8AqXL+WXus20mpDRiZ17Jr0DdSxGaupQ9emrffCNistizp25SpPbFetpA5dn0b/ma1Op7dNX0sdm0n/8W5IX+ONLf3J6OSsSac/azZu0c0beeo6smpUf6UJ1BvL7C7g8w1YuUEnWuUomomJSdRezWW3wTgX31xv213A5xuwdgXT99NqRXATbejGYAq17eLgGtrQLcEgte2S4Era0BwHpV1OX2G74WlKG5sWXEFdhGBwJ21oRnCpA9tttKGZwSXUtin0Z826YCq1bWowizbUycm4JJhJG7rVge3qoDbd5Rp7VDX7DWm/3QV8/gFrDXXsqmCOflfxzlX/LM7Ynq/fvydoSAh/aue6jFXr9xsTOywNbtPvytu+Lm3Npn2G6deHginGYp3emp66aHmuPnh5cINuT8EeeNuzaZ/x8z1ltOVO7lybtm7boZD+QEZwrX5XeE9mckraFkPS6MJg0JDSMG/rioVLV+caaiEzaJjsWLJ3bTCYtuW4objBoGHBnzPb0xcuXbXTUGFZwTT9ruKD61euzNp12sT2qH7X8c1r0tZuOWiohC1Bw61Kyb4saLvTmOAjNWi46M7sQh/vfsO6MjnBxfpdoSObVmWs23HcMF9ucXCHwXbHqoWLM7INlbPXeDKW7l8PbU1Kuyy41RCbu3pRSvpWQ4UdDgb1u7gTO9ekr9t+JKw/sMk5sH42lM1UDFjW0gNr55hAk0Ssxq0GZmiuQR2wwhsn9AwIatf/L12mPx2wStf9Icf+NHufJtQArFDG4NaJYhnajslWH9ICi9s+vVeSaNv7zxzt+a8HVmH6yK5ibIefkg9rjumBdWhSu6ZiCVr2X6Ihhh5YocwBH4ihr7UdpaW0Hlh7J7QX6zbxnb4pBZpjOmCFNwz5uLEQ2uSz3zdq3poeWPvn/dROfGc9/lijxakOWIWrRnwlhnb8NVmLTT2wDs7/ub0Y2/OPLC2NdcAq2TDxGzG0/Q9/ay9jPbCOLhrcQYztNipde13qgMVl/dZGOhFaD83UEEMPLFhaqRK+GZupxaYeWHvHy5/DB/2XaT5ePbDOLh/WRbTtNDRFu7oBA5ZbKjOwuLQvEzV6Z4rqstIAqzj564BGfdPVJ5QGWGfmfaWNHZilugJ1wDo5roW2DEmZSrAaWKH03lrXPkvUV5UWWCemddbEJg1Rg1ADLG5Vd20B3hymurK1wDo9oaU2tu1i1TvTAmttj8aa0NdHqlmiAVbxjA+1tm0WqhpEGmBxW37S1kLXOeoFvDXAOjatk7YShu9UhWqBlaWz7fK3Ore/BliFC7tpYwesVVWCFlhbhyRpQjtOP6k6qgFW6YLPtZXw4V8qtmiAxW3+VVcJf6nbTlpgpXXQfbzjVO9MC6yjEzvqKmyX6igDllsqK7C2tU00qMV8+eRTAyurZ8CgPtsVWxWwuOVdjLE/7pZDNcAKTX0d/9tX1GXoJreHVMDK6W10/U71vtXAKp3d3hg8XMGQGlh7exgrodkUGVJqYHHz3zbGBpRaUAPrYC9jaNPxCmHVwFr+vjH2I+WtqYG1b5DxjXVJDatsZWCZVsIIpRLUwDo4xBjaSWWrAha3vJsxdoDy8aqBdWykMbTDHKUS1MDK+sxYCS2XyofVwDryi0lpFyiIVwMrt6PR9o058jmuBlbxjHZG3zEKCRmw3FLZgBUa18T4WUL1kL4DFWCVjDN+klBJU+WmuAKsvKGmse3mSqe/Gli5X5gW4Y0l4nEZWNzCJFPbYfL5pALW/r6msZ1WSgEqYM1valqCJClbtApYJ7uZhjaZLJ3+KmClNDON/UJ+zqQA60x/09DEodKFrQLWYhMGQf18XLGVgHXQvBI6Z0ihCrC4ZDtbBVhnLD7eedLHqwLW2s6msd/L8FOAVfybeSX0lZqPKmCtMC9t/yNSgAIsbnpT7XehqG5SrApYub1MbbtmSQEMWJK49ebpu04buiTNVSZgFX5rfookJrYWryoZWPkDTT9KdJJIvJCBdfA7q9hhIt1UwFre3KIIjWeKASKwQmOtXHtICFCAtcX8OoGaJdazDKzQz1aV0GKTWE0ysHZ9aHruQ/UR35kMLO53K9s3pE9KBtZRk5aFoM7iYxAZWKE/rN5Y912yrQisLSbNXEHTRbTIwApNtgrtKn25ycA6+I1V7DDx/k0GFjfbKrTjetFWBlZeB6tK+FRsbcvA4qZZllb6zpSBVTLAyvY9sV2sACurg4Vt0nwxwjtgLQHA8MjLXFEArF0/vFULmKytNafTMxVbUVqUAVhnLU+RxMR3BQhIwDrbz+oUCQR6iY/VJGAd6G4d+5NwSivAmtvYugzCKuwisDjzFp5w9osnpwysDSYNe0liY0gCVsjyhIb3b0KIDKwdLaxjuwrvTAIWN9A6tInYwpGAddDkdlBSQDiLJWCFTG6w5FrYLtkKwNpo3grB+kOoBAlY4TH2thKw9tt/vDKw/rQObSeCXQLWKZO+CUnvC8SSgMVNtLZtLzaGJGCVmNztS3pDeGcysFabt+CxxBVrvQPW9wAsoouMAmBlfvUoMAPWkI7VgHfACn1t/VkmJn6IHxWLwAqb9Bgo6i1cdyKwTvUgxQ7B3QwysBYReJXYeDUKEYG1kOTacRd2k4C1qyMpeDaOkYA1hFQJzfDFJAHr8DvWka8k9sYMkIA1nGi7BceIwDr1MSm2C64wCViTSG+s8x7RFgMr16q5gPUnDpWARQALvI0WnvCKwDpJ/HiH4tJKwCJ+Zu2ErzcRWEXtSJXwKca2BCzLZhtSB+Ghgggsrr9VkxjpbQxCCVhbCYAPBIQs7x4Ba9i1l8PIC668Nts+NhqAxfPJpsDi+UYeAmsk6RSBVwq6bRCBNYf0UQYCg/FpKgCLG0yOxVeKBKx15l1okt5B0BSAlUNoM0F9hVt5IrDyiNdUIAmTSgTWXHIltEZIEYFVlESOnY78RGClkEPfw98GArDC3cmxv6NQEVgryHXbs1CwRcA6a3njJigdhYrAWkUO/QbjQgBW+GdyLG6JiMDaSmixQHXB3WMisH4mV0JP9G0gAmsj2bYb7n8VgTWN4AlJ1hb1EYrAOt6VaJu0GQV518KiV1QAK80CWE3PEVjcqjZ/GHYKwFpLatygj/MvXgLWHjItAoF5yFYA1hKb0AD64EVgnWpJLEJiYn9eBFboexvXnxBeRWCNsInthp5pC8A6aN4xrgidbiKwbACf2AR9twvAOvaGTez3qJwCsP4ktQGgGm/kJWAd62TzziYItghYxLYYVEcUJADrpGWHn6ixyFYAVrJNaBK6zRKAVWCDzMAviEICsNJs6isRnWECsM5+ZWP7G7IVgLWd/IWYmIhWGxKAxf1qY9sDjfZhwBLlDbAO9LsNgB6G3RhYpcQbEaTmRyVg2XyrBgLtD/AisPIsO3ol9SyRgdXHrgiNd4jAsmlaQC3kJWBttI1Fp6kALEIPh1iCzRKwdr5qF9uJk4Bl8dBPpUxeBNZRO2QmflwqAYvQgSVqGy8Caxe5GQKFlnMUgEXowBKFvmQwsE4Sb7aReockYM20tUWtPAysog/tKuGN0xKwptvaop4EDCzOpk0Mv2R2S8BaaWuL7g0YsER5AKz9vz9fDlVYX0MsBtY822sq8TcRWNttP8vAMF4E1l/2sSkSsDLtizBQABZn+dxRVseTIrA4u8YYbAbsE4G13r4EnSVg9bSPTROBlUNuvCIl8SKwfrW3XSgCa7d93f7Ii8AyH3mg0XYRWPts2Rboy4nAmmpvu0IE1iliHxpWj1IRWDPtK2GMCKzjxJ4mrG9KRWAtsbftJwIrZDLIUKd2RxmwZLkOrEH3wbr6N6qwwYZYBKyQ7XdaYmKzPAFY9l/sgUCuAKwi2wYWPk0FYAXsi9A0HwNrG0UJpojA2kwR+4cILNsGFtQ2AVi7KEI7icCyb2AlJq4XgHXM7qYF6hNOAJbluA6VtgnA2k8ROkQE1gSK2I0CsPLtIRToxQnA+pvCNk0AVul79pXwxlkBWMQed1ErRGARHjxKevWQACybbjysaec5sLZ9dEvl2q8fwtsisA5MbdyC3//m1dUeFfpPMbAyHqhy/UvrTP5ILT2w/g+Uf2NDGqqwkYZYBKzV9p9lYuJcDKwC+++0QGCcACyazz2wTgDWOpoiBDGwplC4dsgXgEWD1w4FGFiH7FtCiYm/CMCyGNWo1X4MrNMUEEJf7QhYpF5hWVsxsM7SfA5jBWDNoAhNOoKBVUQBIdSCRsBKpQgNbMHACn9tHxkYKADLtgcLaT4GVpj8QEXQAAFY22hsJwnAsnlUhNWl5HwGVkng+k86/K8cuA6TSQBWi4sBaJxzI6gI3+ct+NE3BNbMav+5qxwov8z4R2rpgdWzFWxpr0QVNtHwrxGwfqL5MLtiYK2j+CwDHQoxsOz6u7FGC8DqS1OEgRhY5gOQdUrFwCqkuawDqzGwZtCU4O0wAhb3Lk3sdAyshTShzYswsCyHjKo1GgMrg+aNdSrBwLK/wYGaj4FF9fG2O4uBNYgmdhIGVjZNaOAYBtYPNJXwFQbWTirbIxhYI2hs22Jg5dnfFgdQO/M8BtZRgCZJra4AxqDfxBYW9yC4N2HY/nD2FwDci8ZONwW1X4JVlFEDPGT8I7VMO91XoQqbZdwdzKG7/l4rRsAiDtKRtQ4BK0xxRwgvqhACVpH5hBidPkHAOkNVgp8wsDZRxY7HwPqKpgSJOQhYOVSh3TGwqEgM7wkhsI5ShX6JgTWe6p1tQcA6ShU6EAOLolsKai0CVqHd02KsHhhY86hslyFgcYTxuIqaliBg/UNlm4qBRfVl0PgkAlYmle308xlY+Z3wS0vwAXqR+rDeAuWFm78+AIzgEbBuwo2pgaB8qeGP1LIG1j/G3cGcA1QXSuJWBCya1jJ6hgKBdYgqNLAHAYuiyx2qSQgCi+5rNSkfAWs+VWxvBCzObvCBoHkIWBTPKKBe5xCwCAPXVZqGgLWMKvTVIgQsk5nfJpqPgLWGKrR9CQLWAKrYGQhYdK2mwEkErN+oQscjYO2lqoTErQhYo6hsRyNg5dPc8CcmrkTAsn+iiTTgfAaWqH7gZfQiAasNeFrYX3wNeJ9HwHoP/7oRgJ2GP1LLGljLjbuDOel050gyApbdcBpBAxGw7EcUYKUjYI2nK8JxCCyqu5ZAYDMC1miq0KQSCKzDdCUYhoBF1YWVmHgEAusMXehABKyJdLE7IbBKqZo3gZEIWAvoKmwPBBZnN7ZL0BAErOV0tpsRsKhuSgP9EbCourDgyYiAZT6dW69eCFib6Wz/RMCiw2sH7rwGVnh1r5cSrgUN0bYCrMbi0UbgCV55SngCgA2GP1LLGlgrjbuDOX/TfZhTEbBoOmUDga4IWPbDpbDmIWCZ5F4x0wEILKrem0AgiID1k30c0lEIrE10JeiDgPUdXexWCKzddKHdELB+potdDYF1gu6NDUDAorvNC2RBYBXShX6HgEV3mxdYAYHF0eG1CwLWbLpKmIKAZZLXxkTtwhBYi+lsRyBg0XEwkHc+A2ta7Zt6ZZWMAw3QL0ZgtRZbWAKwTorA0vyRWtbAMqTsRcCi/GYfi4BF1R8ZCJRCYKXQhU5HwDLPKqPTK4kHIbDsB/VhTUPAsh+FhbUHAmslXSV0R8DqRBe7FgKL8ps9gIBFSe2lEFgH6N7YdwhYlikdtEqDwDpFF9oVAYvm2SNUMgRWCV1oUhgCaxJdJYzeS/3tGTgLgTWHznYQAhbNs0eoI+cxsEaBu9CkJ0tgPQfQyFodsLR/pJZDYP1B92FiYNkObhbPEQgsqsfegcBkBCy6np7E0xBYWXS2YxGw+tDF7obAorwv7oaARUhsodYaCKyNdKFfImBRjEZFcgCsbxCwaIZWQS2jB1YnB8BaSA+sQCkEFuW356i99CfjaQisv+hsf0bAohmDAXXo/AUWdwXAE7+sgFVy1dWot10LLN0fqeUQWFPoPkx8S0jXG4GBlU4XiltYhNQHKjXlILBy6WxHIWDR9SEHDkJgUQ0ES0zshYBlnrjPoM0QWHQPFBM7IWDRPVBMXAWBdZzujfVBwKJ7sBtIh8AqogvthoBlMwdeUgr9LWE7DgLrT7pKmICARUkW1MJaQGc7DAGL7oFG4Pj5C6yDIkk+sgDWrwDPONUCS/dHajkEFuWHiTvdiallZCWFIbC20H3u8+lbWAE0rKGA7q70DwSs4XRFOAOBRTN4HWoIAhYha5ZahyCw6IYqJPZFwKLsy9+BOt3pKmEwApbdFGVRG9BTQqqRKIHvEbCW0tmuou9074H6sGxSW0iah4BlmUdSI9yHRdmAxp3udE/Ck0rOX2AVlQNtOP70R/eD+ujXoJhvsA2oOgpNNl9Q/Rsc1gi0wK8ncee57o/UcgisLLoPEw9roLsR6IE63SnvL1YhYH1JVYKheOAoXcfUTAQsismMAdRggMAqoHvu/RcC1gSq0OZhCKywVQ5Vrf5AwKKYRAfVuBANa7CfT4k0EQGL8mntAQQsuqcUIxCwKCaVIuUiYP1OFToYAWsrVSUkrkfAsktCIag3ekqYS2ebgYBlmXBVo2/P52ENzQB4pNndqb+AGxCgxgCAR7a3ge/wwbbfNbpjBQ7i7gaP4bxwEFjTDH+klkNg0Y1RaVKEgEXXgzQUj3SnGwKxHwGL7m4oDQPLfoY+0lIELLohSL/hgaOfUBVhIwJWBlVoZzxwtDNV7AoErA1UoZ/hgaOElKvqSkDAohu43TGEgEV3+zgfAYuupduumH7g6AwErCKaqUyJjfMRsOhGVoxBwApRfHG8kph4HAGL7vH2yPMZWKdaX3vpWydQZtQb+468qTIAl9ZehYBV77WrKlzfXZh60+AS+IarPcNjYJW/bqXmj7R2DoFF177phqfmFFI9mZmPgUVIXquoWxgBi6obrXkh9eTnQGAnAtYpqovqHwwsYrZRuQglCFinqQg/AQOL6olG49MIWHTD/UdgYNF1EB7AU3N+oAkdgke6b6Cy3Yan5lDdkP3sYGrOBjw1x2RVG6OS8NQcujH8i/FId2JGXUmf4qk5R6hsl5zPwDKX8pRQKy4U5kLmy1QIcgosqluc2UK2BqrRxTsxsKgmxozHcwmpRkENEtLLhL+lsO1Yiic/U93iHMTAohps31eY/NyFJnYHBlZ2ok1OPqRuwuRnqnENGzGw8mn6sb/jMLCIyYklpWJgldil70PqWoqBRdU3lixMfrbLs4fUsQgDi+rGeIqQrYEKxcJcQqpxDeOFyc80A7GSjjNg6WUFLFs5BdZ+is+y6WkBWFspPsweHAYW1WT6LRhYIZrHhFICP5rxEmOEbA3LKEIHCullQjQd/2sEYNHMaA6I6WU+tw9NDArAWkoR2kZML0Mzs3y+kK3hBAXc2p0S0stYLkGj0lQhW8NJGtsTQnqZWRS2fwjZGo5T3BO+elgAFk3H/89CtoZTFLaNDwjAClLY/nqep5cxU8SARZMKaqiYwI/70f7DnC8m8KMYOtqbE7I1jLIvQW9eBFYRxff1ZgFYReTc3FirxXxY0+2L8CknAKvYZAFVvYIisCjg1rJEAFbpB/ax88UEfhR3WR1Oiwn8KDq8xoj5sA7ZUyhpv5jAj84WA+s4Bdx2iwn8KJ7B9hUT+BVRjHVfJebDIqxcJKmPmMCvgKKdmcWAZZC7wFqAKmyhYTcG1lbbTplmR6QUyfZPhzrli8Aqtm9irRIzjh6y/QJshjIvC4tQ2M/O6cOJKZLtvyz7hUVgnbVv5S2VMo7ajxb6LCwCq7S1bewcXsw4Ot82tFWJlCLZZG1mnWbwIrAO22bZQRASUiTbdzyO4kVg2cMN2Qopku2flKD1NTCw9tqmn341V0qRbLtoQKBPWATWftszrPFOKUWy/U30AI4ByyD3gJU9b+6Y21CF3Tl27rw8zSFhEQrbjFhTeHnVHNupHiglhLAIhe1E5YGclCJ5qF0JcGYcAVic7fTUtVJO91K7we54oQQhp7stLrpzErBK7J4pNkZ5NoSc7raTfgJonSEMrJBt3lW0iqEArCN2jz+6n+WlRShsB3miwzEgDwAAIABJREFUp84CsE7btUk7IENhEYq/7WzR2kECsM7aDfJsj/JQCotQkBf4eAU9d5CAFbYdGowy0AuLUIyxq9vfeAlYxXbdpEm7eAYsg1qC58r2hwZgfaWutA2aQwKwTtssWZOErikRWAU2GfT6o1Gv4rqENnDD61UIwDpt0775Fj9lENclzLM5/Ydy8qo5u21aF+hSFYHF2aTEaoGWqxdXzdli832N1+MSl/my+TZogtdZE1bN2WXzoPAnFCou82XXeFwj2CK+lNr0TuNFYMRlvuyGguBFuwRgldr0Tn+Dnm+Ly3ytt7HFbX8BWEU23watUWnFZb7222AbLxMlAKvoU7Ltx6i04jJf2TaNR/ztyYCl07PgLtKzQGuVYV3CjcQL8B28yKS08vMB4i1+J3RZS8AqJF8pONuNuGpOOvG29DNhfVZpqfpc4jQyvBqdtJAq+a5hAFqMTlqX8CSx370xpo+0kCr5prADthWBdZbc7z4HF1NcSJXcymuLF1MWgRUm53+eItrihVQPE9tNHfBqgFQLqQZG4lNSXEj1ING2Yy6KkRZSJedfH4pWZpPWJdz5OqkSmuETVlpIlZxtrxdim7QuYS7RtjlO2SQtpErODTgIr73JgKVR4+vhG7z20bL8aVmWqictu9xcWJdXAha/nfC11k4girRU/SnSkGxh+XlpIVXStNfWR4T/LAGL30ogVnth0WlpQWlS98l3p3GItPLzHkJnemMBLBKwOFLO3U8EW2nl56OkRT7EfLHSUvUk21Z4tVF55efiQYR3Niwk2gpL1ecSvmSShLNFAlaI9ADyp2IcIy1Vn0P4GNoJ2SclYIVJy2b0x2CRl6pf85p1JTQRUiRJwOIXEWy/Ek4baan6DMK38mtCJUjA4kh9eX3O4hgGLLdUFmDxyZaf5tvCx60Ai8+x/GZtL1z5MrD4k9adSDOFCAlYBAQETor/WAYWv9OyCB2EIsjA4qyfqX8vEEAGFr/TMlv0q8Ki9jKweG6YdXFFWwlY/IHWloOxpKVtJWARRpp+dliIkIDFF1rP7BxRKtkKwOJzLeurXYYQIQGLD1k//hskrh8gAYvfbglC8WOQgcWHrPsHfhQIIAOLz7C8NW4qVqkMLD7ZcnTwNweFCAlYfKblePfmmUKEBCyesx7g8cMpIYQByy2VCVj8eotepM/2iQEKsPijFr0XX2WLATKw+AKLGcjtlooBErB4fopFK+/XYun/KsDij1kMCu0uFkEGFjxhLVqEQ8TrRAEWf8hkNSjEmrekASEysHj+LwvE95JsZWDxJy26x5oFpTLKwOIXWlysX0lPS2Rg8aUW096S/grLtkelj6y/eWzXLWKADCyeW2DRhTOuRIyQgcUfsOjR/HqXGCADi2BbJEbIwOK3WTxbbS2drQqw+CyLKds/npI+fwlYfI7FwJEPpfNWBhY8hS16P3+XFn1hwHJLZQMWf8JspPWro6WTVA0svnS22cf5+2npuAIsnltu9i3cT8KgClj8RrN7p9aqNKkqYPGh+Wb3I0OlxpgKWPx+s660LkvkHkIFWHzJGDMMfX1QOq4CFp9tlnfwjUXyv1WAxYdnmi3q3ClXjlWAxeearVHcfK5cWgVY8FvGbORIz80qWwlYfOksM14Mk65qFbBgS9OsXdxd+SAUYPFF08xaOOMkaKuABU9Ms4nrXZW83Qqw+PxBJpXQ+Gf5EbcKWPxxs8nV7eaHpOMKsPj8gSZfio1/lUurAha/z+xbudMK+XNgwHJLZQQWz6/+Uv9R9tutHFUDC7ZwxumR9cNG5agKWDyfN13fxPlmeVg+qgIWXzBJvxZEy5lFipEGWLDdMlFfhD4yeDTA4sPp+gfVHaaohneogAV50U9/Tn+mAEIDLD40V/90tenok0qsCliwvgbrSfhRiuqZigpYfGihviHw2vDjSqgaWHzhfH37oltysdr2qPLLwdF6tvTfpBxVA4sPLdVPXe/wZ4FyWAUsyI5hettB25WjamDxpUv0gO34d75yWAUsnt/aXQ+WLluVo3s1J2OWvvmYNOqAclQFLPilaMgX21NVWjWw+PAyfQ9sx+mnlMMMWG6pzMDi+c2DVL04n/yxV31MCyx4kzFXleqsy8Rs9TENsOAXW1DVxuk4KiukOqYGFs+fmd1O4UXTHotL1DY6YEHfxT8qF0vHkRsUDGqBBa/AjSNVKyz0XZivPqgBFrywx7ZRKuGNwRvVz2o1wIJX4IpeSr/Iq53+OqX20QAL1tfEtspbaz4gU/MIWA0sWNqM75VHWo3bzziuDtUAC5ZoxRCl6dTu1xWaZSo1wIJFmK0Cd7dJmo9eAyxYhLXDla+DpJ9S1cXTAgveF/6tsu2utdUAC9pmjVS+vZJ+TNGMCtQAC/7pUNVj25ajdqqPaYHFc9snqka995l3TH1QAyxo+5vKtvVIzb/UAAsiK2u4qhnfL/ms+iADlls6B2DBM2r7wjED+/f/eeLyo7pQPbCgTq5dMH7s2LF/LssNaw/ogAWVv2nBJBg6fcmOUu0BLbCQadqUof37/zB81gYtrXgjsATfqWPHjpuxeHuRZv8pvS0fylkyc9zYsVMWZJ3UHdEBC57/exdPHNS//4Axi7J1b0wHLKiC9bNHDOjf/9c/M/S2OmBBHV82+RdoO3L2lpDuiBZYUEUb54yEtoOnr8rTheqAhWI3LZoG63ZG8uYC3REdsFAR1syZAGP/Wr5X9850wIIq2Zn6J/rI/tmQrzuiAxbU0QxkO2H28n06Wx2woEq3p2Dbhev170wHLKg9i8b91L//wHHJu3UH9hpOxvC+5ejjHbcg87juiA5YMHRn8h/IdvwS/bLpOmCh0manzoC2UxdsOKU7woDllnYFV56gVVpw82FKbVueSm27JLieNnRHMIXadmkwkzZ0bzBIbZsWXEUbCs/oY7SxGcE06iIEgwdoQ1cHlzuw3UUbmhVcQm2bEtxOG7oxSH/WpAQ304Zuc3DWLAlm0YbucnDWrGXAcknZQY+02itjJqYYlLbhxoBVVuU6qvXUJZRaHEzz4lNP8TCaib7CWM0GnVUCbGZqLjsGrLLqsIM+rNTgLtrQE4a+E2sZ+7AsZejDIsikD8tKxj4saxn6sKxl7MOylrEPy1qGPixrGfuwSLb6PixLGfuwrGXsw7KUsQ/LWsY+LEsZ+7CsZejDspaxD8tarA/LLUUCWEeWTxvcv9ePv81Yre/ixFIDK5SzcOzAPn1/HjV/u6EXndcBKz/r7yE/9Brw68Rlu/Xd0khqYIV3J4+Dtj+NnL3B7FoXgVWwc11axpptB4tMQmQJwAod2JCRvnrznrOkUBFYp7evXrFy/c6TxMmeArBK96xLT8/cdsjsvSsSgHViC7TdmHuaaCsAizu4MSNt9aZ9xNKSgHVqZq93n3vi2Q9+EGFNAlb2pC9fe+KJxHaTxY5nArAK0377tNmLT7fonSKAnQSsU3P6f9T46Zc++k188EMAVsmq4V+8/tJTb367QPgkScDaN7PPO8888fKno8WhDQRglWaO/PL1Rk++3mOu8LiCBKwT//z0SZNnX2g9WDwHGbDckufA4larE3r3X2BklgKs07NVk0I6DFtj4JAKWLvGqAZWdZucqw9VAaswWfUkvd3g5YX6UAFYuSnJojIPhPUhsjCw8lZIoel7rOGCgRXeJIUu3UYABgbWiaViaDDrCIFDCFjhjZLtip3F1qEYWGfSldISmnxWwCqc+kbdBElN16NdlsDa1fMROfTOXvjLwQpY3OKkO+XYx/DsS0tgFfz5plKE1phUlsDK6Hy3HPrgVFSNlsA68vvzcmjdz/CAXytgcRnd68mx9f9A54clsEpmvXurHPs69mPAckteA+uAflZMuzH6x8MSsLgl+nGNXwd1jR0ZWGcN02MHbtRd4jKwMvVZRzvP0j0jx8DanazS0lyrKxsBq2CxKjQ12woYGFhbVKHB9fpn/rIQsM6kqGJXHLBEFgKW2jZliwHBkhCwSpZpSmsJWHNgneqjXKj4wkYzGi2AlfbmLZrY59EUBXNgFU94VhOa0C1sCaxj39+rCb0HzdQyBxb398ta2y9ClsDK6XKrJvQ/aI6gObDCs/+rtW1VbAms07800ITejpIjMmC5JY+BtcZkSkzSFO1lKwKrxGzNih4ZmstWAtYes+U2B2mGrkrACpvNoeu8SNN4Q8AqVNMCIWufOTAQsDZoQ1N3mjfIELDytKHBTRZsQcBar41NP2YeioCVrw1NyTG7KeYFYGVrYxdblNYUWMWDtayAumW6BbC2vaWLvDnhyXxzYHF/P663TehvAawCYxHu2mwBrGUvGWy7WQDrWOc6+tD/5FgAa0kjg21bC2CVjvyPPrTucgYs9+QtsNaYz47/ap06VgBWqUUe31/V95AisPaYT2FtN1vdLBIzjk4wt+2vvooQsHYm67XKtDkEgRUK6kOXm3bOIWDl6ENT95iCEALLaJtl3psGgWUo7bLDpqEIWEv1sSv0o1YlWwOwlj1puFJhA2e/GbAKetc1ie1sCqw975iE1tloCqwVT5jENubMgHXkU5PQhMVmwOIm32MS2pQzA9bxL81sF5gCa80zJqGPFsYJsCy+FT2S+X/zFFj7LJNhTVLdmAjAslxDt6tqDpsArDzLZVd/PKHECsCyXJezQ7oSioC11gCs5OBOE7ZAYJ0yhiYbhqPzArDWGUNX64eYI0Fg5RlDF+tvn7HQQqrG2I1m93oQWEUmb2yr2clgAFZhF7MrNSGhpwmw1hubTEh195sAa8KdprEfmQCrsIN5ERabAGvBfaahTU2AdcCMmFBLTID1T33T0BdNgFXU29Bqw5oYH8Ba93DZkoSWTYX37THb7SWwQoS0uD8rzRcMLMLChO2WyKECsAjpM3sobxIDay8hf+10ufoRsNKN1zVki7GJA4F1xCw0w/j4EQFrlUlo6kFDKALWCTPbzSZogcAy4WDyMv18EB4DK98kNDnNpPWoB9au502vvoSE+mEDsMbdDm8AzTTUAKyCgIVt3TwDsHa8aBHb2QCskq8tQhP2G4CVas6ghIT2BmCFet9iEbvNAKz9L1uEtogLYK2vPpwff1M1WLRLbxrvSonI6nLTXpO9XgKLmHG4rya9DGeWTETWTAktGFjEVas6ykMkMLAGkWLHS505lsBKXmK4e4LAOmYammpoDSFgrTGN3WLoRjJvYSG0GEEIgbXRLDRo/IAhsM6al9Z4C6kD1jJD15FyreqAVdLJMvQ9PbD2GvuDJC3RAyulnlXos3pgHWlqafuXHli/m7eDoB7XA+ukvl9O0Xg9sFbebxV6VygOgHXo+iboMjxbGVQ1u0WAWk8ejUMvwaik/n8Mj9W5VcOD41u0m2FyoN/HzfQHUoPTzJ7icKva/KHfh4DFkdcT+V76kkfA2kAMFRMki8Ayy2ikIpY0UR8BaxfZdoLIDQSsTNPrOjm4T/vGELBM2yxQ2bpQBKzN5qGZ+s8WAqvUPHSxoe8dAmuHeawBhBBYYUPXmKAco60aWJPMuqREzdEC66z1VZ3wmA5YmxtYx47VAWuydRFu57TAyn3M2vZnLbDClk2xhIQ6xVpg7X/KOvY7HbDm3W4dezj2gcU9XVPob7kZ3GIasOEpQD1CmCjZaHuFD3SHCvomtg9ORemW9hoOJLb+UnvgxMyFwd5TDPYH+t0GQA/9XgSsHDItAj+I91sIWHar2ospRxGwTlmmuRXUXZXTfaqNrQhCBKwt5pe14cKGwAqnWIRu1PICAWuvRegK3bcUekq4wjzU0AcEgXXUwnaNDoSo09287WgorRZYI62vvoSECRpgnWxMCL1HC6zVhmdoKg3WAutXUhGKNcDa0pAQ2ksDrNDnJNujGmDtIGAwob0WWFMJgE/IiX1gTQTdhY0HQUPTgKEAEEdcU0sxaga08zQ4iKWZwTWZjRMT2xToD0zmeNWB4wu/bZy4INh7ptZ7/+/Pl0OV21f/TxGwbFe4GyfEQmCFOtmEJgl3eghYaXa2vYWRAwhYtquzrsahCFgHrICVvFnT1YiGNVi0xpKT12p6nBCwzliFLtX2IiFgbbWK3aWtXAisUitmpmtPGgQsS1ttaTXAGke6qhPGq4GVZ32PB3WvBliZZs/mZA3VAGsQKbROWA2sbYRmW0LC92pghYm8SjihBtauh0ihnTXAmmJ5m4m0O+aBxdUtJ76Dh8BDphHjwUXn8g/MjFLB85ojS2Ez6lBwDT8cNqWm6w+gq1Q6MLcdSl+GgDVXHTboPliv/0aVO1j/TxGwbJcwDQhnPQTWftvQr/H1jYA1yTZ2EraFwDplG9oRN8cQsIos7pygNqmJhYCVaxm6Sj2wAg8cTbMKXaIZvYqAddzSVtu/jAaOmvW6Y63QEAsBy9pWU1o1sGYSL7+Ev1TAKmhGDNXcEm617JPCmqQGFrGJl/CAug9rL6l9lZDwmxpYhPtBqDqlKmDtI7WvEhL6qoE1i1xh+TEPrIXgWXHLClhTwXXn8g/MjLibgXrOOAfv+YahTvdNiSKg1AfQhnSgW+KrA3dvQ8BKVjv/Hyj/xoY0VLkj9f8UActuSdxAoDO+QiCw1tqGBvASVwhYFgtKqIUHQkBgbbcPHYTeNx7pvtryuk5WDazAwCq0htsqVasFA2uXZehidRsLAYtbbhmrIRYClumTSqw09cB7BCzOMBBLKW2pxlYCVvptxMsvYY0CrLDp2CdFb6iAdfgRcuwKFbDmkgnQTAWsU2Zjn1SarwLWEHLoY6pO9zyrJ5SiJqmAlXYrMfTB2H9K2AZ8J24JwOL2/PHSF3zGA1Wuf0kcVDkW1MrOzkYdriWTnrj6ysfHoSsrf2mgVumZ92sId5FnBjxR41/PL+K0MQemNm7B73/z6mqP9izUGvHvgv6qMuyFOEpDwCpB2XgP6g6gDenA1KGHeD4bAWup6u/5nq3gObMSVe5E/ftDwCIuYCpoOIqFwFpqH4ophIBlNshdp56oJwcCy25lYiS0cBUG1n7Ly1rTnY7nElq2b5KTM5WeIQysYqubN9jGUj0AxHMJrVtumrtCBCwC3NJV/Vh4LuEOqtIqwNpj9dRfVJ2zCrB+Jocm9FSAVWz9IE+wPaUAa+td5NheCrBC79sUYZ8CrBQyBhM+VoAVfs/Gdr0CrFzzEWCy3o99YCWAheKWAKyXqgLQama1/9xVDpRH50Lu2xfiUg/h+e31Gi0r2f8CeJXjp9eAu84+CkAtGML9UvOlLh/WAVU5TUyLiwFonHMjqAhDb9miNoLfL+AZVRnmQhptxMMa0DpJGboDeEt9IAcBS7UqjahVyH2Wfi8Cls0S3lho3SgIrBSK0O/DArC62YcG0JkEgZVBEfp1kQis8BLr61qVdRcDy3TIlChleQ0hW4Nlb35y8jLl9g0Dq3SxdaxqoQScrWGPdehKpZWHgUVgZvIGTmUrAKvkFZtLtZEycDSN1NWMNFcBVldbWxlY+WbD29X6RwHWDzahjykDR3PJt6QJCSMUYA21Ca0XkoFV9D+b2OExD6x9AEijdsRbwlAdUPsl+KYyauDfc6a2AjWnTp16gN93ZX3Ubs+rAUbDl0EAvPvqj/Xvhrz6sHIK3FH6RV1eG8M9CO5NGLY/nP0FAPcWK0ZQK0Bl1bcvWt0zBwMLrYQX1B3AW+oDGFhZhreCgfWPfi9lCyswkKduYaEOcgQs2450qG7FGFiraWxTpGwNxsk5Kh2R3pmQXoZw/6g8VhSApZ+kaI4WIb2M9f1jclCZ/YOBFbZuYiVn6Zb52k4obbbKVgBWP5vLL6G/DKyTD9qE3npKBtYCO9sfFGC1tQm9q0AGVoZNoynhKxlYYZsmXkLCDhlYG+xI/Lky0r2Xne3OmAfWCgAkckh9WC+Am/Ad3EBQHncsDAO18f7GYAR+/RA8B38uAKAlx5/oy/MjQTu8P/MZfcxboLxwW9kHoP2SEdQ2AFRf1D9CGu3HwOoLt/7SHcBb6gMYWMaZoRhYy/V7EbAo7t0CgRwMrEya0B8EYBGGzytahoG1mSa0Z1gEVojUxJJXghGAdZIQmix9F4n5sLIJoXLKLgFYoWXWoYvlMXFCPqxDBFu5y0sAVgmh5ZZ8ULHFwFpnd6kmbJKBZTrLTq335bmEJx6wi90sA2uOXWhAnvxcYD4lSKVVMrBGJlgMx5fUSJ78XGw1yl/WfBlYK+2Q+d/Yn/w8A1SVNiVgNQXv4deNAOChjyJnTlYA0/LR93BPcA38mQaAcI5zN4tjFAq36GPagKcF6+JrwPsaYB0GQNVE+gbS6BgG1s9wa7zuAN5SH8DA0o+NFIFluFNEwPqVBhd/YGDl0oQGdmNgWawOrdUADKxDVLYbpQR++0gUShcbQ2LGUZPJfLIkuInAKrXu9FbuNcWMoyQKSSWQMo6aD6IXJDUIxYyjhPvH5JR82RYBK0QcpYD0spytYZldaMJCGVjt7EIby9kaTtm12xJWysD63oZBCc9wErD22fSLJSSMlYFl1zWX0LBEAlYxYXCpoAmxD6zhoKa0qQCrFX49ISJJ5EwGABUqVbrksitq3gY/UQQsYZTRVgDkr0ZdTBvQWDzQCDyhAVYBAMpaw3x7SKPDGFjoHnCY7gDeUh/AwDIMjxaAZUjvi4D1Fw0tOhYjYBXR9HcFZmFg2Q7vwjqKgBWmuSsNjJOAxa0kXNfJ4jLtIrAKSY0WES1SimQShYLiBEApRTKhO19+WCkC6wzhXnOxOK5OBBZnNqVRUlpIskXAmmB3+SVMlYAVes4u9JGQBKy1VlPyZM2QgdXDLvQVXgLWDvLjuQRMCxFY5BFYUPXyJWDtt2Xbz3J6md/sQuufjX1gjQPVpE09sE5qgTVHe78FgSU8iV4IgNza0cUowGqta2Ed1wR+DGm0GwNrHNwaqTsglFN1wDGw1lORZSMe6T6AJrQXBtYGKtvFeODoLzShXcNSTvc86+EKUEKjU8rpTnqomCwMc5VzumcRQpcLuJCAVURx9ybldN9NCF0pdGNJOd3zCXBL3izZQmAVkMc0QT1WLAFrml1oAhqLIgCLPFoL6smQBKxdthBCg2sEYH1kF9qwSAJWli0y0SN0AVi2zcF7TknAOmE95VLUr3zsA2sWAFL73gZY6QCop8PIwFoEwBxppy5GAdZz4E8NsHYAsFmJQ2vabsPAmqa9JcQH8NY0/S2hE2AV6BeHN9VfGFhzqSh0CgGrkMp2NAbWP1S2++VFKHaQKLQc17y8CAWJQkK7SQZWMemmUGi5yYtQkJpjS4QhVhKwONJNoTClUl6EgjBiIjn5uGgLgTXW7vJLQKcaBlbItvvo/1B5MbDSbG1RV6kALFtaNEWlxcDaZgshNIhYAFZru9D70IeGgbXLrlcqYRAvAcvuIWVCQ/RhxTqwNgIgZW6yAdYhANQzAGVg7QXgM2mnLkYGVslVVxdqgAWrSTW8GjWksjCw5sCtaboDeEt9wDGw+BE0tBiEgbWPiiwb8eTnYTSh32FgHaGyTZeBxZGe/gkP1GRgESmUjho4yqo5x0lNN5wQQlk1hzAMIhknVFdWzSkm9NEHcdeUDCwi3JaHBdujfNgWQi+gb1oMrIV2oQn4KxUDy26sVMJrqMIwsPbZNbDq4EdKGFi2bHsRlRYDa4ct2/CtBAYWeTh8Ak7JJwKrwG6kRMKfyDbWgVVSEWSKmw+CB/GrEVhXoRfufnCxaultGVj8Y6CC9CxIFyMD61cwVjFCmqaZaN0W0igdA2sW3FqsO4C31AecA4vqnvArIR/WDzSxQQwsmuGggaSQfXoZSX8ry3wVkp4UpqDndMoyXydJFEKfh2qZL8J4hWScBVoBVpjUk4ZvS5Vlvk4R7vTwCaYs80WCm9AcQ8Cy7Ua/Bc++xMB61y72HXxbioC1167Jcitu+WNgDbSzFWbaI2CduMMmtA7+rDCwetvZ/hff8yBgFdje5eFhPBhYk+1C38SVEOvA4h8Hv4lbtUECfm0EWuDXk+Izt4kA5PC7OX4mAHej8yk8YRT8GQRAfKiztRKojVNZwaaaNqYNqDoK1dKC6t+ojaA6gjdVZUAPA1MwsCbAra26A3hLfcA5sMK9aHARwsCiGeMZmImBFaIZiRU4hYFFMecnEJigWpeQ2BZCY0JV6xJaZWJAWlyqXZdwPSEW9fGo1iUsJDTdcMtNtS4hqScNPTdRrUuYl2odmlrEC8Bqb3f94VMKA+uo3fCHe4TMPAhYv9jZ/iScYhBYHHkGX0LCk8LzBAQs2wcEfYTPCQIrbNc3d5twa46A9Zed7Zc4FAPLbmjXPUJLIuaB9YN0E5dfCVRBpx93N3gMQwUCC9+Ebb0AXHFXLUij3uVAxVe6tLnzXvSWxyi9UNOrg4pPd+z2YgNOF9MGvtsH237X6I4VvMaI558C6mwLv6P7PekpYeMzugN4S33AObD4FTS4OIOBFbKfeRgITBYyjqbS2B7FwAoTEwOKGqVeSJVEoeBZ7UKq2wixO7XAChNuNtEdmXohVRJaUL+7eiFVwiCvNE67kOoRAou3YdujYcscdKJeEGiBgGXb5T5V+LcIWHZj5xOFHl0ErPU2obeKU9cQsOxmz7ysrEu41q60vwu2CFif2YQ+KjzZRcA6Ytd0FCsh5oF1oMINqN9g7DVVYNGqXjO2wSXwtRqaOAOBVf461MYa9u8qDXCfRea711es+cJE+JmOvKkyjLpJ7Lw69EXDajUbfn1YG4OAVe+1qypc311an0U2yqt6qXoq/yLIpYEYWD0SEzvgXQe3haQD+Hf5AF8mYIX7UeDirJDTfRVF6BQBWCU0Q1KPCTndaW5Lx2hWfiaN89yqBRZHaDctDmlXfi6xyHaFtF+38vNRa7QgCqmBxW2yDEUDWDUrPxPGmaUUY2Bts7n87hInzyNg2fUfBcT/CoF1yuaybiBmSUTAImbBShB7mngMrFKbwQf1xFyOCFg2s54T3hMnVUJgcTYzA+8QxzJBb0IuAAAgAElEQVQiYM2wse0sljbmgcW3AMnmB7hQmAudU7J35SmhTiOlHFyCjkEufYzSy5Q2T0zEXYOjExOT8sUDqAjyAaQyAIunSJeQFBaAxVGMM/1bXDVnHQWFCsVlviwW41FrqnapeoskoUipIe1S9WGTpSsUCmmXqi+0nkuToV+q/pA1sY7qlqonQHOlfql6Qk9aLgbWVPLld8ts0QgB61ly7CvS9yUE1lJy6K1SGRGwbLrnO0rvBQJrAzm0jnSFIWDZjH94VkrYDYG1mxyaID2FQsCy6Z5/TZrPEvvAyq36pn1Q2WQJrEcu02Yo/xaCaR0EVkZi4uuoZ2wr/D1xjHgAfZdKB7DKAix+mi0tekrrEh6xH+W5XFqXcIxtaDdpXcLj5kuCqZWsBRZnmjBd0CEtsPiw9cO3TB2w+LPWxDqtAxZ/0JJYWTpg8WFrYp3WAYswbCMNA8tmGuEvkg8EVpj8MO8xefIlBNZosu1U+RSDwCJ3Yb0jVygElk3zZpQUioBFTkHzgPzMCgIrSLaVE54gYL1BDH1Snv8Z+8Di+1U2TnNxR1bAWgHGaXfsbJqY2Cu45tT7iYn4sQe6FUz8VjzQ5jQvH8Bah4C1jtdrAarchfq9ErCKbGf+jZBXfrZNJRrYJQHrjOVCX5J+k1d+tp8BvVULLBKxNuqAxYcs21jBYh2w+ELLZH7b9cDiD1s9/wuW6IBFaGNl64FFmOCdj4DVkXj9fSPbQGAdJ4Y2UL7ZILD6EmOHyKEQWByxK/8V5Y1DYJETKvSTQxGwiKMP6imjEyGwJhJtO8p3PwhYxGk5DyuP7uMAWCX/94jFCrznKgtgnb3lLf2u5c0S2wenv5XYWGjl7m8CgTVbPJDYpLN8gD+4JjPlMwSstqmZa5Rsytnz5o65DVXunWPnztMk0JSXqj9k18BJlYFlm4G9S0heqn6P5YqHolKUper/tAntUKQDFs9ZZhVepgcWoYFzSA8svthqxEK6AVj8caue90N6YPGc1U1smgFY8OK1iN2NgGW1AhdWF+V8hcA6QAq9f5vyHyGwiDdOg5RQCKwCUuj/VAuZQWARB0D0Vr/nVJ6UkvDeTCUWAouY67S9UgkIWKRnjw/vUmzjAFj86fsGuFIOgyyA1fZZY474gyN6B8d/PET6OlzR+u2xYfHAJ82bKQcmobYXAlaiPGsH6St1BW9QG8vA4rPJd3pJxxVghcjr4QQmykvVw/YeeSmKpJMKsMI206VH8XpgEVoiJXpg8ZxV8pZsA7D4Uqv2WKkBWHyexcCp7QZg8XyuBYaKDcDij1g03dYjYJFSVn2n+n6FwDpFCH1E3XMAgdWHEKtOVguBVUoY3/mm+jsRAovQP3+LOmm3TQvrPvUHCoFFGizxtaoSELAIN7BPqddbigdg8Udf92Yh1ZY4yYxeRU0Na3khebtUPdJmIrFG8Aqw+BJyx/seFbD4DCKxxvAKsPiSoUTbbBNg8YctGjj5BmDx/D5zBmQZgWVJt9NGYFm1x9aaAIs/Yl7cE0Zg8afNu9IyELCsb7Lq/K72gMDirEdXPq+5OIl9WLdr1hJAfVjWAys+V+d+Jvdh3apZ3QkByzrf8dO56lhiH1adQeorFgGriWVskyNq27gAlld6FtxFT0LvgcVv72wNi6QDamDxJYRFnQOjeTWw+FWEOYXtDqqBxZeS2li/8WbA4vPNV8c6bQIsCwasMQEWfAumaDlmAiw+bHqrl2EGLP6MaXEPmQCLLzFt5i1HwFphdfnVW6CxQE8JLRcjbK0tHQRWplXow9o+UQQsi0XkE+r+oj2pIbCyrWwbpGtCEbA6W8W+e0ITC4F11KqRd682TyXxKWEnDV0ZsKzV+Hr4Zq99lDY8AsDiD1iPeEcLA6qAxXOzLEO7ntICi8+2TpY8n9cAiw//bdke63TMHFh8yBQXZ82AxZeazYReZwos/oxZqpcTZsCCn45J7oaVpsAyL+5hM2CZ30GmIWCVWmRz/59u3UoELIuVwG4fofu2hMAKWSTve++4NhQBy6IH6RH9+4DA4iwSKb+lW9UaAWuReWjdH7RLneGBoxbrLL6Uqw1FwEo1D73zT20oA5ZrigSw+AKrYQi/oNNFDSyeX9vVPDRJWoRC0UmrO8hhqKdBDSye39DdPLQdCjIFFrzPMs6RSeVMgcXzB42TELebA4vndhpvIQvNgcUXGUm4wRxYPH/M2Ol12hxYfF6GIXQdnpoz2Ozyu7W/vvcTASvPdHzli9v0/wuNdB9slmbv7rH6GwEErJOmSxe2PaG3RSPdTVNL3DlKb4uAFXraLPaFTL2t5dQcYyUgYJnbvrFDb8uA5ZYiAiyIIdP5f4PxA0ctsPg8U7q1x5g4pBt/sNT0GeRw3BzXAos/PdaUVxgTFsDiS7frmyKbDE8JJZVs1scetwAWz5/Vj95aYXxKKOmQHkP7rIDFh/TFXRy2ABYf3qNvu+3FwCowGa/0hoFBwuRnky6k+0YY3zACVsGTxthPDxhC8eTn4cbQZ1YY3wECVslLxtgP9xhC8eTndOON3l2DjaVFwAo3N9q+bqwEPJdwmdG2wSRjjwwDlluKELD4ovkGtiRNEc4XHbB4frtx6cHvhFkWh/RkyZtu6MlqN0d4kqMDFrwcfjTY9hS+Cq2ABdGiHbSQWmAJLFgWbd+QYeCoWke1XU4HrYHFh3Zp2LI0ZAkseLupLe5O47AGWcVbNe28ZSEhH9YO/YP6FxeZdIgKCfyUBAhC++mu744aQ4X0Mjv095pvmp12GFicfgL2Y3+Y1SJOL7NPvzbza+kmoUI+rNE6tNzR/YhJLE4vc1w/vOqlFJNQIR+W/lHlvQPNPhwGLLcUKWDxfGGqdiLyIHGmlxFYEFmjNBzqukDswjQAC8JmztcaCv4mPU02AIvnto3UDN/qPFecPmINLMiAzUovecpRngAs2IrbqEBgRREJWDx3ZI3SHNqqn5qjVWiPMg8x9aR+pLtW+f/P3pvHVXWdi9+7adMm+dzb9vYOafvrfW9vmmNsprZpOsQ0bW560zY3bW9z0BhjHGKMNmpMdAMiDuCExinO4og4zwPihHAAESccQBAVB1REQFQURBDOOftdzxr2Xntcy1ySJoXnD93nrOc87LP32t+z1rOe9TzFxikcC3kACyHrrDGNzb7JUiRf6c49fe3fy3Zcv6E53df+lNP97WwnXLGMo6UdOdWn1eOOqiSBX3juE5xul41BR12ScbScDzV/8gPbDA8LTZG8i5/D/mayE65YxtFrfTnVH/bZ63gRaIrkzXzExG8X33RSbQNWi8lnBywkl3fNJo7yqMlbDVMOwEIP3uGVE0ii95GLD7FtaU7AQtObcykzCYiiZ+wyuqEdWEjqj6z+iJgdseiAHgHrBSzEi4pCPC3LKjLnw3KS5vICzLc95yzpZRzkzsUjGC4HocqOF7CQ1JzaD3zLLIRz9gIWnMJxPCTLvRS27iW0SujaCby+mXmiQTPKfO3p9yP88HWIXOeMIM0o8zWD7Ch8ouOUPLeVaVqEIpT5Ljb72MtR2+64qLKqOZfHkSHOs90XXXBRZUUowhn9cHxFu9+qW+pcVFnVnJuL/oR3YT/dafwBt7NlZb4ODyZ4+83765wRpANLq5lOzXaeXuRmtg1YLSWfKbBA6srKyipMP5qOwAJpqES6pgB6R2CBBGuQarWpuzgCSzd7i3/HG1ggzXW19WSm6Q0skMba2jv4TATAQhK6XVtLBo8CYCEJ1tXWkS/oDSz8l9Ep4ANvYIHcra2tZ2YZn4KXTxSed3tOQYzKz9rNc4XFl7zCaIxS9cHSwsJSe/SyIVyp+poThSeve6hypeqDFwsLz3mZ5UrV3y4tLKryOlujVH34cmHhGTe0gnCl6m+fEphtA1ZLSUUg64CsBAI5sqr7AtnHZOXo0VxZszmBgPTZZgay5c9W3myW/AXb/+mYRfdhn6xqdiDzHsxK34c992A2M7BX3qz8BbuHzrj3nnrNnk/D7J5AqemxawPWJ5Xzgc+BHP5bn0CbtMmnLEWmx64NWJ9UKgN7CmQlENgvq3ogkHlRVvYH8mXNHgoEpM82K7BXVvXwPZjNDuTIqh4LyH+zPYFs6VMIBI58OmbzZFX3BjKlzWYGDsqq7r8ns9Kd8eA9mM0K5Mqq5t1Dr9kbMDvj2oD1SeVT8mFdMtwGQsl382GBVB9IyzysOzNcfVgg9Uezdu0r1V+6+rA08Kbk7sw6qnuCnHxYjRWn8ksu1tred/JhXT914FBh2V3r204+rLtlBbn5p+3eGScf1o2SgwePl9m9Mw4+rObKM/mnSm/a3ChOPqzaS0WFJRVOZm0+9ubyotyjxVdtZjkfli51l8Fsg+19w4elS7CiOPdIcaUtWwnnw9KlvvzE8ZJy+z5Yw4dlmK0q3nfkRIVtVbHMoTPeuVJcUHLZ7gs0fFi6hK+e3J9XVG67lZwPyzB78Uhuwdka2/ttPqyWks8zsK4u70tXov9rSiV+xxVYt1NiXiSqz35IH1FXYBVN7UyqrbT/83wCJCuwmgtWj6OhDyPn5Zq9z1ZgVWwc2QXnsvB3HDjvqOlhsQIrmDd3AFH1dx+Rat4/YgVW9ZZRXYlqxIA5eeaHxQKs0MkNE+nOo2GzMs3QsQLrVs4CupMgcvzqQqtZ02fDJUmDOpJT6Dp0nXmAYAVWXe4itk8qYU2+mdwWYIVPJaudiNku0avM0LEC686BJSxmZUzyETMLrcA6u3wINds5cpm5Q1mB1ZC3jMUxj15+yMxCK7DK1w3tTMy+PjjphIncVmA15kzvQ2/v22PTzKH5bcBqKfncAiu0+x0+E/hT86CzuACrZIQpu3dP/IQ4A+v20v/hVX++Cd40A6t+lzksPyqZ30lnBlbRBPpMU+m9iVtXMgOrfuNfTaoRY09whszAKpncyaTbay2/ZG8C1t09401nG5lYwqmagXV5hTmN2IgdZrMcsJrTBpnOwD/0IPe0moFVucackGP4Fn4N1gSsYGaU2WzkXm6cZQbWtQ3mXfOxG/iBqQlY4b1DzWY/zOR+OszAqtlgDmGOWcNz2gSscF5chMls/51NRqsZWDdXvG1SfX0qz/g2YLWUfF6BlW3bgToo6AKsc+9Zaxz8Cp5ZJ2DdmW3bAJegmYEVyhqqWiVyuTE15IFVNdFvk1679AebB1Y46x277igjaowH1vWP7Ko9dhq84IF1OM52tuo84wnkgeW052lYVogza3zu6AD7KUQaJOSBVb/KvrF8aJrBCx5YJwbbzQ403NE8sBo3RNnMDkk1eMEDq2SI3Ww/4+7zwGraak/yEb3JmB/zwLowwm62t7FLiAdWcOtbNtWImUavaQNWS8nnE1hnnXKXjHME1u0xDsnFn692BFaqU4LIRSZgXbNvCwIZoYdmc8DK6GLv0Eji2WyAA1bNaEfVLnrWFg5Ye+19H2TENaZgAKs+yfFsh+ih2Ryw8p23f0/nzDJgNc6CP/ia9Qw6rWRmOWAVO1eJnFzJFLg4rEUR9q+FHuzFjG4csM6NczQ7Xs+Kx8VhLXc2O4fRjQPWpQmOZseW6hffiMPa3MnJrH8Km0NywKqIclR9W4+8bwNWS8nnEVjNs59wAIvvsSMOwMp+wUnVN8gBWFf7OKo+wSfwu+CasmYb1dCBFZrn2EmRvFtKNAxgXeztpptIGaADK7zMTbUnG+HowKp2zduzgjLAKFW/2011xHndLAXWdZgN2nAFMpYORQxg7XXL2zPsJNXQgVU71MkkyHA6MzWAddgt2VkMy6ClA6s+zs1sFJ2ZGsAqdMusHX2QfR8GrCaH0TORgXRcbACryPknxq+nGG/FwAoft77+v6Ut/RwC64pbNd13bMBqjndJttbutA1Ye59zMfuBAawzHqnitxAVBqzQNLcO7fe/ReqL6MA628Nddwa5fwxY4fnuqixtAgNWhUvKHJAlZKqnA2uzu2pMCTNLgFXdz/0UYojnWwdWmrvZaHr5GbBqBrmbHUSIpQPLFYNoek7BzoB122E6yORDQiwdWIc9zObQv0yB1RjvbrZ3BVbRgXXkDXfdlUSllQLr3ORu3+P/bOmUbv+uCHZ/COTzB6wjbmDxPVZtAVale6Hw8VZgLXQt5tn+JgNWuWfFDJJvkgHLdXwF8jZeAmTAqujppbuQfGsKrOVeqt2I958C66Zn6aDVWJUBK+ClOrScmsXAqnvf6xRG4aEbA5ZnoaNoQhQKrIZIL7PD8fSNAcszYX8Uua0UWE3DvcxG4REhA9ZJjxy1aiSZvlFghRKch5hE3sMLxwxYp509A1RSsE4rBVZe3AsK/2ePxP1aEQBrxSNfR1/+G4+s0A/M7Z8EWKFbnmognxxYmxyng0R2mIF13nk6iOVVM7CCce6qvu0UWHec/SZ6l8beYQqs3V6dFA0Z4AGkwLrrMbQAwfU+KbD2ObpjjCcFr0ESYAWdvW267AFVCqxT3iU7xtwmZgFY4bHeZwt1KxmwLngRQFVH4ueaAmuqt9k5oEOBVWFf9uAlBv8aUGB5/m74/VNAhwLruktqSGYWI4UCa6W32TgYFlNg3XSd7mOJwHWiWymwcBVA0+sMEbDQHP8B5aE7pgNeELDCJ5ITYkZMC9hi/qwNCFjhE/OGR0bG2HWDZzJSc07ryyIIWLnz46PHzM1q4rXCef2X207QBKzFHlVTfNNMwCp2yedLhk13eWA1DfRQ9U2mwFrl2aFVNd7I1lD1pneP9idpOrCSBKpdYYZBgFXTXaCLn2sCrB2Csx0CrhYCrPp4ge5yYhaAtUtwBhEQjEGAddcb8Ko6n/QaAFauwKwfvj4BVnCywOx0mO4SYB31BrzfDwYJsMIzBWYnwuCRAKuko8BsiqYDy9XXReVdmO62WmDlWIC1Xwws7VGlneWAk6rA4WRVHTcF3bCESnNTo7UhK3CGrYxbdU+S1ZfozdR9eimQrqqjJqNf4FGG5pVJjyvKKNsp8MDyrhE8kgfWaccUvbpc4YAV7O+pqhJgnRF0aDLNIsBKED1/EecZsC44LzZxArVrCbCmC81CyU8MrGrv0Q0SqNNMgLVB+M1OaxRYNd1EpzAwxIC1XWj2mEaBVd9LZPbduwxYWUKzuRoFVpOHu41Ij3oGrANCszDUxcAKqSKzXa4zYB0SqfoB223AoiIDrOeUDpYDTqoC6Jd6V1g7iSYN403bNcLJ1oaswCZyZ226RgnUEcQfcjKQHnsS/QajR2UiGWOVz3/lPrgPE22nwAFrk9f4yueL5YB10dXVRaSUA9YQb9V+BFgzhD06soICq1jYS/0JDFjjxLrFFFgXROMFv3+YRoG1XHi2ajEFVrU9oskqk8MUWIvEZ5tJgXXLu+IkyLggBdZqsdkUCqxG99oiTOIaKbBSxWZXUWA1iUaZqhp7mwIrW2x2AQVW+EOhaqeqNmDpIgOs55XnLQecVAXWqeNgRg4syuBbjqnWhqxAohq5DDqMVXeMcdcTMJ82BNKxDyU8R1VhfXvms+gW/CfcB77CJREDWPu96vMiGWsA65ZD8nGTlBvAmitQ/QADq0TYofEQCwNL4OcBibhEgHVRDCGAGwaWwM+D5SQB1jVvrxSWWRRY6yW+WTEBVp2nA5nIwDABlniApaqHCbAaPZZJmbwbJMDKlDCbQ4AV7CM2272R5nSXMLuLAkvgdAR54xYB1kGxKiyrtAGLyv8ZWJUIWLgm0TmVAopKGE0GLQ0ArFHwcpJVN1pNutB4dRf+JYepTf3cQDoZaqF+kob+e1H5ctfC/XAf+Eq/RHRgXfSe5Pl8C3RghXoLVB8zfFgB1/VBKmMwsJZJ9OiYBgysagkIod9gDKwFEqodr2Ng1b0uoTuLAEuGFupVDKwmj7qQuiQRYG2VOAN/EQZWSDxkUdU5BFiZMmYPEmA5h3aaZTIBlng6hiSLAEuwRIFlTBgD66RLFJpJNhNgSYyf/d2bWjewmmc894/te5O9szqwgkt//52HvtNRD5e+PfWlf/63V3ABAU9glSBg4dCuZvjJvmY0VKKXloZMBKys8+jVTIturUpKK+2Duw6OntI5gXQSj3haVdPRf2P6ogH8IbgPq2ynwIDV3FEAFl+2Dqz5ItX/0lcJK91rCVNJBmA1ey9NUTmKgbVF5kF5JwzACgudNyBbMbAyZFS7kyIU48XnCoEYAKx8GdUhjRhYrrGdvCzAwJIZkaqRtRhYMo+1/2MMrMsyZhGKAVgeoXCGjMXAui5l9gIG1kIZs0MwsOqFDkqQQ60aWHUvfOn7X1GUb2OaMGBVPvf/dtXfXf7gfZH4ZXj2w38c1ucx5SEhsPYgYJ3FR7Dkw2UZ24teWhoCCFhnAVhzLbqXVbKPNwTuh6XooAQBaxljmL7nKw/uwxbbKTBgTRKBpd11Bqyi9iLd9xmwwm6lhA05DMCSev7UVRhYo2R6qf8CAOuclOpYDKzJUronAFhyz98sDKx1YkUkYLa6TrQ6hmUABlaqlNk8AFaTxETT7387DMDyjBjTZQ8upOoZ38akSzMAyzNiTJedGFgO+yjtElEHwNovo+qf36qB9crYOu3O2C8pzwMQKLAaf34fDlfec7+iov/CfR7IRP81f9ge3vQE1lYELBKOOBfdsENGw0b00tKQgYBVBsCab9E9EUXDHGah91PR/1UIWOqqO+jEJqkL9LkjBpa53DcIBdZxIYT+xCLdg38SQmg5A9YGoerTdwFYHjHbnEwAYIW7SnXTNADWdinVHhhYEh4ZP8xFELCOSp3tkCAASxQlQGQbAOuY1BlE1AKw3KrYmmU9AOuMlFl/JQDLeXekVZYCsK7ImT0HwFojZXYeAKtWzuwxAFaylGpkqwbWEnwwSFFgcZcCa7biJ+1vK19Gw6LFShR+deR38K8nsNYjYJG9UUvQDeOiPWEVytKQjoB1FYC1yKLbxHbNTkPvAznDyRDWMDytdpE6wwjZwsDKtZ0CAVbwNSFZZjBgeQc/gLS7TIF1W7CYiKQv3poj48JCU5wmBKwquR69CIAlCGxkAqXq62VcJ37/dACWlAtLVSsRsELC+AcsiwBYUnNdv78YgCVezAOZBcCSmuuimRMAS8aFpaoTAVgH5MxmArBkXFiqGg/AKpIzmwLAklh9QdI53JqBRdKjXVGURE0H1k+UBNKeryjjtfCjCtmQ0YA3oHoCayUCFslQB2GTO4yG+eilpWE3AtZNAFaSRZdJGHXiBDygOgjAgviHadyaAAbWIdunCLBEI6FHfe1KKbDqRM55n68L2/w8Vajq24qBJQ5qwFKNgCUR1AAyEYAl5b3x+0sQsC7KqY4EYK2UO9tTCFg35VSnALAkghpAchCw7sqZHQPAWiNndgcAy2M3JyexACyJoAaQdQAs55wSVokMImBJBDWAJAGwxEENWGpaM7Do0bcVCMkhwKpXlGTybvB+5S3tlKJUcJ/xBFYSAhbJiwZzwI1GAwyWzA1n0hCwrgOwki26TKCNuLYuEWAhmWqcCgaWPRMwBlbTi0Kw9GDpZURhCkg2UGDd/IlQ9dkGDKyPXPqwRcoQsKQWp/z+OACWlBfb789HwJLkYCQAa6Hc2eYjYFXIqY4DYM2QO4WdCFi35MwOA2BJcnADAlaTnNnIEAKWJAeTAVjimDEsdQhY2+TMzgZgeW/L0aW8DVjaM8pMjQHrkqLMoW/7lI5amqKc4T7jCaxEBCyClG3ofm02GiBziakhPAtGWBUYWBZdJqvpJg8Alh5OM1zPBewFrE1iCOVQYDUIl/18HRopsCTYNonkw5KbiqgXEbAkpyIjAFgeuQR4OYqAJTkVGQzAWiB3tkcRsK7IqY4BYH0sdwrbEbAkB25DAVgyoR1I1iJgSQ7c1CAC1io5s4sBWHIDN7UWAStFzuxMAJbUGrDfX9YGLO1hBfY9EGA13qdE07d/pHygpSvKNu4zdmDlJ1I5ps1GwCK5XGFItN34FIyhL2BdQNe4xMRdKgDrAgaWRZfK5Uh1Bt06eDGQHn98OYmwnse87l7AEnuwOmsUWJvQ9NBTHvVBsBcAK/QbodmnrxFgTZHr0VcQsORc0/6xAKyRcronELAkXdNDAVgOyUOdpBAB65qc6gQA1hy5U8hAwKqXMzsSgLVUzmwKAlZYIiAWSVQYAWujnNkVACw5j5vagICVJmd2PgDrPTndq60WWNkMWFXKE9wqYTvl91Thm8pmrUxRBnKfsQMrkd2fk3iERfIh5agkZIoKYKqE150VDcAqwcCy6BIJTlOnsFSYGThw9DrxZF+kb3oAq1gIlnbg/MLAcspGapYXYd8QAGu/UNU3VSPAmi/Xo+sQsM7L9dJZACyZ4HX/a/5yBKxqObNAltvi3YFYLiBgSY5ZZgOwVsidwhEErLDcmGUSAEvSl58NPiyHlM8OMhp8WJK+/G0ArIlSZmPA6S4TvI5kLQBLbsYfcbfVAmsbA9bQL2GnNwXWQEUheceKlUfRGOc3yv1chv7nlOfMB3Vsb1lss7YQAYsEWMKe08PGp2AxvJDTHRo1FIA1Ae788LFmXSzh1aqePfbKHJor6BD8YLIsvR7AmiwEy2BQBWDVtBeNsHx4fAnAGis0+2tALABro1SPHg5hDfUyge5+/0YAliBPCZXXmxGwQh554DhJBmBlS52tWg9hDXL+5jUArIDUGfgrYJVwkpTZJACWJALOALBmSZmdA8CSdPodA2AtljI7GYAlufiRA8AS7lbH0qf1hjWsVpS18H/qP5EtLgFFgfwIN/5FeRWvHva4H/a7n/qa8gOc5gpnF/+B4iMfZgd6EM8yskpIGALpSkqNvwQjjjxOF/VPcLobwuli2W3wSls7h4Wkw1Aglb7rAay/iMDyC7wAAMDaLoTQe9gsAOtVoS4eJwKw8qR69FwcOCoVWejPB2DJOehVHIcl93OdA8A6L3W2Y3Dg6CIp3VwA1gWpwIpuYQCWKBkPkd0ArGtSX6zTXQCWR2pUTlIAWA1SYa7+m6Yzm2EAACAASURBVAAsuTC71QCsoFSYq78cgCXnoJ/QeoG1AH2TH76b8JcnaGLxZEXBoQs7H1J+d7C5YtC3duK3N3xL+erLMSNe/QWaNtZ9TXkQz9T0A15SELBILCcaYkRy6bI2qKqpIcsCrEhLaq1sdapR4W3GHJbAD54slvraHVh1oqDRduRUAFgJIgb9jISPIWDViXYRknEbBpZc7PhuDCwpV0/nRgCWXOx4EgaW1IQsogaAJbeRaDUGljhdC0glACssyseFZQKOdD8kZbYUb835q9io3z8cb80pkjJ7Am/NkVrR+BBvzZEj/CEc6e6RHdmQ3mEA1gUZVX9q6wVW4vDcP3/vq98bQsCz+JEHFOUbPwAGnOv7H/d/55fjWMGWyg87fP3hDvFV2tLvPoi+/EPfXaofmA3mImCRvNPzVHU6Prh2ATKZHUT3z9IAW3NWYh+WRVcDDxjHK22SPsKCLYmsDok7sI6IwEKzaAGweojYls6+WeExkdkXuUKqUl73KxhYR2R66Viy+dmhVJRdTmBglcioDiWbn6W87oUYWNUyqhPI5mep3XkZGFh14qQ1qhofwsBaLGM2BQPrrkwAQmwTBtYGGbMrMbBCMr6x6NsYWFLxXfPJ5mcZr3tEVesFVotLKQIWjvUMxtCUMSmqOhWNnmDZ2tyAszUkQLaGJRZdRAf6P5XFzIelFahqHIsddQeWKKihMy0mDMD6b4Hux9QsApZo9vhUMVHFwJIZiEwh6WWCMqvZuQRY6RKq74UxsMIyU82dBFiFEmeLLjxOLyMTE5tGgHVcYk7YtZ6kl5GJBdtMsjWUSnyx12+QbA0rJMyuItkarko4EyPKSbaGTRJmF5H0Mrc6S5xuCQGWTGjFiFacXqbFBfJh4WW8QvS7BcwphTu3VSP9kW8gwFLB3TvFqrtfVUdOYrIe3Y85gXQ8eIG8tPpmHHdgLfYGy8s1VBWA9Qtv3fdZZVAErHXequ1ZsD4GVr1EFpY8mg9rrbiX9gkSYDW+LdZNpfmwJDYedm8gwAq5VvgyZCfNh3VMrBpTS4AVlkgFtYgm8DstNhtVTRP4SYwzp9MEfpfEZiMv0wR+ovTEfpzOFQNLIoshTAVwPqxZYrNDaQK/6xJwO9gGrJaTqsB6VR1/W6sbpaoH4A2YCqoL0EH5EHMDdL35qgoBLZEW3YOm244mnaHVgfSE0rDWsFJVl+mbn3fBfUiznQIC1iJPsHTQi34DsH7pqdtN37qIgLXRG1irmSrJOLpT2KHHhyiwbot9PWks4+gm4RbB3ncpsJrEvh7YX4AzjooXCYbXU2CFxNufUzSacXSf8AwgOzBJkSxe0FutUWAdF5rtdJmlSBYv6CVpFFjnhUOsiBKWInm10CzklsTAqhAnjclnKZLFUfxquA1YLSdVgT1ofhc9c7gaSfzaV+GXCGcLzTc3QNfbxYJvll7mdC3ZL6Euz1nYmjNiUpQalUpGPGd2bE9+HO7DU0u376g1nQIC1hovrrxQqqsCsH7vpdvFWFVAwMr05FWirkqAJaypAGk5aU73naJeGhViwGoaKNKFkngkp7swW0k/CMzFwAoLJ3rAFJLT/awoGjOuXqPACg8TncIGjQHrsmjQMvymxopQCMdCyRoDVrUowisGVlVIEYr5ol8DgBAB1i3vojloOAjJSUgRCqHPbaLGgFUncg9EwKpYG7BaSqoCR69tmjA0JmEtu6IF40ZQyFgayJSQykxO17JbLUnDW3NWfBw7bHIKy+MQx98Lc4VTBKx9Hlx5sdRQBWC956Hbk1sFRcC65KH6GFe+h1bNOS14rvEaBAFW2LXcMJHXIX0hrZpzWrBQiPet0zJfkwSdH+cdI1VzKgXP9SwY2dIyX6Igs+PELNysKkHuHBVWWWiZL9GY9BDpNQCsGkHuqn4Q60vLfImSJOMFaAKs+r7eZt+BoB9a5uuwwCx2EBBg3RX8yHS/rulVc0Q/MjBbaQNWi8nno5DqLfewhterOVUA1jx3CA2+y+kiYIWfd1V9ms/LxQqpej+AE3HdDVqX8Jr3tlccXcIKqXpvIfkrHm9SYNV7VjH1r8OnSQupek8K43CqDQqs5mmeupupWXyp93pOs7rh/aUUWKG5nmbJIjOtS3jUc5rVBeenpcAKe+fEWox9DLQu4SlPH1InvBWfFVL1zok1B/9K07qEpZ7YjsD3ihVS9Z4URuHNam3Aain5fADLPVZhKM8gDKwLbpV1nlhiMusZ6f6bfF6VASvsVYpmNAkZYZWfz7/l0UtJ7gy9VL1XUqyeeHKtV36+4uWjn03cgaxUvVdSrFjygLDKzze9prtJIWqW/DZs8jiDN0hqWVb5ud5rx8tc8uVZqfo0DxB2Il+eVX5u9OLrdNIjWKn6XI/xawQxx4DV7MXXiSQqh5WqP+aRXz+CbKNlwAp61XzrR9aL2oDVUvI5AVaGM1ee2WRWxXsJXeaEL5snmhhYZS5leEitcV0YsLSgO7HG0Rz2DFjaKXfH+zKioQMr7B5p+g7tyAxY2gXnoRt4aubS5QsGLI8sxcPpOgUDlnbTPRvF0iAzSwez7mugXWlebAYs7bZ79FoiLQTHgKVtdyVWZ/rdGbC0encH3Uwa7seApWW7Dt06UWsMWFqze5KLKbSaOQOWdtB16BZBF5cZsLS77knP3icZmtqA1WLyOQGW9rYTV/qWW1QxsC4+bVGDrYXtE6xFrXF6mdlOZn9uwaABLC2c5uJInssWCnRgaWUu2ds6s9mmDiwtvNHlqRrKJrw6sLTrLvHbnbaw5VYdWNpBlyjLyVepgg4srT7RWTVya0g3y04m4PKwDmDLtTqwtEa3Nb31FIMGsLQDLojvU0IVdGBpzW7RWMtZJXEdWFq+i9v77ePsRumdMeS2aXwRW1zWgaWddDHbnd0oHVhaMMmFxeNoXeE2YLWYfF6AddWeCOZVuwmSwG+73ePV65RNFwMr2M9KNt/jY2qsqgaw0EPjFOAUk8aeag5Y2t1FTv00Ut93bgBL0047uXFfX8YePw5YWnClE90GFuunaABLq/jY4WyjNurzaANYWjjTiW7jTnJmdXfhJadtjRFz9L0MBrC0cK5T/FpcgW7WAJZ21al6R8TUW/q114GlaYedFvXijCg+A1hazQQnWCToZZ3KuM5Y6FScbOhePfTGAJZ20zE7WJxeydwAFrp9Tvn439ysm20DVkvJ5wVY2hVLRqw/6L/8nNCc7lnmHMntehxxMEtSJDfHml1eT8dbR22aGVhac8ZIKwCSrxvNHLA07fwYayftvcuo18gDS2tOtf5iRyRwp8IBS9PKJ1pJ2DMlaDRzwNJCB8ZYH79EziwHLE27sdI6fBye1sybNdY3wlmmIvAwIR1WYqhywNK0W+usWeNjU41E/jywtPB+G7ejuOpLPLC025usgB2yiRtFc8BCV89WW/5DLpkIDyytYZsVsNFrbxnNHLA0rSjGanbAPqOVB5bWuNrq0+w0nes1bcBqKfncAEtrWtBBx8ovYg+FnVRZma+q2Cd13ZennHNS1esS7n9dV23fZUWtk6oJWKjzHZrFPdljt17nG03AQshK5DjUaUwOxxUzsNCALGMEN3Tqs9xEThOw0DO2iPvJjhiZ0cQ38sBCA7L8hVyAQ9z6K7yqCVhourmLGz9GTs01rWjwwEJm943lJoY9F5kusglY6Ppl8B6yyVkNfCMPLISsvAlcMoS3Ek0jYxOwNK02i494nZBRzzeagKWFCyZz63pvTjnOq5aZO2P93o+5+JVxO01dwgQsBJpp3DT2jWnH+F5pAhYCbOoQ7mem3wpTr2kDVkvJ5wdYCFnZEwf06NF31JJCh8EVFq5UfWpc7x49eo/bfMlFVTNK1Z9PjunRo8cHs3bXuahagIXkzvGdK+cnJiZvPnDFQk4LsJCU7lg4IT5+zMw1xxrNDRZggdmDa2eMiY//aNHOMosRC7CQlO1aNDE+fvSMlXk3LS1mYCFpKt69ekFi4uKNey9arpwFWEiuHUxZmpg4b+W247csLWZggdn8DbPGxsePX5B61nIRLMBCUnNo67LExMSVqfnWCbcZWEiaCzfOHRcfnzAv5bTlbC3AQnLrcOpyZHb51qPXLC1mYCEJFm9OTIiPHzd3U3HQ3FJm64x1x7atnJeYuGzL4SpLiwVYaAh7OmUeMjt2zoYiy820AAtJbe6KaaPi4ycvzrT2yjZgtZRUBQ43yEpWoERW9VwgS9rskcCp25JSlp0pbTY3UCCrejUQkDZ7IHBEVvUWIousbl7gkPQpBALXZVWPBvbdg9krsqpFgRxps+hnTlb1dCBb2mx24LSs6vl76Iw5gROyqpcD8p2xsA1YLSSXAl8sOfy3PoE2aZNPIqdNj10bsD6pfNGAtfdvfQJt0iafRNqA1TLyOfBh5VhupofU2nwn7mL4sIRi92G5i92H5Sp2H5a72H1Y7mLzYbmL3YflZbZarETE7sNyF5sPy13sPix3sfmw3MXuw3IXmw/LXew+LHdp82G1lPzdAKssddJf34zoGbuWrZK5A6thf+LgHq91fT/xCHX62oFVk7tq+siouImL0s9bWmzACpVsXzhhyNDRM9bmWZYg7cCqPbB6RnxU3ISFaSUWN7YNWOHSzMUThw4dNX3VAasb2was24fWzhwVNXL8gp0nhU73K/u2JM+YMW/ljsJ6S4sNWI3Fu9cs+HjOog17L1nM2oFVeSBl6czpiSu3FVhXNmzAunsyY81CZHb9nlKh0/3qoa3LZk1PXJ56zLpEYANW0/FNiQlRw8fO2ZJvWfywA+v64W3LZ01LXLb1sPXa2oAVLE6ZlxA9bOysjUctF8wOrOs5K6aNiIqflJRxwdLSBqyWkr8PYJXPfMWIyqKB0y7Aatzc6wkjJGItfmQswGpKi+YWqPsuNj1wFmCVJfbgwhpGZvLxBxZgNWfHcvvees8zdWoLsKqSuTQEHYfuND0rZmCF9o3koiXens3X0LUCq2YrV0Incvpe05NtBla4aB4XXjViZSmvagHWrR1j+WiJLNPZWsIaTi3igjCGLzOdrQVYt9P4IN7JGSYUWoBVPJGLlnjzoyP874EFWHcy+R2QE3eZFmEtwDo7jYuWeGPsPn790QKsxu0qH9aQXMk3tgGrpeTvAVjH+5mLTfwQ74J2BNb1aT8zx6d2gZ9Yc+DoRusOkojJXGyTCViX7IGj2w1GmYAV2m4LHB3LPa0mYFVNsgaOdl3NxTbxwApn2GKs4zizJmBVLbPmzxmRdpc3awArdMC2W3oWN9Y0Aev6Kms8auw2t8DRw7YtjdO4eFQTsG6ut8ajxmzhSGgC1jF74OhBo9UErLrNtnjU9dzI2ASsU7FWs/2yDRKagHV3rTW/Q6dpV43mTxtYF4cPaBTptAHLQz5DYF3+q22jjg8qZDgA6+7sZ2yqv79mBlahU2L119fo5OG35iQ57aEZdJa188Aqcco9HLFQ72X81pzVTgUK+xj5JThgXXDaeBgxS3+wOWAFd1sBADKuhDOrA+uq4+bj1XqgOQes0B6nHT+jjPh1DljX5jiZXaaPnDhghfc77fgZafxY8FtzPrKl8UMvx+rfhgfWUacS0MMO6O0csG7PdNp5NUSPoDNtzXHKFftGi2/NuTv1p9/4h18kW4Oqz/7vg90gsv/H3Mf32D7cBiwP+cyAFZz7lJ1XvnbZTsDa/5KDqq9biN/8vMolW0k0C1w0gHXFJf955xSqwAErxSVbyUA2djOAdcMl/3nECvvm58wuzgk332PTTQNYtS4JECK3G2bZI37UJb39OPbUGcC647KnWt3I/FMGsApdzI5iZ2sA667bnurV7IoawCp02aXcg11RA1jNK13MLmEjTQNY5/s7m32DnaMBrNASl83PccxF1jLAqv3Fr4qCRc8rH5rfTv4HkqVMe9b4dDv7cs9nCqzwcetrx60r9y5fcGCd+5MTg3y+l5ptwGoc2c65ZPQWA1ihGc4dD0kf0icMYJW4Z65KIjfHSC/jnnK3ZymxpgOroq9r0t8ptBPqwFrjavYt+tjpwKoe7/KoOqSXyXDNvBpDx2M6sG66p4tfQN15OrD2umZUHkLHYzqw6twTYs2ig1IdWPvd88CQYk8GsBocR3hYptJLqgPr+JuuF5ekUTSA1eS4+doP47x+9JK2DLDe/Cb8bF7/pmJynn2sqz7/0+XrsAxX1tk//dkB69zkbt/j/1rplG7/rkgvmHvLFxtYu6yZZnTZZgXWxT+6qf7RSODnVZbvXbKLgwHrglcCP5JKUAfWAg/VnqQnM2BVe2Uyncwy7ZGny6vEVFeCFj2Bn22LNCfJ5gR+XhmKY8h8lwHrtnuWLVWdT0DIgHXAIwF1NMkLyIDVMNXD7ExzAr/9HplMI0gn1BP4zfYwO4XMdxmwjntlMiXpiRiwQuM9VPuRLYUtAqzjypv4/77Kn7l3lymx7LADKzr6ys8cxjOfHbDy4l5Q+L92JO7XigBYKx75OvrO33hkhf3ArPhFBlZ4plvyUZ9vgAVYx55zVfWVMGB5l14eiDFBgVXT27P8QSroMGCluOshE33wtIGlSP7A8xRIJlMKrICn6tuYrxRYTd5VYlOpWQys456Z7UdgHQqsoHfdnLXYLAXWac+KFbFYh6VIds+zB0LSI1JgnfFOkYwnJgxYXvlkEV/5FMmXvVMk45wNDFgLPe9DJB4Rtgiwhig4P7y2VHnIWCu59GB7/cVP6aBzj5Jh+/BnOyXcpZj/WoYIWKjrP6A8dMf5gBcErPCJ5ISYEdMCDdY2a0NW4HD6kimjHHWDZzJSc07ryy0IWLnz46PHzM1qsmqC8lX+lQuwwnn9l1vfMwErONSdQb4OZmBlOnm6mKyiwMoXFI2aBkq0CMUo73ItnbgiFGe8spmDdxh+DSmwHFMwGRKB8+gQYJU5ueY5iYUHkALLO5s5VH7XGLCuDfNWncIVodgqMJtHeg3AqFZQeXk89BMKrHSBWVzokgDrjqAw2jsQvkWBlSswuwuUCLCaBeUZu8KvgWQRivmg1CLAekYhOXPOKIqxYttFWagfdyIPW/iF39s+q322wMqxAGu/GFjao0o7twNOqgKHk1V1HPwCJ1SamxqtDZmkak6kg+5JMjeI3oxXfMKBGYFdjz/7ekK0qo6yaGqnpvX48e/Yi4pJf/5pamBRpm0Ee2XS44oyyvouD6zgIA8G+Xy1PLB2/dBLdTQBVqNTEjaTwFI5AVaGSHVQkAErKKxNCk8KAdZhkWpvUo8Lynw55dgzCZQwJMA6JXhU1dENGgOWd10JFdeIpsC6KKoeNhx+wAiwlojMwkoFAVal02omL0NhmkWANU9U5muqxoBVM1RgNhoWQAiwhIVyR2oMWLeFhXKhG7YIsP5ZIRPyJkXR135LFMWacELboTjOmj7vwHpO6eB2wElVYAf6bQlrJ1HnG28K5QgnWxrWpXFlvsy66/T3R6DeeXuAr38gDZHgpeINqjrRPMaqfwE1/IG+WPuEz/fCtkCczxxFUj7/lfvgnk20ni0HrHCMJ698FzlgZbukdqfyAQHWalHP87/XTIF1R1zOOZUBa5tQtecdCqxgP6HuKo0CK1uo2vUmK6TqVSqCSKpGgVUkVI2pYcCaKdRdo1FgnRGqRlcxYM0T6sLMGAProqCCGpJiBqxlQrNzNQqsanE554MMWElC1Q9bqJBqk86mrylb2JsTlEe0Tb986JEupbpe6Jku1o9i+bwD63nlebcDTqBU/TgY32xCd8w08z2mWhrG8MAy63Iu3YSm8ACfb3IgfXY7n+/lujmqepLX1MYDIv5Ijjf7fE9noSlhPIKGoTETVmf/E+7ZLOvZcsCa4M0rX6kBrBM/8lbtR0rVe3nRqaRTYHkX7sLSu4kAq+kdse5mCqx0sepb9QRYYZdFd16WU2CJCvIhiamjpeq9nV1YNlBgFYtVo65RYImLRKvLKbDOi1UjyymwJosvwigKrArRcBDJGQqs+WKzkRRYNYKJOUjuJwJWhz5IBnJhrOWKQj06/6wsYm/+UvH3e/DFJxTlG3os2eKvnNWc5O8DWJUIWDB30M6pFFBUoOuaGsLRAKwVu6jz1KQbrSZdaLxKmvJSfb7fzA2kl49GLEg8QOYQupxqDzO51/DxzR/jEM+cwHr0lhHo9qLy5a6F++GeLbaerQGszQJe+ap1YF2zp4s3SxQGVoq45/kHEWAFvYsSEtlDgJUpodonRIDlUtXCJFsJsPIkVLvfJcCaLn5U1d0EWGclVGMaCLC8XeNEUgiwyiVUo24RYIlHQqq6mgCrWlxS3u8vI8ByKz/BSxIBVl0XsVX/CQIs98gSQ4bZgbVPDCwibxmfQZCjIbbfV9ayN/9R+fIENDtJfUj5GQ18u/Gv/W1POZbPGljNM577x/a9yaBQB1Zw6e+/89B3OupR0renvvTP//ZKOsBEDlglCFh4KaUZfoG4tI6VqmpuqFXTEbCOa/vo3eV0a1USeYSbVv3J51PnBNLPH0IsePGUqqZzfy7UuTO83Qm/WISOzgGwDqODvrrOmL7ozUNwt1ZZz1YH1knXeAYqT4YYsELdRWybjIFl293hJKUYWMdkVMcQYAlKRBPJx8A6K6M6mABLWPodZC8GVqXEo6pOIMASeeexHMLAuiUqVA8SH8bA2iJjNgsDq0FUqB4kthkDS2Kg6/evwMBqdopwt0p0PQZWmozZWQRY70moRlTZgFWgKP/kKfcpvxsCwmW8P6koNMz4+0ome94VpSd5aBTqkdf6P2BKkm3IZwysuhe+9P2vKMq3MUQYsCqf+3+76u8uf/C+SPwyPPvhPw7r85jykDyw9iBgkREkbB7jLs9e9NLUcFnNQMA6q4Xored0L5NlJtI0BSFgCQLWsgYIOtisqvwm1bXtioBOZJINpb0a8CohmrO1Ny885gGwtmgWYcBq/IMIQv+rrxJ6VIqmsgGAdVWml/pXY2BJTBn8/k71AKw6mUGAfwEG1kqpU6gGYDXJDAL8H2NgZcjQQq0CYIWt9TccZTEG1gEps6UYWF5lXHWZjYGVL2W2GANLuO4A8gEG1mkps4cxsNzLDHLSMwzAuiCj6k9xANaXvPvkV5V51s5/Q1Hocvq3lBP0vYvsV71aUcia+rH7PrB+kMpnDKxXxtZpd8Z+SXkeYESB1fjz+3B84J77FRX9F+7zQCb6r/nD9vCmHLC2ImCR3VGwPHTIaNiIXpoaTkQBsMp0fwSneyKK0gaawBm+EwFLXQVTsf7qAm7ueOPZGA2A1Q2/+jU6asLA+m90ZI7lx8DarVmEAWuSEELxDFjnnhTqngNgeUc1MRmJgeVdT57JUQDWQSnVwRhYw6R0swFYxVKqfTCwZKZuqroPgHVFSnV4GIDlHdXEJAOAVSOlGt0MwJKZuqnqVgBWg9jljiTiJgBrh5TZNQCskHuMOy9lAKxUKdXxLQKs8FcVUh0q/BWFbaK6oyibydG/kCWqUAe3AdZnDSwSPD1IUSAKhQJrtuIn7W8rX0ajocVKFH51BEcNyAFrPQIWiYqChWcu2hP6o6mhqRqAhd6i2yY43SZ2/aAJfFTHkxGw1OfR0esz+JFTzJOVGFi98Ksfo6PLGFi/R0eppvPCwMq1ni0F1kl7YUKrpFFghbsJVZ8PA7C8otENeSuMgNUgiNeish6A5RWNbkinJgSssNyDkgTAkntQ/DcBWE6V+JyeVQSsPClV9SoAS7z0CJIEwBIvPWK5CMCaKaU6F4B1Uu4iHAFgLZIyOwWAdVnObDYAa4aUau8WAZb278oa/H+d8i09kdjDNJhU8ylJ8F+S4jbA+qyBRcJZryhKoqYD6ydKAmnPV5TxWvhRGp7RgNfl5IC1EgGLJARahW7YDqNhPnppaQAf1k0tjOZ9sWZdJtCUMBhd7vMHAVgwgnqbXxw44pugYWD1wS9hL3IKBtZP0NFqkykMrEOaRSiweggh9KM7FFi7hKq+4Xhrzmi5bnoTAeu8nOosANZUGc3X/OUIWNVyZscDsOTw6j+FgNUoR4vZACy5cYhajIAVFkVLEZkMwPLa7MPJEQCWIMCUymgAltyg2L8NgOW1h8iQoQCsQ3Jm1wCwpCal/oi7LQKsV5WB+P9MpZP+3q+U0eTRe0CBBcWaf3UdYP2NVgm/rQzTGLDqFYXs1dCC9ytvaacUpYL7jBywkhCwyHYnmANuNBpgsGRpAGBdx8vOC826TKCpqBe63BWXAFgApP+Zyp3TWz++QYDVD78E7kQEEbBy4BaZw9oxsGxZgwmw9oohFE2zNYRdNkfzchgDa7BcN72AgCXlc/f7xwKwpHzufv8JBCwpn7vfHwPAkvK5+/0HEbCq5WgxAYC1Vk73EAJWvZxqHABrq5xuFgJWSCL6AEkUAEvK5+73rwBgCeL3mTQgYEn53P3+eQAsGZ87kqstAqzZyjP4/3gFZiP1p8DXkkxjKwuUV+DlAKWX/bGk8rcB1jPKTI0B65KizKFv+5SOWpqi8Pkb5YCViIBFkLIN3a/NRgMke7Q07EbAqtBWq+pyiy4TaNL86HJfvhRAv6ovo6OX1eF6JO5+HwTDAbAG4NdT4c70P58TmAwHZntewHpLDKF8CqzdYlV0owFYTmmwHKQEAeuAnOoIAJatdrCzHEHAKpJTHQTAGiunuwcBS84vhcYsCFhyfil1LwKWnF8KjVkQsDbK6aYhYN2VU1WDCFhy023/YgCW3HhQrUXA2ipndgYAyyWzjVXKWgRYdf+Kp1BN7X+OZoShHykfwYv/j4S1v/U1ePaP3acctH2Myd8GWA8rsDOEAKvxPiWavv0jNHVNV5Rt3Gc8gJWfSOWYNhsBi6Qjgh1c242PQy7dC1gX0DUOdAFYFy5HqjOaLLpUcJP2W3S5T18MpMcfh1XAP6jqPOp1D7/xE9iqYQCrhqTT2xqYBf+ZM455AOuEGEKwComBJQxp8PnWkwR+thrqznIWAUsmBgpJHADLAnLocAAAIABJREFUlrPSWfIRsOQc6f5IAFaCnO5eBCypqAZVHQvAWiWnm4uAdUtONRaAtVlOdzcCVrOcqhpCwBJuoCGyBIAl2pdDpQ4BS7w1AcssAJZMQB6S8hYBlpbxwPcCzWWv/zvsJLyoKD/BaHjo4cDdqsFfg3wyoQ7K0+5ppz5LYGUzYFUpT3CrhO0Utsvxm8pmrUyhc1wiHsDSA9ZP4hEWyUSSo5pCpgBTJWZdANapaeqU21ZdIkHcpIGr/VhGIL1cm4uO/gdpXiTteT68jmEAS9vYjgAL3vKZ9xx6AGuUGELwMwPAKnNP58DkxWYCLDlvhL8CAeuEnOpEAJbkUOgsApbcErk/DoDllQeHk3wELEmyTAFgbZLTPYqA1SSnOgaAtUtOdy/4sJzyl9olFqaEkisP6wFYo+VOIYiAlSVndgkAyzu5hi43WwZY2qmuDz/wn4PJElfXbxAnypnu3/76f7yLI5A2KMpsh09R+SyBtY0Ba+iXsK+bAmugopDQ/WLl0SZN+41yPxfz9JzynMtBHQv5i23WFiJgkXilLBXiUHSBzGyFZl3wYSWqU+ptuljCq3ETHmFtnQNBdUvR0f8iTbpT8/3H8aojByztqPrqky+lB3LRW8+ZfxrcgRX0SBRDBQehArAWi9kGm24BWBK7PJBENCFgVcr10iQAVqKcbg0CVp2c6iwA1jIZzdf8ZQhYkt7xxQAsSe94KawSynnHZwGwDsmZPQHA+khKdSIAS5QngUomAMsl36pF4sHpflzObCoAy5bT31HeCLcQsARyt+GOxwaYzxJYqxUSjJ/6T2S3SoBE6d/4F+VVvHrY437YNXrqa8oP8IT2BvzzA8VHPmw7OMruzzKySki4ACtEpcafhFXCPLMuAItAyaKLZTdp0l5Flzt+DsSOQyT7cJWlW7rS/umOIBDz+WzHjsY+wZzAVvRWrNmaO7COChn0NB7SAbB6CnXfBE4CsNZJdb0BEIcV9kyWpEs6AEtufvE2jsOSm1+kALDEW59BOgchrEFieyCSbQCsk1KqkXcAWMK0DljWA7AuSamq1wFYyVKqyQCsCqmL4D8HwJJbTkgEYN2UM3scgJUspRrVMmEN/0f5LIG1AD29P3w34S9P0PS8yYqCQxd2PqT87mBzxaBv7cRvb/iW8tWXY0a8+gv0FNZ9TXkQ53mzH/CSgoBF4jM3Qk80GiCAz9IAcVij6h10QbLVqaT0AawS9psD27c+RkepyAzJczbTfEei9U/mBJLQ631mc+7AEkeukwRBCFhB0QYe39PYfwfAKpDqejNw4Gi8lG4ZAOuMlGoCBpZbpl2znAJgyT2rsThwdL3Us1oEwLojtUY3EUe6b5MymwfACkrN8+LDAKwsKbNZAKxwT5mL8GYQgHVQyuwOHOkutfTXqR6AJTfIW9DqgJU4PPfP3/vq94YQ3ix+5AFF+cYP4HE+1/c/7v/OL8fdoHqVH3b4+sMd4qu0pd99ED3wD313qf3AbDkXAWslPpqnqtPxwbULkKMN7rClIYCAtdRJVwMPGOWVFo8u95t4hDXK53sM8oqQaesid2CN9fleszgL3YE1UAShN4P0mxWeE6nSWAoAVpNU2GYOBtYWGdU+eC9hUOqh2oGBtVNGtXsQ7yWUSNbg96/HwJIK2xzSgPcSSs2cNmNgSWRVQD9rt/DWHKmwzeV4a06FjKp6BW/NkfLkjcdbc25KofgsBtZcGbPD8F7C2y7FRcxyuNUB69OTUgSsBIAF/ArilDEpqjoVjZ5uovtnbsDActSFbI5T2YhrLbrcr2EfFpqQRRSoalzzxWPc1Jr3YWHJCcTZBlgewPpfAYM60HSmCFhZIl69RzCJNz/LhHh2uYOBVSUT6r6EbH6eJ6HasQYDq0Zm3+EcsvnZO5szlSsYWE0yMUiLyeZnqfHNBQys0CixpjqLZGuQiqA/QbI1yETQTyTZGqT2PWWTbA0zJcyODmFgSQ22t5PNzzKLKt2b2oDVYgL5sPAyXqGqxgJzSuHObUUHEBzKN2j7cT6shEmTJo1R1WiT7n5VHTmJCoywfjUnkF7bhCZkc1E/yR3v8/3FKK9rA9YeBKw463m5A+tX3nf6CZZtEQFrk4BXf6AzZAys4xJdbw7NhzVKrBpRToAlEw46kebDmiShe5YAq0JiH91Img9LZnteEQFWnUSuhEk0H5ZMWHweAVaTxKZqRAsMrBwJs1kEWEGJXGM9mwiwZBz/O0h6GZlcY2/WE2DJxOQl2dPLtAHrk0pVYL2qjr+t1aHfS5wCDE/2YX9S+RBrA5/A72Ne1+wggKrxCwLpCSt8vh+hucAyHLQwQf+LMOzpyZ3BnR2BuF62zO+7AFhp1ncBWD/3vNGP6VsSEbDWeXeKFy5TVZJxNErY8zqWU2AdF/fSiSzjqITD6wwFloTDC7JG44yjEqua+RRY18TrhJPCNOOoBNyOUmDVij1T45ppAr+dYrPZNIFfozgRzMgGmsBPYm6+jibwC3rVDSISW0sT+O0WJV7GdZEwsMLijfCdq9uA1XJSFYDKvdEzh6uRxMV+FeIYcBBnvqnhWqQJWCs43Wtm/8CUJ3y+4YH0AU/5fK+rUakhmCP63tH/4jT06lndYx/a88rWQJLZgX9mx/bkxwFYTy3dvqOWbwFgeabja2ek0ELA2ubZJ36qFz0mwDounOhBDl2S0104xHq9jAHrtNDsZI3ldBe63TtCvA0G1mWh9yReYzndxYGbJzQKrFrh/BFqjZEUyeLwKgh9wcBqFO7ABraRFMl7hWahe2JgNQlqUPj9ve+wFMnivKuwcoWBFRRue+h+i6VIFk9LIW1BG7BaSqoCR69tmjA0JmEtu6IF40akks3gpoYK1QSsJE7X4idN2v6Ur39g91O+dv7JKegZOA+5FUiyiRvZ2QtxupcuKfCIbJse/ZLPt81aNSeOT7loKi4IwOrsxatlhi4C1nGvLvELwzKtmjND0PN6QQkWAqxKUT4q8ObTqjkiL9ZbsGWTAKtKFDCBU+OSqjmijSmdofYDAVaDKGwymZiFiERRbZkocBMQYDWLdhQngouQFKEQprmC/kCAFRJlSMWFe0gRiqOCiwDpiSmwwm41qpngwj2kCEWh6EcmQ9Or5oi2dfaBxag2YLWUfCp1CS+OGRFI++0wRoQd//WziXTlzrgjndHL/R2eebHv5nusS+gR6P74Jk4XAavxCXfdF7nE1xRYdd5lcyKwS43WJdzh3UujoPNTYDUKfq9xaSta5kuQgGAQjrojwAoKprB4mxYt8+VdFFAdXUfMArAERQHxMISV+bro7fEagSsu0rqEq73NbgAdWuar2nuUF4v3RNC6hHO8LwKuzEbLfN30DnWNxtF7tC7hEm+zeOmJAqvGuyBJR/wUtAGrpeSLV0jVfT/zL03paCBw9B1X3deqOVVWSPW85wCH5NFmlZ89177fwRu+WSHV8h5euknYHKv87Jk3hhRHZYVUr3kGms7Eqqzys+fq39CL1Cy+Jnc8x02L8eCbVX729GRHkyk3BVbTx166c/CFYpWfi7xiECILsA4FVpNn1sMoXIyJFVI94+XLiyS7himwgp4h7B9gwLNCqqc8a+xsxTptwGop+eIBq/nXLve482WTLgDLDW7tRpoSMjNgacc9aqAkERUGrJDHVKAX2U6ul6ov8QDhLBJZwYAVnu6u2qOUnAIrVX/JI8ZrEhnSMmB51TyNLmZmCcSve7inZ5HVEQYsLcsdLVE0yJmVqq+b7G6WxsQwYGmH3EeEkTSrIytVf3uw+0UYTNamGbC0Ag9i0a2xrFR9o8fe0gGknAEDlpbn4U6kWd7agNVS8sUDFg70ssvjM4JmXQBW6HVH3Q6W3Ms6sLRTb7utDzFvPgOWFnT1Tb1HUksbwNLO9nIzu4QGzDJgoSmZm9l3S+kpMGBpZX3ddOfQi6EDSwu4oWXYWd0sHXXWuG7mSaKruTqwtP1uaImhGNSBpd12rfU1l/586MDS8t0mm9GsuzJgaXWuCyDD6IKNDiytONbFbCSLA2TA0hpczUbRMG0dWNrx7i6qHVlVgjZgtZR8AYEV6u1wg7vYbOD0MqXPOAyvht20qBrA0qqdf1m762mGdGBp2m5nz3sC2/9kAEu74Rzc0FVPAq0DC5l1jrkfdYsp6MDSap2XFd/QgWwASzvpvFA37Zphlk2TG1c70i06g21HMIClnXMej03S8zbqwNKaNzmajUxhPzUGsLQy54lpgl6jXQeWFlzm6CKPSGJmDWBplc7DvNF6+T8dWFpouXMcbyILwTGApVU4+xPf1usUtAGrpeQLCCyt3pan/fep9jRAJEXykZ9ZcfXuSZsqBywtlGr/uYyYVaO3c8DSKh3inHvn6KfCAUsLpznM36YajjQOWFqFgwOlV8D4hgawNG2PgyMrwUjyygFLu+2AoWF7QpxZ43ROjLc/1XOM5LscsLSGDfZB1tAMY2uDASxNOzPJbnaiziAeWFpTqn2QFbXRKBBuAAuNix1KtA0u1ps5YGnBXfboscjVRliNASxk1iH74sB8vZkDlhbcaJ/1R8wzQnLagNVS8kUEltY0ka89/1jP3SEHXVo153JXvh88HVvsoMoDC/2RVeZ1n9c/5ivp8sDStKIx+q87nvO9t4VzjvHAQpjdYGZLp4k8OXlgISAkmAcNf91Yz7XywNIat/bV/zp+TBL48kM8sDTtynIzBOJ21JnMcgsRzfvMW2QiE09wvwk8sDTt6mpzerzhW/khLA8sLXTYMt2ceYwzywNL065vMK8Wxm7kSmGagKWF9w4xwyI6i3MQlJk6460Uc2RqzFo+ExsPLC180DLeHpzO3VAeWKgPLTP/0HWecYFrbQNWS8kXEljIfsJL5MY+2ze5wllXr/y8f+CPydjqpaFpDY6qZmAhIB6a358So+fYnTWmNjOw0Chr6xj64xoxaF6hyY9mBhb6GT6y6H1qtvuo1GsmM2ZgIQikjnyLmv1wUZF5/GgCFoJAwZIP6Uadt0ZurjKpmoGlaXf2J7NdMmNX5Zv3F5iAheTitqnUST1k5u6rpiYzsBA1Dy1nE87Ry480mtpMwEJSvnM6NRs9fbv5MTYDC92Ho6tYBFl88kFzdLEJWEgurY2lq3Wdhyw7b7pgZZbO2FywZiw1O3LxvjpTmwlYSC6sjaELMa9HLTljMmsGlqbd3T+X5XnolbD7lqmtDVgtJV9QYCG5kpebe7DKXVcHFvqlvJCbm1t4x1XVCiyQxkuFBQVnb9immlZggVw/XVBQdLnR+rYVWCB3y4oKCkqu28xagYXNlhQUFJbZGWsBFkjTZWT21PWg9X0rsEDqykpKSirsV8MKLCTB6nMlJaU1NrNWYIHcLgez9bb3rcBCErp2vqTkvP1srcACuXMFmb1SZ3vfCiw426rigoLiSts2LyuwQBoqkNnLtbb3rcCCs716sqDgRIXNrBVY+GwvHi8oOFdje78NWC0llYHsw7ISCOTKqu4LBKTNZgb2yqoeDGQVyMrRo9Jne/AezjZb/oIdCgTy5M1mSZ9CIHBQVnVPIPMezO6XVc25B7OZgX2yqns/nV6Te09mc2RV99+D2ZzABdNj1wasTyrnAn+/cuRvfQJt0iZMikyPXRuwPql8sUZY6EftrKwcCByTNXvoHs42S/6C5d3TwO1TGWFlfzojrL2f1gjrXszeS6+5B7PSI6wD9zTCKjU9dm3A+qTyxfJhVTo4m9ykKHDCte3upcLcghv6SycfVvjWxZKyapvjwtGH1Xi5qPh8jc0v5eTDCt84W3Cm3ObucvRh3S0vOnHe7kVz8mFpNecLShzcXU4+rObqc2cv37IvrDr4sLS68pKLlfazdfJhNV87f7bspt2sgw9Lq79ScsHBi+bkwwreOH+mzO5Fc/JhabcvHT91we6XcvJhBWtKz5TdsJt18GFp9WXHT16wxu45+7BC108XnLW7u9p8WC0mrQ9YwX3jXmuPO8WvoigkrMAKlWyZSgIAIiesPmbuflZg3dw18V2yNPRm7IoSU5MNWOeXDaFLTu99lGleRrICqy5jch+yotglJvmk5yqhdmllLA1h7ZuQdsPUZFslzFs+jkRjDZmx7bypyQasyztn0cDwMcn7zV5v2yrh0ZUJJBoretpW81qaDVgVu+fScIVRi/deNzXZVgkL1kygZqdsPmU2awXWtZTRNK6gZ9wm81+0rRIWrZtIFiqjJm88YUasFVg1O8bRIJduI9aZ/VBWYIWOLRxMFiojBkzbZ159aANWS0lrA1bZBFMkaTe879cMrLt7zFGTw9byD7IZWKUzzPvIBqZxiDIDqyltkDlQZxrf/83AKptr3tTYbzs/yjEBK5hljrLuNJGnphlY1WvMAVPjs8xmue8ZyjNvVo5O4s/WDKyateZgzHHp/ODJBKxwobnYTuQ8vli5GVi1loCp0Tt4TpuBlW+pLDvsEIc3M7BubzWHd8Vv5X86zMAqnmSOh4vK4fBmBtadzebcXF3n8yvYbcBqKWldwCod/EPcHR7VO8Yz8OTxwArvt6fzjd5oTLZ4YNXMsm8K6WekjDABK6+fTTViujHA4IFVt9Butk+O8S14YB13KOWZYERC8sC6s8Yekj7qEG/WANYph0j3xcbZ8sC6u8m+pXjkXoMXPLBKHXbGJBoPNg+s5m32SPdhmQYveGBddtj3pxrgMUW677bXgB66y5ga8sCq+shudoBzpHs40160/vUko9e0AaulpDUB686EH1q6BQLXU/kmYN10TvM2Rg9254C133nP6zQ2G+CA1eBc4qK7/txzwDpm7/sgE3TnjAGsJuckN10d9xI6Z/FbwJllwGpa67jpL1bfUMnvJUxwNDtHj0UygBVMcdwpHZPF6MbvJXSuRTFNZyoHrBTHbAkdk532Ek51NDtJ33XEASvDcatoxLy7tJ0D1vU4x/vwV30vQxuwWkpaEbAOvuTYNV6q54B1xa0UTBR7QnVghZc7dlIkA2jsvQGsqoFuusus2Rq0jW7ZLvtcpBo6sK5HupmdR4ciBrD2umVrGF2um6U0qJvmoqqup2YNYOW5ZWuIK6UaOrAaXEuvLmNJLXRgFbllaxjG+ooOrCbX7PYj6C+HAawSt2wNQ1mQsQ6soGtqwCjKYgNYZ91y+HXaSTVaG7DCx62v7WtHn0xaDbBC0x5z6RuzDGBdcOvQKqsqqwMrPMutQ/v97xJi6cC67JFqb6E5H5aW5K7ak7qRGLCu2meZukwkaNGB5VEFYvhFZpYA66bzmAnLUmJWB1a2u2oM9U4xYNV75MOaR66TDqw89zRb0TSgiQGr0Xlwg2UIIZaRD8s9zVbUYaLCgNXske6sH5kb68Aqcs+iFpFCVFoVsM5N7vY9/o+VTun274ptvfwTSmsBVq178tEOQQasKs+CLeQZZcBa6t6h/f6+eK2OAeuaZ+plXM5DB9ZGL9W3iXOKAuuWZ+pl0t8ZsDwztQ+/Ss1iYDV4gEVV12BVBqwjXqlBh5KEiizj6Ewvs4sxthmwir0yOkeT2TkFVnCcV4GbYXiFVyrjaBTpLRRYYc8arR/g68+AVfqWh2oESQzYqoCVF/eCwv+xI3G/VgTAWvHI1xVF+cYjK96Ecs//8ANSL+vH31GUL/2Z1wvnLQys6B61ybYDLJw3qd8besO5FUhWrsoIbF0+Z0xsVOy0gC3iJ3gmIzXnNPOHXN4dCOzYsRPJDpBSq7JpK603sEy6nxhYV17x6ByHKbAavYsqROMhAwVWjleHRr/t4D+hwGoe4q2LSxRRYB3xrn7wAZfTPSyoH4ZnIxRY57xzuk+kZnFO98WeqirO4EWBVead030sXiykwFrjbXYH6MjldI/Dq3oUWMu8L8JsfJoEWDXeOd2HYVxTYG32NsvndK/zrtzTCdtrVcDCRfpMrzNEwEID8AeUh6C/XP+uohiLRh2UzbzSnYn+6MA6v5Ejk2vw/3Ww3kDLv+0KfPSeqn7wPrq7CZXmD5wkz3r0ZhyvE54xNLDr8Wf/dyDtC3t41VPTevz4d/ioaCrIh9sD8U926DZh6hH7t7DofrwkkDENf8isG87rv9z2WR5YFzxrgy2iwBI8U+oYCAIgwLrWzbtH4wTwFFirBard4EkhwKp19rcbshjOkwBrq0C1C1c1R1STbz0xK1M1ZwjceQKsJoelRJMsBbNyVXOiYLpLq+a4utCo4GI8BFjFovI2UFKTVs2ZLTA7Haa7BFgXRDXU4NeAAssjpzWWftBrWhmwcizA2i8Glvao0g7/P0VR1rP3wj/4Ne/7CiMsbQ4chV/1/qawY2hYE9b0hu3k0u8KzFTVXv6IPWgiMN4U/rxOv+sjUO+8PcDXP5CGrvqP+uD3IvkEMPUvoIY/4MNF5N5shVL1SJJs38Gm2zWQ7rPpXpn0uKKMsn2YA1a5Wxp4IsMJsEq95jdYIOEtAZawjCkU2SLAKhcWEJyoMWAlilSNuoTXRRXBoPCzbF3CyFKNAqtOWJdwlsaAJS79DMnHSF1CYV17KHcoW5cQ/E0YWEGHoA6z9GpgwBKXfobvhIEV9kjoTqTrTQasQpGqH7DdBiwhsJ5TOuD/q7+q/A9774jC18GCac1fKwNHtYXoqm6wNgDZWMNucuV3BRJV1EOma5vQ3c3gP8D9gic0hQf4fKMC6ZAW9CcfwFsredXxcDv+iA+XmYDVrsD2HWy6DFjt9ODI8vmv3AflCyfaPmwA6+bL3p1jAAHWTGGPjr5GgSVRonkyA5a4/nwEq/xcLq4/D9VRMbA8q/YQ0Ss/e08IQaZr8pWfC+UrP08MU2Clic0eoMBqEFd+Ht1MgZUmLtG8ngKrWVSbEc01Gyiw9ouvbRIDVrRQtfP1NmBJAOt55Xly0EW5jy1c9/8u/7HwYL9/ATjdT/gpoPgGOGANWf7OE2bNnp2OgDXS36lSO4fu7jj+A9Fq0oXGq7vwg5GX6vN1mBPIWAPE6r9mqRrFp6o71X4Qevs1fLzWBCxfovUr2HUZsKKoxsxnEav+E4A1y3YBdGAFbRmVLdIfA+u8+JmCqRMGlqh4JpKIKwRY5cLCz3iIhYE1Q6zqP0uAdUM4bvP74yiwNkp8szMEWHXeXiksMyiwxAMsVS0iwGoaLlZNCBNg7ZEwe4gAK+yxTMrk7SYCLPEAS1WzKLAEFR9B3qwjwBJWckWS3AasewFWlqKMJ0cN/xTHa5Sha7kfgNUEz1SFpQEOWEMuqcqZiYC1yD8f/VrB5InDUK2ahPG1D+76qj+hMcsc1EcOoev+YjhL5Qdvoc6d4e1O+MUm35M/QVO+tMDS2G5Y1/wNrLrvDY2dEciIjf3A157d/ReVL3ct3A/AWmy7ADqwEgS88sVgYK2U6NHDmjCwrotHQn7/MgIsjzAFXTpdx8Cq9ygypksiAdY6CdWIcgysZuEsD8kyAqxMCVW1HAMrJKw+j2Q+AZa4TDySEgKsjyRUpxFgHZO4CP4cAixROWmQ8WEMLInxM9SpxcByCIa3Sc9gawRW84zn/rF9b7KNQQdWcOnvv/PQdzrqQdK3p770z//2Sjo8+Tqwwu2UdgQFa+4zXTXwTBXhsAZY5zhoacBHtGGvHy8lBxCwer0BK/bjVPzjyeSyStgQgtH8FBgsAbAa26GjU8Nj+K1aa9sVHUbvdsEvtvlAdxesEs6Dm3RRM4lFF1wBeJVwkS+eqYzpi+YFhwBYqzSrMGBltxMBazoAq9m+ZcNBjmNgbZPp0f0wsMLvyuhux8DKklHtGcLAGiTWBM8/AKtQ5osNbcLAknms1W0YWGdkVKPqMbAWyuiux8Aql1FVr2NgeYTCGTIeA+uG0EEJchkDK1nG7DAMrAbPIqpM8lshsOpe+NL3v6Io38YRpAxYlc/9v131d5c/eF8kfhme/fAfh/V5THnIBCxtsqKQqJk/mEIacJHhsxhYEHsXsDTgI9qwx48X/zIQsLrglR+IWeZ2oZ2IomEOUHkuBl3u5QAs7UV0NFZN5f7kjWdjNIBQN/xqm28iOj6IgFXzU6CKuVqgVRdikQFYNT99ypxgPA+AtUWzCgXWrQ4iXvm2A7BKpB6UtRhYDsVyHKQMgHVBSnU8BtbHUrqnAFjXpFSHYWCtE38tJGC2ul7qsZ6CgbVNyuwxAFZQ7O1CMgYDKyBlNhcD6x2Zi9AlCMA6IGV2NwaW0JMP0rEegJUndR+SWiGwXhlbp90Z+yXleYARBVbjz+/Dzuc99ysq+i/c54FM9F/zh+3hTQNY1V9V3oH/L9+33WQVno9yDCxwyaRYGvARbTiNF5IxsLrh8dISFU/4mTSxHV6wIA1+p7RtACyY53WO4ROTxDxZiSHUC79K8Q1Dx4UIWKN9EHdgcvzbdCEhEQBrtM/iYMfAspRG1XRgjRDyyncFgLVbqkdPAmCFRTENRAIArF1Sqj0xsLwDepikALBypVQ7BwFYrmVRTbILgHVKSjWqEYDlutHGJJsAWJekVNUaAFaylOpKAFaV1EXwnwdgrZUyuxCAdVvC64ikAIAlCAOjMqQVAmsJPhikKBC4R4E1W/GT9reVL6MR0WKF+KKP4MglA1haF+UfIHAn4fvmfGWj0aW8hoE1w88Cro0GfGRuAKc78YyvUmmon1nCaEqYMBhd7vM40r0/OnqNX5c84pugYQj1wS+PjcC6OYHD7Z96Fx2Z/FA2XWAmAlZp+6fMSZQIsHI1qxBgFbUX8uplvDVnmVSPjgoiYFXLPShJACzXOs5mqUHAapBTnQnAWiWnW4aAFZLwoyNZAsCScmGp6kUAlncYJpM5ACwZhzeSYgCWd/Auk8kArENyFyELgDVDyuwYAFaxnNmtAKwEsR6SLuHWByyyRfyKogAxKLB+oiSQ9nzwq4cfVcg2jAa8R5wDVibmXbhdgtkqLMhWYWDBU7XA0oCPzA0ALDJVhHWnjfbzhIW2ol7ocldgYEWjo1f5CiJv/fgGgVA/+gbWzQks8I0G3amaly4Wn6naAAAgAElEQVQIAtZ7vtGWv4qBdUizCgGWU5Voi0zEwJop91BdQ8CS7NGTAFhyPdp/FgGrTE41DoA1Q043HwHrptwXmwrA2iSnm4+A1SSnOg6AtUtOdx8AS2r2qA4DYG2XuwjrAVjCODAskUEErD1yZpcAsKRciX7/rdYHLHr0bWWYxoBVryjJ5N3g/cpb2ilF4QM0OWCF2ym/1rS9X7FEp8Oa8EUMLBjYLrY04CNzw24ELPInwH9hipknslpVl2t+dLkvY2DFo6OuXPN+3wyNQGgAfQfr5gTi2peDbrynLkhlIOBrb824i4FlTzCMgVUo5pWvBAPLOZ2JTcoQsCR/2eMBWLFyuvkIWJIcjAJgSXIwFwGrQu6LjQNgyayUItmHgHVLTnU4AEsYuEokAwGrWU41MoSAtVbuIiQDsOQ4qNYjYElycDYAy2NXOy9XWi2wnlFmagxYlxRlDn3bp3TU0hSFz97IAQvc7me0Xq9brMLFPo2Btd5vmhLiBnyEGrrFJxI5hoFFEgako3u7XbPK5Uh1RpP2W3S5T2NgTUZHw4zm8Bs/gb2GPISwLgJWNNYd56kLUhnI8EVb/6wXsKLEvHqT5MMSbTOhchEB64BcLx0BwBLsI2RyBAGrSE51EADLoZi9k+xBwLoi98VGA7CWy+nuRcCqkVMdCsCSCQRDkoaAdVdOVW1GwJKcFy8GYHnte+akFgErRc7sDACWaCsVlbJWC6yHFdgYQoDVeJ/CHt4fKR9o6YqyjfsMD6zqryrDbv+DNWU+DKQKMLBgmX69pQEfoYb+7F6ebExDwCIh5jnodbr1LIPT1Cm30R9Gl/sYBtYsdDTFaM8j3nIeQlg3IxB3Vpsr1AWpDKT7+LrxRNcdWLeeEgMrmwBLzjWtliNgyQQLIhkLwBopp1uEgFUipxoDwJIJ/0FyEAGrWu6LjQdgybmm1QMIWPVyqiMAWFvldDMRsMJS65RqVBgBa4PcRVgBwJKIXAW5g4Alt07inwfAklsn8Ve1MmBlM2BVKU9wq4TtlN9ThW8qm7UyRRnIfYYHltZZ+d7iR6wptGD+fQADCzY3Z1sa8NEWf0d2K2Ob1wOwSKKzLJVs6OIlvFqdAskdYNSUi4EFa4BzDYX3H8fhCNYRVmBbYIGmLRXqglwKpPMuLSIewNog5tVrYQKs+XI9uhYB65xcL50JwBJuOgR5zV+GgCW56AVkuS3cdEjkFAJWo9wXA19+tUzwOpIiBKywnC//IwBWlpzZPPBhyfny48GHlS53EVIBWDLhqKo6JIyAJbExB2Q1AEtuAB3R2MqAtY0Ba+iX8NocBdZARSHZxoqVR5s07TfK/Vxe/ueU54wXWxTlX+KsVmExMBMDayX0bUsDPlrp78bu5bKaNwFYBAzQsUst5nYTXmmvosudBsCq7YiODE/XlfZPdwT5A3r32Y4dZzHdwVsD+8jmZm9dkOWBdPuOQw9gDRQDC8gMwJKbtsSGEbAk173XA7Bc05KapFMTAlZQKgjRnwTAEqQ/YXILwhpkItJVdRUAK09KVa2EVUI5p98iAFaRnNlSANZMKdVZACzJOfQRANYiKbMTYZWwVM7sHgCWXOhc79YW1rBaUSBdiZb6T8QDHlAUiG668S/Kq3j1sMf9MD469TXlBzgbH84e9wPFZxho/KbZwYVlPrqU69kqYcRtSwM+4hvm+gFYJN4JPd2RlrJy2epUkjwLVv42AbDWAY6MPDAzzXckmuk+uRXyYX0s1EVS/XbAtOeaiAewfinkFQSwYWAdlOrRM3HgqMQWNiSHAVj7pFQH4TgsuZ/rbADWcSnV3jhwVCrMXAWz1XL+rpgQAEvOQb8DgCW3UBnVCMCS++HYCMCS+eF4ze+/AcDyyLjKyXIAVrPMDim/vwyAlSKlmtDagLUAPZE/fDfhL0/QdOLJioJDF3Y+pPzuYHPFoG+R1NEbvqV89eWYEa/+As1y6r6mPMgxqJfyS5tVGFFPw8AaBbFtIBWng6wBv9YbNO1iBAYWybwwj+zv17RrF2hsVw7jFV4bnIOAVRH5O5/vMWNfziIHCIGuDwNrlFAXyfCuDrUrPYBVLuTVL3FMFwDrmlSP3oGB5Zrum5dO9QCsG1KjsUUYWFJbQvzXAFgNEnuf4SYCsORixy8BsML2ikEOkogj3eVix0/jrTkeSZcNmY4j3QukzObjSHepoIL38dYcqY1Eai6OdB8hY7ZXGIAl5x3Y0tqAlTg898/f++r3hhACLX7kAUX5xg/gET3X9z/u/84vx7HimZUfdvj6wx3iq7Sl34VMow99dymzkKbMtlmF7R39IL1Mcxe/H0dVLfH7I+toA3i89AYNzxMhDgvnWoStFniok6KqU/FIK5f+r5G8CpEIWPPVDj5fBH7r4jFurzbvl8I5GFIBWD2Fupp2+rGuThlH3YG1T8SrdsRzhzc/T5Lp0RcwsKQ2ZMSTzc8SO//9/uMYWFJxDVFk87PUMmEuBlaVzBcbHcZ7CVfL6OZgYNXKuMeHNWNgScU17MbAapTxjQ25g4G1UuYiLMXACoqT1qBZQw0G1hYZs3PxXsKwZ/ZrJuWtDVifksCWuHwErIM4WwaaU8LFTaYNsBzIGpDAxnjI1qBCgFahqsYCn0rhLm9FB/tVdeQkKjBq+u3FQKY66Ic0Zcx4n+8vRqVvHkIVcG/SELCanhbqwgTyHoGVIgLWJKKKgZUh0aMnhDGwmntK9NJMAiyZqJ53QxhYYZk1p60EWIIUzVi63yXpZUQZPEG2kWwNMgOR6DqSXmaehO46kq2hTEI18jrJ1rBUQncZydZwRWb4eoFka5CJiZ1L0stc7yRhtphka5DZmzOk1aWX+ZTkfGc0vQ4cvdnb78euKbzqMpY29L+l6Q2aFvoQ/bZnBear6vjbWt0onG5NI36fBZrF/wPp0w8GMtSuPt+PgD1H4AZM0P9qFnrVk72AyNEAAtZuCd09vnsF1loBr96h81kMrDqJ2MIcmg9rhbiX9moiwLojsfFwE82HJfHT/lY9AVaTRMjiMpoP66j4i0Vdpwn8PCtQEFlO82GdFKtGltMEfjPFuotoAr9SsSrst8AJ/CR2ocfRBH5XJQaEx2k+LAlXehRN4HdVBLfXIMFNG7BaRnLf8EcHNnTzRxAXezlc/FTa4O8Uqzfg1I7+nVmB/eihjp45XI0kHLsKGfv2aNfMfWHKEz7fiED6gKd8PrxUgLHxjv5Hp6FXz9L5Y/C/0YvtgdPXnpfQfdXnG+IErF0ArDTb2whYW7w7RSc2iyUZR1OFHXpMMwXWLUF+4tfwSIhkHF0j7Pw9GyiwGsUUgjQ6OONoqlAV0vhiYIXEs901GgWWeEEvupKlSJ4p1E3SKLDEuTAiL7MUyeJFAoiXxsA6JbwI/hMsRbJ4kWBymALrkjjfWR7LOCrO/Pp+qA1YLSUVi8YHVvSby2Ix9/21By08V7FoQJc3jIYwepLeqM8KlF7bNGFoTMJadvULxo1IDWmWzR9J25+CnO6P+x4jgfjnYf8x2bx9Izt74ZNwP7qk4FQKa+B4a2DWTyV1N1qBdWbH9uTHAVhPLd2+o9bUhIC137NPvMJcfxRYDcL9ZrAGS3K6C3ExMMiAdUdIIXAHkpzu2SLVd4GxGFhNnkW+QCBKhOR0FyZhGFarsSIUwiQMsJudAOuiaNAyBLbQkyIUSSKzqzUGrEpRVHoUGCRFKDyrcYFAMDIBVo1HzUkskdDbSREKIYXGaAxYN53Lf3MCi99twGopkaxLeKe56Y58XcKLY0YE0l6KYdV0d/zXzyaSyVeucUc6o5chNLB6csT2wOjfDpPSfeqCFVhxCieFpiYErOteufv+YqRMpVVzTggewEWgRIAVEpQp6AjdnlbNKRB4WuJgHYOW+RLMcSLwzSJVc84IJiNRcBlpmS9RPaBDxCwA65ogP2kCVB+hZb62CsziDEQEWLcEoeajgMS0zFe6wCyORSTAuiXYG9MD9t7TMl/7BGZxdiMCrHqBL/1NyA1Aq+Zkeqv6Z+Ku1QasFpK/bSHVuqa7dbKFVEH3XusSvureI97mxmOskKr3AzgOx23QuoSV3n53vLbKCql6O2bfwfksKLBuefvdyWZ3WkjVO3i0O97qToF119s1tZqaxWnN8j2xHYOro1JgBWd6miXVUWldQs/iqGr0edChwAp77zqYgycBtC5hvie2O+LOzQqpemcQmorvFa1LeMoziDcCf3tWSNU77+lAnNuyDVgtJX/flZ/nu/WHduP5pPgMWCGveOgRJNkFq/x8qotHL52DH1UGrPBUD9Wu+FHVKz9f8JphTCK7q1ip+nlueq+hCXwxVmGVn697TXfnNlOzJA+jV4WbKDKKZZWfa70CrKaRSnCsVL1XcYlI8uVZ5ec7XnydSOL9WKn6dI/xawTJ2caA1eSVFGssiQJkper3ebmxSKZJBqymkR6le2hS8zZgtZT8fQOr1iXU/afbTKoMWFpwiWuHjqc9jgFLK3jTtZfOJWBhwNKa3Ut9dacbEBiwtNPuxJpMFzUZsMKzXVW70ukxA5ZW7V5LdW4jM0sTx7oTK5p2FgYs7aZ7vr3pNG6ZAUsLuA7douhJMmBpt6e6mp1Mw4sZsLTtrsSKoAlFGLC0xlmuZhPod2fA0jLdh240My4DlnbHPdK0D8341AaslpK/b2Bp2xx7Q58qs6oOLC2U4vJUTWJZoHVgaWddpm8d19Jt5jqwtJBb7ZxBLLmXDiytbKDL47eC7V5nwNLCa10e1n6lVFUHlnbLrb7EiqBuln3HQy4RHsNZOUgdWFp9oovZxXephg4sLd/F7T2cFZDUgaU1LnYxm8hWdnVgaftcAkfeYnVVdGBpzW7OvOnMQaADSzvylt+x6mEXdo46sLS7M11u7zCWHLcNWC0lf+fA0qbY+8IfdllVb3JmTzhNniI3NbF2A1ha/QynTtpfLydkAEvTDju5cSPmNbB2A1ha4wInDPUxdlrqwEJfsr+T2Wl6Hn0DWFpwh5MXafhhziwDlnbFcYSzQM8eawBLCwWcQtNj9+m5QQxgaVdnOpmdo6e8NoClhfc6VTEakhViCgawtErHEc6wK6y9jOuMeU7O/6hdevJwA1haVZyT2Si9tlMVt08sB7s0LXh7fblutg1YLSV/78DSFv/Q3BN+vyFoU+WBpTVssw0E5pYazRywUD+MsfbnbhsM5xgPLK1hlS12axiX2osDlqadsWXRenNlo9HMAUtr2tjD9kgVG6ocsNDVW2QdPg7ZUMub1YGlBffZuD3xmJGfiAOWpl1bZjUbtfqG0cwBSwsdGms1m8CZ5YClaTWrrICNXG6cIA8sLbzHth29b7ZhlgeWVrfBCtjIpCtGMwcsLZz9vtVs792GWR5YWu0im5t+HJcatw1YLSV/98DSTr5rBDf8dMgha1YwkJtms7ezeadv7CpTTmYTsNBfmcK7sobs4LhiBhZ6VLbwm3W7zzNlIjQBS9NOT+fnOWpKPd/IA0vT7myP4kZkb04t5lVNwEIjp818uqlxaXxFIxOw0Ozp/2fvzAOrKq7Hf9XaWr/2a1v77Wq/XfQhatVWcanWal1qXWrLoy647yt1e2ziAriAIgKihp3Ivi+yyvJu9p1AgIQtgQAJIUCAkJCQ5eXNb87MXWbmzsy98RurP3jnD959956cd7n3zufOnDlzTsEoBhi9x21hLxwHLPwQLWHx9tYythIlByxMwnVjGbO9RpWwZjlgYRJ+wTreBiw6xB5kgYXNZg1kfE53DcxpYw5W8A/j0VVsdtk35nNF41hgYWTlvcNwqNs7GezLbh+/Ev/QLLa3++CoCvZgAlgdJcc/sPDJTOrdrWvX7pEJhS1y1VqP2cN5CyZ8NHz4qOmryoQOmQAs3FaK5454o1evPu9NSBNcYwKwsBw0Jw7q06vXmx/N3yyYFYCFzW6ZP/JNbHbwuJS9/BEBWHD+aZ+917dXr9dHzClq4o8IwMJNsCJl1pjhw0dMmJvlNXuA39FYtGTSx8OHfzJlafEx/ogALGy2Kn322OHDh4+fnbFHeCXwwMJybOPSydjsx1OWbBRSFAnAwlKdMWccNjtuVtpuwSwPLDBbMG1ov169Xh06JecIf6TC8zAeyJ43fsTw4WNmpJS38Ud4YGFpyJsx7DVsdsik3Hr+yD5P6pDqlWPf7d2r18CRizYJtzcBrI6SEwFYvuIFllo8wFKLF1hq8QBLIx5gqcUDLK3ZA/5KVDzA0ogHWGrxAkstHmCpxQsstXiApRYvsNSSAFZHSYWZECxrvu4TSMhxLvxLOQGsLyu7vu4b+c2QtK/7BBJynAvfcUsA68vKPnPNsaCSam4LqrrdTA1sNt3cFFS1wkwJbDbL3NAaUOrNtMBmc83CoKq1kBo0oBSYeYFPwTQPBlVda2a3w2xVUNViMyOw2VSzPKjqlnbch1Rza1DVHe14GDPMkqCqle14GDcmhoQdJMevDyvL3OivROWYx3fSVLJ0wpABH3w6K0dwpEt8WAdzZn7yzrvDJi7dJHi8vT6s5s3LJwwdMOSTGVmiX8frw9qXMevTd975cMLiTaIjzOPDat22MvnDAUNGTs+oEFzTXh/W4aKVs8ePm7wgtcxrVvBhxcqzFk0dnTxj+VrRueX1YR1Zv2oOmE0pFSc2PD6sttIVk0YMeO+jKSkVgqrXh1VfHJ03YezkedHNwrX1+rDilblLpo+ZOG1JXpWgKvFhHSmcN2ro24NGLxGnE7w+rIqMaSMHDhqevGKb8D/z+rCObU5ZkDxm8uxVxaKTMeHD6ihJAAt5gNWW8z4zmf3KrIPsQQFYB+czsQr3vZfHzg4JwIqvGcqUN3hhGodCAVi1cxmz3QdlcZNOArA2fMREVjyXzOFBAFZDlEmN1WdcIccsHljxbVOYeLR3l3JlwwVg1acwVR37jF3LtWwBWGUjmbVHT47hqCMAqzlzhBvh1evTbI4tArCqZjEBGwNm7WSPicA6OO8VNxDknoFcrIIArKrPmIDfh4dvYN8HArBihaPcvDg9R5jcnGICWB0lCWAhAVjxlWJQ+t2jGGRxwDrwkbji7KmVMcYsAyxvcONdIxhkccA6/IlYY+KZlcz0OwesvJcE1W5DdrhHOWB5YybfyoyxZl1gxdeL6497TmTCIDhg1S0UzQ5IZUjIAavEk5an/zb3KAeshmViopvXVza7hzlg7UwSVCOfMFFuPLAOfCresyeXuxeXA9buQeyaA4hjZ6txcsBqSRGrqfVdwNylBLA6ShLAQjywtsuqRnRf6DzSDLBi82UZG3rudM26wKp4TbIw7e4ZDi8YYMUXyfKZRlwMMcDaJytGcVey07AZYMWzZZmuPtjFmHWAdVi2QrDXYqfnxAArni8zO9g9WwZYtcMli466JTlRsSyw1ssqqr612TnOAKtxpmwB6FTnIrHAkt+zPs4okgFWU7Js/fMA5yKxwNohWwT+ep5zPAGsjpIEsBAHrBWKREhv2MGILrAOS9ea4UHGCsesA6x0RWqHPnbfzQVW3bsKs0vsc3SBVaBI7fCS3RtygXVMsZy4V4pr1m6LxYokfs4KcBdYzSqzK+zRkwusLYq0eM/aJTNdYMUU5Xt6Om8OF1i7FTlu3rIVGGAdkiZe7Bq+1/5hF1hVEfnZPpBvKbjAiq9UJPuabL85TlhgxTeI32VLTdohCWAhBlhxVVaFcPg5q7E6wNqrzrU3SUgvg2YrVZ+03u0OsA70UGZXmmjdawdYS5WZVR62BloOsGrVKaZmO2at/2KWMtfeG1Z/zAFWvSoHBO7hWGhxgJWjTIp3bxHVcIB1TJ2oeZzVzXOAVSJbJU2kt/UAuMDa8Zjq4nZbRDUcYG1Tpvmxs9Y4wIqp08UPszxZJyawtg998Gz2V8s/fPCXRuBYarkkgIUYYI1TPaRYnqOdIRtY+x7X6E6yzFrAmqFRfYJ6s21gHdSlHE2mZ2kDa7FG9f5yomID66g6b1UkMsvOC0iBla1JOfoabXc2sI59qFaNTKHEsoGVo8kNeg99D9vAalXnrYpExtBragNriyYDfG+aOMMBVpkuOyLtF9vA2qYrM0LrFtvAik/VnO1QOt49MYFV0P9ag/3Vwv5/NnyAdR8UVD3jHFpT5vc/M4yT7uQVvhZgxbj1pt8cYOmTDkfILJUFrAZF1ipLllGzFFirtao9yEvYAlaTvpjx5+Q0LWDlaHPFP0n4agErpsu1CSVMqVkCrM3aXMYDydDYAlabKhkWFTqGtYC1VZt0+H7i+LNTJOtLE9KEzhawqrSlJWhCZxtY+rTWdxFSWcDar1clbcYG1lLt2Y4mbsoTE1ikohX3PeoHLHTw54bhzkhfbSwUjmNgxUsmDer7xghTiEjBDw53oHJ51Fy5bMqQ13v1HThq8fJyXjdWGl2SsdVKVhI3R5orf/+nu19+e1SqZ73xlhEP//6vZKt4GJbhI1aZc2FjWKGoSQ2zcANgxY82SxVFDmJg8Tuscyt4fqq4zwLWFp/qTqNAyQKWOocokXu2IwdYO7VNNRweCvYsYOnzg4fvIiM9Cqx9PqXG3oB+kwWsz7VtKtLTMgvAqvUpkUwyqlvA0jfVSE+SOIICy6+swwvwnFjAytCbpTUxKbBadD1HLO/As2sBq/kV/Sk8A0uxKbBiffSqD8HbwALWZp/SJSS57YkKrAwBWDm+wEIfGoZdXBDFz/mz6PLaZ66ZFIm8C137QdX8oSb+QGpkpcm8UdM53c30wem9ELoLR3tAmS981S97Fr+SBasN1+IDfyObE+i9WWz2J5/J3pN34UZO33zfXH1eKHSDrEfGqyJ4oifyO0CqPrjAMAaKeymwWj3Zj0SBOW0KrBw/1ZedMl/x3n668OMUWEV+qj2gXVNgDfTThQ4OBdYOv3pc7zYjG1i+VQHhxlNgVWj7YhGrFA4Flm/hrGnIBlaNX0Xb12qRDaxFfmcL6YwtYH3mdwpQFYkCa5GfKpQbpsA69pbPGfSC8NgEsKgEANaBbxu32duFxgLx8D5zeSSyIk7eE4O5aOL4JP5AJg+sXazuHGf3G3tQvEcoNMlc/VinUOim6ZHIEL6PNRhuxx1kcwoHrE7bkCgM3BDh4P3marznj5KxHq8KOxaYH3A7ENoz9taToRzYEPGPKbD0A0KQHjELWC0+/YUw8XNQYK3yVX2i2QJWzBeZpBwPAZYvMsMP1VvAig/3a9aRL5AFrE2+qq/V28DSjzNBoD9PgFXmW1T+riobWJN8zU5HFrD2+5UwJDUMKbDKfKuj3r3fAtZhn84rlrU2sPzL746MJ4BlSwBgoe7Gyfa88vM/92jvM+dE3oVu1wJ8aaPskXUR/kAuDyxOl0m0NqhlSSh0/Txzdfpb+LqPSopENrOaWzq/jHd3JduzOWD9wZszhYEbIhy83zRTMQdv9lElO+ZiYLE7Pu6CWfUbANYn4h8TYDXpC3cRSbOAtdRf9akYBVbsaX/dpRaw/ErcYXmkiQIrrnd2EZlpAWujb5uK9GuwgKWu/uDIIgtYW/1V+9RZwBrkf7YjLWDt8a8p37PaApZ/NefIRBtYiiAUVpItYPn2xcLhVy1g1fl1B7GUJIBlSxBgpRrGYLp17Af9PUerMbBIEb3tEQtQlsTxYJA7sCayCgNryCwso0Td3pHknU37V5AhQv7fQ6HXR5mr9+Tj6359TiTCVpFvu+ce2H0X+bIg9LtwKHTJSnNyPyhZP1o8NxZu+FWGtx8zU9Bb/qpkx1IMLGYHut445f6NOQCsieJfE2B94f+UhntSYMU9GXklkkmBlRFA9bk4BZYi8oeTlRRYvoNHLI+0UGB5wsAlkkKBVR5A9bVmCixdTTRbllNg7fHtYOEuVi0FliICi5O5FFhHfDtYGG41FFjbAlywh1oIsBr9O1jh8DYKLL+iryCjT2xgtY784/c6W+XOHGDFJt/ys9N/9i8nWvrosBvO+vGtqwEq8U5GJwqXWSfv9ljchoFF5pRb4cXmFkNG1fgrd6AoEsXAIrvMCK9bF0kmv0Bq647El3tKkrl6RxOkJk6NRFYzPze7U/EavLc7+bI0NAnDbQDMEg4AuAn+NQ5uKH4r3l6FgZXvq0p3pGBg3cXovP00fiXnA7BmiBeBAMvHz0plJwFWcRDVtyiwfGo5U9lIgLUjiOqrFFjDg+jmEGAd9O+yRCJDKbBmB1CNFBJg1fl5sEDejhNgTQtytksIsFr8KsqDvB4jwEoNcrYrKLB8i9qDrCHACtDRDYdHU2D5OP2J9Kw9kYFVf+1Jv/6WYfyUkMMGVvUff7GioXnqd0/uSSt3fvqTO1576jzjdNKuhxoGjZr5251ei+kYWHTZ1bv40ha7BzLxV+7AOgIs2NXwek9etzJCk3u2wQzTC/hyz8PAmhK/Hm99Eokwa74OdemLAFgPkm9LQ8vw9goMrMOXwk3i3GIC3FAp3rxtLwYW4aBWle5IxcDqjgQpAGB9Lu4FYB0M0AkIh2cTYE0Monp3AwCrwaegPJWJBFizgqh2OwTAij0QRHckAZaugqkrNQCsuGw9jEcmE2DlBTJbQYAlrneUyhsEWMWBzG4lwNKFazkyjACrWVf31pGJBFjvBVF9PA7Aqg50tlknMrBufaceNb5zknENwMgCVtMVJxOPdfqpRgR/xJ86LQV/tL7UmfzRgW8bj8Nn5cnLvBYXY2DRLB8wzst3D8wnTxtzYC0BFuxaEHmH1y3pZYVEwBP0KL7caRhYkRn3460nI+OY3lDf31UTYD1Gvi0KjcPbeRhYb4X+AP0n7sx4uKF38eYwEod1vZ8q3QHAehAJQoC1StwLwEoL8pSGBxBgBfAfYVkHwFoTSLUXAdbrgXSzAFhbAqk+Q4ClKvHHSy4Aa28g1TfjAKwA/qMIDDUxsA4HOtt7WgBYPhEYliwFYLUE6eNFejYAsAoDncKrAKy4os6hIHsAWJmBznbyiQysz8jGy4aRhRxgfWqE6fFHjVNwF3g0UgUAACAASURBVGii0Yt8K7Rm9bsbZ4CXetCvvQWu0FwMLBqtBEWPmWhPCN/lDuycC8DCu/b36jue122x15iNwPufxJd7+yQMrMhf8FbXkUx4V2HoPUTI8hT5uu6NgXh7Y4a5pvNF90K/jDszHm4IjKURYD3op0p3ALAeQ4IQYGWJewFY6kU5rDwUx8BqDtRrCs8FYKkX5bBydysGVlxdSpqVyQCsZYFUw3UALL95dyqzAVhrAqlGDgKwPvDXwzIFgBWMFuFSANangcyOAmDtDHa2WwFYUwKdwUMArKpgZ5sGwAricItE3jmRgUWjJqsMAxzPFrD+YAyix4vAwR4/16DrMY5Z83MpBHPxToMkFqdjYNWSrRkR4iO1ZSz+KhxYjYGFd02MLBB0bYnjIeGgx/Dl3psHwLoBb93LTgo88PtDFFjPWTtewds7Msxxobeex1ucM1yAW2Nn4GCpufqarrf5qFo7AFhPIUEIsPLFvQCsQL6mcPgIBtauYKqfALACuU7w6xoDqyaY6vsArPHBdLdiYDUHcWFFIkkArOXBELAZAysewOGN5UMA1pJgZ5sOwBKztMjlbQBWQbCzzQRgybJaiNI1HG7CwCoIdrazAVgfBzqDnq0nMLCsrZ8aryEbWA2GQRevodipxgNoi2HwFZzinYw/I5T5LSGEk0gyBhZdJAdjwPnuAegsCQcAWAdRWaTXYUHXlh14d3EYX+7K3QCsm/HWzcPcc8kJjUSULD2sPQRuGWb/znt6w4iPtSXAbRXcxZRnSRyWj6q1A4D1HBKEAMtTnwaA1TPYY7oLAyvIDB2WdwBYASbTQTZhYJUFU30VgDU0mG4eBlZNsGYNHDwQyOceieRjYDUEUx0AwArWvQkvwsBqC4bX3gAsM9gpLAdgBZnXxVKLgeUfOEdkLABLkShClMMJYF1qfIxsYO02jCRrd8j4F1ppGKX8nw2FPY/dLbM4GgOLIgXWWTALd+BWCAcgrGFvfHhkhqhrC+4gT0U34su9dbeZEolAV+hvkdftNHXxe/8AS3dYYBG4YWD1JtOEAxhTItyGw13scr8NLJ2qtQOA1QMJogZWj2CP6TYMrLxgqm8AsDyloeVSiIEVaO4xHH4FgBWwP5iOgVUVrE29DcDSLeNlJBMDqzaYaj8Alm5NOSOzMbCag5mNxDCwvgimuhCAFWiSggJLt6ackZEArGD9wUh1Alg/McgKEQKsppON3tbuS4wX0WrDWMr/2YFvG68dPcNNN1Y02pJ16FMMLJpxDiJKGK881PLdSXQBXe+CLgBr5xp8+UVdSyp7Rka2oGvw5V63y1w9YMMzeOu2SGSM5XUvCJEQcxZYBG5Rs38ZGoq33nVNeeD2GtzFm3JNk8wnalWtHe0Eln+QOZHS4MDqD8CS5l/yShEG1qZgqhEAliJnliiZGFjBHOmRdwBYwRzpkSwMrCPBVAmwJgQ727kYWK3BzEbaMLBWBFNdBMASU7gqpBkDK+AA9hMAVjD/YGT/iQqsNBtY+4wLmVnCTsYtlsL3jYWowjBeEP7uHuPsib91Z+ucgPXNpIdF18TAklMmZAowtY3XBWBteiuS7NGlEhsR+fAohVBW1Fy9B03GW3dGnFU8/76AOPFZYAHccpea4xAahbc+dG154AbwC62uNlNyyP3UqVo72gmsQGFY4fBeDKyAXaEhAKyAXaFtGFg7g6m+CcAKFIYVDq/DwArYFRoKwFoQTLcQA6slmOpbACxdeh1GloEPS0y3LJd+MCQMFq8RWQnAChTVQJ3ugcKwwuFkANaQYKdQd6ICa6kNrFdPIj5vC1gvGAbN4rPJOLcFoeuMU4WKIp8bxo/6O9/q7engfq1oPAYWXZoHUXhMxmpI+LaR1wUf1jTCH0GXSHxm5ENI/nM7vtyzkiCoDhY334M16RRAVeeL/wXyNxjb/etfZH0MwK3vYjMbEbiNco154AYhEqEsmCX8R8hH1drRTmANCfSUdmvGwAo4jZQMwEoKpnsIA6s+mOpHAKxJQTS7hiswsNoCTf5HxgOwUoK1v+0wS/hmINWPAFgrg/3P8gFYwbxC7wOw1gc723wA1pOBzoCENawPdraLAVhjAp1Bn/iJCqyZhjEbPpf8gE6TmYYB6REO/ci4ncwePnwqrB7d8h3jHJKx55D9d03fZ/1aa+0LOYXOEtIGDDNE5e5PwSxhAa8LwOoTSfLqEllFeUUc6a8mQfwB+J1gbRrNi/Qxf0fIIBbg9rvFkA8L4OZ6xbxwexL+ZiUAa0RIr2rvWIiBZYPRETWwgvUCnoM4rJhPvhhLogCsYA6Rh+MQh6VLCejKAgBWsF7A3TEIawgWf7AEgOW/9JlIPQAryIKfSGQWACtY1Fh4LwArWNTYZwCsfcHOdjcA67VAZzABgHUw2NkWAbB8s0UQ+fCEDWsYh5vb+U8O+ueFVpreSYZBQhe+ON34a17r3pd/SHMhzvuh8e2b+75x+5XOKPAx4yq5xUUYWDSQcn4k0rPRPTAvEhEPRMni53VeXZC0yDCaXBHc5w8lwWqIgaHQeRvwX1Dn2QQJsABuIQIsgJubEMsLt17wuQCANSukV7V3wOJn+3ccUQMrWITnCBI4GswxtQuAFaytvkMCR98PpFsMwKoMpNqXBI7OCtSoNgKwjgaao3uXRLr7pykAyQZgNQci/CNxAFY0kFkTgBX3Sd1FpW8rAGtsoAuWRyLd/VNxYPlXPQCrKNDZzjlhgTX69aw7z/722X1otoKJvz3NMM48B9rf9qd/derPrnrX7lJVv3T1f//k6gFuGamVxqdyi1kYWNPJ1hjov4PU7IQAU1h5IRwwAVhvtHp1EXi1LF6RHAy3kR7WI6FQN1i7sGXXOiYai/VhAdxCSwBYALcjjo4XbhATH0oCYC3HG500qvaOdgKrIVCjSiXAmhlE9Yk4ACsWKGx6CQHWiiCq97cCsOKBhjgzCbACNarejWQt4Yhg7Q+AVRqordaQpTkDgpztCLI0pzKQ2UqyNEefmdSScWRpTqCFDN2bCLB8sihSeZWsJWwINN5ef8ICq+OlHANrEHTEYn2tlDG4lzsM957AV8sfwI/eaBp+Jepi7lmfWPbiy30F+LBaLg6FRq+PRPq/Gwr9s9b5RRZYJMHMSgAWwI3sUsAN1jaHegKwpoXsxFdKDlpn2y4fVqAVZPccJcAKFDk6kS5+DvL0dztIgHU4SAT9CLr4OdDE224CrCZllQauWRNgBQptKiXAagsypT+MZmsIhOI8Aqx4ECfWezRbQyAU5xNgHfHNhoXlY5peJlBg/iK6+DmIE6tfSwJYHSaQD4tM423EFxaYQxKMLEY09SR7wAJWoUw3JxJ58wNb7sDX+0Nzdd2qUOiSwx9HIp/BDXjP+cVU/O0RaxvgFkrFwCJwgz2DFXCLXY43b4DFz+9CV0unav9OO4FVICkcKMpIKx9WgDFhtwoKrCBjwkFWPqwgzNxEgVURYK12PysfVpAx4XoKrCAJW/BrjKSX8UmQTCSbAutogFVHT8RoepkgCVuiFFitAdZq92ui2RoCTNd220GB1RYghdm9Ryiw1gU429knbnqZjpd95txIZPBRVD/QypVNFuHj9y3a04c/YAFLpssv3P/gQtwXMle/cVUoNG16JDKFOJ0ed34RnOZdrO5Y7PcWsABuAJ9CJdwga00o30xpuzIUulCvSsXEwOJ2gKwAYK0U9xJgxV/0f6J3WsAKEIk1yM442s9ft8QC1mZ/1VeRlXE0QEq8AgtY1f7jlvfbrAR+AeCWbSXwO+Lfc+vfbCXwC7BSc5GVwK9BURSRkdePWQn8Vvmf7TIrgV8AHyU8TCSBX4D8jOOsBH5t/h3CXgcSwOo42Wem4/Fd749fj/SkLvb98HSThO1F/AHLhyXRreFdtdOWXQQ53S8IdbqvV6TXkrYdsAyQrtk+lJY2/ndwP7ovIglpCMuWmVtrrgmFyPTnbCXcjl4HXSgz5U38MVOvSuULmCVkd5QuXzbpAgDWRZOXLa9jLwJNkZzr+5SC344Ayz9P+107bWD5R21BFCzN6e5LoW7FyALWDt8uVr+4ndPdf8XNemQBq9Y3g+Z7MTtFsv/KQ9AiwDrs68p7utlOkew/LAV3BAFWs2/g5puNFrDivtkRu8PCDgIs/wzY9x+yUyT7x1bAg50AVkfJPnNtzYL3Xu07aLZ9Rde/+8YSWlFOOBBfZY7uO1eiK8RSJ6Ndb79hrrzyH8++NnQR5HFY/pfLh1DffJZ7R+7BX9swpzqFFpufXBY6jy4u0sCt4toQzene6SM/VbJjHjjd7R0g/Q1GuLTwVtUcP1w8BB07WoSizM/dNAk5VXM+8hlrdoc1nhRYe7VDp65kTGoXofBb73I3jOcpsI76DZ3Gx5FdhMIvKV5PqABCgdXs17sYAc8RLULhG4oFK9IpsGJ+cRhD4arSIhQbfFRJEiSaIrnYj/AkTRotQuG7/nkpcqrmjPM5gzch8CgBrI6S9tUlLPOUAlNIwEKq9S3Nm99eZr5142s2QJRww+1j5J8eMFdf8tgGf1XYYc0S3hPgNCxgHfbJ6k7SIFplvnzSxrzUjBxgNfi4REgoilXmy6ddP01qGFJgNekrI4ZJBh6rzNdGfbhC/1pqFoAV19capEtIrTJfO/Uer35WAC8AK/6W/mxJuJxV5mu3vpfXhxQbtOoS+iwmIuGKVtUcn3kKmvPbqkv4qV63P+hawKrVR9D2JIkuE8DqKElUfkZuIdVN2tAGmhHDAlZ8sE71sX3ULC2kWq7NEU4jW+3Kz6N1qvfRBQxWIdWqh3W6H5D2Z1d+1i6761NqmSVpzerf0ekmkVeEXflZm7+uJ32zWIVU67Sry/uQuGe78rM2LVdPeqEsYLVoKwINIS4BC1gtvXRn8BINFbKA1aL1PPYgDgW7kGqZFts0MjIBrI6SBLAQU6o+TzPS+5RG4dql6ls0iWMeKrXMWqXqN96r1v2AdhJtYLVplgh1X0/P0i5Vryun/jYtrmYDK65xY/V2zNI8jPs1jqFhtIttA0sHwp5WnkS7VP1+TejYKzSuzgaWNnrUWsNvl6qv02RVH3yYqNiVnw9qcsy8aEX22aXq6zVZZZ+iWUxsYKF1mkkNKwlTAlgdJQlgIQZYqEC5SDbZWjVgAws1K11eT+ywzVrAQsVKn/MnVuCtDSwUG6lSfdB2x9nAQqWPqnSHWsUgbWChuDIwva9r1kocW6NkwCjLJeAAC6WqBpu97eARG1hon7KP1deaAnGAhbJUDLAx6AAL1SnLIw61IGQDCx1QnsGb9iSMDSxUrwxd+bcVj+0ACxUrC2cssZ6aBLA6ShLAQiywULk8zcx9GbaCAywUnyHvj/WvdczawELV8mQQ96ywzTrAQugL+cC0l5MJ0QEWOiBvVXd9bq/JcoCF0Fp5qxpS5Zq1M103JMthscD+77jAQpvkDv23y2wFB1ioQZ5jotvYZkvBBRYqHSg1O9BZEesAC7XMlUNzul0X2AEW7o5Jfr9r+K6pTvJwB1ioZbTcSz/U9uO6wEJV70vP4DUnt20CWB0lCWAhDlioZYZk/Pa+u8jJBRYek73iVX1kRdw16wALxRZIxm9vVTqmGGChPZLR5v0L3YT8LrBQfKFkXvH1ckeVARY6LFlX3HdFC2P2gLNdKOHFYHf5PAMsVD/dy4ues93ZGRdYCGVL4gVe3OAcZoCFGmdLzE5vcI67wEJoy2Dv2Q5yqzpVMA/j6oe8Z9CLqTnuAgsjXjKt8ZRbEIABFmpdKkmLM+awczwBrI6SBLAQDyzcbRnHQ6DbOxuYoyywUDxVyKz82AwmwIsFFubFJD7rZbf+bMQ9Cywoz8GbfWjSQeYoAyyEaqcLvvd+OUyZIhZYCO0Yx0Og33zerAss1GQKnqxh+W3uURZYGAjJ/ACuz1Q2GTcLLNS8WEDWiyuZS1TG3YeqKbw3u8/0KuYoCywUyxaQNTjDBTEHLHRkujAX3CeLLXLJAgvFokJ/+5mFzDQ5CyyEDs7le7A9J7ApnhLA6ihJAAuJwMJjF/M9+0Xcve88PkE+BywsZdNespepPf1xIVeXiAcWhkD6ULux3NN7VgVnhgcWQrvmvGYPOB8fkslHk3DAwn3CrOGPWap3R6bt4VR5YGFqmqPtrkD/Cdl8wg0OWBjGW+bacVY9hywo41R5YOFeVvo4OxSh39gMLiiXBxZCbYXjnrfO9l//Hr+Jq4hbJt6HzAk2BV4dnXqEO8YBC59t6ed2+FbPwbN5sxX8w9iUMfwJ+zb0m85fLx5Y2GxJcg9rZNjt2U9LOLM8sDCM8yfb6SNe/XgVdy0TwOowSQALeYEFUrMpJyurqKJV3C8CC0vLrsKsrNwth8X9IrBADm/Ozcpat7tZ3C8CC0trxbqsrJwtB8T9IrBAjmzJy8oq3NUk7heBhSW2f1tR0fodB8X9IrBAGnYVFxWV7GkU94vAwtJ2oLSoqGjHgTbxgAAskKNl+VlZBTs8/wsRWFjiNWXYbJnXrAAskGOVJUVFxRUN4v4K78N4uCQL7q7HqggsYnZHQVZWXukRcb8ILGJ3x/qiom3Vnnp6CWB1lFSbGeuDSoqZE1Q1z0xph9nsoKr5phnYbKqZGVR1rZlSHFTWrQ18tutMsyiobrqZHlR1vWkWBjeb1g6zBUFVs9t1e/ODqua0y+xX8jCmBn8YC9rxMGaZO7lmlwDWl5XtZkLaKWu/7hNIyP+HUsw1uwSwvqxUmam5QcU0M4OqZpopgc2mmOnBzZrtMJsWVDXbNLcEFTwkbIfZnKC6qe24YKaZ/dWYzQqqmt6u2xv4qUlvx+01zYygql/RU9OeZzzN3ME1uwSwvqwkfFhYatthdqvebOPu4krbgyHzYbGyf/tmJ5+XxIfFSnPl5u2OJ0niw2LlUHmJ4zWS+LBEs47Lx/JhtdYf87p2BOF8WG11NYfq1bqWD6u53uNg8wjnw4phs5rLZy/NqT8WVytR4XxYbfU1Bz1eLlcsH1Zrnb9ZzoflYzbhw+ooSQALdRiwdk965o/wsP2u+1RCFA2w2tYOu4fkl7jqJRrYowHW0eWv3gKqnW8fSsMFNMDaMfoJUrixy+NLCXU0wKpb2PcGYrbrR/sssxhYB/Ki0WhK/vY61Z8RcYF1OGfu6CQs4+bl7PS4mokQYO3NwWbTCiv00HKBtT9jJjGb/HnBPrkuAdbeXGw2de1uvVkXWIdz5tCznZ+1W362BFgH8uEiFOz0TDZw4gKrNpdehAnzsyvlnEsAq6MkASzUMcBqXnDveeRROxf+uRr++0pg7U+6kXk2H4OkBkpgre/5O1f14gmwSwWsxun/YMz+E+I8lcDK7XEhY3YaNXsAVURtydur6WLYwKr/IomR8Wk1El0A1g7bqrmhVqJiiw2sQ0tYs1PyZf9dANYu22zKBs8cHiM2sBqioxizE7NkpwLAqnLOtuiQRMUWG1iNnNnkTM9sMUoAq+MkASzUEcBqnnod/8B1XqAEVs1bF/O6f9mvBNaaB4UHeTBSAevY2Ct51cu2KIEVvVswO4iYPXAsJepKTrUSWRawKsYnCbLEiywMrGMmY7ZIPXKygFU2RrA6WvIfxsBqZs92nXqYbAFrT7JgdtQX3rPFwIqlM2bXqEloAWvvRNHsMi/mEsDqKEkAC3UAsFbd6HniLtgqB1bTxxd7dO+Ly4FV/qz3SV6uANbSaz2qNx+TA2vbA16ziwiwdkc5WaNyTVFgVYpggdaaIo6jMLAqOKvmVtVAmQKrfLTX7NgC0a+GgbWXN7tFZZYCq3qs5GxN8WwxsGr4i1DsiZmzhAJrvwfa2Gya+DcJYHWUJICF/s/A2v+c7JF7UAqsdbfIdJfLgNU23ou2UOi6Vhmwqh6SmZ0oA1br0PMlqn9uBmBt5ttq1CyT+98JsBrErgWVZD4oHoC1TTCb6Q2GJUKAVTdOanbmfl4XA2uHYDZDNiJFFrCaJ0vNTizldTGwKgSzaVVyswRYLVOlZifxYVcJYGmlVDuJxEsCWOj/CqzUy+XPXKkXWLERnaWqj0iAVSnpB4GkSIC14DKp6i0SYG0DP9e5Xt3lAKySqCi50k4WAdZqaVPFkspRTgKsaHSLFIQEWF8orI4u4nQxsMo9ZjdLPekEWFmqs+XvkQRY0eiGFplZAqw85UXgTiUBLJUcGfXMRQbJhXLwUH1TW+xYXY12wicBLPR/A1bbh+cpnrmJHmDViB4pWy485gFWRheF7jseYLUOUD321R5gLZX12kBeA2B5yRJNkfUvAFhHRqnaatJ89vwwsHZ7zebKPFkALI3Z5ezVxMCq8prNkb2rAVhNkgGhJXPZv8HAOuA1K/XPA7BaJijNzmNHmwlgqWRf/+4GBdbZdr2FB+Bb87DLzjzjykkeN2pHAytGX50nDLAanlQ+c71EYG29TqlbIgJrorwrhuVhEViHuyvNZgjAin+oVP0XAGuPt61Go5u8vSEA1hplU01KmszMlGFgHZZYTZWEKwCwCjVmWQZgYB0NaBaAtTng2WJgNUnMplR4zQKwSjVmpzFmE8BypfbJNzkM1VrA+pUNrIfxl7or/1QcK77GeEn8awmw4iWTBvV9Y4TpKTgBwDqwMTslPX+n1L9ZtznXjGaTxoSBVbkuw8xau8t52pVmJcCKF3zw3L0P9VogvoYlwFKalQBLZVYBrHjB81M9O3lg1XRVP3OPCMDKkY/bKFl4YMXfVaveKQCr4q9q3SU8sGK91KrXA7AaZMCKFnpGRACshZq2mpTseqkwsNpSZWY9i5cJsBbpzM7g82Flyszu8JgFYK0KeLYQ1pArM7tF8q43UZrWrOtTSwDLlRmGwbk5Wy1g/fa5OVTy8Jf7vg8X7+D3DXGBuRdYTZMikXc/hBRo1cKRVHP7Btw9htDCbG/Xu2UjPlZWdYCM3XebZjSakZcSjWYe9TPrBVbjkHD4mVfC4fCzwovNCyy1WS+wlGalwKr64ALDGOjZzQGr6mbNM/cAD6yVF2p00zlgxfpoVP/BA6v8ao0uD6wWyaSjI9eROKwcKbGyxbk0AJZkdoxtrE73AuKwvL4xkBKx6wbAEmMPeJnpvJcAWJIRrMwsAGuW/mydQAQAlujMp1Ik+scAWPMDmk0Ay5Wd5/2Fu5Q2sGhlUiobjPvI59PGncJfe4AVxwRYEUebe0Yig4UA4lQzl7zAYN43R7x9RzOjqXuct1CZaaZiRMa2RKO5MR+zHmDFMVhmxVFht3D4eb6peIClMesBltqsF1h7xt56MvROhyBRWGDtv0n3zD3DAStdNjdnybmh9SywYj11Zh/kgLVTx6tQJgusVh2vQncQYO2UttVohuB6x8Bq0jbVpKQp9iUGYB2Sm10nPEQYWHEfs/PsPwFgycaEErMALLWvichku+sGwOLCxlwpEDqaACz5HKEjU22zCWCpxQbWr5e5+/oY48jnZON0IULEA6x1uMcC3FkQoRV2GUnFN5IsJNmKb58wb3s0I5rKPNV5pnWH1kajNT5mPcDKwB0h0B0ftqrrOeIBlsasB1hqsyKwPu6CWfUbANYnSBQGWPV3ap+5ASywClXObio1LLD6a1VfY4FVdb1WdzcDrHhEq/o0AVaLdPAWjabxXmcMrHofsiQttDo6ZGlOntxsIe9awMBq8TNr32WyNGe93Owa3iwASxIyxokNQrI0Z4PcbA7/SgRgfRbQ7AkBrCPL6We8aFN7/swG1s8y3H2XGmvIZ6lhCEN8EVjxD63SRNsjFgtcAWARtoATNYs71JwRjTKBMi2maVJ87YlGy33MisCK41Eb4WtJ2EKMIyKwdGZFYGnMisC63jjl/o05AKyJSBQXWK2P6Z+5WQywyhWhD5Zcw4Y1TNSbncoAq+52rWqXOAMstb+dyDC6lnCrvK1G07iIbwysBj+yJGVTXQKsfQqzBRxaMLDafM1a0Q0EWLUKs/mcWQCWPLiLkXSqS4BVrzDLEwuANcXPrLU48vgH1sZ37jztV7Dx2b8vMD7Gn4dWPn052nLrmd+/DTeY0jvO/MXd9BI05vT5jXV72mZfe/pPuy6wgHXWuvTuF55/H6HeWZabq8UwhGluEVjVuOWTFOatkP6bj8QDYBEqtcHd40ZVJdEoa6cWA4s6MQ5SYOnMisCqwEAhZ9kCyWm5BMUisHRmRWBpzIrAevtp3BjyAVgzkCgusAbqH7nQNhdYdTfrVV9kgGWqwiQs2eoCq+1xveozTBzW0k563TQKrKYURWPliIWBFfMlyyiaM4IAK56vMMt1hsCH5TN2S0oaQ3Ol0mwNii5WNJ8dFQKwfMmSRIcMNFtDcRBiAbDm+pqlHYTjH1jR1zoZv4KNgU8bAKyPvm8Yvyo8q9MVpxg/KF/zo3OvPMU4C+Ax/39ws6I33bzsHx9N+Pd/GxawzuhCJwmfjgOnrNne7xif878jAgtq+VK4vYu3+KxjKRhYFENZ+Oax0crQ5WIRcNDJWFZJ/0RnVgTWMswTqvEM3spjD4nA0pkVgaUxK3W6F8DF+9yz2wHWUv0TF7o27gLrBR/duS6wKi7Vq14fd4H1qY/ZmS6wduiHpKGLj1npZcoUbTWazsytgtN9km9bnUqcPjS9jKovFC1kXOQArHm+ZueQv6DAalDxdR1jFoClnXwkMonAiALrmGJkHM1j+ArA0k4+EvmMmD3+gYWbIAUWQt8jPSz0knHGJZhEKd8yruqcgq/sd6wYhY8tYA09aTR8HH7IAtap5y+rKR1zpmF8hvYYhtUfOsuYwP+KCKz5uOHTObRReCufOwbAolGoa/G9YwMK4UXHvnwaMLCim/BpxXKjRX5mRWCNwzyhFIJyV9y0pggsnVkRWBqzamCt8uy2gbXHByyht92lOVN9VC+sdYAVu8tHd4i7lrBQGavlmLWB1aJ3t0EfzwJWTBorAJLt3mEA1hLftppEftvKhyWfKMSy0R2dA7C0gQJUSKVqKx+WfEaPNwvAyvY3SwaFpFQcSAAAIABJREFUVj4sxeQD5qvbdQNgrfM3SwISTwRgJdvAOo8CK8kwyOjnPsMgz/ZjxuXk8AoKrJyTrqG36JgFrJdJH77sdONstNYwLIf4rw1m7hBEBNZU3PCpM+ozvMVHfwKw6GsWvJK73AMx/J5LRc1leZn5O8mbLZ4BYQ1pO5rXW31+nVkRWFBuk44moGz7IvaQCCydWRFYGrNqYGV5dlvAij/qQ4DQJgdYOy/xp4UNrCQf1U47HGA1eldc8/KCm61huN/ZpjsJ/CSB3pa44ywAli7C05KxcJ4WsFoyVGbdqoAALF0opiUTgJwWsNqkQVMg7iJBAFa5v9nRZChAgRVXzBJEo8UOCAFY1f5mR8EQ9kQA1hQbWBdSYE0xfkG+fmycRT7HW585FFjdjWFU3Xa6W/KqYezfbBhWf+jXRgr/KyKwxuKGT2eEZuCt5dwxgBB9y26KcnF/++FpPkKfSOrv3GxaU8NWNTudWRFYb2GeUHfUSLw1jT0kAktnVgSWxqwaWPme3Raw5vkR4B43vYwv29Y6wCrVBWuBPI4cYA2SLQkUzFrA2qKJqSByS5tbNUflwMG9FvsiALD2+7dV0mmxq+aoQeiUkwVgNUlyNYgC43m7ak6dPAYhygwBAFgtftOEWFYit2pOvWqsGXWCHgFYcX3YGJEvUIcBS7JeJT79tv89/cKny7xfRPnPA4t+n238hHwuMs4knxawzjIWUHUBWBmGkXPIMCwm/NAo4X9FBNYI3PCpVxOGW/O5YwAhGrgHc0kMZbYDmewsQuTNttsGVpRmX9OZFYHVG/OEutxgFDeOPSQCS2dWBJbGrBpY3pwvFFgNf/QhQCjFAdYXfqr3IwdYD/vpwmwvBdY2Pwg9ghxgKdZRuzIPucBqyVKixY5lIYuf/f3YSWObmDJfW1RWU+yYCbL4OcBQc0ILU+ZLOXpzzJLFz8v9zY6qY8p8SdY/WmLPhpPFz+kBzB7pKGBJ1qs0hg3jx982jG9niF888nUBa44FrMUcsPBAcC5Vb+GBVW0YZfFvG4XkS/xbhpDZQwQW1M6k7vOleGshdwwgRL0n4Jll6nuTrCR5R1r3peHPVIj02m06bsu0Bh+zIrCewzyh480peIsLLBCBpTMrAktjtv3A+siPALiDZQGr9WY/Xbg3FFiZfqpPwClQYPnMEIY6gauHAivqZ/aWVsTUJTys7LRYU78UWAX+bRViEBxgtSmHWZlWSCYB1vYAZjcywIoX+ZklwNoZwGwuW5dQNQEZTbP8wQRYQfqZmR0FLMl6lRUn96pELZP+yzhH/OKRrx5Y/0s3AgGrxYnKrueBtcP4eRv6pTHLOvZDYd2CCKyBuOHT9+hqvLUMK6y1pJoAi05uQ2IPZkgI99aEwSKJaIZuDO5hZewvpg/+OplZRkRgQVleumeu35BQZ1YElsZsu4FV7+dxD8FYkgJrjp/qv8EsBVY3H9XO5C1BgFXoZ7Y3qFJghf10V1Oz9svMm7fFlizqxqL5sAIM3mazhVQb0lRm11MFAqx4gJ7bXLaQaku2yqwVskWAFfcJSgfBYy0XWK3yZUpRx81BE/hpl1RSSW7rGGDJ1qu8+jr5GGMY1cIXj3zVwJph/JB8xn4QBFjoF8Yt9O9KCbBm2ePY5UY/hG43XiBfUoy7hF+R9bBo3ykDb62mE4JEagiw6AAMUgaVu39UaGEJIQi3AYIUkcDRRuoOOSIxy4ish0Wf4KV4ay57SNbDUpmV9bAUZtsNrHF+BOgJqgRY8Vt9VC8hvhYCLN8O1gfkFAiwnvJR7UJGLgRYWX5mn7bMOr3vjUpibSbHacbRVP+2mlTHVn6uUXbdqArNOFoSwGw9W/n5qBKE1DtGM44GMVvNVn5W85W2LQqsXQHMVnQMsGTrVaxozCrj5KPCF4981cBaZhikA55sBALWY3brepEAa8q9lpnwL/HI/FPjUvJlgLFE+BURWENxw6cNPRVvrUEt9jOW2kaARQfwkP2fibuCTjm9z9vpVr1pIaDKpE+jaJYVEVgvY57kkq3P8RZXvFwEls6sCCyN2fYCK36zDwGuJlwnwMr2owVNCEGApV3sh+VW6kEEYO3yiQMNUY8mAVYPH9UudjEeB1gxVZxnNErW81Jg1QdwZG/iStV7c+NZkkb+ZxRYbdP8zZZwpeqVIEwlozcKrCBmC7hS9YdUZk0yzrByun/ubza7Y4ClXq+Cco1HFV9c+aqBtcEwXsAd8Ml/+QUd7I2zQDXFAtVi4ztktsCkMQslJxs/xx2I2Ps3nwHRQ/X/RcJK4uN+AM22/n9IhHtL5yvEleyyWULaSpfjrXJUbd+kYurDopgCLjGry0qctw4kVNpGJgmtGIMt9JBolhXZLGEK2ZqOt7awh2SzhCqzsllChdn2AmutDwE60b4eAZZ2ITOWx+iUDwDroI8b/QLrPwTA8nOivUhVAVi1F/joLrLNuv7NZuUwKxfO1ypCkevfVk0OWOTBkQoZvVlFKAK4m6IcsJA0jxcI6fdbRSgCRDYs5oCFJBkCqeTDRbCAVeM/Mp7fMcBSr1eJ//PyevkXRr5qYMWvMIyzb/zl1bW/NIiXo79xEnkNDbaCqhYb1IE+yTBIP33MSca3rn7o3MdbTjOS8dfupz83YfnIW7rQ/2P0tLPN1oq7f+lJFiQCax5u+DRacn4k0pNPagBxWOVkayt+yzAxv9DhomMFWDOGh4RrHGAdpjt0ZkVgjXVGbOPC4W5c51YEls6sCCyN2fYC630fAlhJaQBYrT7ermutDCQArNk+Zu2JAgCWJgkWyA3WQhoA1gIfs30ds8yETEO6qrHCxIUFrFb/Tss8HlgkIEYq4E62y3yt9DU7mweWeqoQRgR2ma8VvmYn8cBSO/MgWtku8+Ufkzq+Q4ClWq/SEtvQ7e9HZV94+coXP9c+eu53L3q/GYP1pF+O7v+bbxnGjy5Bg35zqmGcdU4FAdYPz9k68benGcaZ50DD2ti98+k/fy8eM4zTfjsRldxz9qk//vtsu0e15f6fnPabV7zJ/0Vg5WEETCdbYyKRj3hdABaNilgXjdKm3HgE3jVAJeoeqoySpTi5DrAgA8hBvVkRWKsxWUaQrYHhcB/ukAgsnVkRWBqz7QXWP/UP273W7BQAy8c3fqF99QFYPkO3XvYpYGBV6lUvtpfLA7B8+njdmhyz7ONRryJWeqtbl7BKnc/YQQAPrLgq4j0n7gLrmF8ShKQJArBQqcJsdpsLrEb/oKk2HljKQHq4CDawWmf4mj3WbmCdaoTfwzKMuXaq9Spnn2QYp/xxkeQLL193epm2mG8x7QAiAqsWcuGB4VhfaXoZsgQfMkiSyblSGigaxw93epu1IzMO7cRGwH56RGdWBFYNJstzoNvaPRzmY6tEYOnMisDSmG0nsI7pl8TcZKdtA2CN16p2clyKACxtaqvQfU46JgysRVrVzs60NwDrBq3utVWuWe59VqciVjlT+dk3tGGcACw1saqYys8VvsOsuAAs5RrISqbyc4UvXxsFYCmJtZ2p/HzQNxXEYRFY+X7AOolJF2yJYr1Ky4iqpjU3GnQX90WQrxtYHSOefFjjMQOg178xEuknJJoEYJG4BkyhVBgRkhWtECgKtxU63/GsaBTuTLVpmmQiI77GmqrRmPXkw3oHowXm/vLC4fv40bgnH5bGrCcfltpsO4G1RfuoXeVkCgNg6XKHhkLJjlkMrENa1b+51TkxsIboVDu5U6AYWE1a9/xlWxizfAdcRayMNhdY8aXtBRaKK0aFOWyp+vV+CGgTgaVCS3acKVW/tt3AUo0K02JMqXrf5USHRGCVGCddqZVvG9c9BZLp/o1mvQqKXWCc0SL94spxCqw9fSKRwUdR/cBIJFfQTTVT8HPVgpozrXlo4usEd2ksB3ekjpIO1lroxMSzTTO7FndmSoi3Xm/WA6wd94TDzx9BtU+Ew8LiYw+wNGY9wFKblQJrBQBrpWc3BlaajgBd3JwRACxpvUBbhrtmMbCKdao3M8UVMLBe1Kh2muSqYmDt1pm9tIg1K3gMGhQh79UusFDTTH1TnewBFlJkNo4eZIDlFzIxRhwSIoj9k5rdzwBLXZrMklYPsNAeudlKBli+IKyXACusle8Zk4TzQJr1KiT2qlD+xZHjFFioCI+uen/8eqSnJ1NBqrkRE8tckxY1y8mOBriX5E40whrUfAyy9TSysBxmFNNzzahZFvcz683pnnVvOHxXvwfD3eYKB7w53dVmvTndlWY9wCpdvmzSBQCsiyYvW86XScPAWqkhwJXMjwKw/qXRZZ1uGFi5GtU72GIwGFiaMPdObOEMDCxlf/DcUOiK9ZxZ0cXZJI9NL2KAhRqma5vq5xJgKdBSzAIrrne8T5cAC1VL1/8VscBq0zveP0NeYKH90lwzBSyw1FUPiYyJdwSwNOtVEEo3jNXyL44cr8BCNQvee7XvoNm7PbqpZnnj1pzUlOzNdhvel51uAamtojDdzNxg59DbbaaW5Kem5ZW64zSlWUnVnL0TenS/97lRnkWckqo5SrOSqjkqsx5g9TcY4c1gYKWraXEDOw0LwLpPqdp5OmsWA0vjn7+by1CMgfW0UvVCLtIOA6tcbfZP23iznmYQk65PSWljgIXqtcTKlgELHZAxIC3OAAu1aYm1UgYsdESWESIlxgALtS3TmV0qAxaqkyaaaGKBpZ8qnOOZJfwywJKtV2mxZ0yyDWMf98Xz18cvsJSSKKSKCLBK1WDh6qkDsF5Sqf6B/0kMrAql2Rf5ZOIYWK+pVK/ivW4YWI3KDKb/qBbMeieR41Jf9hEWWKhhtqatVkmBhY7K1r0cYYGF4pkas5ulwELHCiRmD7LAQm2mxuxGKbBQ0xqJ2WoOWKhIYzavY4AlWa8ycLy18ZlxE//FKwlgaeS4BlZMFVs1gK/wAcBSJWi/Q2huGFjxK+SqncfzqgCs6QqzYaFOM8wS3qbQ7dkkmvUCC/dgJa73vRywUIu6MzQdyYGFWiVJbPZwwMInr5wrHNciBxZqk6SE2FnBP4zrlHOFY4/JgYXikqiJMh5YqFRZW3rUkY4BFr9epQEqJS651MpRdvspG/gvXkkASyPHNbCQvB7ppYsFVQCWbAnNuaFOr4qV/iCsQW72L+vEU4A4LGm3qfP7AoMIsIZKzV62wGtWBizUvNbTVit4YOHuhQotZSpgIVTlGRaWC8BC1ap10PlIASw82vSM30oFYKEKVTwWl62Bl4OeCYhNArBQjar2oenN1vClgMWtV2m7xHgf/6bRm4wO55w8U/jilQSwNHJ8A6tEFoj15H5RlSzNeUaiel26xywAa6MEbue9K6KNRro/LzF7mzfdIACr+iKJ7lOVErNSYKF4pbgKuFoEFjogHxZC7joVsFDjOsHsLhFYqFk+WTgzpgYWahZXbpeJwEKN8i7hjBY1sFCLGD+2RQQWiuVKuZ18rIOAxa1X2WUYf8AfnYw/TSv6osevViDxi0cSwNLI8Q0sydqcm9O8qgRYuz3jx0uGeRlEFz976/A84pm/Rtbi59+Lql0mtHpVyeJnb26Jm7256tXAwgwQxm8NHmChtvUTvU11HkQDKYGF0F6+N3TQAyx8xyVFKSZBLKASWLinwTvIqj3Aws+nJBojmUmRLJODfDbmSg+w8C9LVkKPA/93xwCLW69y/5kwHWw+0en0s64dReMKuS8eSQBLI8c5sGKCL/1vC8VC2CA0H1YBT6yL35NigQCr+Qne7AM5MlWaXiabTxTfZXitTJXmwxrEm71hpgRtOmAhVMdmyePCGhxpyhUrdH3BVM2RS2s503nLjkuAheJbxZHWHLJOUgMsFN/DVNJIj0mAheLbxD7hbHIBNcDCXU1mXJjaIgEWQjsXCGankYvaQcD6P0kCWBo5zoGF4lO7OO3/olfS5IukrBTJZQ+6rLhrRp1U1UrgFxv1B0f1qjdlvSsQK0WyW1+n8z0zG+SqVorkxe6qn4tfSBMzdjhm1cBCqH6z7XPKOSYFFh41bV7I+LNnWREeOmBhZO2280Kk1SIZsBDkKGJQ+FkRPX0dsHCHb4+dICelBsmABWZXj2e6VxuoWR2w8G2vss2a1UgKLHCiMSshJ1h1wRLA6ihJAAt9GWDhDsWCl8M33HD7k0PSJAM8Kk6Zrw2DHrjhhpvufXOeuunaVXNqZ7x4Kzb77KgCBVYQU+Zr8N1gdtACj/fMEbtqzrGlve+64YZbHx+kPlsfYGGaHthSkJ1duCuGFMCC39mevWT61KnTF61xzkkPLCx1O4pysvNKm5AKWJg/VYUrZk+dOm1h1k77suiBhaWhfH1udt6WBqQCFv4fVRZ+MQPMZpbbZvXAwtK4c0Nudu7mo0gFLCz7i1bNmTp16vy0MrsrmwBWR0kCWOjLASuAMKXqfYUpVe8rbql6X2FK1QcwqwcWI0pgScQXWK4ogSURX2C5ogSWRHyB5YoaWF5JAKujpNJMSDslJT2wrPm6zzUh3xQp5ZpdAlhfVnZ93Tfy+JbUr/sEEvINkc1cs0sA68vKPjP/UFBJNTcHVd1qpgQ2m25uCKq63TQDm80w1wZVrWiH2RyzsDGg1ONBVlCzeWZu4FMwzaqgqmvMrHaYLQ+qut7MCGw2xdwWVLXYTAtsNtXcFFS1fQ/j+qCq5e14atYlhoQdJAkfFmqfDyvP9ESeq6TVSgomlfj2uYNfffHNqdb/XevDOpozacArvQYvtVJiaX1YVSuG93vh9XGWz17rwzqaPwbMrqy1zTo+rJriTHNlatFOlYee+rBie7eVbN51xCePJOPD2gdmM9VmqQ+reXfJprLqY3qrrA/rQHGWuSJzXbliptTyYbXu3bJxa6UiRskRxod1sCTbXJGxdrvqT6gPq3XP5pLSKj+nYsKH1VGSABb6GoDVltfXCTS4k4S9q4HVOPdRu4rE+X3I3JsaWGUf3GybvW4egEQNrNppD9pmf/fqIWqWAiu2drIzLT89RxreRYB1yAr7TCs5ovgNIjawWta6C21mF0jNEmBVWUliCitksW2O2MBqLXTPdlbeIZkqAZZ9tpml6nlS5AKrrWQGcxGksxEEWAetpZbZ5eKqKE4SwOooSQAL/ceB1TyLq1XY6f24Glh7B3Eh7V0g4Z4KWCl8RfoerWpglfXj4k7/uA45wNrjAoDI5+XePwdgHWXWAq7RzC9awNo9STArmTsEYDFlp9O3ayZZLWBVCfVRF3jzDBFgNbpna65XxMKBWMDaL+TMmSOZkgRgMWZTNmlImABWR0kCWOg/DKz4gutCgoxSAevwOxcKql0qVMDK9dR37qcCVlUvce10l502sLZ4cxnMqRANALD4JXtrlGMtCqwt3mV2izzhYwAsboFh+m7leJMCq8xrdsFeURWAtZk1a5YoB5wUWBXeLO3eiwDA2sqaTdmmBGwCWB0lCWCh/yywtkpykF5QKgVWfPblXt2n5MDaL0u8lSUFVmzsxV7VRy1g7ZGu310hNHAMrLiQbMHcomitBFiVUrOpwjAKgCWYzZOOHZEFrGqp2dXC2QKwhDqLKRUKEhJgHRovM7tcuOoALCEla6asRDxIAli2lAaOIZRLAljoPwms2EhpsdR+MmBVPiJTDW2VAWupBG2h0OMyYG3z9MSIlBBgtU6WNdWkpORdnA0MrOaoKJk14k8RAWC1KPLETOa7LRhYMdGquV0e8g/AalMkO03mzQKwPNmTC+QNhwBLsuAaZAKXoJUAy5PLZr3ca5kAFsiRUc9cBGXpbdn1eg+V5+/gofqmttixuhpx+J4AFvoPAqvybiksQpfHvcCKXibXTfICq/FVuer5DV5gLZAlm8EyjABLXU0hi+2SYGA1eYAVjW6VsQWApTQ7ag2rioEV96Z7z5fO/gGwSpRmc9mzBWCJGXKi0VRpAD4Aq0x5EbhlmAAsb4HsjIMyswlggezr391wgVX2j+8+SG7/kf6/O/0HV7/GoelsO0H5A6KNBLD+c8DK6CKHRSi0UwRWbIiqOtezHmDtvFWhGioUgdXcT6X6IAGWooMFsoSpHAVDQlkhiQLJCxOApakQvZKZC4QhoSR3cqokQTkB1hy12WXM2QKwZOU0SiTTkACsxWqzC5n/IACryGvV9FRXRycusGqffJMbe9e6wJp0xoPU27jl1xRNP93EKP7KBtbDgkUJsOIFHzx370O9FnhebBywDmzMTknP38k7Luq2U9mxzkzBH5z/QWlWAiyVrgRYSrMSYMl14+YA0+zSdazY+fzTlddcf9Pfbrnp+muuvM3dMcdMdnZwpp+fKu4TgTXnAhUtQjkCsBrVVSa6isBae5VSd5kArFp1TYybAVj71U01KWme6xoCp7u0ok6GN64AA+uwzuznLloAWNKqhZ6yIQRYR3Vm57uXHoAlNZvn5SsGVouuiuss99kBYG2Xmd3g9eadqMCaYRjcvWt1gDXcGGnt62E8m75u+mWGcTlz3X773BwqeYJFL7Aah4TDz7yCr9mz4rwIA6zYhmg0Cx7ZbK7t7HJeM6ZTAczXrBdYSl0vsNRmvcCS6x7tEbrVNHGTvYFf7oUY13RXd8c0c7Szw5GqDy4wjIHCz4nAmqCpaJrGA6vuLrXqHQKwMi4mFbuksogH1l5lVywUuhaAVaxDQNJMp30DsLbK2mo0RUgqT4C1VWt2nkMsANY+qdliz2ATA6tca3auc+0BWNVSs1meAAcMrL1as1Odaw/AqpWazfVMQp6owNp53l+4bqwDrClGP3vf358nR24yDKa0aEhWuxrEA6w4btWz4qiwWzj8vKfyc7m9iXmFe741+ObksCdUwQOLaVcasx5gqXU9wNKY9QBLrhvvEQpNMFPSME1u5kdaf3Rb8+PuDgqsxxm9PWNvPRk6r0OQIDywhqthEQrlc8A60lWjeg8PrJVSL74lUQ5Y+2/RqJIelq5QDTDARgsA65C0rUajOxEvGFj5erNO9kMAVkxaBTBaKPZaMLB8ykMvsM0CsGLSmoXRVNHjhIG1RW/WwTYJHPU6sUAyxSCPExVYotjA2v3dzk7TuIQ2/7WGMdZV/PUyhQUPsDJwLwSGnePxVZvHH3KBhd9XWfC5VXhA93DAYhPQacx6gKXW9QBLY9YDLLnuklDo+sPY7Fu40Y7m9G9wW/NT7g4KrKccrY+7YFb9BoD1CRKEA1aSjleh3Syw6nS8Cr3EAcvU8Sq0hQVWzS2hc1VdMcuHFdW31aTllikAVlxRFzoqdFQxsDJ8zNoJm0mku7zn5hm+YWD5cDBpheU+IZHu0jFhNJoiBINhYG3wMbvQ6u0RYO2Um00TojGOO2AdsR6FeNEmvSIvNrC6G24pqBetQ982hrqKP8tAchGBFcdDpnGwURK22rcrLrDwYJBA5nDUIpcle6Mp6zdtxrLGTImaTJdHZ1YElkZXBJbOrAgsuW7876HQAHC65+NGez1n4Y6Lm1pisXhbrLW51d2RZ651doBcb5xy/8YcANZEJAgLrNma8WAodEkbA6zmB3WqoVEssAolIVWuXNDCAKuxm3LkCDIAgLXKp60mWSdJluYo2mo0ys/+BwBWUhFVJcBqlJeGj2bzxAoArCSrKAcBVp3iZE3eo4+B5dNxS0qySogQYLXKO4TRtMOc2eMLWBvfufO0X8HGZ/++wPgYfx5a+fTlaMutZ37/NtzmSu848xd30/9uY06f31hNpW32taf/tOsCCqxtkkqvracaC91vZ61L737h+fctF7U8wKrAF4s84y145BTmg4YdYB3Fd4S8mdrg3jBc2he1vEO7MbDYTGg6syKwNLoisHRmRWDJdaEo6goAVhMQhYs26toF8UJ2iLOEbz+9HaF8ANYMQZ0FVoa2IxR6iI3D6qlVDeUwwNp5pVa1OxOHFX9Wb/ZzAFaaX1sdRYvtEGC1eEMFLOH6WBhYeX5mR9PHly5+VvSFBGL5Dwmds6WLn6VFrIFYXB8LA2uzn9kkuk6HLn6WVprFksoR6/gCVvS1TsavYGPg0wYA66PvG8avCs/qdMUpxg/K1/zo3CtPMc6Cqzr/f3CzoMAyL/vHRxP+/d8GBdZ7xm/RgqtO/233ctdoifEDxvV3Rhc6Sfi0GOArAmsZvljFZOsZvMW76B1ggauK3g8YFjDryKqjlhdzt2mmsA5nnVkRWBpdEVg6syKw5LpTcVvNI2EN1+MtrphM16sRL2SHNKyhAK7t5+JeF1gVipgqW8YywBqvV7202QVWo8aJDpLEAGuEXvW8/QCsNb5tdTJxY9FsDdtVwIqyM/sYWMp4KUemkceaAuuY3N0UjeawTxQG1g5fs5MI4yiw6hU9tyiXaBUDq9LX7ARy/a1sDZJCs0TSWD/W8QUshN6lwELoe6SHhV4yzrgEkyjlW8ZVnVPwVfyO8RI5/LEFrKEnEXfL4YcosK4yws999/oLDeNM18/+CrVkyannL6spHXOmYXwm/LIIrHH4YtGJyP54i88B6wAL3AyUTFBkk5kXqo5ablkMLG46U2dWBJZGVwSWzqwILLkuVNbaSIAFAzHODdb1esQL2aEGlqd0lgOsJq1TKhTqtNMF1hpZzUNGejFLc+SVV13Z4QIrTTskhc4YAGu7b1tNIrmRrfQymYq2yj0TGFjV/mazQdVKkbxDZTWfmeDBwKr1N0uiAa0UyaqeWzSF6QxhYDX6m4V6i3aK5EqV2Qxm6HG8ASvZBtZ5FDNJhkGKTd9nGOQ5fsy4nBxeQYGVc9I1tKd0jALre8Yp7+F3yZLTjcvt6d/d37uJnQl+mWQAKTvdOFv4ZRFYw/HFoiHAQ/DWIu6YAywoU0fjUTbgLWYcdcQeBpaZZgv7pzqzIrA0uiKwdGZFYMl1X4F2TYAFpUk5N9SdN+/5uOsVF/z5xYw4s2OmOdHZ4QgBVpaw0wXWYB+w3Osufq73rIwWJNsF1uc+qve4i58PX+OjO5sAq96/rY6GeTUrp/teJbBMd5kOBlbrGH+zAA0LWG2NgaCgAAAgAElEQVSS4FEq69wLD4GjklKIgoyCkYkFrBZVXyia7gZXQeDoVF+zSYAfC1jxNSqzOW4TON6ANcUG1oUUWFOMX5CvHxtnkc/x1mcOBVZ3YxhVp073o4bxCPn6tmFYSx3if+0sSw30qmEIsyIisN7CF4s+bCPx1jTumAMsWFFPHQrw1pIVA8gTyKIzKwJLoysCS2dWBJZc9zHcWPcSYPUOwfoURm7qbPdK/t3k7iCzhP8WpqwIsDx1l21gFUjryjOy1AVWXx/VW+MOsKqVcfOuWRtYL/uodmmki58Vi/NYgflmuwiFWLvZlTSHARDpvsjfLLhX7SIUtarRW9RNNAzAWuFvFvy4dhEKNV9znEkUAJa83DQns5BbhOKoaggbdSsfHf/Aot9nGz8hn4uMM8mnBayzjAVUnQJrl+3wPWAYVrj14J/IFgigDMMQ1paJwOqNLxb1gMIQahx3zAFWAb4Z1EEGg0PJwprDprA0R2dWBJZGVwSWzqwILLkurASuJMAaEIKpMkaYOKw+7g4a1tCH//8SYHlWL1vAar3dhxY3xBxgZfmM3ELQAC1g9fBRvTHmACvNRzU0ElFgZfu31aQDLrAaFXNkWHLt4RsAa2Mws07VHJUnOxp1Qn4BWOpFf65UMVVzVH73aLTI7roBsHYHMLudqZqzS2nWmXc6UYA1xwLWYg5YeCA4l6q3EGA1GvaE4I+s6MW5P1gv/Z1qIVLeC6zn8MWiY7wpeIufqXeABdFydFQCTxY/iw0SzxeBpTMrAkujKwJLZ1YEllz3RtxatxJgDcVb77J/cHHo9l5DnqL58zY5OxYSYIX46BMtsD7zowW8faxCqrf5qN4CGKDAyvIzC5MAFFitN/uoXlqLKLBqArTV1UyZryplW40WW1cBgNXkPyaEYCwHWPEClVXTDnACYLWKtaYlsowBVova6Wa/3wFYcc2KSlvmsWW+1B1N25d3/AHrf+lGIGC1OFHV9dSH9RPD6jCEjGSidpaibNwO4+fCGgcRWE/gi0X5MVcYZO1ba5rZa7FUI7jvNC1ueVQ2JNwbFYGlNusFlkZXBJbOrAgsuS74dtYRYI3CWx+yf/D4EnjtVt0PLXq4syPPnObscEQHrDp96EEo9He4JRRYs/wgFAW7BFjxO31U/wVmKbCm+5kdQ83iTs58/7Y6tpmpS1isJpYVOULyYa32NzumialL2KgMmci2Rm8kH1aWv9lRR5m6hIeVY03T8qCQ9DK+AV5YDjLAUoMwxZoeOd6ANcP4IfmM/SAIsNAvjFvo35VSYP3JeIt8jZ9mQCe05CdCXPssu1u13F3BY4msh0V7Z0vx1lzmyNqoSW93Delh0TUNEOBQLv5vYpnRPEkPS25W3sNS6Mp6WCqzsh6WVxd6WFkEWJNDJPWnRw6Dq+jfztc8s4DfAaID1mgfWHQqBF0CrNa/+Og+SewSYH3ho9qZ/O8JsHzN3tJCzWJg+YcKJCVtZoAVy1UCK416DQiwarx5TD1SwhZSrVGixeq5EWDV69YpW1LEFlJVj94yKQgJsBq9CUc9ksMWUq1VurHyaAfheAPWMsMgU6vJRiBgPWa3jhcpsCYZNGRovQE+2V3/O521vTsLTbnX2g7/0i8f1sv4YtHYiM/xFlOIt8W0gJXaRhbqU+c9PACelLS427VNAJbSLPICS6MrAktnVgSWXBf8SysJsCaEqIfII8NC7FKcPHMdvwNEA6zmq/WwCL1BdAmwFvmoXkZHGARY8jR8rrxPVAmwFvuonrfGMgsBSbP92+oXbOXnBmVfKErj12mK5AD+8aVc5Wc1WqgjkqZIDuAfX8BVflbGNkTpIJ+mSM7xNzudq/wsX1sNQvsKxxuwNhjGCzH8kv/LL+hgb5wFqikWqBYb3yFeQdMwIByt5GTj57izEHv/5jNI9E/L/xoEOw98pxSh/efdZmVmmLMZoW2XGz1Q/X+R1QTxcT/wZFyRzRKmkK3peIsJVq+OWsAqpmN2iqnteEtMYtucGl0r5sNSmkXyWUKFrmyWUGVWNkvo1YVZwgUEWLA4uRBJZKlDFRAMLH4HiAZYS31ocQOdTiPA6u6ja021ALCKfFTvoPOYBFgP+Oi+a5sFYFX4t9UJXKn6g8q+EH2pUWAd8fdijYtzpeq3qKxmkL4QBVajNJkxJ6NbWGC1FSrPlgwKKbCak/2vwlGuVL1ymsAk8aPHG7DiVxjG2Tf+8uraXxpkrNHfOIn0pwdTQGFgGSQcd5JhkIndMScZ37r6oXMfbzmNOq0yTv+J2bzvle/MQajucsORYQh9YpyyA7eE05+bsHzkLV28eYVEYI11hkvjwuFufPoCx+kOzxLd3IrviLiOfnM0Wi0CS2dWBJZGVwSWzqwILLkuzA0mEWANxF0Ntl6VE/KTG6IRpXQHBpa9wxUNsJ7Uw+J31kkCsHb7TBH2tOwCsAboVS+2LikAq8LH7N+bbLPkGVvp31aPsMDSRAtkwXjIqppT4G/2IAes+AaVWfKysarmBJh/rGKBhVqUY9g8uMFW1Rx9Qhwi5Ryw1F030n093oCFah8997sXvd+MzjJO+uXo/r/5lmH86BI06DenGsZZ51QQYP3wnK0Tf3uaYZx5DjSMjd07n/7z9+IxwzjttzDhVfrQT//7V08Cj3q7vILe2n1Gd7yz5J6zT/3x32dLMtiKwFqNL9YIsjUwHBYm7x1gQVIGmooB97VoO2106mkeNaPpbSKwdGZFYGl0RWDpzIrAkuvOBhAQYD0SCnUju3atAwQvjzAqF9U6OzCwrB2MqIHVIJa9EcR2/gOwJviAxQ5twsCK+ww07bEtACtZr3pFhWOWAKvBPxxzFwcs9SpoElNsASs209dsGQcs1KaafCOdFgtYcf9ZghIOWKhJnhEGC5ynXZdwia/ZtTyw1HyFwhTHHbB8pC3mU15XJa2/OL1UqyACqwZfrOfgx1q7h8PzeV0HWJDPm6ylaEu10suURqP5Vk9rHURmicDSmRWBpdEVgaUzKwJLrrsXN9kbIb1My8VWepnBodA/MY5mhuzlhi+GQuBYtHZgYFk7GFEDyycCygn8AmDJi07YcmWlrYuBtUVv1snTAcBSJy8FOT/HNUsX1flHN23mgaVeS5MecwupHhjrZ7aIBxaKrVWYBeeYXUi13je0IY8HFjqmyouT2eYCq3GSn9l0HlhqvmbHTzxgfWmZYnysV/Dkw3oHXy2IrMoLh+8T0pC56WUglTUMn/ZHo6nAKZJ4kZLxIN6q9+Z015j15MNS63ryYWnMevJhyXWfwI22EJtdFQpdAt2mQmjF7+FBQegK2iLwAPAeGDRZO/LMNGsHI2pgjdTS4hlncRwGVvxSnerFGxy7GFgztWZ7Oq83ANYfdaqdFjBmrVXAPmn8kpI2CsBSL4OuZErV+2ZBWCMAS02sI0yp+nK/CchMAVioQUWsSqZUvbwwGSNRAVhqYu1NACuoxM77i7xIkiMeYO24Jxx+/giqfSIcFlfzusCqTyErpZozaT+aJu4jk0LxXNzXkhSh0Jj1AEut6wGWxqwHWHLdTXjM9qiZUnNNiGZlhTEiJBSN/T70h9G7W8tHXxC6h4z/rB2Z5hhrByMrAFgrhZ0EWLJygY7c5+bTwMCq0qlexKxUxMB6R6f7pOtVxMA6olMNJbNmLWC1+a2kKRGBReLxZJLHAAv5pcUqFIGF2hSx6cUMsFCRj9lsEVjomGKxYi4DLF/vWIoILNS2UW42LwGsoDLjx+U+Gt6c7ln3hsN39Xsw3G2uqMukSN6HiWWuSYtaexqcDO576IvKWzVHbdab012p683prjbrzeku1112EeR0vyx0XhL5ugOyJUBOi4etJn3xcKv90x3TzLHDuWmG0uXLJl0AwLpo8rLlXNQIAOt+DSy6M8UwMLB0E38XsoDAwNIty3mKycKCgbVdx6vxnFk7z0qTT2zDDg+wUKVirvAoA6y4T2xDiQdYKL5ZajWllQGWHwjXeoCFmvPlZ3uEARbyyeKV4wEWiitmNusSwAoolb5lViVVc/ZO6NH93udGeWcU2ao5jVtzUlOyN9sNdF92ehmMQ+K4z4WfJlmZL6VZSdUcla6kao7SrKRqjlx319uPmuaNr9nay/9y+RAYqZW8efMfLrj20YlO1m+6Y4EpLHLuz8xyGNxPArAkdZ5teZItVYCBlatW/QOXCQID63G17issTjGwNqtVz0vmzTqJoY7N0rbVw15gof3yZYU7GWChtuVas3u8wFL13apYYKEUrdkdXmCRIioSKWOB5RNHv9kLLIR2SrldmgBWh0lH1yVsbWuDBpOoS4gosNTpjvtx/TQMrPVK1Wv5lYsYWM8pdd/nfAAYWLuVqhctE8y6meya5mqaajKSAAvVST1DRSywUJtuic6YFhmw0F5ZFHkxByx9H+uoBFgoXio72wIOWPo+1mEZsNABWRxtXgJYHSaJQqroKwXWawpYdB7Dz/tiYNWowNJdSAmEgTVIxSChOhIGVosqsOK6jaJZJvVmy1J1U02TAgu1SKqKRrM4YCGUqzbLR7q7Ui+JQ8jmgYXWqT3v85AMWPhZknQJU3lgoWK1552PdHelQRLnZbYlgNVRkgAW+kqBNU8BC3FKEcIabpSqdvpALFCMgaWIn791s6AKs4SK+PknxJkDDlgonqtiwKhDcmCheLl3QJQqAAttU67T260AFmot8SJAABbaqYxN36YAFmqQlIJt4YGFKpVmNyqAhWISt1tjAlgdJQlgoa8UWLXSsja9RFgQYA2Tqd6Q47GLgVV3iQxtbzWKqgCsqTKzl0zzRPbxwEKoQpFlJR0pgIXQEU/3Il0EFjqkKDC/BKmAhZ9Sz0CrTQAWOrpQbnZuXAUs1LbdM9oUgYWOKiJIZ7apgIXPNkM025AAVkdJAljoKwUWSbMlyF/TvboArIPeQKzz32/w6sLSHElZ1ts9gWAUWE03eHWfrpSZ5YGFmlNknaxZrWpgobZyYaBV6AEWiq+TdbKSj2qAhZqFTlaG2MPCUiILIR1/GCmBhUebwmxhGhKBhdBWWSdr7AGkBhZqFWYLzVgCWB0lCWChrxZYTWLV+SuTmyS6ZPHzEmHV33kvlsvsArCOiXUt/jxTHDmCkMXPhb9ztGhlwq5S3HiAhdB+b/9iJhBUCSyEmvj5t91eYOHBWLpnKfRkmIxVAwuhw1xOvxIJsFBTjoeEEyG1gxpYKF7FTRUUS4CFWvI9K6zHA+/VwMJdTW6NdWHC6d5hkgAW+mqBheoeY7ly8+RjUl2awG8OO4C8+DVvrAYRkl7m8L2s2b/PaZaq0gR+uVexFHw4Vb7OSwIsWMvAragZnU7mNjXAwt2WEnekVdAmAxa+KBl8d2g5ib/RAQufious1EYZsDAJc/ju0OdkNbsGWAjFdrs+/dRjMmAhdCzvM87sfJLYQQcshGrc2hRmbQJYHSYJYKGvGFgoPv/vNq3eKVCtCbVyulf0usii1VPzxNRljtAUybF5dj7lv76n/J9aOd0PDbLSnp5/19hqtVkJsHC/pWSJ3cNITrWC0rTAwn9Snk/d7xtbkBxY+OLsiNrL9catslKq6YGF79NWWvgmh12aw0vbrpQp9rBt6U66TwssfH/2F1OzuXVIDixstiLNrqUzZkk53acHFgb3VpqINKsmEenecZIAFvqqgYWlcvnMmXPSPJ52Rpy6hI2Fs2fOXLZDNr6zxalLSMzm6cw6dQljG+fNnLlwQ4tGVwEskNpdJSUlZW7pLh9gYWk5uGfPPtKZVAALpG7PlpKS0n1OQJofsLA07N+z5zBQXwEskKN7tpaUbKt2/q8+wMISP1K9p4r0xhTAIj9dta2kZOtepyvrBywsjQf27DkIgXEJYHWUVJuZJUElxcwPqlpgpgQ2m2rmBlUtNM3AZtPMrKCqRe0424zgF6wYn+2mgLKuMPDZlpjm+qCqmWZaO8yuDaqaY6YGNptirgmqmteO+5Bi5gVVbd/DmBNUtbAdZrPNXVyzSwDry0q5mZBvhqz9uk8gIV+l8IsVEsD6slJlpmQHFdNMC6qabpqBzaYEN5vRDrOmmRpUNbMdZlPbZXZDcUDJNdcFPgXTzAx+tu25vRlfs9m0dt3edjyMwc/2K3oY00y+TmgCWF9WEj4s9JX5sI6ZnvTRStluyitJ2tKwd58zvej4sOQSr91da/v2HR+Wymw1a5b6sFobfVISuT6stib55CQrnA+rtaFO453jfVhNR+QTqlQ4H1asUWdWyDhaLwltc4TzYbU1HtHcQN6H1aw1m/BhdZQkgIW+8cCq/OwFKNTV6dbB5eS7Blix/KH3XYF1L3l4BkGJDljbRj9+HVbtfPsg2ywGVhNMbZk5m/ZpoUWBtW+tGY2mri3XpwRxgNWyaTmJnf9sYU6l3LoLrKr02RBOMXZ2ynYFEh1gtW75gswLJi/KrpTPwbrAOpg/B2Y8x0z/YuMRqaoLrLbSVVMhbnbivIyd8rvoAqsmdy6YHT171SbFtUgAq6MkASz0zQbWsTl3uzFUnYe4lZ8lUjmUKdp6PZQAUgKrYcodrur5ltkDqD7diUna5lnn4woBllt2Ib9ak8HbAlbbWjb8MjlLBgwbWDVsovYxy3bIrNs53TewKeiTc2RTpjawjnDZbRZslXXKbGBtZiOvxmUelKjawKpnzY76fIvMbAJYHSUJYKFvMrCOfcbGfGJ5tk0JrLKXOzOK54YuTFMC68hHwiqgHjECrDibitMsVg5yAFhcKb6sPUpkUWA1LkjiZdSKGo+qBawSMUfCtFKvdQqspsWi2WXe2AwLWOViwHryWm+UBwVW6xeCatKiKo+qBaxdYnh9cpEXWQlgdZQkgIW+wcBafF1IlAkKYB16vbOo2uWgHFixKVd4zI4lwDrALauJmtsU5w/AKuB1leFgBFjNkoyAo1LENUoUWMVe1aTZnrWPBFitkpo5o6Ki64sCa5ckVUzyNtEsAVabbMXzMvGiU2DJcr9P8RR+SQCroyQBLPSNBVblox6uhEKX1kmBtdDLIKilIQPWVnEZIsgfagFYnqx2Wd5uEAgGVpuYSsaUjoUsYMkT933GT51RYB2Q56BKFXxZBFjpUlURQwRYDfLqOkuES0mAJa+hOL6YVyXAapQXRVssVERJAKujJAEs9E0F1mxZChko4eoFVq08x/tVbV5gxUdfINWdAcDyJp6KSjGEgdXkVc06JPufAbD2Sls1lhTuAhFgqSpgTN3HmQVgHVCl7FrJjfUIsFS5Tifw0ARg1auqVC/luoQEWKkK1YnlnNkEsLTS1ihLCCCVBLDQNxNYDb2kXAmFXvUCa4N35EilzAOsw08pVF8EYMnKF+dIxp8YWM0SVbNc4skCYKlzuc9ine8ArP1K1THcohkAlqnUncGaBWAdVecOzWPNArDUudynsB1OAFaj0uwobtloAliczLzgR4Zh/OiCmfClxjBOPm8ifpVOv+1/T7/waWvFf/Owy84848pJngeqvcA6sDE7JT1fmOit205lB/2odYBVt3Wvv9n/n4AVNz83x3b5xyhxYfKfrrzm+pv+dstN119z5W34a/EwLMM/Nc2RsDGs0N+wCKzqOxRgCXX3AGupNEkgSFQEVrk8qymWOwBY0oqoqd7l0hhYcWnRiXVeQmNgNWtq/E1inOQArBy1atIaxiwGVkyZvBT3cJiTBmCt15hdyZw0AEtTQ3Ucs8IGgLVJY3YVE7uRAJYgx75r/BftVcUfNbrBM9AYNowff9swvp0Be+uu/FNxrPga4yX+z+IF481pD/Va4JkOihd88Ny94oFUc56JO/6QWTabazK7+Kd2NwVW867caHSH3iSIBFgqXQmwlGYlwJLrxs0Bptml61gfCIEc7RGaZo7Bzftawa3KIKMr/kqLzl9hmjT3QrJwFs9PFc9MBNbWP6nAQsjCXf3RnZS6iwRg5XVRqv5Z4nS3xbPMGJzuhVLVHM99wMDapWnWSePcuFIA1jydbpr7wsXAqtaarXBUAVjaej2fuyNIDKzDOtXR7o0HYEV1uktcECaAJUrIOI98xvsYtO7vipN7VaKWSf9lnAPf7vs+dGYPft/gFpg3Dgn/P/beBDqK49r/bzve4vd+2fPyzv+9/F6SfxowNsQLtmOwY+IlieMkDkO8Z3PseF8SC0PixAm2YzvBCXbsZCQQYjNgwOyLMMvUSAKhXUIIEEJCYhM7SEJCIGlm6le3qrunurqWIUecOH59z7Gnp/tLTaun+zNVt27dOxa9Ry7PY3v9rZEDkUef9R84vmQNeo8S6CjcmLxrY6//pu0CYMU3Ua/sbl2TzILAUmqDwFI3GwSWXEsgdBtC5JG9SQ8hYqknoS7h1KcIIW71d3K46soPkrfv+IA1gHcC7399sGW9iEXzA6vmaiVYyLn4gJXS1VR93w+sImVXzLZHArB6FdUFtwk9cwDWTrl0vRhgRYBVo3uso7leZwiApa88n87VSoC1TSud5IEQgDVbq13m3c0EWM1aaY73EwzAUqR7dmyF18cKgSXacGs4vBBevcJurl//lr5MsixyP2y27qPvHrG+x/2bFHmAl6DqqtGRyBO+KEE4MC+FuQPH1vxhdGQ19K/gXUMMCs6lrdV3y24lt0gxQjGaGG2vsknPAsBSawPA0jQbAJZcCxDKQ/FCI4SIrSCbc8gY+iXymuPTclmIH8ZO+WgPWM+lL9Tk286F8oUTsGg+YFVdroHQz/3AGq+R2lU+YBVeppFGaOCoqjZ8rd/1DsA6oZAWCBOLBFj6An/RPNdZT4CV1EvTDicCrEpDs+5gE4ClGT2CrXKJTIAlC6vgLMeNsABgKdLeu7babTYElmgjrBEYeHVO1NlxF7tC+61zyd09zsql72ZaF3Ozw+tJh+Mgef6mkAu0kG8MDsCldg/kP0c2HqXAomxpiznkcuxALF67rZ5aXQwRGFQjFO/qgNt3v6JJ/tNEYKm1AWBpmg0AS64lEBrZRpo1Qohc3W/Y9iXrUQ0uhx6Jr9PxnaGnexOJVDLR1wPjgMX2ZY/9+vmXEPrd88/Yg9x79e1hhFVfBGD9DYvGA6s+mNuds9d8wPqTTjqgnQdWqY5XdhYF1gEFhWLVPmLRSHdJ0RlqyF+VjABLHn2QtjnOHBEBVq9BGnV7qwRYhtLM0ZnO8BSApfGiUXNBSIClc3eBTXX6kACs6Qate/VDYIlGgZUad94cYX+p9QD5/5UW81c2WhbnVCKjo1xwum+NOI8yfwA23AMvRH7w5u6GyBoCLHozJuG+5Do0h7yOFN4dg7mclkpyj1BgHVQ0yZkILI1WBJauWRFYcm3qu7Y9HpzuRgiRJ5RIXodZwtPgNfIlOBo1zPdZK+2Z2JklzLPHu3tHWh+5v64EgDUVi8YBa99wHVjsFTywJmult/BxWM1q/xXYVAqsZKDgi5RYFFitKqk/ESAB1kbDYx1dwS48AVZKXWCQ2WSnA0eAVWVqdilrFoAVSMsumvNcmHtY0eh8djsAsGaZtI77LwSWaACs1LiLVgi7U9+/GkLYPm2xycJey0r/4u4l16UEgNVLBkkRbjqPHqBy58B7OYQ7jZG1BFhtVAGZ+7m78mDMdVj3FsZpFw6c7nTMcETRJGcisDRaEVi6ZkVgybWN5FldDcAyQgjj0URRSsMaRpKttT7tcJ9ypQ2fDcBqu2qI1+F4+RFy+5YDsN7FoqWB1XmbFiwDj3HAKhyo1f6OA1abpHYOb/Vs8fMuFYViNdykFwVWcoNKGudHhUYfFtgmKgUflqnPEp3DPOQEWPXGZsvZN09uxjkm6RQW6mn0YYGxFY8ALEmkvd/y2FcVAks0AqzUuI/5M8z2JjaP/i5cMMIpJ+ruQmupdzifXJctNKzhUbLFRaPQA3SLP9AUWUeAxcgErg5ucdXBmDvN0hBjZPSAdUzXJDMRWBqtCCxdsyKw5Foo2ldGwxpMEKJ9MLuOAgsK0PtGoKNG+qTLbFioAsB6yRb8VRUArKVYNA9Yqaf0YLmPW5qz8wq9tigNrOSP9dKvpxiwEsouVqwu3f9k2Rr2KaUF3IwrAVaLEQGT6A8hAGupUUunvQFYynBUz3Lo7yUAK9+oZb/1BFjHjdIodWMBsOJG6XLabAgs0UZYw8dZb/v3/fc5lvWR65aRzrtlOQO4T1t53uFccl2aKLB+T7a46UN6gG7xBxiwmFsASjlxvZEON6TvJIozdHnAatc1yUwElkYrAkvXrAgsufZFgBAFlglC+BF4sJspsJ6wYQzF2fdubX171DWDv/bMevpU17wALwRYOwcNERb6U2CtxaJ5wJqqB4s9Lw2sntv10hsSaWD93dDsn918WHuVFIqli/gwYKVUXqxYbH3aYUCA1WVGwBKQArCMw8doNv3xJcDqNQ0fo9H34HsAYMlX2/iMescIsJIGBz2x2TA+BmAZh4/RKH02QmCJNsK66Dzro2v4Xb1v7j9debNlzcfVluWsbfoCeefaG+S6tFJgTSBby7D/AN3iDzBgMfcoRETLagDUxhz2eMDq0DXJTASWRisCS9esCCy59lmAEAWWCULd1Ge9NR/ljcrJIlsTee0tg9xgqKfSiwwIsJ6yX8J+o8AqxqK5wGq8VA+Wq7rSwPqjAUJ/T2dr2HKJXjpwtwusVLmSQulOtZPA77haWurFIEGku3FAFo0CDQFYe8zSBdAsRLprY7aYbcUMWK1m6Qz4rYXAUUWxZ94g2hqApY3ZYjYdmg2BJRrpYS0537pwpbg/Mdj69956y3LutS9Yce/QS+S6HKXAeotszcb+A3SLP9AUiRFgsZXwENcgCU9viyFnpbwHrBO6JpmJwNJoRWDpmhWBJddC0cADFFhjDRBaSze/Ohvl2DaknRrPa7kQiHHeTgKsIYPEkjEUWOVYNAdYyR8YIAQDTAdYVXoHlv2V4x6wEoa+mP0Y9jKOnlDEYhGLuzFWbsZR2VIex2rdASQAyxDXADYnxYCVMLrHmSPu3gEAACAASURBVCcbgGX0ukejMxMMWEl9fBc1WHMFwKozS/N6nLWEGaAY5rtCYIkGTvel51vnLxEPTLKsquOW5TDhU9ZW78hYcl0OUWDBaCkX+w/QLf4AAxb7bW8id2QgMwf8OLup9kVgyZtkJgJLoxWBpWtWBJZcGyFP6z4KrPEGCDnF4SmwwF7htUPt25+b8DALn/LKDQCwxmLBKLCCReUdYL1rAMvlwBQGrL5vG7TANgdYeQbpwK04nSJ5p5pCxU6/yQVWn9Lvng7UA2AdMj/W0UZn8bPZLRQlw2IKrA7zmDC6xVn8XGiWTkswYKkXCKat0gFWBkPNvL4QWEGjYQ3LzrfOmy8cKLKsdakLLLacLXWelZ7ce5xcl90UWO+QLW40RA/QLXJg7MpqZrUUWOw3tiUmGxIecHkWBJavyYh/Vl8ElkYrAkvXrAgsuRbW1jVQYP3ZAKHf0I35JSiXPeR/4bUP0on5/ffDgTfcnQCsQPFmLbDa9aEHtv0WaBmw3jFIh4EfmwGr7SqD9pesWXZv6AaFjqPNq0t4TN0dQ477kqaXmW9+rhc5wNIuuHFsn5NeRpXZgbN3HWCpF1WnbbuTXma1WTojxYDVmQHctobAChoLHF1+gXUuW6fW67pSNsIM4eetefRNp/Wp9OT0Q+S6NFBgLfCPp+gBukUOzHBvwDoKLOZCBs9si3gKiQ2xze62CCxfk4YhoUYrAkvXrAgsuXYEeVxrKLCyDRB6lD7axWWokD3k2eLfT6wNgPOU+64doacDEi2wtGGgxL5OfdkUWN2yBFi80Yg8BqzXDNIhe1mzzo9Zd6GaWGyEmy6kulMtLWG3GgXW9gxwcdxJ4GcMFYhG1zrA2pVBswedBH5iylOJLXaAZZ5+jEZbnAR+a83S90JgBY0BC6+4wDqHdh5enOIcmG7dgvHtFnty4tad6X8CXY5aCqyVZGuBcIBurYzcv865/QoaKbBYUBGsdg7kYWjxXOzyHpbbpO+zsLyHpdDKeliqZmU9rKAWeljFFFgzDRCi4LLXlKGaO+hWYPANNtF2w+KJTUaSVDQ6YLVr1vpRY389BdYUg/QeigsKLGOzk5xm3d63Yg00WCH9IUwDK1Wj1rK1mRRYSf1aPmrlDrD2mqWT+5wUyQvM2g0OsDJoNtrppEjOoOe21gHW8QyGpe0hsAJ2HVtLiFdeYFlw/6240olMvv0jpNvzd+tK+ma8xUWW/pJcl1IKrKVkq1A4QLeWRsa5d98WNkvIMAW/q2JK3J6CWDpTjQgsvknfZ+EgsDRaEVi6ZkVgybXgjV5DgZVngNDP6bO9mADrTbolzRmzkhx4wdk+cqMsH5YOWDkGsDiLEgFYfTfopUPZiJ0Cy9TsnQmnWc9doOk30U40V6q+d6NSiujUNMvpvsP8WL/n5nTPABe7HGBlQKFZbk73DJrd6gDrkJlCU1NOTnd1Ui7PakNgBezL1gC2sepCy3oLsmKNpT+x750LSbI6P0sj3HsHXcOFK8O0WZwCaw7Z2i4coFv8AQasFrrdQO5G8Vms99bhYPksYbBJZrJZQoVWNkuoalY2SxjUwizhYgqsNwwQYgn1ogRY82BjIJ+VwAupLLXTwVy/veYMgZX8uh4stzoXE4C1xgChuUwKwEopc2Axu7zFbTbt35SkHnUNVipzwMIni5RSejmdqjlLjI91do8DrOOqjJ9pK3ar5gSqRQStywHWMbO7aa1bNScDCh11gNVtnn9cFQJLtJMXWRc7sXpArBcSeIB1/exN7z/5P6vpzthF/4369t71eT4f7GQYGbmzhKO7hAN0iz/QRJfmsElGMg5gz1x3h/usdqFYUZqGIrDkTTITgaXRisDSNSsCS66FucEoBdaLBggxX/sYAqxVsDGaHttNM9atynK18217iNP1bBh4psCq1INliHuZAFiP6bXu5CQAq9bAtmVes2lgJVVpG2IxCMnggYXb40otOBAcYLWZKbTfLfNlnnpb6gKryxwFscst82VaLA0eegdYp6cZtdvdMl/mFUIzQ2D5bfaXPk6egk98iXmS3yfE+o9G9NCAiz99Q7abDH/7/Z+76IvP+lalriPX5U0KrBcjERY9dIDWaqMH6HvvAAZgweLnjbCZLHBmrRvJ/es8kzW+yCwRWPImmYnA0mhFYOmaFYEl10IimDEUWD81QIiuzLFvJsCaDRs0s8Nrtv19cmiu7a70eca23eUGP7PPFFj6QNABy10tAdZpvVvqTjcnBwDrDT2vJqSb5W6PRIWSQkcEYOEjyqlCuCxuIdVNxue63gVWUp9mith0r5CqeaxZ6wIrKSnd47ccry6heUFhmVdINd+o7Q2BpbNTPcmEprKla0fJdXkc0sv03RuJLII90yORMZ3OAWjAOwDWRNPLUL/64VisAB7FdrgpmWv1GNniKoWIwJI3yUwElkYrAkvXrAgsufYAQAjSy/QONUAowYqUFqEamHT7CvSjqmDHH0lnyr6GPT2kM3a3Mz1bZJ8xsL6vBUs69w0BVqlWeqNXrwGAdbdW+3Qy3Sz/e9anXHdTKQILH1IS6yhX+Vmb9BOs2qv83GEaZmWnKz8b47ZKvMrP7cbu2Gmv8rMx1rXAA9YpQ1asaLQjBFZ/2B/IhdlEgFUWidwHsNkOV2qGcwDiQt0D1ABY62Kxkl7cs8GZ3qYJRuhC+1QpGyu4BsAChrmLn+VNMgvkw1JrA/mwNM0G8mHJtQ+Rh7aKNLvWCKG36AM+H1WDv5uGu9E8fQ8Sll1uX5Gzp68lZ7B9tzMghNjyH50ZsHrk5Wwc45KUEmBp5wiHt3hSAqyUvPiOY3d3c836OuA9SmJ1isBSE2sTB6yedw2PdWW6VP1ek9c7kS5Vb5op3JAuVd9iavZkulS9yUcfS5eqPzzZoD0eAqs/rPnuSORVVN3+UCRCV+PCoCnyB+fAEx3YO0BtEwHWZHIPosrCGGqhu07CfUq/CUAXX+uyCRUcKKWDggNHjyZUTTILAEutDQBL02wAWHLttktt+wEUPzrCCKGuW8m4zJ6N8sgLy8DXDLVLp5ONnziP/9A3XEKBY36uDFirAVhrArsJsJp1YHmemy0hwHpeI/0qN/lAgHVYy6tOvll/0eQ+edZ2WOMgAgsfUfixUE8aWLjd4BiqSQPLtDyG62Hhrnf02tI0sIzj0h4PWPiUYdVNYRpYuMXgzw97WP1jxfdExqKFP4qMZs7o1jvJlVrhHIjc+bx3AB+oroo/TYD12m9QAYpvrHezhxzaWNQEo6wU6XP5SsxtQtxvbpesybQFc7ortcGc7upmgznd5dr8IZDT/Sp7IMvVqoHQXshUNQfl2De65VtWff3qCYDjrb+79YrBNzww1cvMkCT8G3JUBFbjqvwZgwFYQ2bmr/LXvCDA0vncf8/xCoD1iFo6gl8zRYDVoGn2vi5fs0KV92StnEIbg8DCHYq0NK0csPAR/ZBsBwcswzrB6RywcId+SFbHAcvgz8/FaWDhTj0IKzlg4QZ9160vBFb/2IG819Dsx7Pd9SMbH/3JzKRz4Ml770kfmEsvIgEWvOyWNNSXTPqeTUldQqHJtEmq5qi0kqo5ymYlVXPk2t0vP4DQzb9x1UoIkUHNrPuunYPmxTNwEHb29nQG6hL+3uLMf3YEWGVKrgx4y/eJBFgPKrW3+VZb64H1cLe/WQFYONUgp9CpILDwyVKpdCsPLHxY65s6xgMLV+uky3hg4TZNYa5otJUHFi7VSRfywMIntPlEm3lg4R06Ys0OZwn7zcJCqviDUkh1u4orly72awmwfqHSPugvWqMdEr6cEJoVgYXxfulQ74gEWLhPGvNe6gMWbtMwYHrKByxcrxlnVfqAhTvnqqW5CR+w8GYNWsp8wMLdmtnKnNM+YOEmTdhGPARWv1kILPxBAVa3ImfVzeLfQYD1llw64DWhsDw43RWLDi8X057KgIU7ZYHs+2TAwqldEtd7oR9YuEu9UrAY+4GF9yr7Y9kdfmDh0+ocVgj7gYWb1QPT435g4V51XOoq7AcWPqwemO4NgdVvFgILf1CAhe+VguVpcQ0UAKtCKr2uSJRCWMMvpdo7GoPNSoCFE/WZAov0n4oD0gIBWDhZoujh5J4QgYU7VBn63MXPnFUp+mPZx0Rg4Q5Vx2kVFoBFLqCq43RABBbuVkFzYbj4uf8sBBb+wABrsYQr1y8PagmwUt+SaLOOB6QArHJB9mXy32XRhKRZGbAwPhrwp0uHhGCJHWInq0QEFsat8um3GhwAFk7KMZTXGQQWPiwPCy3BAWDhZLkUQ7mdQWDho/KoiQIcABbGddLkyjmHQ2D1n4XAwh8YYCUC6UYv/VOnRAtLcwoCuPpeiURKFz8/HdA+tkuiVQEL9wkYivepgIXxCSGZ1vYgsHCiRMKLNSkJsEinLV9CADj7ALAI3SS8gOLLAWBBGXNJszCbFAAWTtVKhpCL+2TAwl0xSfexHofA6j8LgYU/MMDCB7/mw8rgX8u44qSX+ZuAq5VJmZQCq+MOn3TAg9I13mpgkdHONh5ZDZKwhrQd5KcL4yclwMK4c73IFroOVQIs0p4YwTmFPvtBYJHTLBG9XmvhC5AAi9yhYnmeqXT2OwgsjE+XTxW0q2DpkwRY5GzzBWTlhkUo+tVCYOEPDrDwEW5N881vHFVoWcbRFWln+mXPlCmkLIFf1+8HedprXwrmtnabVQKLPLRNXla/mqQWWDh1tMbFW/wglgKLtFfHT+zNZ4+zFFhkVLaBC1vIXsdix2TAwri3nvdPzWISKbBIs0Vc1ynHKewhAxb0Mfm5glnsfpUCi/w8lPEzoSuZBzIEVn9ZCCz8AQIWIcwfvnv1sGG3PpUre24cc4pQdM95+MZhw75676trupRSt2pOyxv3f3XYsJGPTCwN+q7SzWqARUZcR3ZUri9cX3MwFVhLGLDT++pKCwtLtkNRODmwiLXXrV04Iy9v5pISNy2RAliEgQcqV8+bmpf37vs17hhZDixiJ7bGFs3My5uxuGivE72mABb5k/aVrZgLza6qdaraK4BFrLMe0WYXFu52mlUAi9jhmvfnTcvLm7Oyyg0yCYHVXxYCC3+ggJWJcaXqTcaVqs+gWS2weDMBizclsIKmBJbElMAKmhJYElMCK2hqYAUtBFZ/2T4UL8jUUObaOEIf0mbPQBs/g1NAqHBjxlZ5Bs3+0y/YGV2Ef/rZxs9Ws/7lFSGw/lFrQaH969n6f/YJhHamts332IXA+kftECo9mKnFUV2m0i0onnGzhagmU2nDGTRbhCozlTYjlHGzxagsU+lehPZlqi1BpScytTjalWmz5Wh9ptKDCDVmKq1GRRk3G0f1mUprUUHGzRagzZlKt53RXZPxzbjjDJqtCoeE/WShDwt/IHxYVSiYI0tlcRQIfk9b76YFr//2T9M3M+e63ofVtOrNl17+61rHM8z5sI43lG8orNx+SOWh53xYfXs2lxQW17bIAsaoMR/Wqf1N21uOGC4H82GljjY37Gw9qZfyPqxjOyqKCyu2H5UGdmCfD6t3bx2c7S6lE5DzYbU1VhYXVNQfVp0058Pq2bulpGhD7Z5TqmZDH1Z/WQgs/CEC1qmlj7m5k782B55fNbCSxb+63o2KGEun6Vxg9W3y5uUnr9h6WvaPPWAdfN/LXTdr/X7pB1FgNbNAB1S1T3dFKLA6nNWLpc3Kxx/MBVZvtVdBbEr+jl6Z1APW4fTZzimRzzC4wErUeukGc5dv75FJPWAdXePF488rOSxtNgRWf1kILPyhAVbrq74Kzw90q4HVPeMmXjoMPtwB1l7/It5J6zuC/9wBVl+BP0hyXoOkkwPA2sktLtwphQo1AFZ3gSdFWzSzoQ6w9vuTVk0pbAtKHWAlN/hjOudvk3QgHWAd9i8fmowkMXEOsJLr/c3O2ybJPhQCq78sBBb+kADr+GtiiuXHVMBKzB8uSC9vcIEVTOqSEwsM9xiwTgfXJs+qDzytBFinfUt7CnaqRpoALN9aa7RV2rcBY8BqCJxtNuoWpQxYfcHVODMDC8AdYO0Orh1aHbgIDFi9wVTKc4KhuSGw+stCYOEPBbBScyVZZNbKgbXpjqD07hQD1m5ZLoVJVQKGKLBS4uIWau+JfRECrFZhRfQG+biJAktYaV24R5EtkQKrVbY2OrdW+CcMWNIaGIuOCc1SYB2R5WifVCF0Hxmw1siaXSA2GwKrvywEFv4wAGvfA0EG2fa9MmD1/mmQTFtBgdWjSLu+wP+JFFi1cumkaj8vCLAaY6JtkV4YAqxkQFouHxcCsBKKdIAL/emnKbAa5NIc4fYHYKUU5cDm+YebFFiKcmCThTDgEFhaS3Z7rtLdv31S6jZ1LQQW/hAA6/0rZAyyB7YHgdVyu1Rqv0qBVS5//ki3xRdXDsDqFVcEe7bcd8cRYEkyLW+Q+JrkwIrF90mkFFibVWeQ51s1DsBKKhO0r/CdLQBLwTZyEXxjPQosZSWgfF+zIbB8NnfwZyzL+sxgWp/8qGWdO3AqO9B0x0d/xAom9Ey86uP/fu2MQP86BBb+lwdW4uUBcgjZZQFgrbtSIb0PgJWarnr+IH1w2gBYmoLHs/gREQFWS5BCMdQSHOvBkFBW+H6LxOkFwFIXRs3mE1IAsHarz3Y2f7YALEnqGdeKuZMGYO3XXAT+SwqBJdipj1r/xpCeesAa7c7Yzvj3Hx1gWyeuvX5LYssI6xfiP5QAK1Xx+uP3/Pi5xYFIGADWkbqN8aLyXf4H8cROZs3spZ0C6/iupr3HOJ+pslkJsFRaCbCUzUqApdJmDqwUWoomD7sj+4Sw//prR4y85VvfvGXkiGu/Td5umThx4l+euROhYcN/9MeJE6s0UmLds3923RS0IE8yjZ+qeGJWYKcALE1FipUisCYNVElvAmAdVD9/0ShXewOApauLmnco/ZEEWIclEIrFNgcwBMCSZ4YPjhIIsDp1Z7s+fbYArCLd2XIuNQKsHl09idVpRxYAq0QjnXYw3WwILNFsayB9TY2zxrhf1RvWW+7h+z4BvtBjn7DE9ZpBYHVPiEQefZZcs8f2CkcK0M7NsVgxFNjc6HMs7PbfXnsAWE7gjRcZo242CCylNggsdbNBYCm0KTSekGXUZAOEwLqetGejSeTxvkGYX+Iqx48ib/Po1jUIDaEb0zRSjGtH2vbwWWiGPUIs/bP/9cGW9SIWzQ+sY5qC0cv9wEqOV0u/BsBSjrGoxTwGALC0lWqmpB9WAqweKbBi5eIUIABL1hsjI0jxywFg7dSebdyTArBUyZbFsyXAatU2u8ojFgBruU6amw5MC4El2nBrOLwQXr3i3lbvWM+7Rzdb99HXR6zvCf8uAKwUearnpXDV6EjkCWGCuACVxmLNZNBJ7qAS/udxr//uIjCr9OoSFnWamg0AS60NAEvTbABYCi2B0G0IQR9DDyFo4UmbAGvqU2QEdqvfFXxdWvsgefuOD1gDdmikuOVK+/JCMiRcbtvf4v+E1sm3nQvlwCZg0XzAOnCrGkJ2oQ9YKV351dsAWOu1z2rUG+YTYPXppVO8yUKIw6qQE6tY8KcDsLrk0gJx8pEAy1AVdb0rBWDpa7hO8aJICbA0Y12w1e7zBcDSF1tNX4QQWKKNsEZg4NU5UXfPno8O8n7Bxlm59HWmdbHwqxYA1nrSC4GvZAq5agv9hwoIhIphA5yovFvTP229lewpShdS3ZgwNBsAllobAJam2QCw5FqAUB6KFxohRGyFDYVUq/FL5DXHp+XCMB/GTvloD1h36KT4UVq3tQpV/JAAxlO9PYyw6osArL9h0XhgHdPxym7hgZX6rU76IABrnf5ZjbpjWwKsLoN0phu3BMDaK/LH/2vmGo10V8AtfsgnBWApZwiEswVgaYpwgc1we3AEWIrZT8+KHSkAS+PzA5vu/n0hsESjwEqNO2+Ot+dea4q3faXFXO+NltXs/3cisFJkyEThtjXiPN9pA2BRtrTFHHI5diAWr91WT60uBoF7KYTi7YmTbEHGfkOzIrA0WhFYumZFYCm0BEIj20izRgiRFr5h25esRzW0rMNI36d9Z+jp3kQilUz09YB7b7FN+PetlxD63c+J9HqdtH2QbddTYBHKpeE00vrI/XUlAKypWDQOWB3f00Ho8iQPrAk6qT0BgLXW8KxGnbsnA2BFFzp9cABWX4GcQrEiXxg9BdYBhVRIq5UBsLJbmBSAJYus4u09xytLgKUfF0dZknbMgKUdFxOb7zQbAks0AFZq3EUrvB07LCv9m/Rpi7lHei1LmDUSgbWXXCwq6SUjp8gB3zEAFvVPJuEG4oYvh2KeU2h3DCKFexCbJdwHwm2GZkVgabQisHTNisCSa1Pfte3x4HQ3QghjKM38OswSnoZZOV8B7FHDfJ+1EhCwGmYJjdIqG2KgAFgbbDvb2/3yIzsxLgdgvYtFSwOr90daCD3Ex2HN1krtdQAsnWuaWh7riRBg9ZqkUae7SNcSBiOxHCvknVMUWClZJURqPmIRYBnJMoXhEIBlIovr8iLAUkY1uDaJjfQAWOp5SsecUXQILNEIsFLjPsYlbPyj9SW8+KsXf+neFsopB14XWkL5TBFY+eRibaFbj5Itf6rwOAEWC5+B+nPc4tGDMfe26y2Mw5jzhAOsFExS1xmaFYGl0YrA0jUrAkuubQSyALCMZMF4NFGU0rCGkTaEkfPa4T4lBVYZAKttgEFaTI4/kwJgzbHtcv8HVgCwxHqnPLA0TnSwWRywShVlWh27rAuApS0PT20RZTo43bVV56mxq0mBdVrVxYqt5374WLYGVRcr5suISoDVYjyDJfRsAVjq+q2utdBmCbA0oQqOzaOdRwCWbqqUGesphMASbYQ1fJz1Nrfjq1bk8Y+OvNSyPl6KWy3LuS0+beX5/50IrFxysdg1/j3Z8s8pArAYmapjbKTn2MGYOxfYEKP/+IgDLFxFhE2GZkVgabQisHTNisCSa2cBWWhYgwlCrL5fHQUWdGx8LrNRI33SZVQKwIKRpla6EwRjO6pQ2bftB4XQJAqstVg0D1gL9LwadCQNrMPX6bWP0bWEu4zPX5ReVACWJlrJsZn0rmDpZXaqKBTbmPaqOullylXSOBdtSoB1wny2m0EKwCo0SqfT0AkCrNPmZunPHQDLNCqNRqfRYJUQWKKNsC46z/romvSO/2N95I/kK1hxsXV1stqyHO/fF6z5/n8nAusNcrFY13sC2VrmOwbAYiFMm8ndw/VGOtwcQidRnN6kiSYHWHDvHTc0KwJLoxWBpWtWBJZc+yKQhQLLBCH8CDzYzRRYT5Atn2/pe7e2vj3qmsFfe4aF/9TcAlICrJ2DBhqkyVuh2atWoEX2XeLcPQVWMRbNBdbOoSr8MHs8vfg59VO9FFBNgNVtflZptBgASxeC5Bj9bAasxAYlscq8CWcnp3u7pOQ9s6L0tAgEjhrHedFcuF8BWMZxnjOEhcBRZfS6ZzlATgCWJh7VNfoghMASjfSwlpxvXbjSfd9lWT+lGy9bVmW9ZTn9oS9Ycf+/E4H1ErlYbIj+Ftma7TsGM38sgm8buXlkNQBqYw573Eh3MiTcmDI0KwJLoxWBpWtWBJZc+yyQhQLLBKHuy+DB3pqP8kblZJGtibz2lkFusPlT9Ar9jGwdIMB6yv6mSbqabueiGaMC0ZEUWOXiXhdYidEGCFWkgTXLIL0pwbI1GH0y0SjkaQBg7TFLJwGBnSIU8uBRapvdP8wtQrFdKS32IpYBWCgzXACwjHMEhEIQ8Q7A2mDWrsIMWH0mZ340mg3NhsASDZzuS8+3zl/ivN/temuPWNas45blMOFT1lb/vxOBNZZcLObvgiFUru8YAItFY0Ncg2Q9TVsMOdHaDrBgOvGIqVkRWBqtCCxdsyKw5FpKFgqssQayrKWbX52Ncmz7WrI1ntdyA65x8D5CNvYRYA0Z9JxJiudcwoBl3yFeUgqs4JIdB1hTDBD6IfaAte9ygxYWdQGwKs3P6qSTDFhJsxOL4sKtmrNZTSy3s+4CK6H0u8c2uaNmAFYGI9icDmfx82KzdjVmwDpglkYPO2sJV5ul7+MQWEGjYQ3LzrfOc4Z83ZblsOsz1oTUBRaLSUmdZwmJFkVgPU4uFrt/3iFb/il1ABbrkzeRWyeY9CdVHnNT7TvAIj2xLcZmRWBptCKwdM2KwJJrKVkosMYbyPIG26TAAnuF1w61b39uwsMMC3ANbiavDQCssX82SZmLHoBlXyX0WrXAOvAVA4QgksUB1jMG6dfBjwTA6sjgWS1xsjWY3ULRyafSwOpRDwqR45vyynypB4UxNywHgJXUh4NSW+8Aa6tZmnPCSS8z26xd6wArgzFhdlsIrKCxwNHlF1jnOmvPPufEimLbmoY/b82j253WpwJJffzAeohcLMaPBWzgdKjasYMUWGyiGNZPBIeEB1yeucA6gWKVSXmznInA0mhFYOmaFYEl11KyUGCZyPIbujG/BOWyh/wvvPbBFfDLv/9+OPAG2RpBXmsAWE3ZJmkq79LrVv+SAsv+qd/rrgXWWAOEngEpA1aVanG0a/mgpfmwtGtNmE1zKj8fM0uj1VxdwmNqCjkjvXRdwl1quB1nCpoPq8J8BlN6GbD6lMkl0lbiAMsYL0HgdpIBK6XIcMPbhhBYQWPAwisusM5hnYfrrZfoa+oiazu+3Xqavolbdwr/TtbDYrl8VpKtBWxCkNpRCiy2sh0il1vEU0hsSHsjKLCS5bGyXkWznMl6WAqtrIelalbWwwpqKVkosExkeZQ+2sVlqJA95Nk4aG3DyIGnMONgcTtCT+OZJunf7cH1GJdQYNmbfBodsJqkWa3Sdjkd/jJgSZNlcfYT2iwF1j7z8xfd7WQcXWGWzuMLqe5UUijGHBVcIdVNJrhRYHXnmk+hwUngV2aWzkgxYPVmMNqtdRL4bTNLpyZDYAXsOraWEK+8wLImwcYMZ0etdVsK/926kr4Zb60Q/p0IxRGdRgAAIABJREFUrF+Si1VKt5aSrULc6/4sFiQpsNjCdljtfEBoCbpdXtwyBdY2j1eBZnkTgaXRisDSNSsCS651yEKaNZGFgsteU4ZqWMLOJRItnmizsHhIOrVmMkI1dB20TtoAQeYQOLoW5hPn+iQ6YD1ngBBriQKrziD9CnuYWIrkDHw9cQdY2twOjrVzwErVqolFp0M4YPWVKKUs0JylSM6AQvkOsE5n0MU64KRINsejRRc7wEpmMH7cGwIrYF+2BrCNVRdaNElD7/+1KIp+eGEjGQp+lka49w66RqwSIJsljNOtOWRrOz7o3iZbmA+LYQp+K8Ukcj0FsXRTAKyWNK8CzfImmyVUaGWzhKpmZbOEQS0lCwWWiSw/pw/3YgKsN+lWlUwL7qgXMPPlz7wR8mG9YZCSkSb0+6pQBTjRXvdJNMA6oo8DtZ21RxRYpsGj40RgwDpkfv5muUUoMvA4b+VL1feVKim0EW5MvlR9tywxFjPq8WLA6jEs5iOWm3SKUGQw0Ct3gKVKZcpZTq9ThEKRc5S3jSGwRDt5kXWxExsKxHohQThw8edQz6FnL3wPdsYu+m/Ut/euzzeL/1AE1mRvuJQbiYz2rwaGOKwWutUQiwVy09XHYuksHQRYe2Ll6fooumZFYGm0IrB0zYrAkmuBLIspsExkYV2aKAHWPNgYyK+C81xPpTYL5gL4RK4BYL1okN5l25BRkwCrkuyY7PtkDbBy9Qy60fH0ALC6DeFazzjNOlVzCswPYLcDrM4pRmmcBxY+XaykECym54GF25TB8WVwDZ2qOU3msz3iACv1nlG63K2ak4EvfZ9b5ssc7b4oBJbfZn/p4+TO/sSXmCf5fUKs/yDdqsYf/+fH/ufnTo6l7fd/7qIvPhusxSYCax25WG/SrRcjkXF+LQCLORtqYjH2HHV3uA9gF4oVpbtve1Cc55W2WRFYGq0ILF2zIrDkWiBLlALLRBaGiDEEWKtgYzQ9trsGuL0qy9XOt+0h7ezVHkCB9VODlHTxIG6aAKuJ/Jsi3ylrgDVKy6BL3ayoAKx8Pa9ud9ntAOu0ORyz1a1LWGeULvQBC3cWqihU2CcACx+Lq7QQVOjWJTT38hrcuoRHZSUrfDbdq0sYMzZb6wKry+jxmhICS2unepIJRa2RgInAOkou1uPwj/vujUQW+bWw+HkjbCQLnPQyjbFYudPTqvFFZu1BqJzvgumaFYGl0YrA0jUrAkuuBbKMocAykYWuzLFvJsCaDRs0s8Nrtv19cmiu7S5NfMa26fqoAyABYPUONUgfI8DEFFjv2/a1/uQ/amAd1s77DVjuSgFYv9Ly6hpvxYJbSFVaisaPAK+QqrF3McMPLNyhJFazCCzybSukkKjYBdYpI18rvUKqhgRaxJIusHqMrqlir5CqORysOwRWf1kgH9YfyNWCEKuySOQ+oRQbAIv61Q/HYgU0NQrcPSzt3TGyxcm3IFRU6tp2fbOBfFhqbSAflqbZQD4sqRbIcjOklzGSJXEtfcCLUA1R2F+BfhRkWrD/CI7za9jTQzpjd7N49YccYK01SZfZ9hWHKbDu9rxJrqmBpe81pfMKAbC+qZMOSWeo90rVG6NH6zxgnTY917kCsNTEKkqIwFITaz9Xqv6gia/F6VL1xu5Yt1eq/qhpAhKlS9VvNDXbFgKrvywArOa7I5EnOnD7Q5GIuOy2gIzzYiW9NASQ3oQ0cR+diU+Vkr5WWrkfIe5eq9M3GwCWWhsAlqbZALDkWiBLFWnWSBb8Fn3C56PqG+AF9tA8fQ8Sll1uX5Gzp68lZ7B9tzMXsYV0ga5H6PAIkzRxj23fVJWqQkts+xdCv3g1AGsNFo0Aa6IOQpznngCrRxf/cAlHCA9Y2JTHb4sHLHzcMB6aIgILn1B50w8EgEXuTrm0ggMW3m44Ww5YvSY3VhpYuFmX2j3qA1bKFOARAqvfLJjTvfieSOTO538UGb1A1BagOkIsVFkYQy10x0m4n+g3AehKV2PqjvmAtVXfbDCnu1IbzOmubjaY012q3XapbT+A4keNZMFdt5LBlj0b5ZEXlmmvGVgwnWz8xHn+h77hjoPnsR7WcHtg1CBtf5q8G/YOmjHodT7tdOOq/BmDAVhDZuav8q+KJsD6pQZCf+akBFh7NNLBfIKLNLCS0hKpaWtMAwu36nN5vhMAFu5SeN5rgsDCxxT9sS4OWKYghIo0sHC3YfovkQaWaVZxQxpYuNeQvaYrBFZ/maRqzoG8J++95/FssSICrZrT3VBSEN9Y7z5AhzYWNUGvIEX6XPG0z6rLD6zN+mYlVXNUWknVHGWzkqo5Um3+EMjpfpWZLHjvbTakSM6xb6x09qz6+tUTgDJbf3frFYNveGCqVzAqSfg3aBRCt/2mziQlI7+sUV/JQyt8tfTw7y3O/H8JAdZDSgYNmMJLCbDq1by63OfjTwPL9AAe5oCFW7RDsmVBYOGeMimE4okgsHCnfEFPCw8sQ5KXBg5Y+IR2DDsTc8AyuLw2c8DCvQt00smpEFj9Zf1Ul7AvmfSFOfwr1SXc/fIDCN2cCVl6Zt137Rw0L57BjEZnb0/nWaxL+Iiyz+TPsUOA1azk1fX+hfAcsHDvMs3zl5vkgYX36DIWlEmAhRPyhdBtEmDhHmmO9xofsHCVDhdtPLBwl65uxCofsPR9rIM8sHCPLj1YGNbQfxYWUsX/ioVUVfVvRgitEGCdVJUijBz2a3lg4YTGj7Ua+4CFD2om6g7JgIVTLTLn1D4ZsHBSlmxmvR9YuF49MJ2NfcDCpzRoqfcDCzepWTwt5QMWTmry4VedNWCp6iPLLASWxkJg4bMKrHflDPrxMUEKs4TflkoHjBfTb/mAhXGNcqjXKgALn1SOIBdiKbAwbpMM9VqkwCIjeUkIacoPLHxopuoUNgnAwkllmom8XgFY+LCywn0Z9gOLXGvVBZt08mwBS1kfWWYhsDQWAgufVWAdkE39DZkiLryiwHpTOhxcF2hWABY+pHBQr8QisHCyTPGwtqqAhfu2BCC0WwEs3F1tBBY+nS8/g5l9IrBIx0mxrLAWi8DCp9fIpdNOB4CFDylGmxvPWrYGZX1kmYXA0lgILHxWgSVb+/yzXUEpAOvwFQHpoPFdQa0ILNxbLMPQ9K4gsMh9JM1VCmHGCmCR3os4W3hEBSyMW4VYiGIsAgvjRtnINKcVB4GFu6UD3mWpILAwbpF1srJ34SCwcN962QWb13e2gKWujyyzEFgaC4GFzy6wDg8XGHTb+zIpXfy8WOTVT6RXJgAsMnBbHQhGmg6/6UFg4dS24INNZyeUwMKJFl/QQpFsltC13u0+r1eDBFi4tzTgcsqBSOEgsMh9H5zWWwDZcoPAwonKQAxpNqSlDAIL4+PBCzYHgpTPDrDU9ZFlFgJLYyGw8NkFFm74Go+ge1cHRoPUWD6sWXxqh0FPSJd4S4FFukGr/Z2G5XSNgARYZFxY5x8S5bJwFjWwCGKaOGTtl8RhcXaqPr22sKhHBizSc6rwu7LeoR8tAxbZm+//y4ro0lcJsMi4sMo/Op5Jy3DKgEUu2Fq//38VdRWeHWCp6yPLLASWxkJg4bMMLHziVSdH8oDv/VVWEISakyJ522MOsi67b+ohlVYKLPJXbF3h9jAmLXdGnVJgETtY7FWcmVnijDp1wCLdl/2bGIcK9wfWEorWu9sJ4CrvwnJgkY7e3rjHrPmb2eWXAwvjzk0LXWblrnWmTKXAIs3uKfAS2cytYav65cAieKtf5fb0cvKdv/3sAEtdH1lmIbA0FgILn21gkfu0ZNakSTM3HNdIvbqEx/PzJk2aWyNxXXmmABax5OGdtdXVW/d64w4VsIh1762vrt6046i3Qw8sYom2vbt2H4ErZQAWsdOHd+/ay+XDklpHS1119eYWb72oCljw2Qd21FRXbz/orTFQAAusc9eW6uraZm/VgQpYxJLHmjZVV9e3evlKzgqwNPWRZfZhAVbxjkwtjiozlVYjlHGzhag8U+mmM2i2AJVkKt1yBs0WZX7B6hFqyFRbjDZkfAoIbdueoW2qPJNmN2cqLUMFGTcbR9WZSitQ/AyaPSs3YwEqy1RaewbNlp4psP7demI+sSWdiucWTFMfWWYfDmC1oNA+1Fb9zz6B0Kht8z12m0zA+oizKOsRzbOrqY8ssw8HsFpRvChTQ6ggU2khQhk3Gz9bzZ7JX/av1WxVTYZWgqrOxtkWnIH2DO6as9Tsmdw1Z+ls48i/gHW7dc79WrvIuvQWsEWK5xZMUx9ZZh8OYIU+LPwv58NCSOeK8tlu09d7qptrlvdhJXqDYs8EH9Zp+RQlM78PS9us4MPSNuv5sMyX2PNhJRN6IRZ9WMlAMW7OBB9Wj65x0Ye13To3S2ufcuog60xTH1lmIbA0FgILf+CB1bls/OhLbfvSH/x1n9OsA6xE47q5k6LR3Lnvbzoq/6dpYLVVLZkRjWbPWFy0U/Fwe8Dq3bGGNbtuq8IzkwbWkeLF00izM/Mr9iuoRYHV11yGYgUVjce1i+kYsDo2F8ViGzbvPaWTpoGVbEHzc6PRyXNXb2qTS9PA6ihfBlOT05eV7FZ84WcFWJr6yDILgaWxEFj4gw2sZOHj6eCsSyYmsAes1Ba+nvLsChmHXGCdWMXFSU7K3yORusBK1vDrYRbUyZp1gXWUzxUxtUD6MAKwTnm1wDaocAlGgbXHDTxF1Yc0eHOB1cAHdL1bJbvgLrA6+dU7uWv2SaRnB1ia+sgyC4GlsRBY+IMMrGT+t/yx748lXWD1iLWfc4uC/SEHWE1iCPi8xiALGLBOifUOc0uDiHGAtUVc4LJ8f/BPAGDVcLHv8R3KwSYA6wQfKF9yWCV1gNX3vnAGOQXBi+AAa59YOmhBc/AinB1gqesjyywElsZCYOEPMLDKgzV3sh1gyZIITyoLlHSjwGqSrJybF6ivS4HVOz8onVItdgsYsLYGpdE1J8RmCbA6/esLC3cpuhkArK1+bWWHXMqAJUt5PKlEXP3CgLVHktjmvUBw7tkBlro+ssxCYGksBBb+wAKr41eSkjtDjzFgydNgzRLGORRYbfIyDUXC30yBJU8WNVfo6VBgyYtxTa4Rui0EWPtigpWKxX2ZAbDEhdaoQe4jp8CS15NmC3LSRoHVLU38kL1BuAhnB1jq+sgyC4GlsRBY+IMKrEJx2TSzWRRY+6WPKrES3yNBgSWOHV2b4/fUA7BUzeZU+zBEgSWOHV1b5B+UEWA1i8CKoRaZewqAFaxxuFHayQJgnVBlA9zggxwFVjyzi3B2gKWujyyzDxawkt2uS2BfpiUJqYXAwv+rgJV4Q5GA9CkKLBWEotGl/OwaAOuIUjqpnv9EANZKpXYV73kCYKmbnepb4kOA1RKAEBnrSZzvACxJDkC0OyilwFqvPIVFJzkpAOuUMtPppB18s2cJWMr6yDL75wJr7uDPWJb1mcFz4c1Ryzp34FS6f9Nd5zh3VsfvL7v4k8N/4wz+VblUQ2Dh/03A6npAjivbvh2A1a0pbfUu1yMBYBWrpVH+byHAOq2pU/EexwAAlqbGXw4PQgKsAxJgxYqCSysBWKUy7ebg1wPAmq4+hVlciAMAS+Zvc62Ma/ZsAetM7J/dwzr1Uevf2M9J6gFrNKsyPvdmQjEGrO1fYLH9/0nXBChyqaYqpqDZP35u8UmMxQOvP36PeKAALSg8UrcxXlS+y/9Nn9jJrJm9tFNgHd/VtPcY56hMbZ3x6q9eeBMF4mAkwJJ+PJYCSyWVAUulzRxYKbQUTR52R7boA77+2hEjb/nWN28ZOeLab7M93bO+fz1CV9wQzUA6+2dX5aIZQ+6YbNYeeP17VyH0gqQORqriiVmBnQKwDn5HxSv7awCsJs3zF52ezr8MwNKW+CtInx8B1m6ddFYahACshRppNveNEmCdlEEoFg+stQZgbZNqS7tFLQFWm+5s89L+dACWtoIjF1wbAouYbQ2kr6lx1hh6fxR8+n/+NMUF1pPWY0U1c66yrKsBLvJcqt0TImPRe5FI5DHBn0gORB591n/g+JI1aEJ+LFYMOT42+n7jd/tvgz20VD3rdnuTzadnZGW98hfyVbx6UPg7gsCSfTy1ILCUUgmwFNoUGo/QsFEZ0AJ3PWnPRpPI431Do187NP3kj6I7am+kdQmHZCIdSTYJsMj/bzJp519KGkToJvtJYeiz//XBlvUiFs0PrF03KXllfx2AJfc2uzbd82kTYKX09QjTBcQIsGq00nc85xQAS19weYvXLIQ1yEuAxcQ0DgAsaW8sFlsvfukEWDu1Z5Dnjb8AWPrCrOmLEAKL2HBrOLwQXr3Cfs92LkngEhdY330C/t93i2WVqnKppsgDvARVV42ORJ7w/dTAgXkpzB04tuYPoyOr0XuxWDMZgZJvuoT3P+713wUEZpVeXUIniidFeLU6hevHZGW9JjxrAWAFP961ALDU0iCwFFoCodsQyoQWOPWkTYA19akBtn2rf1R2XVr7ILxvuZJsRRF6nLzcYpReYtsr0HLYY2h2iW0PLSBk+YZtP8PJWiffdi70pidg0XzAahmh5pX9AwCWyoXs2Ez37AiwTuml6QERAZZu9EhsjtvpJsBK6qXZnmcIgNUgp1Bsq7//CcDqDXrdqRUII0gCrDr9KUxzsQ3AUpa+YOYVQw+BRWyENQIDr86Jcjs9YH2FUaDasiarcqmuJx2Og+SOnkI6HQv5luEAfOfugfznyMajBFiQTJsY3Ch8AvFW/+1C9hSlC6lupGirIf0raHIx+TJi/r8jACzx49MWAJZaGgSWXAsQykPxQjOEMF5hQyHVavwSec3xabmuy8Pw/lGyMbIbod7rM5LaI6tQxQ9tk7b9ctv+K/iwoJPn/Xy/PYyw6osArL9h0XhgHbhRwyt7LABLU6qK2nzHFUCA1WmQRl38E2AVGaRLnSlIAqxegzTHHfABsDpF/Li22UcsGulep5DG/dN5BFj6+qmEr84PLgBL4+6i5nrdQmBhB1ipcefN4Xd6wHJ+gfsusP6syKWaIqOjXHC6b404jzJ/ADbcAy9EfvDm7gYKLMqWtphDLscOxOK12+qp1cVQN4yyULw9cbKZUgvClFNkMEgXnu/McsiVNhFYgY9PmwgsjTQALIWWQGhkG2nWDCGcIh2bS9ajGlwOiPF92neGnu5NJFLJRF8PPNPtUNRmPDjdJ2QktccTYM23Tdo8ItgJwNpBNrzEIyOtj9xfVwLAmopF44DVcZuOV/YMABYyPH/RtawtAqxuk3SSE2RFgKVxpDNzlhASYKU0bn9q05wBJF1LWJURsSiw2lTSuK80GgGWzpFObTlrHIClKCyUvgiOyysEFmbASo27yB/k6gHLsb7zrSWKXKp7yYNbAsDqJYOkCBehTA9QuXPgvZyDBHaRNYQ/9C5MwhfNjaoOxTyn0O4YLG3oQWyWkIb2gdf/IPkOaIrvPjImzPL/qInACnx82kRgaaQBYMm1qe8SWoDT3QghjMuI5HWYJTwNkZe+SfFRw3yfVQUIWA3AituZSO3VBFgbbJMWpvhO0VnCr9j2IPd7fvkR8uiWA7CC93gaWH0/0vLKbgJglZie1SgbkoEPS1uhHmwOu2oEWKY+SzTK3E7gw9IUZWW2hH1JFFhHVRSKbeG+Srb4uVJJLH5USIDVbDxbNk8MwNLVe6Y2i/lwQ2BhCqzUuI8JSWVFYG21PnlKkUs1nzy3W2hYw6Nki5uEpQfoFn+gKbKWAItN60LcMBf8cTDm+i57C+Mw5jzhACsF1ZmAGxvId8CY+QrZSrtOwURgyT+efZAALI00ACy5thFoAcAyQgjj0URRSsMawE2+1qcd7v9sQEApAGuOnYnULiPAolKtFupO9FJg3UK2NvOHKgBYwTy5aWC9pufVN+jSnG3GZzWPDpthllBX8p0ZmyUzzRJSm0Z//gBYy4zaTbRZll5GSaEYlyWGAeu4UlrABWyYZgmpTaJPAQCrwKhl4T0hsDAAa/g4621hpwisZ0Ehz6WaS57bJgqs35MtbvqQHqBb/IGmyDoCLEYmKGzJLUg9GHPnAhti9B8ecYBF++ywZxH5DlgvLJtslWPeRGDJP559kAAsjTQALLl2FtCChjWYIET7YHYdBRb0Vnwus1EjfdKdIP05uQodtOyyUWqXVqGyb9tXG7SXk+P7KLC+SbZ8XWsKLN/pU/OAtU6yHIe3v1FgqaM2PVsNrQGwFBVGOcumv5IEWCfNzdJTB2CVGqWTKV8YsDqUFOKcrE4+rE1K6fr0aIEAKyWuZg7aYpACsLaZ/zK6qikEFgZgXXSe9dE1/p0CsPb8n1uSqlyqb5DntpUCawLZWob9B+gWf4ABi4UwbSbfMtcb6XB/zk6iOEVXoskBVjkRQo97FvkOmE9jOtnyB5WKwJJ/PDURWBppAFhy7YsAIQosE4TwI/BgN1NgPUG2fA6j793a+vaoawZ/7Zn1dCiSBLTYN8Ms4dUm6a0gvWIFWmTf9YhBC161ZUCWTqiNOpdXUmDxfkVmLrAOX6Pn1SUHKbBSeZk9gAAsw2QaGL2cEOn+rlkLY3QA1l6zlFZgdBL41auJ5UVMOcDqVkwUEiv1FaHIN58C3LEArA6zdC7MKITAwrSHteR868KVvp1+YKW+MQhwIc+l+hJ5bo9SYL1FtmZj/wG6xR9gwGIzJBCGJytaUhtz2ONGupMh4UZ41iaT74BNB79Ltlb5/pEILPnHUxOBpZEGgCXXPgsQosAyQaj7Mniyt+ajvFE5WWRrIq+9ZZDbg3mKXqE7YBPisEYZpavpdi6aMer0WIP2J2RjdIKQZSPs8oWJUmD5e65gLrAe1/PKfg6zbA2macIooxAAyzhNSAxmeABYZt9YFKZkAFjJDJgJkXwOsPrWq0d6bnyXm3F0lxpu3vAagGX0ukejs5LOWkJpwWu/wax5CCzMnO5Lz7fOX8Lv9APrtc/RSUF5LtWx5Lk9RIEFo6Vc7D9At/gDTZEYARZrHOIaJOtp2mJuHLsDLJiaob6uN8l3wGZjYHDoT1QtAkv+8dREYGmkAWDJtT8jT+sBCiwTLdbSza/ORjm2fS3ZGs9ruRCIcfA+4gLLvsYkpWNRGjh6xy8M2omw8UQzQvfDhu97p8AKru5xgIUMvBoEDz8Ay+xwjkb3OoufdTHpji3ADFgZDDWhWbr42ewWii7H6RTJh9UU2ugEYbjASlWote4AEoClXiCYtm0OsKrM0lmpEFjUaFjDsvOt8/iKGT5gLfhkLX2V51J9nDy3uymw3iFbXOeCHqBb/AEGLBaq1ES+Yt/iTtZ6ecytDeIAi/TEmJ/7VfIdsIm5lWTL96gFgCX/eGoisDTSALDkWiDLPgqs8QZavME2KbDAXuG1Q+3bn5vwMB0I2nANbvaAZZQyLY10v8ygbbuSbrF41HQgFpgWWD2aCHdqvwUtACtpCiwittIB1jazFPpCNL1MBnDLd4CVCdyOcjndNYNC5wbwcrqflCyBdswp9cjSy2TQz3zXAdbJDODWFAKLGgscXX6BdS43OOCBVfJpdzWTNJfqQ+S5baDAWuAfT9EDdIscGJtfzayWAotNqMA6+eCQ8IDLMxdYJ1Cskn3ei+Q7YD9i68hWvu+ficDyfbx+SKiRBoAl1wItGiiw/mygxW/oxvwSlMse8r/w2gdXwLBxP+35vEG2IKY859cusLTSFPijfsqW5pi0iwYwYEEclu1b4qQF1jQDr4bRXzGaD6vS/PxldzFgJaaZtcgB1o4Mmu10EvgZQwXomhcPWAnpumZm7BKlC6keNHbHKLAOmc8gut9J4GcMXYtGl4XAosaAhVdcYJ2T7ltwwNr6OQ8M0lyq0OWopcBaSbYWCAfoFjkww/u5osBi4zpYi9Mink9iQ9oVQIGVLI+VOdOH0MNiXbL1ZGud79/Jeljex/PnJe9hKaTSHlZQC2SpocDKNtCCRqTbxWWokD3l2eLfT6xtmA2JWjCG1+JTLrC00r/TZktcYGm1uDrr9stuQqiCvL/OFzSmA1aPPANW2pj7ngLrtHmKLLrZyThabZbmJRmwUuYgiOgmB1itZunUJFf5+WShkkJFdF0HV/lZ0x1jE0csRbIk46hoRQ6w2ozxaNHs7hBYYNextYR45QWWNcndmQbW7v+bDoGX5lL9JXluSymwlpKtQuEA3VoauX+d830WNFJgsak+WO0cyIXb4va/sAOsbR6v8J/Jd8D4UUC2Kn3/TgQW//G+8woCSyMNAEuuhR5WMQXWTAMtKLjsNWWohnrU/S4k18DL9DDGDVRKgLVwYEZSe00VWjvQ2KxjCEFQ/PM+hQ5YCw28+nHSaRY6Whk4ZZY7wOo1BnlGo61OTnf9imJqS92c7hngopUvVX8UKSlEHRIcsFLVamLRQSED1hFTvH00+o6b073QfLZbQ2CBfdkawDZWXWhZbzk7i9wIhsMDv/2eY/XyXKowbRanwJpDtrYLB+jWnMg476tns4QMUzvd75eznoJYet0aAKslzSs6S8gep1Vkq8X3D2WzhO7H+85LPkuokEpnCYPa24EWFFh5Blr8nD7ciwmw3qRbVTLtSnLgBWf4uBgCR8dnJLUXV6GK8cZmHUMIpBt9Ch2wfqDn1bUH3GYBWH2m1SbRaG7SKUKRwUCv3K2aYw4IzUk4wGoz+4XKeGDhPWoKQYgnByzcW6KUlkOX1amak4Hnv90B1inzyHhtCCxiJy+yLnYC3oBYL7BQkj9ZFh1wnbja8myiPJfqZBgZubOEo7uEA3SLP8CA1UK3G2KxQG66etdlAEaAtSdWns4muZB8ByyscVFW1hh/XgURWPKPpyYCSyMNAEuuhVnCxRRYbxho8Rx9uqMEWPNgYyCfYdcbnZXaNJjrLioFYFWSjQFGqR0lwKo0NusYQgSzo/wrJzXA2qXn1cBir1nqysogEOq4W+bL3Bda5QKrQ583BuywW+bLPNZc4QMW3qGkUFnKDyyM29S7AAAgAElEQVTcrY6DgNAfB1inDWkYiDW6Zb7M2J4dAgvP/tLHyR36iS8x5/H7hFj/0Yhz/+uTZOc5n/2vRjw2zSuadUSSS3UdeYLfpMB6MRJhM+wHaGp+eoC+9w5gd2kOi4qoicXYw9Hd4T43XShWlO6+7UFxnle4jHwHbIQ6KSvrr/4/RQSW/OOpicDSSAPAkmuhrxKlwHrRQAvmax9DgLUKNkbTY7trgNurslwtGasNaWf9NnsMAKvJpsteDFJ7DAFWk7FZxyAfltDB0gFrih5Y3opvt5CqKbdCNNriAqvLGDQ1xyukusXYbIMLrNQik/QdP7AU+fnADgnAwp1KlxdEDLp1CfcYz7bCK6Qq1gQLWHYiBJZgp3qSiTPK5U7sKHmCH4f0Mn33RiI0NGp6JDKm0zkArXkHwJro4mf6nCQLnMCVRtKRdnpaNb7IrD0IlfNdsHbyHbwKTSZ+ZUwvI/94aiKwNNIAsORa8AaNocD6qYEWdGWOfTMB1mzvOX/Ntr9PDs213aWJz9g2LJZ6jEq7CbCge/Z3o9S+mQDrfWOzjgGwfu//Y3XA+pmWV7/hmmXA6jMGQ27zKj8bXVN56crPxue6xqv8fEJai4azHAFYqa0qCpWLwMIdSmId5Co/mzNMeMA6PdukPRECqz/sD+QR3kTu6LJI5D5wfG0n7yMznAMwp+ceoNZE08tQv/rhWKyApkaBb5nlPTpGtriyJlsQKip1DW6BKeRLgCiouqys54VMe4F8WNKPpxbIh6WWBvNhSbUHgBaQXqZ3qIEWiWvpA16EamAd8Vegw0MzLfwRHOfXsKeHdMbuhiDTZVRag1DPt2z7UpN0EG224m5js8wIB2/6mVg1VAOsa3W8eiydiNErVd9h6jfVpUvVm5b+5XKl6k0LdCrTper3mebekn5gaYjVJgILt6uIVckBK2VyusXSpeqPmaZWj4fA6g9rvjsSeRVVtz8UiVD/EgyaIn9wDjzRgb0D1DYRYK2LxUp6cc+GWIzehDRxH108nyqlv2Wu7UeIm7kBcLSOy8p6rQt3vpiVVSqcRgBY0o+nFgCWWhoEllz7EHlqq0iza420eIs+4fNR9Q3wAntoBqsHCcsut6/I2dPXkjPYvpuO3BL30OEdQr8kL/OM0gG2PRMtsY3NgiWLbkNofCAX+WoA1hpxLwCrTcern3HZXz1g4f0Gr3e6h4VTq/XSqWlg4ROGWcXqNLDwdsM8XUoAFk5tV1BoWwBYuFPlx+pKAwv3GDqaBWlg4b0GvraHwOoXK74nMhYt/FFkNHNGt95JgLXCORC583nvAD5QXRV/mgBr8hroZBfGUAvdfRKoRL8JQFe62GZ3zAcs6vfaRMaCY9/+bdaYQEqBYE538eM9C+Z0V0olOd2l2m2X2vYDKH50hJEWXbcCWmajPPLCcns2Q99oOmaL/MCGvuGMg9uftp1I98ykEOk+wB4YNWhX/nXsTRA46u9MNq7KnzEYgDVkZv4qf5JyAqwmDa8e5rNVp4GFW/QP4O40sHBS73ifxwELH9eP9Oo5YOHNWmkeFoFFLpscQkWpALBw90a5toUDFu7Wj/TKOGDhRj1fe0Jg9Y8dyHsNzX48u8l5u/HRn8xMOgeevPee9IG50PciwHrtgYkLV6ON9e5TcWhjURO4hVKkzxVP+6y6/MBi4aRHF//x1796db7/iwOTVM0RPt4zSdUclVRWNUeqzR8COd2vMtMC74WcnXNQjn2jG0i26utXT4Ax1dbf3XrF4BsemMolr6x49KvXIjT8mboMpFm3X5KLZt74G6O2ZPiVIx9ZIpb5+j03wWL5/2gCrO1qXmX5BpYcsHCzllidHLBwn5ZYa3lg4WPaEIBDPLD02SAWS4CF98vTMXQEgYV75blKq3lg4ZPaMWwjDyy8Q3fBZoSzhP1m/VSXsC+Z9IU5/CvVJdz98gMI3WymBRklzLrv2jlonqTGltQ+GHUJW1W4GvCW/+/ggYX3aqIQZmMeWDgZ0zyrW33Awh2aKK+8pA9YeJuGAaUyYOF2aRmdfRJg4aR0BFnoAxY+pSuK0+kDFt6luWBhHFb/WVhIFX/IC6kmviLn1dVI0PqAhY+q0VLhBxbG5Urp5FN+YOFTS5VahP3AwvvUI8gjUmDhHlkge5MMWBi3ylZC9/mAhfvUy6CXYD+w8NF3lNqWEFj9ZiGw8IccWPhBKa/u2Sdq/cDC3ar68lNOicDCzap5xQ1YABZOqnJj5RwXgYU7VUkelmI5sHCqObhMZ4ccWPhkeRBYPX5gkYGpqpu3WwQWPqW6YLOTIbD6zUJg4Q87sFbZ9pdFXF0+JXhmArDIoFg+ytmCA8DCXflS6czTAWCRe0Ped9uAA8DCqerJMmnOURWwMD4RwNAuBbAI3USnVzwlAgsfni8923wcABYZxMq5vTfM1tB/FgILf9iBlbw74L3KCqxcxxJg4ROyvO0Q9hsAFulkSRaz5MJarQCwcG+ZBEOLExJgka9GFg4F1f5UwMKpvUKYVZsKWKSTJeR5r8IBYOHkZsnIdPYpGbDwSVmQB4T7hMDqLwuBhT/swMKHvubn1UPyvyAILNK/eF+cr6frryTAwok6sec0neblDgKLkDAuRnqtgAlLCbAwbhWRlUPDZJTAwrivie85VQTjsDg7UsYD64gEWBj3lIiBoQugtIEEWKS9VTJehcDqNwuBhT/0wMKHOTfWsOcbFVoZsDBuK+JDEeayLIwyYJG+zY6lHN5yClh0qwxYGHfX8HGZ01lxeSmwyOnH+aHWEjZtqwEWQUxzscug4m4tsDA+Vuu5vRqxFFikva386sYplXR5gBRYpL0NfHzsAtaXDYHVXxYCC3/4gUXO+vmvDyKw+uEfixNKrRxYhEOt5ctmkx7RlPnrXUe9HFjEurej96ZHo9kzl9e55ygHFrHjte+/S8aGufPW7XBOSgEsMixrrVjxDoFh3uIS9xy1wCIn3d5UURBDJY29gbWEAevdV1uMYoXV0LQcWMRObF07l3S0Js1ZvbWH7VEAi3z2ofL8WTnR6NSF691aeCGw+stCYOH/DcDKrFk5sCSmBJbElMAKmhJYEjMAizcTsHhTAitoSmBJLARWf9l+FC/M1FDm2gKEzkaz8X+pZs/sIpyJtiBTaRwVlmVqpVUZn8GZXbAzONt/+vcQPzt3TVzAawisf9SaUWihOVbyzz6BD7Ft9T12IbD+UTuESvZkanG0KVNpLYpn3GwhqspUugWhjJstQmWZShvOoNnizC/YToRaMtVuRMUZnwJCjZlKS1Hx8UytCDVk2mwFKsz4bONoc6bSalRwBs3WZCqtO6ObsTJT6dYzaLYC7fY9diGw/lELfVj4w+zDqkUlGTe7HrkuYnx6z+bK0s3NbSop58NKHd1RXVq5vfW0Ssv5sE7uhmZbOlVSzoeVONRQXVq147DyAnI+rG52th0qKe/DOtJYU1ZRv19MJ+YZ82H1Hdnd1NqeVImYMR9WqmNP895jpu859GH1l4XAwiGwmLnASu1Y7EYn5K3eIX20PWB1FntBD/NL5T57F1jJ+oXpZpukMPCAdTTmRj7lLN4k55sLLO5sp7y/Q9qsB6zOdMTB3I1Hpc1SYDmhpwVbj+qWubNCqqyaNOmXab/qEFj9ZSGwcAgsZg6wjvtTFEwpkPSzHGCJK2fmb5METTjAOuzPh5dXIvkbHGAlN/oW8GWv2B2UusA6tsDX7LTiE0GpC6xN/rN9r1GCNwDWvnQkaXGrupsFwOrz4r1iBQ3KTmYIrP6zEFg4BBYzBqzdgQWE2bFAH4cBKxmI6o7ODEalMmDtDiQxnVQUSJvKgNUXLP08f3+gWQasYBacnHjg4jBgJYOZF2ZtD/SgCLASvqU9xbJVTNQAWC2+lYiNyq87BFZ/WQgsHAKLGQXWIdlq48mbhH4GA9Y6iTS66JjQLAXWYVnS5bwtgpQBK1/W7OqTgpYC67hseXbuFgFDDFjrpWcrDgwJsI4KK6KrxI92DIBV6ZduOKS4tiGw+stCYOEQWMwAWAlFks0F/nEhBVajXJpT5ecFACupqFS/3N93o8DaJpdOEfpuAKyUIsHeYr//nQJLUW5xUo3/bAmw9grAisVbpK4sAFYgY2Btj/TahsASLdntjqD3nVG5rxBYOAQWMwCWMpN6ro8XAKykMmHdMt9YD4ClTHect4uXArAS01XaQl83D4ClLGGaxxcMZsCSZ4khtuQUr5UBKxarCIxeMQNWcUC6XurMD4E1d/BnLMv6zOC58OaoZZ07cCrdv+muc9wvoHP8iM98dsRM5gftmXjVx//92hkBmIXAwiGwmAGwNHUXyjgpAEtTknAm3x8DYKmTo2dv4qQArCZ1s4v4sRkAS1Nvlb+aAKz9auk7/NkSYB0KAitWJMGQZEgIhpokPYYQWORx+Kj1b6xXlXrAGk2nlE/PvZlQzAFW3f/3g/rErqetu+H6nbj2+i2JLSOsX4it/MPAOlK3MV5Uvsv/RJ7Yyay5BsXJSzvOxP6VgJVCS9HkYaMmi3NR1187YuQt3/rmLSNHXPtt8nbLxIkT//LMnQgNG/6jP06cWGWQTnzjzeUoHzb8UoWdPWAdVT/W0Wgs3cMBYKmzB5MeDuckJ8Bq1zXLrUoEYEkdYy5auMtOgNWtK1XDJd4HYOnqok7lzpYA66QEWLFYcOUiAEuaGb4m+DMVAouYbQ2kr6lx1hj67RR8+n/+NMUF1slLrqZ9q7utZeT/930CfiKOfcIS12sSYKW2znj1Vy+8iU4Jh7B4gAIrtWcReagSm2OxYkgltNH37Oz2fmaQVwFM1ZpnEmCptBJgKZuVAEuuTaHxhCxGCMGO4UPt2WiSbduDBY/K0HT+llHkbR7domW+wKYZpVDmKygNngLunvX9yxD6xg1R49ni7tk/u+6vaGle4MqQP7niiVmBnQRYW3Vkia72GADA0pSTICPI9IJnAizl0I1aui8OwFJ4u5jNTDunCLB2a5td450tACs488jZ5PTZQliDtJRFbIsY4ADAOiyVlgZGkCGwiA23hsML4dUr7LvZuSSBS1xgLbFedl7HYLzZuo++ecT6ntDIIVQ5Iyvrlb+Qa/TqQf+h0+IBAqyO+ISsrDWkwVisGeL7YrESPvTGG/4zYHXpWvMsCCylNggsdbNBYMm1XU9CmS/Cipv0EHJ2zEY58HKrv5NzXVr7IHn7jg9YA3YYpS6w/NLgKdTeaENdwpts+wbT2daOtO3huWiePUIsgbb/9cGW9SIWjQCrWIuAqPdrR4CV0Ffim3LY1RJgqYtUUPP6WAAsfUXEWZ6XngBLX7owfbYALH0N11zvhgBgKUqyVgsdJwBWQlbJIhZbL/6chMAiNsIagYFX50S5nR6wfmO9QF/XW+MwHmfl0jczrYuFWYxDaFVWFvnprB+TlfWaL/ItNUM8UIAWjIGLGccHSf8K9jSQL4d3m7b6gLVV25pnAWCptQFgaZoNAEuuTT1p23koXjjABCFnhwMsVtbes5vS2oexU43VA9YdZqkLrCv0p9ByJdl6C6Fx5OUWo/TyQjIkzLftb/E/+K2TbzsX6hdOwKIRYOkKdoG5fiwCrJMG6TQXLQRY0ogCzlyvBAFWn0E61/3mCLAMHIy6pcgBWNLc8NzZuoQBYHXIgRUr80f900j3erm04Lj/2obAwg6wUuPOm8Pv9ID1vPVf1Jn4ulWJ8ZUWK/3ZaFnN/kYOofeyaAdtMblKMf5ITZb/wIY316CcV+BibsBkMEgh0xZzyOXYgVi8dls9sUoUj6FuTWucBYCl1gaApWk2ACy5doVtj2wjzb5kgpCzwwXWSJ9r9TtDT/cmEqlkoq8HfocXQ/X5b72E0O9+TqTX66WXRWz7K4vQsudvMZ7Co/SDEeq8PhPpdOrD+qFtp7NMvT2MsOqLAKy/YdEIsHR+KWpOZ40Aq9Mkfc95vDMAVrbzo5cBsKIrnYuZAbCijt8JgCWLA+NtnvNDTpfmSMrpsKGe7zeRAqtTIY37w9FCYGEGrNS4i1b4dnrAQpZ1ZT3Gu/7jNfLm0xa703otS3DCHiTAWgQbO7Oc59mxFBk7+Q5Es9aizbvgYpZ3kW+EdvmT8N1wXDoU28s29hBg8ZnQAq1xJgJLoxWBpWtWBJZcm/qubY8Hp3u5CUIY30okq8pQdaKL4Mj2rRcZNcz3WSuBG6thlvC0WToDTgFmCcebTqEdqlKPB6f7hEyk9RRYpAuXhtNI6yP315UAsKZi0QiwCkwIyGXzKARYp01Sd0hGgFVmkuax7hgMCU1kiTpVtwmwNpmkU9j8HwBLW3IabC1rlgJLNk9IrYQfn7DFz7UZESsEFqbASo37mJCj0QNW6kHLOv/RxQMmYcopJwT3QmupX7+DAIuWku+D0R43eXuQvPUdWLugALXsgYtZA64qdi9AHAq35vVgzOla70Eozn+5gdY4E4Gl0YrA0jUrAkuubQSyALCMZMEY/EdlNKxhJNla69MO9ykpsMoAWG0DjNJ8OAUCrDYY72lPoYpyEIAVz0RaQYG1wbazvd0vP0J6HeUArODzQIBVYXqso4spJcHprql07BjrNxFg6X35YMuo1Oh0B8th3jECLE0EhGMLqaMcgKWr4cyM+QQpsFJlCgrFyjg/FgNWZ7AQokMsflQYAgsDsIaPs94WdnrAwolfn0Puyxuga9VqWU436NNWnl9fRIDFel8w2uPWSmwgb4UDLrC2gOuKkQkq7XKTwgdjzjiAAMvn6pW05pkILI1WBJauWRFYcu0sIAsNazBBCONriaKOAutHZGuhTzvSp1wGPKkDYMFI0yDNhVMgwHrJvsJwCsXQWCkAa46dgfSZFACLSMt9h3AFAEv44cIUWGYERGtBCsAyI2A6/ckiwNIEQblGvw8A1vtG6VxKIQKs4+ZmaZQXAMvknYtGp9JHhKWXOaYCVqwqPVfopEhWeLFisUIujD8EFgZgXXSe9dE1/p1pYOGC//+m8y3rvPFJXG1ZzsX7gjXfr19OgMWGcdkw2EsfWETeCgdcYO3YQr4OFsS3mWxxP/Qd7jCwCSGfh1LSmmcisDRaEVi6ZkVgybUvAlkosEwQwvhqomimwHqCbPnGVN+7tfXtUdcM/toz62kPpAbcUc0EWDsHDTRJX6CnUIWKBw25x3AKOwFTP+9A6Mi3TRyk0rEdtaj42/aDQiQjBdZaLBoB1gkzAnLhiwdgFZm166FZAqw+/dQf2BTABQDLOM6LRmmsGgFWSlVvmjtbmJkAYG0xN0vx4+R036wkVvqmcoDVW6SSbkgHlITAwrSHteR868KVvp1pYL180Qq8b8wFlvULXG9ZTjfoC1bc38gCAizWx55OLhMXnj6LvBUOuMBqqSHfBvM/bovJQuogHtz/OZLWPBOBpdGKwNI1KwJLrn0WyEKBZYIQxtAB+s5cNPWZ9WPJ1kRee8ugAY7H+yl6YX5Gtg4QYD1lf9MkZadQhRbZL5lOIXk5/LOrYJbwapP0VipdgpbZd4lz7BRYxVg0iHTXBlcxAx+EIdLdtRwIm4JId20UFDOAGwBLG7vKLBfgBpHusrKlggFTAFja2FVm2eAmcIB1ulBFofTt7hah2K+UlnkhPyGwMHO6Lz3fOn8Jv9MD1io2+Kv/vHVuy3HLcpjwKcufWxrPIcBijtR3yWValT4wmbwVDrjA2gNJy9inwOBQEqfehoSlOZLWPBOBpdGKwNI1KwJLrqVkocAyQghf6s0S3kyd35xxQQXj4H2EbOwjwBoy6DmTlJ1CFZoxqNV4CnfQbYRuGpVlkq6m22+ieaMCaZoosMrFvRRYhkAssJxOBqxeo3uc4QKAZYiYApvU6Sx+1qwOcg1gq11LyJ1tu7OWcJ5ZC/eEWzWnVUmhmBth5lXN2aSUbnavbQgs7IQ1LDvfOo8f5XnAGvifzD9YZlmLUxdYbMlH6jxLSAs5jQCLzWfAkGlR+sCb5K1wwAPWxpgbFNpEtvyxjvRjykVgSVrzTASWRisCS9esCCy5lpKFAmu8kSyDPGCBvcJrh9q3PzfhYdoBsreR90C0BgDW2D+bpOwUKtGMseZTiLjAsq8xnu2cSxiw7DvEXxQKrODSRQDWYfNjHd3oZGvIoH8z6SQD1knzmDBa4gCr0izN7WHA6hUrMkuswAFWlVma3c6V+VLN/sVihc6SRg9YPeuVWjdIMQQWdgNHl19gncsts3CBddz6urPnEmsR/rw1j253Wp8SFhjkEGCxFGUryWXiOmuvkre+A4eqEdq4cd68eX/eA2sX2CKJlphsSHggJgIr0BpnIrA0WhFYumZFYMm1lCwUWGayQBdmzBIXWH/htQ+ugIHY/vvhwBtkawR5rQFgNWWbpOwU1qIZTeZTuNkDlhGZbKoSgGVfJXxDGmCpkxqkLS/BgLXPLIUYBJoPa41ZOjXBgNWdQc9ts5MPKwM/GoEbBVa3IXQUrJgDVm8wEYNr5ewZStclPK6aKYwhZzltCCzsAguvuMA6J+3NcIHVyA4SG2I14dutp+l23LoTXjblOFaD/06AxX4G1pHLlJ9u/UXy1negOobY9/JH2sNinRUIcGgRTyyxIVYmACvQGmcisDRaEVi6ZkVgybWULBRYZrLA6pfiMjSbASsbB61tGAzJMCNLcTtCT+OZJik9hdLpaHEGpwDSnF+6wNJKU3mXXrf6l38FYNk/9XvddcDKYJQVbXES+GUAt3cdYB3KoNmdTgK/uFk63wFWewY9t3ongZ8xxiwanZbiCql2xJXEYj8AXCHVXUqps3ItBBax69haQrzyAsua5O50gZX82CfZNF37ed/E+O/WlfTNeIuGmea4l6We9rDYmG49eb8u3Tp0SPgDvcgB1urn9kCYChvJw2rnQA5Z0u3aIelhST8Gy3tYCq2sh6VqVtbDCmodspBmzWS5nWysKUMVwygulki0eKLNAs2pdDJCNXRxs1ZKT+FXuagog1OA12LsAksr/bs9uB7jUgose5NPowNWyhgHBZ4pBqxmszTa5qRIXmmWrnOA1ZFBF6vDSZGcAdzyHWB1ZtDsfr7y8z4lhRAdXvCVn+uUWnZvh8Ai9mVrANtYdaFlveXsLHIjGLIs2ivAj3ya3C+dn6UR7r2DroHebOdzzlV5vg9PIcBiD3YB2VGZbv3P5C1/4GDMAdasrD01HqZ2ki0xiUxPQaxazIcltsabCCyNVgSWrlkRWHItJQsFlpks4B1fXIZqJlJcSBPBwDDsBUc680bIh/WGSUpP4bJcyIdlOoUG+Nw1BFhLB5qQSaSwWrAWrQPpXJ9EByzcYn6sZ7pFKBabtXUOsI6b+0LT3CIUJZk0y4DVaQ5fzU06RSgyaLbMV6p+h5JCZdBl5YGVrFDCjT4eIbAwPnmRdbETDgrEeoH1Pf9kWazzcHrkeS/uS2y7f2ApvItd9N+ob+9dn6crCavdq/IOmyVk9+4qsqMl3TxMqgkHPKc7LGdn0gbyjYjZf+pjsYMisCSteSabJVRoZbOEqmZls4RBLYUQBZaZLOATjxJg0Tj2gXwaXm/IVWqz8CiQRq4BYL1oktJTsCmwTKfwG1AuhsDR8SZkEimEeNaiEpC+7pNogYWXm5/rbgdYR80UirlVc3QJqRzrcIDVO9MoXedWzakxN3vYAVYGzS7zASu1RUmsfdgPLNyzUSUth288BNbsL32c3HWf+NJs+u59Qqz/aMS5//VJsvOcz/4XLDNI5n39sx8b+gcnKmv7/Z+76IvPBivHLSPAYjGEi7KyxnDLAheSqyYc8IAFc74sPIL0tdid393hPoldKFaUFIElac0zEVgarQgsXbMisORaCiEKLCNZUpBYYQwBFuywR9Nju2mytlVZrpZIhrSzV3sABdZPTVJ6CvZUAJbpFO4CZRSAVQntG6TwUBFggXSy70rogdVh7rTsc+sSGpcfRxe4wOpTZx11rcWtS7hPn7qG2DwXWKmFxma3u2W+FGndOZvmAxZO1qgotD4hAAt3y7NoEYM/PwSWYKd6kokzyuXuWjEBFkv3MCkr66904+gu6KyVkasmHPCAdZp8DRthT7LAmbltJL8kTk+rBsbtIrAkrXkmAkujFYGla1YEllxLIUSBZSLLqqwDRHszARbNCENzJbxm298nh+babt6VZ2ybLpYCKaSX6esdapKyBDNLAVimU4DBoz0GgNVENr5hkMIHEWCBtMh3JfTAwtuNz3WDC6ykcX3ODK+Q6iFjd6zOK6RqDAeb4hVSbTPytdIrpGqeVEz4gIUTkhTIzFpEYOGTquCG4mQIrP6zFgKsVwF1iV85SVeWZWVNJP2PdnLV/AfSwKKhcvD7fjgWK6C5AeCLYatHYRlW5/9j78wDoyiyx1/eyPpdVNzjt+q6ujYgCF6ACrqLq6zrucsgIioo3iKeI+ABIirIoouu6OQiQLgJECAcIYTphEAIR7jCESBACGcSAiQECCQzU7/3qrqnu/rGDd+vuPP+yPTx+k2lq/szVa9evTIBy8JaVIzActA1AsvJrBFY1roMQphexpUscOAlfPfldXBAugUbR2wy8nB0GLXnbw80b7rzOM2XFGBluasyuC0DYLkW4XXUvD8CwMKO3w8uqpgmDYC1UJLuFJOguQDL3ZO9Mbryc7Xb7Jgkbal625UoomSJAivs6h0LR5eqt1m8R5O8KLBCM9x0T4rAovV2xMoNG4FlT6wDMWA1nGA+LD/OBtzo93+E/aQSvF1zYWO0XzyhB1ZNdjCYX0dPL+MNXh4XzIaiIiugrWWxCIXZWlRM+bDsdU35sBzMmvJhWesiWdaAWVeywIFFrSQpVV6CGixYl7WNXoQX4Vbptvg99SXxLaXuyhDEpmaSdI8sV3R0Vw3dyji42r0IbE61tEGWj/1Nklq5qd5WwYDVXZIM6ZDdgBVyWNyByaYosOgel3bTaA1YroEFGrDoCbc5QhqwXPulGrBojZsbywgsWr/WlkJGYNETNqFbK2LAajgpl6/Qtu8AACAASURBVGf4/V8epzVD/H7mnseekx/zk+4fIJ5gwNqGZ4Ev5UAsuWBJUC5hZ05EM7gjuvZZAMtsLSomYNnrmoDlYNYELGvdLQCh3nJ2pStZ8MC7N/NI9+Y8yesujH0fBxvPSVzafKOOQEzjLawOHlWl8fJqD0XA2dFSZ1keBB/TXFX/siayQZ4nSe8YnAWZCCzDpHmqAxatdYlt2KEBy60DOUEHrPACZ12tSwg9PeemWyLVgOWWiUHrElJaOcZZN2QEFg3bzINeYwYWrc231q2OAavBpFzOhR5S/1ED/e9zj3QFxjwwn8d68QQ9lC0vG4E38+uCoqKqbfk52cuL1Hm15ctz2epGEWhzZddbLfNltKaJOae7ra45p7u9WXNOd2vdBa0xp/sd7mThBwBYbT9ULWfc124EOvw2f9L5tpb39h4TTdoWBvi06CLLD33sSbWZlCRP91CEqrdwF+Owmn3vRbVtkjytxVf6rPvFGQtSWiKwWo9fkCHOitaARWucGziHdMBy6enN1QGLhtIddUt1wKKHHFPuTdEDK+I8SWi7Dli0zBGE46kJWDRineJdrjMDi9ZZe+mLY8BqMCmX11bOGv7hB8NS1Tu6YeigeXzugeFE5iI5GnHqN0WLKlIfDuMbY7EuocGaJhar5tjpWqyaY2vWYtUca93Sz3vL8v3uZOEHZsnmacMWUlN3usbjuoSgWvT5eHmChyJAd+61u5rJ8uNve1H1d7nlezlDWKqUDiY6EW+QDlj0uNOYXlJYDyy62WlMb5UeWDS0wEE17qQeWPSwE7GCemDRsGMb66geWLTCyWyGBbBwLqIVhSosgEUjW6xUV8aA1WASW0iVxhZS5aIHFq11CBdYRAVg0V0O0/QqBGDRsINDP40KwKJVDtAsFoAFtWKvOpkKwKLVDukgiiyBRausQhZ2WgGL0n0WM3rkcAxYDSUxYNEYsLgIwKJhexf5fgOwaIWtL3smFYEFPUhbL/02A7DoqQV2qmPrDcCixbaJG9YbgEVP2YbGjqmzBhY9bdHVK7IGFq22CCE9GQNWQ0kMWDQGLC4isCjdYeOgXkCNwKKn7Jbb2W8CFi238ehPCxuBRel6m/l/G6kRWPSoTZNwQr0RWDSyxsbsBmoDLOgWmhYg3GIDLBoqMnUhT8SA1VASAxaNAYuLEVj0eIbVW51y3Aws6BZaNrIw054RWLR+mVUjK7GSmoFFq+ZYmU2PmIFFw2useqbx+6kJWJQetgx4RbN2wKK1xkZWiR2wAJ6GRpYcigGroSQGLBoDFhcTsCjdbc7TORbd+mZg0dMrzbyQceDYBCxKj5hJmIBjA2ZgAQnNA5bTMdDMBCzojGWZ3P/x+GiZgUUjW81mU9GsLbDg4RMxdMweWDS8W0ixXBBzujeYxIBFY8DiYgEsGtllSMc+h4VCWACL0hMrxQG4RP5kWQCL0srFYitrMstWZAUsGt5miE9fzPImWQALmjY5otnx7KstgAVmtxtgnM3MOgCLRvbrkLXJIg5LJ/U7dWtTHIkBq8EkBiwaAxYXK2CBVBXMUBsucXOUdcMtgQUQKFkcZVZynrJQkyWwoL+5YXYULtM28zgaS2CBHMqPtofiFigBNZbAovTkpvSog2ryBn77LYEFcmBp1GxiprJwpxOwAFmVhXwQUN5snppjkNDeNdyXteRgLNK94SQGLBoDFhcbYIGc2rMxPz9/7a7ochY2wEI5UlyQn79y0/5odL0NsEDq9hetzs8v2B7NOmEHLJATJYUr8vM37IkWwQZYIKGDW6EIq7cdVQ/YAQukZhc3G60nZ2Ch9SOlO3aUYlp3F2CB1JeV7Nh5AFtuMWA1lJTL+Xu8Sra83qvqBjnHs9kceY1X1U2y7NlsrrzSq+q2MzCb5/2G7ZTlEu9m8zwXQZaLvaqukJd6NrtELirxKBtXeTebLW/0qrrujJ6adV5VN8rZns3mygVeVTefgdnVMWA1kOyWYxKTM5c1/9cFONdki/DaxYD1Y2WfLC/xKrKc7VU15wzMZnvXPQNVKK1n3TMp7Vm6CWdgFnRzvKueSRHyV3uU5XLBGZj1/J+dWWnP0sPo2eyZPIzZ8g7htYsB68dKzIdFYz4s1aw5Ia2NHJAt0zNbir0PyyQOPiyT2PuwTOLgwzKJqw9LE3cfliYxH1ZDSQxYNAYs1WyDAGvr6Lceadfitsc+zuZDf07Aqsn8Z88/t7jlvr6pLEGZDbBOrZ485I1eXZ95a/gMbSa3E7Dq8r9+/r6b2vz5pRQWhGEDrBMFkwb37dX16bdGzNTMOgErlDvyxftbtr73hWTmz7cBVv2G1M/e6vXEU29+MXlrdOQhBqyGkhiwaAxYqtn/HFhl33WWovIY+5fsgbXivZujuh1w6RQrYEVWD+/h06S/+rjaA2vLwLZRs+3mUGtghfNHdNOZHaCatQdW8ZD2UbO34TJElsDa9O2zOrN9lyrIigGroSQGLBoDlmr2PwXWrndvkvTSIp3aAiuc5VPVbsQ/zSZbASsi9/UZZDiP77ID1tJnhSJgomgzsEJZr5nM8uAKO2CtfL6ZYPZrK2BF8voZzX7E72kMWA0lMWDRGLBUs/8ZsI5+2kIySMu1dsBa38Wku9Vi8vNbRgCAvMFiPK2BVfyM0WzzVWZgbbQy+zozaw2skt5Gs1LQDKwdAyzMvsCKGQNWQ0kMWDQGLNXsfwSsWW1NL7UkPRS2BFb1oOZm3ZeMwDr5Q1cLAvh8r2ESaCtgnf6mpdnsE0ZgnRhlbfZ1NGsFrNP/tjD7YMQArPqJ3SzNPl9G/5uAVez52fxxEgMWjQFLNfsfAKvqVQtcgSyxAlb+vVaqzStFYO16HV73LlYMGEYtgbXxYcsilIjA2mnqZKryuXW2hq2PWJpdLwKr/H1Lm1B+f+i/BVjVca+1Jktx6/CRmlPhUO2xymNu1zAJnzzlrsQlBiwaA5Zq9scDa+091rySBpmBFf7BonmFslgA1oqn7cDi862wAtbEVtZmpwvAyn/K3uwSK2DNaG1tdowArC0v2Jud898CrPLBPQgH1jVqFu5nce/0yDuaXHZnirYWytSWV8G5q1ri2AWtJOT85mMojUx++PeNW72qBKyZrlG/IwasHwusUNhF9UcBK3LaWZH+FIE182brl1qSHjcB69iLdrpj9MBabN1v4/KuGVh1n9iZHakHVvAJB7N9IyZg1X1oZ/ZTPbDWdHcw+3zdzxZYVS9/IiClSgHWdSqwnoOdY3fesym0qSN5R6dYeyn5BW9VRXqTrvjgnfQR8uuLCbmYGbC6hgkAK7I5ZdgHg76Va43nxBMReZH8/i1/+WitoZV3z50dOz3wtwcf6NTxzof5kfr8+PHmpz+y+qs+T/XqN+uE8WssgGVXJAtg2ZbeAlh2ugxYhzYuz85dtVtEzLGdXHbxjyoVWMeKVsjB5TbciCj/IgOWR7McWDU71+XYEkY16wVYqq4HYOnMWgErsvqNiaaDBmD92+6llqT2RmDtf9RW93sdsIJOvPL5jDndafWztmaH6oCV5Wx2kxFY1c/Zmu2vA9ZaJ175fHk/W2BNIUQI4a9XgHVDn+lccH3fpy+vhL+HLyf6LrREmrPPyADyPmNe5vn99tG6lF+QP1K7a1DK5YIUv3/ov+AeDSsTT50SThzvK2XIH0BF3fL67Bq9WhutDruwA0s6S9IbcuZNXxzWq50c4fO99h7U3ut7DUUwA+uUXZHMwLJVtQCWrS4AK1QYDOatDAYNFCoVU0fu4cDaMT0pPmHikgMhapbKlelJk/kmAGt3bjC4JN+DWQTW7oWj4+PHzLZsYunMAlmCqYkJCfGjp691090gL82aGB8XlzDNVRXMbl2bX7hHWI/2wFctCRliukwAVuRze15JbQzA2vVne91EDVgrnBpCIFMMwCqzdl8x+VoDVr4zr3zJBmBVmsYyNRmoAWtrD2ez3/5sgbW7+X3CS6ACiy+wyaWQPM0+XyWP6zQ7kA74AbwayttoHw5kHwmElNldg1IuZ/j9mRFa9L7f/6Xg+Yqk6E9E+kpSphzfE2rqtrcH6R/Bu7U6fBH3B+IWAEuS2uomfEaAV9MidA08MW+4rfwsfrNeTMCyVzUDy14XgAW82gUPKNAjX18De0WyHEdgrZkXCCRhJqWJR6hJ6jBVsPKsAbBmB4PTAvG57mbXyKsWgtlkD2arZTmabd1Nt0DO9KoKwGJpjuOXqfWzP/Gh87FZP8J0nR5YkU8deCXdKQJr210OunOiwNrl4GhiMlgEVsWDDmYnRIG10wUsvv4isMr/6mB2VBRY5b1dzL72swWWUVRg/WGBdmwASWKf40lj3Y9mR9KRIq/OCygHnuR36AA5/7jdNSi4VD1D3Cy4S0H9mXV+/Yl5knQrrkuIVfi4f1idpvcXrQ5fwf0/R4El/UVD01KoNrQ2GupvplgEE7DEb9aLCVj2qmZg2esCsKB9hVvbAB/6hfz2C2DZTBFYiwOB6TW0FN7tSXXUKHksIR3fzoGmUHAhHpjlanaNLAcCqZuC6e5mN+uA5aa7TAOWh9IqedmTWddwVFtg1fUIrO9N1+mB9bUTr6RHBWDt6eiku1UF1vE+LgTwvSAA69BfefCptaxUgXXC1WwPAVhV9r1XkEUqsOqtwq8E6XrqnANWdQb/jKzf4qwoigqs/7dUO3Y7KWCfxYTs0o4yYEUGXDiZirKC9La9BqUMgJWGGzv9yvusSAT6TtqJ8GOS9OAied2pRVBVbfx+3ZDWo21O1YVCkXCo/jQ6asI3SX3WnljPgCWlRa295/MxZm72KeTSxAgs8ZsFXSOwHFRNwHLQrUKysEIcDSrkUuRgMHvDliImG4My8nelPC+QhAl9l8KrbYpGqozD9WOm852JaJYt5jLO1ewaOSOQXABfP8XVbA4CK3megiFnXRmANWbDPC+q46PACkzEiuxELnhmYz4Ca4zxOj2wpjjySnpHD6yKTk6qt4ZUYH3rRgDfExEdsE46dNwk6aaTKrC+czXrO6ED1kmfk9lm5SqwpribLT+3gLXxi8cbXYcb495sSUbB55FFr7ajWx9qcvnD8E4VP9rkaqU5dDJ/wPWKdzacem/j33aZpQCr6brcHq1ueppRr6ni5qojJJ/SHlfMYHsIrMiARvMMXx35R7sa0zV62Q7AKsSNeugp+Su1E2Wwq51YDVX09GK5hJ7CGQqv+adqil3aCgYPSa9HcJQwiLX6gXp0L9Qa++Y69CKIy0YbgSV+c6VwygAsB1UTsBx0GbBYVvEwtnh0XdbyYNTjVhpkjzICizUR98ObPYGKEklLw8O8CRkZjWZLVscHAnGuZhFYk48BsOa6maUzEFi5dC2Hi7PuQgBWLlV0nUsbL8vFdUdXs7zFWKTPXwUirEJgmV8dDVirb3J6qyVprA5Yp59wVH1dDRxd7+JpQqnTgBWyCQFT5Bk1cHS9u1XfUQ1YkTcdzT6iRrrvtI4XFWTvuQWs4MfNyHW4MeRVgsD69+WEXLemabP2F5ArSgquuvHOC0hTfF3SfgVPBweWfMff/5385i+JAqzL2vJBwlcjyBwl/fQlZA7dRcjtbAeAFRnwS3FmQ12osOtj6OwVrxEkF4DFYTYUbtMm7cQy2NVOfAVV9Hy2XAI/vIgu/3hNsUsHweAmCbtbe+ScdqD4lnp0gQ+HYFBwEtdK4QojsMRv3qQ/ZQSWg6oJWA66DFg8o24ekEU3WFYWVMdE65Zkn+Zm5/GmSgjf7GoqyJZAxQHsAbKdk4nc7CY4stDN7EoA1hJs4C12MxtOQGDtBB5yYjnqpgOwdlJV17G0AT5KiKUNRIdmVuNTZ3hkqA5YZXc680rargNWP2fVWQqwQq49N+hk6VpYXzqbHa8AK2Q1H8coNRqwvnc2+50CrMjHrka7+A6eW8CCV4QDi9L/YS0s+g657BYgUfaF5K4W2fAuXaLEG4xSgPX1efH4cbSXAqyLblpQWZzQhJBxdD8hyk91U5IMHTAyiO10JB0GcNuaXHMeIRfcnU4N1wgyF4DFf+3j4Dat0k6kwa524g2oopdZHBa63Z/061pyXToJBoMtsEkHwHoKFKPu2iSoN06LwbAlDlUagSV+8yr9KSOwHFRNwHLQZcDiCFkLZNGlNi8Lqo6fbUFefhmAxd1RE+DNFjvYtckyRQTwN7wikZuNjAkE5rqZXQrA2s16pMkuZo/NRGABBKYFAkluuvMBWMgLvkKMY2kVYGFpA5mqDgNWFjWKCqxwTxdeddbNJZzqrHprjQKsBR7A8rzmw8ps5mi2dZUCrMU2YfN66RaOAivPJrpVkeZ7FWCt9lBa3/FzDVhjVWA151AJEMJ6J08TwrxBL5B27HQmB1b+eR25j6VWAda77LdxR2NyDV1LiBJV8AeSSmmN8rJ3JI0uJJcu0n9p3bcHThXcT0DLcI1eZgCwWGeIjoPbpIv2nAi72gmMclnDgIXo6uLfrik+3nn/qC7tW/7pbZ5K4yR7mwFY6FhYrip9A7XGn9sRsJUuFMEILPGbhQBUI7AcVE3ActBlwOLhSIWAjFLtTLX6e3tC5stAhbIAWBWnd6xctgohUCR8hZxwnCFgLtsrSVLMzgoEZruYpdkArAoGrEkuZpGZY0A3nBgYk+ammw3Agn8adOPdShunxGFBaQNRvwEDVh41igqsCS68kkZpwNphEzGuyudKtobQKx4I0D8KrINWUxh1MkDJ1hB+3YPZ16JO98MdnM2+omZrcPW4g/Q650YJJ6jAasWBNYFczXZHkabsc7Tymc+B1YOM5Oqq012RDwmpKCJE+an+A8nWTkELa/ZF5JL5xm8OtSSX1dlcgzIZgFXFtqbAbcrQTiTCrnbicaijgwxY/WHr4WE6n/UDLdSfuDe1YAEAFjxIf4nGgn8G1cbdRt/B1iShCEZgid+coT9lBJaDqglYDroMWLzwWwAZVmkANnCnPK1YBMDauxR9UtjCWq/XORgAQCMCeC3UVyhmp/NhQiezNAjAOsqAlepilgPrKF0fGFe50E13MQAL+rqgm+5W2ioFWLgoctTDxoAltlxRFGAduM2FVzdVRIEVcvSMS1KLPQqwlnkggC9OBVbkeWezzbcrwFrlxezwKLDecPnP1ijA2ubF7Cc/A2Dx/VTyG/aZTpqwTwVYTQn3KxiBtZSQ/COEKM/4lWSzdgqd7nMuIhfNNn51AiFrbK5BGQvA4gGe2GVK0058C7vaifugjvYxYGHUTWe9B0gXhzUgenCPnA37Wl+iP1Qbd6Nh5zBJKIIRWOI3p+lPGYHloGoCloMuAxYPf8e4BouZQkeDSnj8TgQWj0bAUCzBGzc7qZYjQKFhrWI2mXcJnczSRQCsGgasGW5mGbD25sXNqaVBN91FAKzqw6jrqqpGukNpJ0Z/jxiwzLMcFWC97fJWS/1oFFgJLqofUwVYn3lBgKwCa46L2bepAqxhXsymqcBa6GK2F1WAleDF7KSfDbCmK8CaKwALOoJ86A+95XpglRGyI3Ix4c3xyIVE58ZlYQ3pF5ELDV0+mkvIYptrUOIBWHzQbj7cJh3uhsGudgLj/bYxYGHYTU+9hTbSI/1GvHIrq8dozMYeebEkvaspoR+Vd4kmwJY4Tm4ElvjNAoGNwHJQNQHLQZcBi4ei7wBkbKdGiawKKv9aUSYAa2l1ffmS4GR42XN1SvsC+GYjAhbyA7XcLB4pcDFLFwKwjjFgzXIzS9U4rMRg0E13oRqHlehaWgVYBwRflyOw1jt7j6DVVEJVYFXc4qzaBicfILCqPQy6+boeVoB13CkQFeRmbCsisGqdJ88oslsBVq1DPD5Kc3ToILBCvbyY3XIOAuv3fMMTsOqiwcU1IrB2kd+F6bVkmnLuSt3sWx44Ovdicj6f+VWnds+W4wih4Zr18Yqsoz8AsLgPeTHcJl186hDY1U6go2AdA9Y/Yesr/f/24jz8PT7AMqd9ox7cI2dKT+qm7L0E1caxNMPn1iUUv3mB/pQRWA6qJmCZdMvXKlLGgMWH0Eos+24HVZ7RDQgs5N6R4FR4tfXric4ajeN9Byakp2dxs7XcrBwIZLmZPboAgHWYASvd2qwFsABDbrrzdYGj7mYRWFhaTcsRWC+78Er6FHU5sGznECvCGt0IrCVeCDBInfw80sXst2gWgeWpR9hHzdYQ72KWDXQhsLZ6MftS+JwD1hRyJfsMXeEFWPRq8iC/rpgBa5o6vzCDfETpI4QHC2STbrpv4MCi8y4m57H2y5DRyolx5AHTNfHqbSliLSz+078U9hdrBrFBop1AF2QeAiv0AmzFWfyLR5Fpb6p7JXLmY/qpINjC2sC25sPWDOFKqxaWZZGsW1g2qpYtLEF3rRppXsmAxbuLOGmmxPi/heanTE5nUrxmIQCLTUVchc6eFZrSAe6qPpAeNcuAdbgiLjCz3s3sRgRWGQPWAmuzcHQs12XAYlxjYtZdreoWM2DlrEi3VTUBi5VWU3MC1ja3BlZb5jJkwCp1CdfqwiYuIbA89bGCCrCOuLTb/sZCRhBYKV7MpirAqmnnbPYeNqKMwJrtxeyEcy+9zAJCWJjPWOIJWC+oD8nbDFgTnlLM+K6FO/WDEnn1KcHYghPKy343n0tI519MSAJ8zrtdmbv2yAWFxmtq+il35aN6OhqAxV/sHDhQoBX5a9jVTuD8m0UArMjUf8CWyVGGgj92ryjbkXg566j+5Ls+lsQIZI6P5R3SiRFY4jcX6E8ZgeWgagKWUbdOVsCSE9YCR9m0ZDGuFaQkRaVD6XpsYTGf9E50NumCxzPj2ThjdJpgTpgBq3x6YFqtm9liGYEVXL1C6RKazR6INpNKuQ+L7k3i+2bd6ZoqAgtKq+ham9UDK8xKq4kTsBznEErRx4QByzb3C5dWfPwSgeVl1O35UwqwvnM2exOvbwTWEA9mux9VgDXa2WwzHpaDwBrpwWy38nMPWIWEvAUAGX/f1byzl6SAaoICqrnkEubnlHn8webzye+gPRL6Z+fLMAim5hfM+RBJugIroOZXLFq9rkV76N2FWylz6W8kzfhXZVxCyHeYFas/6zBOP3+q8Rq6Vr0rE/goIX8gM+BAiVZkHFTTTvSAepoFwMryY3iV5QoE8yWlqQzywxuGfFjoSc1mW5NhS0w5ZDVKaFkk61FCG1XLUUK9bplKlk3ch8V5shMOVBn+s9OLVQIkhTYjsJiPZz8CSyt5TVzSTJRZmlkGLDmQWutqdkcQgTWHXWdtdpJWBAYsKEIhP2DSna5TzQBgYWkLrVVn4kSg5JkzGeoRWLy0mjgA67RLPIHUh+sisI65hDSM5aoIrOc8IABj8xFY9S6xB4ncLALLS1ADxj4isMKOM4gk6TNuFoHlBa/wNp5zwIq0J+Sa+6/tUHUtYb2mweQ89lx8qQRIzSXcGZ5CCPutSTiPXNih140v1jUiY2G3R+M+yRnfPdiWdw2Dja6R6/c+eS0+iLsIuQ2PnWhEGiuxoUisQSHajNwzaf3Cvtdlmq4RJB2AxX0WaX7/+7rZIzPhrmknMAVDIEfO9o8cJEnN9RHT0QGlFaCiTAgZI31mAFaiT+0IJvl8XcV0TkZgid8spHYwAstB1QQsB10GrBK2uQ0QY8y6VzRLRcAiWoqjhAy45RiHpbWaVgcEwXB/BqxpjAAuZkuDGQCsNAYsR7NYBAYsKEItP2Cvu4iPEjIvsrMqmwsOwCow8MoJWEtceHWvkl0IgTXZWfVt5SECYIU9TMt5AcuIwMpyNvuqYhaB9Yy72R5YYATWMmez3ZWgXwSWafEds3TH0fFzDVi0qveNl7b+52nalJx3bfzg6y8k5Kpb6LDrLyKk6R/3MmBd+cdtY25oREiTP+LzsbFHi8a/Gx4JEdLohjF0c/drLvr1Y6mqj33rM79pdP17fLjvySumUTrphibwXF1+A3dmLwRi/bpYfqlZ46b3xtVYXKOXPAAWnzCd4Pf/m21U7sbe5Eq4a9qJVKio93Pk+JEnnpekruxw6Tp8AzP8qqVUFlWMkiL9Y5sBWIt9mBUIBdrmA4RTJmCJ3yycMgLLQdUELAddBiwe77EuGOTv58lqFcXH5WBudHjjKAaOsgbJvsmBQJwWebbeBlgLTnkxywJHC9RRQkezpxmwsAjM9e6si4GjrLRj3FQRWKsCqYYcPQ7AGur8WrcuVHQRWL0cVR9Vfz0AWKfcCcAnSiCw3nE0+7D6u4jAetLdLIt0QWANdDT7Z3UaKgLLITGyKuylPOeA5SLhkCl38X8gtae92ysBYLEw0NAHStKVdL9/JDxBVXDXtBMHoabul+XJJ+vaSBKbNvSlJP2jCudbqME9b7O4ZpCJ0t+rjCmSK6Hm+qC1+h7Kk6GJEVjiNwunjMByUDUBy0GXAYtF5YdzlDwwxcHgKqVJtE4fQhVZDMBiDbXicYEAbzRWl+mGa41hDXmezLKpOYsZsCY7m62Mq0BgLYZbyVjjrLsEgIVjEfVuqpTlw5puXAvAAVjOM5mbzVJ1AVgnbbKtc7kn2vADYNW7E+AL9mwDsMKOndKO+1Sz3lpY7zGnLwLLOadENJARgeUelf82a4/93ID1fyeYD8uPEVIb/f6P8JeuBG8XztYY7defeAnqapGc/NUbktTyi6+++upfWHnDoa8jtefD9dAj7M4e96mS1P7hT+VFD6OoTi36BdQdjtGt9PmerhGLYMqHJX6zXkz5sOxVzfmw7HUZsFhcQ0UwmINAqcLOWTE7eRi2dCVeCsBKgc/IsrhAgOXDzwsEdC+6EVgeza4CYE1kCQTjnc3WBeYisCbCe8iA5aybCcDCOJe9bqoUgTXbtHaJA7BudQSWlkMLgLXKSfNuzU2BPqyebgTozUefAVjbncy21eYhIbBcJ1Q/xcMEAVhlTmbbaGH/CCzTwqlGeZK7cWLAaigpl2f4/V8epzVD/H42jIc9Jz9GxewfoD+xBX4kF8rxfVtLUjfUeBdr70VortwqhRnRXwAAIABJREFU3Ra/p74kvqXUnXUIp7N65Qn8eKAxk13dfb43qmnVSz6fcS6tCVjiN+vFBCx7VTOw7HWr5OzsYDC/jp5eFgyyuGyWYY/NZImsgEaRThfTy+Ds5+I5gUASvuAHkQXRSZMssZ8yV7JQlhcHg4tSp6ZmBYPZzmYxvUygfGcw6Gp2fIDFYZWHcQ6Pmy5mawiUU6brUtrNsjxlqipq+zgTgSXMUGUCwKp25NUwTReA5TTlsK2ulryMEnbj0TEIrHlOZnUzOhBYroHuSpsbgOXknGuZrZlFYLlm7spUb24MWA0j5XIu9JD6jxrof5+DpAJjHtio5HrhxLQWUob8UUup2ePshn6Hq/yOg+Nqlv4237CuTmkzAVhRDxfNewoeto96+rrOMBbBnNNd/GadmHO626pa5HS31QVglQOx5IIlQbmEHTmBbSP2jCFj9ul0V8rz4d1fvmxRYiDAwtS3IAK07BUrYS+Z3YqiRFmeCKhaPG9RMDgt09ksA1bK4iCaXXHMyew8ABb0RsensmQNzkWYx4A1qZQNHLqUNqAl8OPpGoozFqS0RGC1Hr8gQ1x5BIB10JFXOo8EAGuEvWYH/YRsBNZoFwKo7UEAVqK92fb6ukdgzXAxm6LoArCm2Zu9RR96i8ByyyyhTkKLAauhpFxeWzlr+IcfDEtV7+iGoYPmcS+HcOLgaw8ulN+79YGX+A0dm3FfuxHY69/8SefbWt7be4wyJrRNEoDVR/umg8l9ezzVJ05YZIOJxao5hiJFxWLVHDtVq1Vz7HRx1ZyT2/JzspcXqS9m+fLcHfjWRaDNla0f31spL08IBOLGJQbieNzXUcyDwH/2a0tL1yXg+z5r+yFaHQBgxSfNyMjKWjhzjBI+bmt2jZyLif7GwuWpwQIHs9CnUyLdE5LcikDz0pVI9zj30grAwtIOJjoR7yUAq9KBV0KaIwCWfcRWZ33iaAYslzR70UkSAKxvbc3+pURvFoG129nsNyphAVhjbc3eJSxJicAqczb7teoujAGroSS2LiF1XpewPhwW4hFWyuuql05OSpyYU6Ec2TFxTD5/3vdq425p9DADVvRAhrPZNfJqb2ZpzWpoYY1OHp3oRXeJvCg+ISE+wUNpBWAZSmsUAFbIYvl2Li3E6awArOF2qt3FhTEQWM7ZZbRJXQCsODuzXSoEs2zyc38nsyOjK4QAsGyTPj9YKphlk58d0/dpZmPAaiiJAYvGVn5WzZ7RQqp2o4R3ihMOnHxYnxqWxWDZGhbaA6CbbrYoAMsuU8Ngw9gBA9ZKB7CM0XqwNj4sXOPidcNgEQPWBgez4zSzMWA1lMSARWPAUs2eEbBspsX0Nq4PCcDaaKnZfqHRLANW+H07APTS33kA1h5Ls7enG83yjKO2bvce+hgXANZRy1yjbSYaI4V4Ar+v7Mx215uNAauhJAYsGgOWavaMgFVutTz9bdNMAYAArIjV+n6vl5vM8hTJ+5+1JsAQYWFeDBztamH25f0msxxY1Tazc94VOnoYh/WihdknzMmBOLCO2Zh9S0jOEQNWQ0kMWDQGLNXsGQGLmgfpmr1tbF5RHum+wKR6v6l5RVVg0S1WSaaeNwztIrCWmvJF/NkcgqECix608o49nSpWEQKrsIXR7N1Tw2azyqo5FVYhXj2mi6uCx4DVUBIDFo0BSzV7ZsAKs1g8bQXTZi9uttJl2RoGiQC4b7J5UVcaBRY96DdxZYLBgcSzNRjiJf6UYop8RVHXJTw80Gj2ycTDBl2WrSHJgKt4y/utrktYLWaC6OLzdYurNOjGgNVQEgMWjQFLNXtmwKLhBF2v8I4hJda6DFjh77SEWM2enBOyVo0uVV8/W5ik996CEyZdBqxInG7Sz1OzbO52dKn6SLbQGuo79ahJlyfwm9ZGM/vIREsKasCikWV99Wb7TDZSMAashpMYsGgMWKrZMwQWdId+8GHimDu6fZl32k5Xyele8kVn6Gm1+PPr4/fZaWrAorRu5Q99MXFDt9dHLCi10lVyuu8b/iCa/dMrY3ZbaTHZqz2MkcKEd3uA2Sde+Txth9V8WyWne8U3jwBhm3V8McHsu1IlCiwwuyHpvW7M7JAZ263MxoDVUBIDFo0BSzV7xsBCqao66aCpW5eQ1ldVORdcByyUupqaGttJ/LqVn6uqnG/zXvFhrAezFi4pLtpCqmD2mJ0WEx2wmL6T2RiwGkoOyNm5XkWWc7yqLpFlz2azvZvNOQOz8hn9Z55Vs8+W2TP5z86S2SVeVZfIuau9yqo1Z6l6z9LD6Ll6z6S02bKYiS4GrB8ru+SYxOTsysr/6wL8FEQckIgB68dKmZy33atkywVeVdfK2Z7NLpFXeVVdL8tnYDbfq+qmMzC71PsNK5LlbV51l8lLPRcBnn6vqsvl3DMwW+hVdaWcW+5VlsmbvJpdfQZPzVl6GHPklV5VN5zBU7NCFh1xMWD9WIn5sGjMh6Wa9ezDKpKXuSspYnxXo1K+LjhvztJtugAHgw/LIOFdGePHzFinjDBqPiyDHFovz5+9pEg3tLfX8WGs2zZn/JjpG5Wa0nxYBjlcmL1gds5mnb/O4MMySGj34omjU9cqxYj5sBpKYsCiMWCpZv/3gFWbN/JlJQqg24AsFS4OwDqW+tJtPMyg7RcsyMkSWKdXfqdmWX/CP1cN3XIAVkVKTyXeou1Qls7NElj1a75X4yG6vjNbNesArNo5b9zOzbb5gJEqBqyGkhiwaAxYqtn/LWCVfv+UEGv5fJAPBtoCa8eH+nlA7TDttAWwDo4V05X2nM1H7WyBtaavfrnE9lgDFsA6NFacK6QGx9sCa/en+mysbXC1sxiwGkpiwKIxYKlm/3eAVTHSvDLOENZssQFWyduG6ci4wIUJWEcC5kXuP2SRoTbA2tBTMpjdYAGs6iTz+hXvsfQ1NsDa875hZk/zrIYF1umRdzS57M4UfcBHZPLDv2/c6tUd5h2dxIDlIDFg0RiwuBiAFUp7ygQAkHeQWJbAOjHMvGr0gyEjsCIZlstM9EViWQLrUD/zwtWd643AishW8xp9LyOxLIF16l/mOeF3HWtIYB27855NoU0dyTvaoZM+Qn59MSEXLzXu6KXhgVXs+TlsOIkBi8aApZr9XwBWmd2yDZ9FrIG19M8mAIDMNwDryCAbsx+ErIE1F1ejv9FodpYBWNWf25h955Q1sNZ2tiptfEMC6+nL0Yd3+HKifXvm+f320bqUX5A/Gnf00rDAqo57rTXRMbF0YF+bKUz08JGaU+FQ7bFK20Dc8Em7a00SAxaNAUs1e/aBtcJ+ua15VsCq/9zcDkJ5SwTWdvv1AadYAevEe5ZWpZdFYG19ydbsaCtghb4x5Xlg0qUBgVVInmafr5LHo8c+HMg+EggpM+zopWGBVT64B9GAtePvl/ZkiRurB9/c+IoOHwtoukbNs/2semRqy6tg96qWuCo9rSTk/OZjjF1Zi44v/94YsGLAUs2edWBlOqzr3PO4GVgHrDJeofxJAFZed3uz3Q+bgVVslZ8Lpa0ArALLziuXJ/abgVXV28Zsi9MNB6wBhC9sMZ40jk7ffJIbP0DOP27Y0ct/Cqyqlz8R8FGlASvlsp58ccmtf+Bo+u0WneJ1KrCe047VXkp+wVtVkd6kKz54YlfWouPLJQYs6g1YESVhAALr0Mbl2bmrdos0OraTyy7+UcWAtSxv+Yr85XnLco2LkBklCqyI7SxitQRegKXqegCWzuzZBtZsx3Xo55iAtbmDDQGkFmEdsBY7mp1kAtaK2+3MSjU6YOWZnfg6STQBa+dfbM3uaThg3U54CupiQnYZTq0gvW12mPynwJpCiODIr48C6xvynXKsL3k9d93kOwhpp3s5bugznctK3dUSac4+IwPI+4yDYlfWouPLBYAV2Zwy7INB38q1xhKKJyLyIrlf2y4JRWlrBK177uzY6YG/PfhAp453PswV8999/F056+ujTtZ0YgEsO10LYNmatQCWnS4D1u7MiYnJ09da8qJyZXoSX+YegLW2MBjMywsGg8sFbpQGBdmjLqTKZaVgzww3BNbuzPEJiWNmu5UAyBJMTUxIiB/tXtoN8tKsifFxcQnTXFQj8ptBueeDA1fsEacym2qXHfhOnhs9oJPI6jcmmr5CA9Y8JwD4fO8bgZXXxpYAUp0GrBxHXvleMwJrttmJH5UKDVgrHXnl6xUyAGt9O3uzxQ0HrKYKNeoIMfwWRf7RrsZ6h8t/Cqzdze8T0gJFgTWBfKQee+wNduYBQnS/0JK4KgmXDqQDK+cAMpS324SurFXHl0u5XJDi9w/9F9yjYYY+7ynhxPG+UoY8FG7+La+IWR11T1UX3N/zd4kv83Vrhr01vZiBZatrBpa9WTOwbHUBWHULA4EJ0wKBwMQj1CR1uJyM8gCtlJcCqqYEUoBC+foK3CsC67gIrBwXuK2RV0EJRid7KEG1ssxXwINugbLMl5sq1K4UlJ+ATtHn8cv0yDLWLj8wVJ4dPRCVA1+1JGSI6TuiwFrpDBZf12oRWJkOC9y3jESBtcUZLD7ffhFYqZYp2xWpjgJrVw8Xs9tFYK2+zcHsvgYDFnBKSS19CZmjPx4q7PrYcaudqDT0KKEKrD2Xtoj+GN7CX+W1hCRqin9YQM3SkXSkyKvzAsoBoStr1fHlUi5n+P2ZEVr0vt//peCqj6ToT0Tgic6SZ/SCu3+buAbU3Vq9vIj7UyUFWNLNG+2sCWIClr2uCVgOZk3AstcFYAEtVvOFkCeZk2Hm4Qs/jW+vBAotxP1lQBp9Dqb9AoNwrqseWG5wWyPLgUBmMJjuXoLNOmC56S7TgOWkirX7nix/3UyS2n8bSNZ1DY21yw9wYL2o/+8THzof3RQjTN+hAmuvGwF86wVgZTk0hKS/RH1YFc+7mV0qAGuGE6/aRFRgVb3sZnahAKzVtziYbVF3xsC6ggwrACk0OkH3E6L8njQlybrj15xHyAV3p1vsRMUWWNXKCx1Zv8VOxUpUYPUgo6PHlJXe6y8mX2uK/88YYIHCgBUZcOFkw3HelbXv+JbL0/2sTTYL7pJ+nQ+6zq8/MU+Sbl8kxw9Fd+WHggVdz/0V3B8ktfo0NY0tpNrfzpogJmDZ65qA5WDWBCx7XQAWtK9YWeAFFnu8IJVxWXB4OtvemAUUmovv+VogTZ5O62Awe8OWIiYbgzI+VQxYeREaiWxzhRuu/JwibwoGp7iVgOYgsJLnKRhy1pUBWGM2zHNThdrtlCLL47tBpfWGxpj2mhhrlx/gwHolqjWqLbDqegTW98bvUIFV944bAXwL9cBaYbXGRVReV4EV+cjV7HQ9sBZbj+Mp0lV1ukfs4hk0GacHVpFT+0p6yDRKuMkNWBcpfuo3DXcT2i5KV+8PRNfTqvv2wKmC+wk/JOxoYg2sjV883ug63Bj3ZkuCK+AeWfRqO7r1oSaXPwzvT/GjTa5Wmj4n8wdcrzwX4dR7G/+2yywOrO3RNp8m9ReR2dpe03W5PVrd9DTHYo8r+NLvCKzIgEbzDFcqXVn7jm8ZACsNN3b6lfdZvRL6TtqJ8GOS1DlLLtz9PNz/u4XBgkfbnKoLhSLhUP1p9v/4btmOTvcgKD5gY00cqzQCy0HXCCwns0ZgOehWYfMmF7f2BxRy6S9MS8PDM9nO7Eyg0HZ8/bcga/RzYYN71c3SIHvqGbDY/3bUFW4IrJkFoDfXrQR0BgIrl67lFHLWXQjAgn9srbNqBGr303hZLl4OlXbHD4GANlJmrF1+YLO8LHoApRO54JmN+fiCjaFGUYA13pUAvhk6YG2/w4kAUoIKrDmYQ92FLDpgbXBwi4EMUYG1yL203+uAVfYnR7MfmYC1jZz/gaNcSn59A8pYw90sIuQA3/oDyTacC7Ukl9VZ7jCxBlbw42bkOtwY8ipBYP37ckKuW9O0WfsLyBUlBVfdeOcFpCmGyab9CmqX17h8x9//nfzmLwkH1nByA511V+MbepRoRjeTK3R+4svacvi+Ci/dLkJuZwcBWJEBvxQHWaJdWbuOL8h2AFYhbtRDT8mvy51fBrvaidVYmzlyyZ53sAKE0OUubQWD9a3GUjZKeDv+slhbE1P0G4HloGsElpNZI7AcdBmw2PMfwhe7WriObglUHICjs9hOgQwU2oVaxeh313WeyoJq8EndkmzW8WbAYrM4wq5wWwnAmn0MgLXYrQThBATWThoZzYnlqItL1WPu89GOqsVQp3MDsnzoFEY9DQsEtKaDoXaVA8ZRws9fhS9ZhQ+l2fPCgbXHzdMEkqoB6+h9jgSQtinAOuTaz/T5xmrAqrAdduQSVIBVbRnfLsp3GrBOdnE2m2ECVjE5P+AovyUz9fpHG/F3fssRQpS35UpiWvMjgZA11jsodl3CoRxYlP4Pa2HRd8hltwCJsi8kd7XIpnTZJUpswSgFWF+fF8+K1IsD6y7i63Npp1aENNH87O9xS4pcdNOCyuKEJoSMgyfyJjKIHexIOgwQtKiuK2vX8QXJBWDx1tdQeI03aSeWwa524iu47SsRWH78iRJWXOrSQTC4rxuODgKwHoVfbRtrm4QrjMBy0DUCy8msEVgOugxYPJHvBHhYxF5zbbJM8b2eo5ZWDqKrK1CCfcIDurIF1R+0bUH+PQxYfKzUFW5LAVjLWUss2aUEx2YisKC00wKBJDfd+QAs/MemsbfATnUi1GkmAot2gi1/IJAZVTLUrnLAMqxhNb5Rc0yHObC+cCeAb24UWOGXnAnwV3Uu4b89mJ0SBVboGWezt59WgJXkwWySBqwPnM22OfkfAyuR8+p+GrlYwVDkQmKKQsklZLH1DoodsMaqwGrOARIghP2wP00IC7V5gbRjpzM5sPLP68i7J7UcWP9DLhh+itJ5jUk7NUP0nv95QJ8s+l32Q7mjMbkGPmqUl70jaXQhuVQYv9O6sjYdX5S5ACz+ax8Hr/Eq7UQa7Gon3oD7vpEBC52uwr3s0sniJgCwWkvttME40doqQdcILAddI7CczBqB5aDLgMWaQnQOPCxFwnVywnH2Xs/lu7lAob34SO0tBLro2prVaj/qhJzN0cWAtSI3O2/jYVe4ZQOw9jFgTXIrAUVgVdBwYmBMmptuNgAL/jHQjXdQHYLAikNg4XzgvoGA5jcw1S47YA+sLNNhBqytHgjgWxYF1hhnAkjxCrD2ugw8MlkYBda/XMwOVCY/H3IIRI3KjCiwZruY7Wee/HymwNLkWsLHU2rIlSoU6tQhpOXQkxJ2hCvtgDVBBVYrDqwJ5Gq2O4o0ZZ+jlc98DqweZCRX507344Q8z3Y/J4qjnEb+2sJiRJp+SEiFtgctrNkXkUvmG7VYV9ah4zsDgMXNjIPXWDeaMhF2tRPPwn3fxYCFvXXBUfF45/2jurRv+ae3l+r8QujD6lBkZ02M4zMCy0HXCCwns0ZgOegyYPGmEA4ArtefOwgNH/ZeK7d2CVAIPT+Bg+jEskoityGo/D+6UcJlbnALArCOMmBNcysBA9ZRuj4wrtK1tIsBWPCPgW66gypOVCmuQmDhD9NLAOOolql22YGv5LlCdTNhwMqjRmHAGu4FWLtUYG1r6dJkOawAK+DF7EYVWOsdHe4gmxRgjfNiNl8F1kH7OFSJzVcsbEhgPULeYp/ZpJt6aIg6SjeOPCDuCOIdWHw/lfyGfaaTJuxTAVZTwt0NCrBKVTfAIUKUILwvf2MMaWWyVHCgo9N9zkXkotlGNezKOnR8JwOwWOYyOgVeY13AQiLsaiceh1t/kAELR4lG6i080EKd7vVmNFigbq2c2VMfOCpaE+MijMBy0DUCy8msEVgOugxYvA0ahIdFCPKcnVTL32vliiiwynHozyJG/2hQDUwVwhpc4LYYgFXDgDXDrQQMWHvz4ubUupd2EQCr+jDqOqm+gLXLIt37w9YzgYkai0y1yw6wUcI3DXEkDFhiKxcFgXXIgwfL1z2kACtsNyFHlU8pB9YJDx4sX9cTCrBCj7iYxZYCAqvOgwfL56tQgdXHxexztCGB9YPitP6U4ADbia1QVfNuV0JmHrmgUNwR5EyBNV0B1lwBWNAR5MN86BkHYJ0k6oDgVUpMy4wrNlh+T5kQKc/CGtIvIhcao0qxK+vQ8R0LwOLrPmKXKU078S3saifQB7qPAauzpPdNUSFSZ4By6GEWh9W63z4ba2n6603ActA1AsvJrBFYDroMWNyrlBtQxgsV2YfhWey9VtZWz1G7hBU7gC7mVesiq4JqNAsD1tYNOQqwHOGWCcA6xoA1y60EVI3DSgwG3XQXqnFYiZMdVH1YuwxYn8LWE3pfl6l2dXFYA6ggDFjmGZEIrNleCDBYjXSf6kKANuhqQGAFvZjtp0a6u/UzJezRILDyvZh9TZ2aI7uZxVvScMCq+RVrp9S1aA89wvAt5J84e7g/6x1OP3+qYUcQe2D9nm94AlZdNNauhvuwfqPEeFKJjGVqTW2mbe0iv9N5tnjg6NyLyfm8XSZ2ZS06vorEA7D4vMX58Brr2mfDYFc7cRfc+G0MWA/j86q30EZ6pN+IV3iORf6qViqBo9JdJdbWxGagEVgOukZgOZk1AstBlwGLwywfHhb9DZ81Gn3iW9PT07PWgpQxYDGne0WJZavpIIsDZcKAdZzWruHAcoTbAgDWYQasdMsSWAELMOSmO18XOGqvej/WLgPW17DVXe+HMtUuO5DMgCWJcYYOwPrYCwLmKcCqudOFAN+gWQSWp47mVAVYVQ5TZ5j0QbMIrFFezI5WgBV6yMVsXzTbcMCiwUbXyPV7n7wWf1WgP3YbfDQj90xav7DvdWysRNjRix2wppAr2WfoCi/AoleTB9X/gQHrHvIZ2400Iujo2PwbQ1z7NLVZlaHN4KEqsOi8i8l5zMMkdmUNHd/18Yqsoz8AsHhI42J4jXXfNQR2tRNt4c6vY8DCzuG/9AV6cR52IA48E32U6LYPf5jAgCX1tLYm/ktGYDnoGoHlZNYILJPujnRFihmw+AjBGnhYdNOgDnD/c77aratkwGJhDRUYrl5CDRJaFsxdy6WMAasaRwJtuoQFKSmzeAmOIrDKGLAWWJYAyTKW6zJgMa4xMeuuVnWLGbByVqTbqnJgdcTaZcCKg61X9NHVptplB4rk+Vp1q2IPrFNeeoRdDyvA+sGFAJ3YiDcAK9LT3aqv6z4FWN+4mG3NfIwIrFe8AKtIAdZMF7NtWDejAYFFtz7zm0bXv8d7Ss80wfaJ/FKzxk3vjeNODWFHL3bAWkAI896MJZ6A9YJayW9zYKXwSYF0A3kInozS3wuh63vy6ISnlG3ftdiJOaG87Hcrl82/mJAEaujXGjq+NF6Npy1iLSz+078U9nXjoNgg0U5g/EoeAxZ2H+Is/u2jyLRoXO4eWWZzFSosrYnDrVYtLBtdqxaWnVmrFpagG33lSxmwuKO5MCBEhGfGYy6DOtUXlRNmPqwdDFg4IfCg8TaUaD6rSgYsbLjtZPslRt3Q+GgJNiKw9jJgLbQqASOLost9WHRvEt83607XVBFY8I8putZmeQsrjwErBbYMwTFMxNoFYC0VD6DYA2uLFwIMU/JhnWzrTIBm3DEPwNrrxewnSj4sZ7M3ShL/hQdgHfFi9p0IB1a4swuwxjKzDQmsHyt2wCok5C2Axfj7ruadvSQFVBMUUM0llzCfpsxjDTafT363AR7ef3a+jI0J1/2esIQvz15STGlF84eVzAzTiyjd3o70pTW/YJ6ISNIV+D6GWynTTW8kzfjXZ1xCMNmD2JUVOr60pp/Cq4/q6WgAFn+xc+BAgfZvfA272gl0tS9iwPoHbJk8+ygjJd1kjT1yznisrjWW1gqEC43ActA1AsvJrBFYRt2TccqzkRRiwOKOm/VwQCtOTVzSTJC5KoM2cac7i3SvQAxVGW7C6Zwor3LC0cDRcnbABLdt6tOZdFzOAGBlrV4BamlWJZg5KaobYsDaxdlqpTtdp5oBwMJ/rNBadSZOBEqeeS/WLgPWh55qF8MaxAMo9sDK9IKATQqwJrsQ4BNuFoCV5260i2+1AqwpLmaf4r4SANYGL6WVlQR+uS5me3KzP2VgRdoTcs3913aoupZPBBpMzmOO1S+VYKi5hDu+Uwhh4/4J55ELO/S68cW6RtxptbTxb+TT5e9dMp3SY+1IVEZS+j25AB6+Ho37JGd892Bb1jXcxTux9EQj0liJDUViDQoZurL6ji9dqzawJvBRQv6QZcCBEu3fwEE17UQPuPezGLAe0WFIEOwkDFJ3AFhHsb6KLK2VCBdajRLa6FqNEtqZtRol1OtuV5+NRdyHxSMNVsIBjSyrxacoSHng6CYGrG3BoClBX5HWwNrEfVho7Ag7YILbnGgJdgURWGlMbZpTCbC0DFhQ2lp+wF53ER8lxH+s1lG1M9YuAqvgWU+1i8ASDzCbtsCa7IEAg6kCLJ8zAR5THnMAVroHs/0jCrCecDbbVhkgAmDJHsy+EVKA9Zaz2fZKKOJPGVi0qveNl7b+52nalJx3bfzg6y8k5Kpb6LDrLyKk6R/3MmBd+cdtY25oREiTP2L9buzRovHvhkdChDS6Af1Pxb1++8vrXkYe9dd4ha21p0kP/N+7X3PRrx9LVZznT14xjdJJNzQBjctvmMQOLQRi/brY0JXVd3z1kg7A4k7WNL//fd3skZnwVmsnBsLNDzBg/VWSmuuneERHwFdILKKUfyEm8GsnSS2OW1oTUy4ZgeWgawSWk1kjsBx0GbB4+yw3EIjThuvXm4GVBxRaw4C1Lhjkr+fJavUmHJeDudFRjfJCBFYJVeY6W8FNjawtDeIoYSoD1mSXEpxmwMLSMte7sy4GjrJ/bIyTKr7MATC7KtDTpXaVAwAs9YAm9sBKdifAE/hTisDa40yA20sUswCsqe5mu+KMBgTWfutUy6o0V2fDA7Bc0nYxQW8gAuuk89zEFuowx08aWC4SDpnyFHuT+qsbF3tSrD3t/TvUlV3+AAAgAElEQVTyAFjcTZbg9/+bbVTuRvfXSni/tROpcPffZ8DqAD9y7HDpOnwDM/yqJVBpXUW3NmeYAGCdhEfkNfWkaE0sghFYDrpGYDmZNQLLQZcBi3vA0gMBHmZSXaYbT9WNu60ACmFOh0BZjpKBoTgYXKXAaJ0+eGF/EIGFcW8bEUSOcGNTcxYzH9Zk5xJUxlUgsKC09ezJdtZdAsDCf6zeUZXVLgBr/PRemLEAxbp21QMALOWATuyBNdqdAGxoHIE1wZEAN0UjMwBYU9zNfouqCCyXUImoV9YbsL5AVQSWS0zDWNXsuQysHy0TjHMFG0JKAFjD8B0KfaAkXUn3+0dC+6MK3m/txEG4+/cjsN69SZL+iWpfStI/qjBmRo1GfJu5a49LL+BFAKw8SWoWjSATrYlFMALLQdcILCezRmA56DJgsXCQcGIgwFyIeYHAdK1BogMW5sMKYntlRzCYgy91FdKI/5Ichi1tdKaGAWs56xHKLnCjqwBYExmw4p1LUBeYi8CC0rJoMBfdTAAW/mN7HVVZ7UZkeXZNGzbtxbZ21QMArLdN3nl7YE1yJUAf5jVBYDn2sZpNj5oFYM1xNfsSC65DYPV3BMtH0d93AJZ7dFcvNnUegTXC0ewX0dL+NwIr1Py+sLvWmQrmw/LjgO5Gv/8j7CeVoHMLZ6KN9utP4GzUbADWM9DOZfmbsEKGU7pNas+H66GL0B1fhD+zXysA1uOSpGvHiNYEMeXDstc15cNyMGvKh2Wvy4AVwJlXuwKBJPwvDuJDszyqgIFXSj60lXJ2MLgwIZCQGwyy+dKsv8cmvURWAI40q5EcFulevjs7mO8GN5ZeJlBeGQzOcSvB+ACLwyoPp6KGiy5ma4B/jOk6qGLtzpblKYMlqdXYqVOnjrCrXeVAkZytHNCJPbBck7U8yYdvEVh260MwSdDMenG6P8FjvRFY/3Ay20dLrgjAKnQz25XPMEFgvehktp/2vv43AmvKr0vOgtVyeYbf/+VxWjPE72dhOthz8mMDff8A/YktrSQpUy5Z2VqSuiFfsBeBKSdDt0q3xe+pL4lvKXVnPQSowtc31pXIWdAS0/VLRWuCmIBlr2sCloNZE7Dsdavk7IRAYFItPZkSCLBoyC340GjJxdAVn8xbRivllUCsxfMWBeUSduAEUok9joiufTqza5SpOTnbl7nBjQNr0tbgokS3EswDYI0LBMansmQNLroMWJNK2cChgyrWbntZTroVXl5U6GNXu8qBVfIc5YBOMhFYi6hRAFjb3RCgXAXAijhNIwzozAKwDrqZVcY793KHqq28rvMuArCOuc2oVvKKIbAedDDr1+WY/W8E1r6zssxquZwLPaT+owb63+ce6QqMeWCegvXCiQWtpQz5i5ulZo/7vy4oKtqKE0nHwfHnlOpp8w2v9mG4c9ObcuYD4noXojW9mHO62+qac7rbmzXndLfVBWDtAFDEpyUH4rjv/SgmN+Ad2trS0nUJ+AzN2o5jFvly/qa5GVlZC+dvKi1lE5fLl+fuQDRHAEvZes96pSyzKIfVS4JyCTviBLdl8CVxY+FPetkxpxLkBZRI94Qk19LmpSuR7nEuqlC7UlDuITV7nqkPbW5Tu8qBofKcb4QxhOKMBSktEVitxy/IENfLBGCFXCI81cyCAKyT9gBoJmRGwkh3lwjPeEUVgeWQH76vPms4Bo6+52z2a+V3GIHlkF9rgD4n9n8jsM6OlMtrK2cN//CDYanqHd0wdNA83pYVT5S+vFB+79YHXuIREQcz7ms3Aqtk8yedb2t5b+8xh5XL94/y3d3ijsGyHDJ8k+FrNLFYNcdO12LVHFuzFqvm2OniqjnVSycnJU7MUSNdd0wck88fzL3aU4QTEJfI87QDhwUz9eGw8BbjuoQnt+XnZC8vUt9hW7itkVcsnDI6Pj5p8vxgsMCpBDWroYU1Onl0oofS1iyRF8UnJMQnuKpueLJdUO7VZbBy4Eub2lUOJMmGNN2DdePZRLzvODXne0cCxKktcQDWKVsAtBSniiKwnLMqjFLNIrDsU65/LjhaEFgzHM1+oWYGQmDZZhpt9q0w7BUDVkNJbF1C+n+ykKoRbj/vhVRLnHpZk6KvNvqw7ALSO4hhwQxYB55wMJsUNYvAsnONtTSkSEVgVTslgfg2+kOMwLLLK3GzIVd5DFgNJTFg0djKz6rZs7eQ6khbAHTTvdoIrJ7WBOhpLBvLhxVva7arNp7IgPW+tdlOxmeE5cOyj5foOk5rOCGwPrE229loNgashpIYsGgMWKrZswes6pdsCPDyVp0qAssyCUzLOKODgQPrxOs2ZnvrUzIhsBaajd4oSf2rjWYZsOrftTH7rD6jmG0cVrNPThrNxoDVUBIDFo0BSzV7Fpeq3/GMJQG+FZIKILCqLfqEPXeYzfKc7vueszQ7QhjBRGCFLPqE91k8ozyn+yFrvg4RbhACyyop4F8tbnkMWA0lMWDRGLBUs2cRWLT4BTMA+onLhvC5hLOMAPjLIqtpG8oyX6UWI4XvGGqIzSVcZcyPfEd8rYVZZZmvsr5ms30Mt5LNJVxrDMO4I968Xm0MWA0nMWDRGLBUs2cTWPTIcIPn/cMVRhDxfFiJwtrMnWdY30N15edjIw1m3zclm+f5sOYJkQ0d4ky9QSbqys8nAoYcXm8Fjb1Sng8rq7Vg1riUmiIxYDWUxIBFY8BSzZ5VYFG67auntPd/wm6zqpIieVU39f2/64N8u0mxKrAo3TVSG9V7Y4xF71FJkbz9ZZWEt7yZZVcxKrCgtznq2ajZVxO3msuhpEgufkmdV31b30V2ZmPAaiiJAYvGgKWaPcvAovTU+rnxcXHJs/IrLVWjy3xtGzNk4MAvZ2611OKiAYvS0xvnJcTFjZ653LRmOpPoMl/7Jn0+cODn49aetlRjogGL0votC5Li4pJmLDtgqRpd5mvvFDQ7ZZ1pYECTGLAaSsrlFWVeJVve6FV1k5zt2ewSeZ1X1W1nYDZXLvCqukuWPZvNk1d6Vd0ry/u86ubLyz0XQZZ3e1VdJS87A7M7vKqulXM9m10mF+3zKJtW5Hg2my0XelXdckZPjeeHcfsZmF0TA1YDSakck5j8ZGTN/3UBzpqIrcUYsH6sQCsgx6vI3nWzz8hs9tkxe1ZKewa62Wfwn51Bac/khp01s55VQXdpvkdZJq86A7Nn6WE8S2bFVHYxYP1YifmwaMyHpZo9Kz6sHHm/V9UK2bwOq53ofVgusvcMHsZlspPjTJCoD8uDxHxYDSUxYNEYsFSzP2Vg1eUHXn6wQ4e/fzSXu8wdgbV32sCud3d85O1UFkBqA6zI9vnffPj68y9/+O08Ldm9I7AOTB/crUOHh96cdAT37IC1d+F3H/V5/sV3R87WRhtiwGooiQGLxoClmv3pAqug/63RWKd72OxDe2AdS9bCz9viQuiWwCpJ1keyfqw+K/bAqhqjJQG8bXzEBlgHJ/XRx4QtV6IhYsBqKIkBi8aApZr9iQIrlP6oLjbzRr6Aqx2wyobeKunla0tgFQ40xrGP4PfUDliHRtwhmB1sCaxdI4xpKT5ljbEYsBpMYsCiMWCpZn+awFr+mGSUqXbAOhkwLWOzxAysA5+ZJ9743mBLGFkD69S/TGbnmYFV+Z1FFp3nmbc9BqyGkhiwaAxYqtmfIrCOvmfCFfT0jlkDK7uTWfcxI7BCs7tb8MrnewUbQ5bAWt7ZbLZT2ACsSJb1/O7nMOz0vwdYxWclMbImMWDRGLBUsz9BYC22TkI83gpYNf0sdbeJwDpq6g1Gu28RS2CdHGi5puFqEVgnbFN++ev/W4BVHfdaa8Jy0R4+UnMqHKo9VnnM7Rom4ZPRBU1KB/Y95aQaAxaNAUs1+5MDVv0Im/VPX7AA1pa/WOtOFYC1yy4zF8gSK2Dt/Ju12QQBWOVv2Zud898CrPLBPQgH1jVquuxnce/0yDuaXHZnijYdc2rLq+DcVS2n4k4lIec3H8NP7Pj7pT15alnTNep3xIAVA5Zq9qcGrMPPWrNCku40A2t2axvdr/XAKrTut3HpEzEDa+GtNmYH6YFV8qKD2edP/2yBVfXyJwJSqhRgXacC6znYOXbnPZtCmzqSd3SKtZeSX/CWVKQ36ao+eCmX9VQiTKyuYQLAimxOGfbBoG9lU3og8UREXiT3a9sloShtjaB1z50dOz3wtwcf6NTxzoe5Yv67j78rZ3191GBt9Vd9nurVb9YJ49dYAMuuSBbAsi29BbDsisCAdWjj8uzcVbtFxBzbyWUX/6hCYK3dt26pnLe21HaVyIhi3wuwVF0ElscSAFmW5S1fkb88b1mucW0zo9kosCKm225U9QisyPHTkdXT5fkWtzGycaT/md4fT9S6AaHCtPHGIG9Fd/UbE00HDcDa09mOV1KzkAFYkVG2ukN1wNrwlANYfL5CE7B+sF3ivp8OWCXWeQRVWfqzBdYUQoT0GPUKsG7oM50Lpmh9+nKc6374cqLvQkukOfuMDCDvq8z7hnynnra8BqVcLkjx+4f+C5dFLhNPnRJOHO8rZchDoaJueUVce043ftIF9/f8HbbekDOlWzP0aidH+HyvvQe19/peQxHMwDplVyQzsGxVLYBlWwQAVqgwGMxbGQwGlwutl9KgIHsQWDnB9EnJ8fFj0gxE5lK5Mj1pMt8EYGWlJiYkxI+ebp0gQKe7Rs5bHAxmLvJQAorLHaZPSIIiTLdsP+nMIrB2Z6bEx8eNcSsBxdImjU2L63N/67ZdEi2dD5sHPtRc6vyJLyBnmG9jmV95P59RF2pdi2nwFstDko1Jog581ZKQISbzIrB23mPLIEmqE4EVGmSv+q0GrJ1O7SuQJAOwIoPtzX6qAetgb2ezI3+2wNrd/D4hR4UKLClVO1ZInmafr5LHdZodSAf8AF4NVXk1gXzkfA1KuZzh92dGaNH7fv+XgrcrkqI/EekrSVnyjF5QU7cJIKJ3a3X4Iu5PlRRgSTfriBEBWEyL0DVdfb433FZ+Fr9ZLyZg2auagWVfBAAW8GoXvL+AhHx9DewVcXEcs6XIEwKBCVPhoUq2aJHUjYcTykosh2Q5Xn0AJx5x1l0pA6+mBQIp7iVAYEERkpLh6jEuZjfIyxfiqoQeSlAty7D37cOSdA/GEfzF3C46+rYkdRoxvZ/Pt0BeZr6N2vrO3fmvbhzbWSx/6uu1S6e3P/Gh87G3MML0BQKwdjis+SfdLHYJQ04L3E+LAqvSwX/FpJ8IrPAHDmY1H9aJd3y+Lk5mX/3ZAssoKrD+sEA7NoAksc/xpLHuR7Mj6UiRV+dFV8fdc2mL087XoOBS9Qxxs6CVEtSfWefXn5gnSbcvkuOHYmrsDwULOlfnK7g/SGr1aWoaAkvqr2kthcYNWhsN9WeoChOwxG/WiwlY9qpmYNkXoQqXn8/DrW3ABH1muf0CLTbDkVwZCLCaL/I+3pwNNw+ftml8u1AHrMAkZ92lQKGFuD/DtQQALCBbKrSy3M1ukIOBQJqnEmxGYP0AvOoZX7EEOkKdjY6y4o7SLalhdhu3yMvMtzHe1z1p8bwv8A3lLftXosDyvR79NRnVFlh1PQLre1Nx9MDa7cQr6UEBWGHr4UFF1qvACn3kAhZfj4gArE+dzOZEgTXcBYO+rqfOOWBVK62SyPotZ3KZCqz/p1u38nbC3ejFhOh+txiwIgMunBw90oOMdrkGpQyAxVao3OlX3n1FItDP0k6E4Ue3c5ZcuPt5qKq7BT/bo21O1YVCkXCo/jTzvvhu2Y5O9yAoPqBZew/b2yCbfQo2NDECS/xmQdcILAdVE7AcilCFnSxWiKNBhVyKHAxmb9hSxGRjUIYGRZ0szwuwlYoRL6I3D6QyLgsOK0tM5SCwktV1V511ZSjCig2gO86tBKg7JjAhQiORpa5mN8iZgRR2wEtpc7YEJOmOHwJB+hnUXryoXHyXdOsW5Tai0910G/s/zV7KNDjeBzci3Xz/3Fq7X0Zg+bJVrU7kgmc25iOwxhiLowfW4c5OsJDeFoD1hZNq69MqsKa5gcXnO64H1ggns82PqsBa7G627NwC1sYvHm90HW6Me7MlGQWfRxa92o5ufajJ5Q/DO1X8aJOrn+T/zsn8AdcrLtdw6r2Nf9tllgKsputye7S66WlGvaaKm6uOkHzA0hUz2B4CKzKgkbbI23ZCtPyL4jV62Q7AKsSNeuhV+XWJIMtgVzuxGqpoSI5csucdrKxSvYUubQWD9a3GUjZKeLskPRQ9uhdqjX1zHQYDHxSuMAJL/GYhN6URWA6qJmA5FIEBiy2NHMZmjK6jUx6M+mlKg1u56rxALu4XwWM1gYoSSUvbD4eVZy0NgZVL1/JH0Fk3C4oAJVgbiHMrAQcWK8J+V7MIrHHsgKvqDFk+FIHfpSegLUZXQS13EqBecZckZVHlNiKwjLcx1H0ut/qsz/cWbhz1DUcLOQxY0ebU568CaFYhsAxLmFI9sOqfceSVGIeV7Kj6qho4WvqkO1mO6oA1xdFsdzXS/ZCLXwxl77kFrODHzch1uDHkVYLA+vflhFy3pmmz9heQK0oKrrrxzgtIU3xd0n4F1ciBJd/x938nv/lLogDrsrZ8kPDVCDJHAdElZA7dRcjtbAeAFRnwyyXalw4nN9BZdzW+oUcJNVwjSC4Ai8NsKLzyulVMlsGuduIrqKKVCCw/+tiz9Ba6dBAM7uuGvmgA1qOS9Gn06AKoNW78NdhaKVxhBJb4zcLCKkZgOaiagOVQBAYs7kLPA1zoXFNlQdX5XLckG3vTh4MALPaq7MHnyuBN3hKoOABHZ7GdcDICayeNjObPoKNuJhQBSgC6C11KwIHFihByM0sLAFj8gGsJEgBYxVC5/dGrdaqZ8XfJL0nPRtTbyMIaDLex/AOloO/6fIn4udPHIjVy5C9B8Wvhm1fjw2x4EqkeWI6dMZBdOmBlG9fDEWW2CqxP3MHiq9GAtcK4Ho4o41Rg2a8Rq8nBcwtY8DpxYFH6P6yFRd8hl90CJMq+kNzVIhveu0uUeINRCrC+Po+1x4/2UoB10U0LKosTmhAyju4nRPn9bUqSafgmMojtdCQdBnDbitxFfH0u7dSKkCYrDNcIMheAxX/C4+CV1/k802BXO/EGVNFGBiz0sQv3sksni38YgNVaaqcN3CVBrXGyDIYtcajSCCzxm4WBbiOwHFRNwHIoAgMWf93WAi50KbzLgqrjZ1uQXXxiMQBrOVRSaEUSPFdiB7s2WaaIAP4qHpuFwNoPXZFAwFV3MRQBSzAtMNelBBxYPLZpgotZugyANY8dSHArwUwA1kSo3OEBbL51MvwuYZNrTvQ2MmCZa5JJ6Cnfc4dxY/UT7KHLkdH5Pl7QYcDKMl0aBVamC6/+rptLuPcOR9U7TirAKvAAlm7hKLDK73Y02+qwAqxii/mDJjlxrgFrrAqs5hwqAUJYT+ZpQtiv0AukHTudyYGVf15H3hyvVYD1Lvtt3NGYXEPXEqIsPvkHkkppjfKydySNLiSX6gIO/odcMPwUpfMak3ZhwzV6mQHAYp0hOg5eeV2050TY1U5gBN8uBqw/wZbgfXi88/5RXdq3/NPb+uWV0IfVoUjb/wZqjb9jI2ArXSiCEVjiNwsBqEZgOaiagOVQBAYsHlVUCLjQtSyq1d/bE3I2A0ckC4A1f8mu0xuCE+G5KtKboXLCcYYA3jfCsIb4QAUNJwbGpLnpotMdSgC6c11KwIGVk5udt/HwHDez2QCsUnYg2U0V47CGQOV+FhhznLIV4/WvzKuwXxa9jQxY5ppkMsf3QgnbOMX7iznyKB9GOOmFASvPeGUUWBXtXYA1QQNWqKuz6ldqtob+HsDyWnSUMNzT2Wx/NVvDUA9mnzvnRgknqMBqxYE1gVzNdkeRpuxztPKZz4HVg4zk6qrTXZEPCakoIkT5/f0DydZOQQtr9kXkkvnq/nFCnmcbnxNSYHMNymQAFl8mdwq88rqAhUTY1U48DnV0kAELBwVH6i080EKNrXszOhRUt1bO7KkPU8Lp8dzF9B1sTRKKYASW+M1CDIURWA6qJmA5FIEBixd+C+DCKg3AhqBSSOwSZqCfaVUGPFfr9ToHA8spQ4BSCwxYR+n6wLjKhW66uVAEKAHornMrAQMWK0Iw1c3sYgDWUXZgnJsqAgsnGg8dh3fpDfF36eTNktQmcuirxzriC1jJgGWuSXhg94x94hMxhCtHHubzvS4OiDBgmSc6q8B63YVXtx3XgPWts2qbCgVYWzyAxTciCqzRzmZbFCvAOuClgTX4ZwAsvp9KfsM+00kT9qkAqylRXBAGYC0lJP8IIcqDeyXZrJ1Cp/uci8hFs5X9UtWpeYiQiTbXoIwFYLEGPOtepWknvoVd7cR9UEn7GLA6S3rfFBXisAYohx5mcVit++2LKuHPG3ejYZciSSiCEVjiN6fpTxmB5aBqApZDERiweKg8xjVYzBQ6GlRD6RFYCxktoKcXEFxhs5NqOQIUcjJg7c2Lm1NLg266S7CFdRh1XUvAgMWLMNHN7CIAVg07MN5NFYHVGypxPPua/uLvUhbs/r0QIw0ewtvIgGWuSfo2ez+f+k6/3BZzuoteSw4s81wkBVhZLryS/kWjwCq6yVn1S6oAa5QXYM1WgVViN89HkX5UAdYEL2an/GyANV0B1lwBWNAR5EN/6C3XA6uMkB2Riwkfno5cSHS+WRbWkH4RuVDp8p0kRGHXVWSEzTUo8QAs3nSfD6/8bO3EMNjVTtwFlbSNAeth2Bqqt9BGeqTfiFf4jCses1GpBI5Kd5WoSpiGkfdzsIbFAW0jsMRvnq0/ZQSWg6oJWA5FYMDiYUc7AAPbqVEiq4JqOMriKLAmBwJ8sE6RfRiexRCwkB+oVeOwEoNBN90cKEKyoutSAgasjRtyvBRhAQDrGDsw0U0VzM7C2PLhiehM+1T8XfoGdruwjtqjeBsZsMw1WaW+ob11TjgEltAkpy7Aqu/swqvbse3OgRXp7qx6J/pSEFihZ61ZopMu+HwowHrB2Wwb/ClmwHrFC7C2nYPA+j3f8ASsumgUcI0IrF3kd2F6LZmmnLtSN5uNB47OvZicr0zR+o0SK0olMtZ4zfp4RdbRHwBYPE5xMbzyuvjUIbCrnWgLtbSOAQs7h//S/28vzsPm/gE2Dv0NO7Ltwx8mMGBJPVWll1i1oczwuXUJxW9eoD9lBJaDqglYpiKUr1WkjAGLD6GVWHbIDqo8wzbLvMCOTaAfxGB3/RzgWaNxEM8KWIAhS92t6enpWawENBuKMJapTnUrAQPWYVq7xkMR0gFYh9mByW6qYHZ8Owl9WIGxVfRr8XfpY6zNR9ZVZdz+ONy8VQxY5prc/f30iUPYKzpYO5gtf/qhcVqQI7CcwwlA2LgRB9YCF1X2843AKvQClrfUbA3ZLmbZkBgCq9SL2Zcj5xywppAr2WfoCi/AoleTB/l1xQxY09T5hRk42eYRwqJcaDbppvsGDiw672JyHv/Vu4d8xj4jjchW4zXxfkWKWAuL/54vhf3FmkFsvGgnsDOQx4Dlg604i3/xKDLtTXVvjyzfgjVboexj82YD25oPWzOEK61aWJZFsm5h2ahatrCEIqxVw8crGbB41xJnwpQY/7fQ/JTJ6UyKaSYAq4ye3BQMTofnSjf5+EAgn3/AC891GbBYPDoTs25+tASshbViBepOsSzBstlKCaAICKwyDHOwKcJqtQjFBxBYZaxMU21LqwFLxjbUoAAOHMaJv0uvwW4LbMvmYwuLBY5a1CSTDU/jSxqdB1QflL8zTiV0BFboPhda/I0NpDNghTo7qz7HXGcIrKleyJKmACvyD2ez/2BzpxBYGV7MTjn30sssIIS5oMcST8B6Qa3NtxmwJjylmPFdC431H5TIq08JRomeUF72u/lcQjr/YkIScCNFObCBPBQxXFPTT+HVR/V0NACLv9g5cKBAK/LXsKudQFf7IgYsrEux76XISEmZm4OyR84Zj1WrBle/C/XGX5c5PpZ3SCdGYInfXKA/ZQSWg6oJWMYi1MkKLXLCWuAom2ssxrWClKSoz1FpDQILIykOyDMCQvB4ZjwbZzwQfeZKuQ+L7k3i+yZdXQkYsNA/nMSAZS5BUCsCAxYWYWfQugjTo6qZCKy9rEzTbEurAevQ/VBlA/HKE+PF3yVsP/dmW/gGfsaAZa5JLggynzogGRm12CI1qBOw3EIaWvChAwas2c6qbXnPFIH1pQew9KhRgBV0Nnsz/+cQWN97MPvk4XMPWIWEvAVUHn/f1byzl6SAaoICqrnkEvZbIPP4g83nk99BYyD0z86XYbRKzS+Y8yGSdAW+gjW/YtHqdS3aQ+8u3EqZ9H4jaca/KuMSwpI01P2esExXz15SbLiGrlUbWBP4KCF/cjLgQIlWZByA0070gHqaxYD1iA5DgsyHE4PUHQDWUaxb9bnFIbpstjUZtsQMHlajhJZFsh4ltFG1HCXUF6FMbd5s4j4sDomdcKDK8J+dXqw+RkmhIgQWi2fairTQSl4TlzQTZZKmy4AFuoX8gEl3rlYCNkqIJSjESYLmEuRkamYZsLAI5UHLIkR5lVQVh8CaPHNKgHdKzaXFM8kzZzLUA7CwchleDyaLv0svS2zdBRBM/PQmA5a5Jrkcw7dUrYvpvqBFPiwnYL3oAizuduDA8jlqNlOifBBYb3ogC3Y1GbBcw+yZILA+9GAW+4/nGrAi7Qm55v5rO1RdS1ivaTA5j43FfKkESM0l3BmeQgh7xRPOIxd26HXji3WNyFjY7dG4T3LGdw+25V3DYKNr5Pq9T16Lz+wuQm7DYycakcZKbCgSaxDQcWnj38iny9+7ZLrxGkHSAVg8gi/N739fNyVkJhBAOzEQ6inAgPVXSWqub+JHx6tXSCxyhwd8YQK/dvBrqPpdEn1q9yHJ5+sqTqs1Akv8ZiEhgBFYDqomYDkUgQGrhG1uCwZNSayKZqmP0Tfv5S8AACAASURBVCJagD4s9poexTaL1hRabXzkFnEfFujW8gO2ujhrexkUAUtQG5hpVYKgrggMWFiEI0HnIixaHUBgaeJYAgQW+poxVCJQ+Y34u4Szi3mwev8osAy3Ubv7z/l83ZS9dJ/fKoGfA7COOMetS08p9waBtdFZ9UvFLAKrlztYnqmiHFglzmbfVswisPq4m+2BvoZzDVi0qveNl7b+52nalJx3bfzg6y8k5Kpb6LDrLyKk6R/3MmBd+cdtY25oREiTP2JF/n/2zjywiiJb+OWOPGeUwRnnjTouz2ZTQAXEAR1RYdwdaUQ2UcEFRRD1srkgoAOiICJoJyQECPseCJD9VjZCCAHCHpBACHtYJBDWLLe/c6q6b+/dF1/8HuA9f+R2V597bqW66lfbqapNXRrU/tuoQBUhte6eLG/pdNs1f3lhnjrGvq3bLbXu+phP971SZ64sz7z7RsgAN93Nh0CTgFh/gWbVjtf++sc73i6yfkcvOQAsvmB6os/3A7s4uhu76HnAAu3BPHhR/RmwWuG2/iglBZh1En2qJVBpXCZvq88wAcA6U08Q3lUf4gLRcexquCiq3g+KmIFl/GXDIzOwXFQtwHKJAgMW9/co8Pt5QTpzQkXxKerPCk5vrELHUdYgOTVLkiK0LW3WWxBwngELdSdjiLtuLkSBxWAytLtWu8WgdAsCC83u93tEYb0JWK4xQGDh3KAEsY2sGG6sl6LhwefsahwkYx8GrGAyHtwOGWZ3B3Wk9VwHUVRYsUzsX36BwFrgTovH1AWjCKwRznr3CMKb6i49CKwQ1hGydbgILOe9AFFeUsmMwOrpbZY1GC45YHlIdZVl7+L/hZw9H7q9YgDWSFSuGqxs0BLv842Fd1KGm+IFHxyEN/UkAuujhoLwDap9Da+uDHe/Ul1s+gnCBChbQk/8EgArB9rkG9SfOSqyDWhlubILG9vUixlYxl82PDIDy0XVAiyXKDBgsV3nqjOUzV12ADaUurxA7xe1Ad0a2Oj+4amSxFtsJw7ppmuDo0JHI/YhsEC3kmVBd10EFsagUkrziMF+PwILo7DJ7xEFTIRkUGUTAV4xOAzAwnrJB0EJ8huC0IFp8HoJV+bw2gd3lXkTt5cJJuNUEbAknxG/VPLcBmh58ZmQRNFXbrtFsguw3Laggiox+E4RWO3cVJ8L+q8isLp4gmUASxYEluuQext1HokB621Psx+xd3i5Aev/TnA/LB+6J23y+T7FuqMYB7dwtcYkn/7BW/Cu0gFY0L1vgC2BtfjyRkEXSniIj6lCj7AT1uCPsbFaANaLgqBr8+A2SZiL80Sxa7kxCpb9sIy/rBfLfljOqtb9sJyjwIDF/BoO+/0ZmMPKcGiJb2F3DK409UO4WwN6jgTyIySJjRLmSNJ8re0SRECFtBSBBbp7WRZ0101TPCv2TvP7011jUM6ANQN7hP5Id7O4kWkyqGJAKLE9gvXSYz9JUmlFE2XuXqmXqloKQnO2MujrdpCMeQAsNRm3YbGMRY8kDsRKH5sXk9mOfm/06+en4/qBGDarcQHW8260aKhVSgCsw26q7YJgYcDq5QWWbnxNKgCrvL6LWc21kAHrIy+znbnXTRhYNSWldIHP9/UpuXy4z8fm0LCX5UMXrv2D9A+23isIybQ4r7EgdES+YF2MO4xW3S88ELmnsjiykdCJDRW/KQjvbaoopqnQEtM183Z1EsX3T8hlb4miedGrBVjGX9aLBVjOqlZgOUehjKan+/25FfL5FX4/aw+wbfPYdFRgldpFYxLIBGBJpXLlliWSFI0l/yDmr5VBBdzYj6+wmxbF/LBKq9mokIfucspiUD0/2TMGGQgsqWR3uj/VyyzbXkYqLZFCiIGEe7pjvfSFtBqdzZvi61TrJXk8fCLZqh9r3F4Up9AVwWRk20H9R5a/EsVRRZUVhf0BX+zF+3mRZRv4mbZrSEZgGXfaRkFgWU4s1UkD3dJFAJbbZF4bbZUFA9ZwL7Io/o4ArHwXsy11WRWB9a2XWcXVJgysmpJSmgW9qYETPvf156X4MPo8sFnJ9YYHCY2FRPqf+4R6L/rGrCks3IZjo1Mh/HXlVTb5nvdfRuJNw740ua1xJX9OZ1Hs+Gl3sYPFdce6p7vxl3Vi3dPdUdVmT3fHKACwSoEXdE2mnxazkNPY5GJ5DMGhy/xyHl0uSZNW0JQoSWK+51sxf2n7kOXBXQxLimUALFCaNo9t1uChuxx38PPT5BTvGBRQCv276JSMwlgvsxxYM9nGol4xAGDtrN7cSBAeSpaPtlZ8LtV6ST7VThBaFMkBaHF16SxKNCmYjPs7imz8ZwqWz45w05s3nQ52MABrnPqTOxITYhshsBpPS0g0LjsEYJ1145V+QxoA1lRn1Wf0jiEIrBkeYFE9YAFYcc5mW+tPXEBgLfIwG6vohoFVU1JK1x2NG/XJ4JHz1BTdMGLIMj7KYXxQ8nYS/fj+tm9xj4iDiY+3+BZHNbd80e6BRo/2mHxM+fr+CeI/GjQbSmmV6ZcOxvTp0rl3RJFsFptTc0xRCorNqTlOqnan5jhFAU/NObM9NyN9ZaFagkpXZhVhOyEAba50/aRdHs2eCB2sadFSBPf7Oo7e7Hyw7mxJSQFu4yLF/XwEIhCleLpPDEF3OU2MXpiUmpqS7xmDk5QuBzsRC2M8zQKwMicqRWA6C3COAQBrWmTkhw2huunUTKjPt9repdZL8t5nBKFeewDZu2cOxkyly7VkXPnu69MgwxyZN7Bnx+4f/JSnDJGpTuAKsL5Roz+U6MT4igBYZ5xp0cRQJwGwxjuqtj+mV0VgbXEHS4TaGQBgOXPwKcOpGwis3e5mf1TNhoFVUxI+l1B2P5ewsrra4GSQRwtOZM+KjpqRoQ6SFM2YnMsz5l4twy2S5fI8aGFNipkUFYpuJk2OjJmdvstmssQcAzyXMMQoALCyjQHOMcindDrEIOerdk0aP/mZmnZqvSTL52d0bdmwdZ90/PJveC7hfU60aGXMqAAsx9m8D4zDmQisgKsDQhAsCKzpTmZ7GN3j2FpCn5vZn4Jmw8CqKQkDSw4fpKqavRgOUnWaoutk8v4HYM2x12wQY6I+263B7wKWadoXAFiJ9mbrjTT1GRiwsl3M6o4tDgOrpiQMLDkMLNXsxQCsr21YcY+VFggse7/RxyzrMBiwqgY4caWTfrAVgLXP1uzDllVIDFiBIY5m9W42YWDVlISBJYeBpZq9GIC1w86p4AnrZn8ArOo2Vs36X5RbVPmOowe624PlY8PW9eiH9W+bGPS1nurIdxw98oa9WeNCsTCwakrCwJLDwFLNXgzAkq1nODf+/qxVFx1H51pUn7Vb5qocQrGlqw1XOs8zNt0QWNbl10+k25hVDqHYYbfqp9MC45sPA6umJAwsOQws1exFAawzrxhh0fBT2+8jsAK9jKpPxZk7jkzUcwn3fmjhinTYpMsWPw80mn1spnk/LybquYQlH5jNvvLTUZNuGFg1JWFgyWFgqWYvCmDJZ/rrYNFqjGWrHS5st4azuiOf67+aXG2vGjyqvmK2Yd/Rt2eauaIAq3J4Pc1ux/nWE7OZBE9+rlpgaGS9M9tMwTCwak7CwJLDwFLNXhzAkuUCtmGk0OiVkWtsm0woyp7uK97DjSOFR/vMcgCbrAOWLJ/LGPMmo8qrn83ZbrfeVtkieWO/hxku35hidfBTJQgsWT6fPfYtZrbbJ7ML7cyGgVVTEgaWHAaWavZiARZe7tlT6ggrlOC5hJVH9uw56aapBxbKiUOHDp120tUOUi3bs8e8LZlRdMBCOQlmHd9LGFg1JQdpxspQhdKsUFWzaXrIZtNpZqiqWZRegNmQ/7MVv5nZnFB1My4gwShd8duYzQ5VNfO3MZtNs9aFKmvXhZwIv1FmzL6AXJNJiw3FLgysXyu7aFjCcklK/v91BC5INhuKXRhYv1YO0RVbQpV0ujpU1XyaHrLZDJobquoaSi/AbE6oqusvwGx26Am2CbJp6GazQo4CpRtCVV1BMy/A7LpQVVfSjJDNptM1oarm0Yz9ocrK0BMh/4JyTciZce0F5PGVdLeh2IWB9WslPIYlh8ewVLP/12NYRdTuUAt7WUOthzcyCezJz0zJ362b2tvrnhnPbEiYl1SozDBqY1hms/vys1Pyd2lbiZnHsMxSuT1lTsIG5U2Fx7BqSsLAksPAUs1e+sAqmjO4M3cu6PjZMtXn3QVYgbUjn+GbyD84mEXTHljFCz5Vtix9edDi4HYaLsDaKXVqxMw26svshYFVUxIGlhwGlmr2EgfWuaR+Bv/NLgv4PKMjsE5Paqdz+Wq6XLYFVoXfuCVDt9m89eYIrKqk7jo/rgZ4TmgYWDUlYWDJYWCpZi9pYFUlvGlZITOI/UcOwKqY2sro0d6A2gArkGo9jf4jdt6hA7Cq49qaFvbMCAOr5iQMLDkMLNXspQysbZYFMii98F+yB1aa9YTpf5y0AKvIdsOrN5FY9sDa/rLFbOP9YWDVmISBJYeBpZq9dIFVOb2DHVigMVRhD6wjfSxcAZlsAlb1zJftzfY+bQ+s82Mb2pgdeZkCa0fI+bDmJAwsOQws1ewlC6zjg+25AjLFFlhZ/7DjldDZCKzyoY5mf7QF1k67nWkEod1lCKwTEe82Jtnafcnnfc45qB77pfxcddXZk0cdFyRUnwl+18UOkzCw5DCwVLOXKrB2uxwP2LHUCqzAuHq2YBGaVOuBdaC32N7JbIfdNsBKcDry5+TlB6zSoV2IBqyif1/fnZ0vcGLofbXrtPrMgKbb1B38X1VD5jS6GW5vbjQHb44ScmX9ySY70FZtduMNLWMtCzN/Q2BVWRet28qlAayAsvwMgXVk08r0rNW7jTQ6uZPLLv5RJp/cTukOfYCb2SCwAo7L3IISBFaVw/YEmpUQgBX8QRVYIcQgZGAFaN80+kH7KHPd+kjL1m3aPv1U2zatWz4Lt5vHgnw/bg5NxYuxdptamUUHrJ2u59BPsQDrzPsOXBGEMh2wih225lObWGZgBX5wwKAgFF8OwCp7+wsDPso0YMXe0J2vPd92J0fTX7fqFO9QgfW6Fnb2evJfvCUV6EE6HDHbkU+2fGRz1ebW5ENzLABYgS2xIwcPGUctu6QZHwRoCh3QvP3EwkXG/GTKe1z2UP/r9//LxZpObIDlpGsDLEezNsBy0mXA2p08Iypm/jrbrY+O5sVHz+KXeTQ3ze9PTvH7/SsNDZ0Sv0H2QACe3BU/PToycvL8VL/Nsn+dWQTWkU3Zfn/CYg8OcmDtXj4FzMYd94jtBpoSOyU6MiIiMnrKHDfVQP5oP/1sQNxe7bs8yTaN9XXr8dmMk/qA576jS5p5UgjkCHSRUunbgvDEDqOqrinSHm5j+OVAmsA+pxiVA/nvz7DEXAPWHldeiW8FTMA6ah0WD8phDVj7XXkldqs0Aauiv7PZnZcDsGYTYjhvqjIIrO/JeCWsD3kvq2BWM0Ja6HLx3b3nc8nTfVsg9dlnYBDpr3JQsyN3vQm3/jl2EzG3Ykvpmlifb8R3eOb7IeOjc4YHp/oIiXQEJH7Td4wnYJryHpcimiwITztb04sVWI66VmA5m7UCy1EXgFWRJEnT50JOmWHdC1eumAYP+GnGci5N9ftBMRaglKvfT2CvEVinIIDS1OmSFB0D345OtHbj9GYBWBuBgwneHERgHU8Ai5NDiC07l1ARG2AFVc98K4p+6hPF7qOD30U5pE6SdVsZDHipuTCCLhE8KSTL6yGkaRoCS2hn/Pd1Q0h46uF0A7DqGeb/DoxuRMhwS9SDwDrylitYRLHECKzD7ZzBIpwJAqvsXQ+zW43AOt/TxezhywFYu+s/btg/Iwis6eRTNeyF99mTtoTozjXmR1yapBVphR/AqxEqr3R2NpKu7LMXedH0vVKa6PMlB+TC/j7f14bRrkCs/kGgD9aVC16D1H8g0WDBlPe4xCKwnne0ZhALsJx1LcByMWsBlrMuAAt4lc8PQp5p3a+NHUQ6V40t9Sfh/QLAh36B2H4DWLZgAKUzJGketLJAfYq72bU0y+/PDIWDCCzg1fz9gRBiqwdWlLNqAHg1l9JVHUTx1fHqd1FSguWzU5Ea0FwQvqPL/+VJIbkYePVwIINGYYjhqHr5CU31HVk5rzUIrAG6RI165krsTHxriboKrArHwyVUyTAA6/DTwj2OYGkVHHSv+tTL7DIDsM695cKrptWXA7DMogJrz/UNgt2SprworyMkSlO8M8Hm261Jaxl5dYWkhujtDCLR7HMaqW3q8pTS+T6GuDhoeejP+ZALfPoHywThwRQaOQLz6ScGC6a8x2RbXwRWe0drBrEAy1nXAiwXsxZgOesCsKB9xeICecUygnI0IhWC5/ObdADWqg3LJGkq4CNHp3XQn75hayGTTX56BgPwINXJGLDY0+xaMJuNAZ4cRGBNlqLLQ4qtHlguqtmi+G6A0iM/QkEcqH4XJVLsFJ227D9YQMcrAZADWs6hy8WHvSgkvwsXw+QMug/nztoYxj+eb3KuoqoqUF1VeR77DnHCfe998umnk2nKp/2EBsGyPaE5sOouBNaP5qgHgTXRCyziPD2wyp51AYvQIwis6Z5mJ+uBVfWOm9nOF/cs4QmlBRJYv9VJxU5UYHUhk4Jh/ZRH15IxmuJ/Z8tWYcAKDLpaG3/Q23mQ8KH3HYTsMn7vEACLHbC506eUZ0UC0HfSHlS/APVpKt24+w1I/3+45T2U6k5fI7A6OlkzDv2bgeWiawaWm1kzsFx0yyiVpCy82i8p5NJ/cdEiDFYyUBqQ5TDUIVIEAkR3YmepP3gucIl/GwtAYDGz6zzNIrASMcCTgxxYyaHFFoGVWR2QA3vdVAMfi2I0mD0cCQWx20+6ojKwKytoeCJ7byXgaaBQIQDrKS8KleH5N8k4SzgLS63hcJr2zQ0xWS5Mww+cJYwBxqnShlzVbVMuAmuybBYFWAWeYBGn6IBV0V1waWAJP6rA2u7g1qWTH/XAGu7GK+G7ixhYm/7zYq078GJq30ZkAnz+ktKrhbztmRtvehbKz47nb7z1FR71M7mD7lIKePW8R2v/tX0cB9bPhJSajVZeQxZrd3ULsrrc27Arx2KXOgvYJwIrMKjWsqCWwU5dZbisghDTrNHPAKyN7Degp+TT7XF9CG61B/mQ7MMzaPGeD73yHsq8eqsRWF2crBm30jYDy0XXDCw3s2ZguegyYLENLKsws5ww/jdbpcMHIDSO3VSnAlmOQ2GfJCUBWnSOAIf86iB0RWb6eRaAwEKzFRleZuXVYHY6BnhykAMrtNhCsU4OQXUvlL9cMLvuRyynY+KCGlWdlrLPwKui+AEPmIQUKqQJ4kteOWEtKuQhsFbgleGg+fatDKrLBfauAFjHmzXWJpe/6gVxX43Ami2bhQPr3HsXBqyBTkzhslEBVtVH3mbH64A12d3smosYWP7P6pE78GJ4L4LA+uEmQu5YW7feQ1eROsVrbr6n5VWkLr6RRX+G18CBRZv9+4eYvn8kHFijyN1y3MO17+5SrBndQuroJrZuaM4nCXtB9baLkAdZIAArMOiPOjcWvZ2KILyuI0uM8c0CYHGYjYBirNtlbAXcag9GY95DYPmaeOQ9kF+aD96DwOruZM24mZkZWC66ZmC5mTUDy0WXAYt7C02HzGJshJ6NoTKWa55wJ3HqD8k0V1oKZDmgi5tfHSPa7i/iAQis/SxgiodZORfM8oBUDw7KxxFYocUWyl9yCKoJUP42A7BmUxxpHq5lkdLByo9DAY7iAQisvEKaKIrNPHJCDkeA2sIyFMD2bQyq8QJz+gBgfSmYh6vyMa+bcq2sAmueN1jEORqwprqD5cmAAqz4EMxO0oCV18DVbJvqixhYUBw4sGT5D6yFJX9IbmgKJEq/mjzcIB2y0HWKb8EEBVhjrmAjAcdf48B6mIi9r29zLyE3auPsH3NLilzTMOHojok3EjIVKvyGZAgLbE1aDTJo6e3sJ0Sps+uSGGNslwKweBUeAcVYd17lIrjVHqDnyiYGrH945D2QwfcdYsDq6WTNeCymGVguumZguZk1A8tFlwGLV+xLILMUGr5HJ55i5Zq3NYDw1H8aEj6KAUvXwjihzoefpukMXSc2I7AOs4DFXmZXgNlSFpDiwUHo5gGwQoxtOgDLWzUayl8RAGvGKXTtHrJUNktVZ/H1Y/wSOz+bsEv4emePnLATC2vvExl0Fxs3MvTqXmy3f0L7hxr9s18261QWDGEfRTSjQeNjpt9mwEqVzcKAVd4tBLKkBIG1qZE7sCKUxc/n3D0auCwKAuuwvdt8UH66uBc/T1GBVZ8DRCKE9US6EsJ8A3uSFuxxMgdW7hWt+UDAWQ6sP5CrRp2T5WW1SQvVLXDPH9rqPQQ/Yi37otrkNvgoVwp7a1LranK9zuFAb2cdIcreQHcS0xTjAgAWz9FToRjrZlNmwK324FVI910MWP/0yHvYFRglM2C942TN6MdnBpaLrhlYbmbNwHLRZcDiLk04Abhe/+ygtFJm5Xo5v88EskC6rpemFgBZdspW2eBX/p+zCKzjLMDTbDbjoAosNw5WpTNgFeWtWL070ctsGgAre/7kyGnJcS6q30P52w/AWiF/C1eDl1v+pSViz2Ll8mPMCQCsnsXve+SEaubm0MxPRwst4WKsXrVtA9XJsq9uwhadYb40/zYDVo45lANrfghgEQtVYJ35lztYGv+iAGtZKGZXq8AKuDk0oNljFzewpqvAupcDazq5ld1OIHXZ5yTlM5cDqwtR3iQfdD9FyBvs9iuiDJTLgX81sPG2kT8hROdKDi2sxdeQ64J5zWCnkBClzr6TpButzAJgcR/s2VCMdQ4LUXCrPXgREv4gA9YTnnnv1ft/4cDq7WTN6BdhBpaLrhlYbmbNwHLRZcDiSPdDZtH7t8mLo8/ycq18A4F1+lhOxJKz24EsNj76x/2qYyoDVjkL8DSbxTiodgndOHjYj8CibNJwrpfZFP0soaPql1D+jgKw9svj4epjYzrKlXumvPxF0EkUS+fapTT5JBsPcs0JT7LrVPp2ezzNeZheVdcmGaSFFtGEBpZ1PAxY1qPqEVhV1g1lrNLxnAqs0e5gEUbKHFiBPqEA67gKrIUhmL20gMXv55Fb2Gc8uZF9KsCqS5QxTg6sEnWA8Qghinvv17eYZva4ZBsG0HHQfck15Bp1cN5g5xdClJL1J7LFaGUKAIs3wrHLtEh7MA5utQe4Fcc+Bqx2XnkvVxgvc2D1cbK2SP99C7BcdM3AcjNrBpaLLgMWL5JZkjJfqMg+dM9i5TqJB2QAWdATVIpCYlh3vQys9quTwwxYJ1mAp1n0ljgbBJYbB3cyYCUxYM3yMptkAJaT6kAof6X7cGkOdg77JRl+mG+K13m8Mgoqwnt+QaLLO48f5JUTgsAS8MkIvWoT4bkB375zP1PQ5tJ30ISBln+cAcu60BKBtS4UsHyqLs3ZZreRgk6aYv2PwNoeitkP1KU5xx5yN3s/mr0UgTVfAdZSA7CgI8in+XBkHIB1hqgTgjcr3nIL6myw/Z1DBk955tYQfw25WunyGewEriXcBydwNTEtcI0EYPHlO8uhGOvmIkfCrfYAnW62M2A965H3Ap0fOGkFltHaYv33LcBy0TUDy82sGVguugxYHGa5kFn06+TiJuFA97b4+PhUPFzqEAPWFJan5tg2hQ5y504UBqxjLMDerI4sOJZ/KggsNw4WMmCVVJZm+v1zvMwuB2Al5C6P5qXASbU3FMCSOAQWuh99aABWmVpCe/BGOlLoWQCWKD7hRaHWQWChfKdXfXMZ9hoPdMMH3wdDE2iCYfEHExdg/RgKWRarwOrhDhaBeTAisKaGYjZWBdYwD7NshPriBtbf+UVIwKoIevGW8zGsWxQfT1kgU5haXYd1prvI33QjW9xxdOm15EqlXWawczuZq/zGn/A76yMVKZB/AmBxP8U0KMY6l9ThcKs9wON1CxiwXvTIe/lsmscMLKM1o+erGVguumZguZk1A8uiWxSvyA4GLL5cZy1kFt2qggMSa8Xmqo6bRxmwVq1C3/XZcF8sm6RqxeJZqlkGrAMr/BudzGocPIDAOhEcw7Lh4OLYOG7Wz4AFsf3F759vazYfQqewGDBggWr5YlYKrKocWLi4JUdCYC2AK58BWLt/nD9jOCuiQ9k9UmgUOo6Kj3pRCNk2/iMVWBGW/wmajZiv+qp3Z76kKVYdF2C5bNIQlJePKcBa4QGWdqwbi8AKwadBFNXdGordZwiFZ9jM7sUMrNnkT+yzqk4owJJvJU+p/wMD1iOEDzsGahEcbt1yi8mvfa5aByVqK29kFVjysmvJFXwg1GDnOcK8aOR0wpw5I32KFLIWFq/Ps+E+TTOIDRLtAW4mm8OAJXrkvb6NsAls18Ky/RnZvoXloGvXwnIya9fCMujGq5mjhAGLzyBulAwe4cmRuHVBBVV4lVHNxrDgP9wbzYBlOR+92B8bNMuAtcYPILI3q+NgMvqjHgsCq9hstmpF0CwHFsZ2tX+Brdn5wRgwYKHqWdaLtapqLazJkQgs4JA4wNglRNnQFcsoG0lFCuXgLKH4mBeFsFmeAp1dDqzFNqryWEE3NyMNtNs1wxlYR0MBy0h1P6xu7mCpz38CgHXaYdM+g3yi7oc12N1sA74Z0cUMrARC2ITTFBISsHqqb6MfB1YsXxQobyDPQH1V8nf90nl5T448vbNyLd6Ooy6nlcL+D+Vry68lZKJstvOT4q01jKBnafkAhVefVsqTAFi8YGdAwBrtp8bArfYAm/8pDFgvuee9Aw2avAwyAoHV/OWXf7S1tsbwRTOwXHTNwHIzawaWWfdMhJI3oqsYsPhA4XoI0KJTHhG9EGSpCpbNfNAdMbURFwn6zXvGnM8IjhlFVzFgLfWvczIbp5rNOBGBwIpfOBvU5ttyUDO7jgELY7uTActidr4WUTQ0BQAAIABJREFUAzkRgMX+sTzJTpX9YMxCHLseHk1p/EJchPNFzMKFa0y/jyATmVfEc5gTCikVxX96UGg7Ftg4aJIuQ5d3wXbPmOXwYIhyfaTpQLv9sJyBlR8KsAoVYG1yw8o9gjCamwVgbQvF7GoFWKUenhI/cLMXM7A2EvJBlSxPe/xW3tmLVkA1XQHVUnIdm/Wl3Ndgy5XkbxugCv2m3Q3M26Ti74TtUPXqdTtk+XD9Z5WdGeZDwv/cgvSRy/+LDZ0Goutg6au+V1nIfg+px38+8TrCNmkw2Cn/Mxugr2jwEPYI16kNrOl8lpDnhkQIKNb+DZxU0x50wbzHgPWce96bwN/T+wgskIG21ooNX7SbJXTQtZsldDJrN0uo1/1ZzRspfAyLuw9gwdZwkW/MRX6Z+x/gD52VFkJbx7xBX6E/TjPLgLXIf8jJ7IwgB/MldKCfyULtOaiZ3cKAhbHdz2YJHWMLMWCzhOwfK5JcVLFrNQS6hNMk3Jzha+U/1ctJLKQsfXGWMK6QZotiaw8KfYYZQELHURzmqad3sw+u6FklaL5cnwsXCKyEEMAyVFaA9ak7WDoqbxKAlR2CWV9AAdZP7ma7KuvYL2ZgBR4i5LYnb29VdjthvfOh5Ao2vfO14gy1lPCB71hCWJU18QpydavX7nmzohYftMqufQs9X/rxdfMhm7QgQRkryz+Sq6C27FK7d0zi+Keas67hLkIewM/TtUhtxTcUiTWkymBHlv21bqOVe1+53TLfGA/A4l55i3y+/rolIQuhVGsPPse8x4D1L2g9u+S9GHtgGa3pfka2AstF1wwsN7NmYLnoMmDxRkWWJEVonkHrLcA6nwNkYTOtk6HdxWfbz5xQE+EU9WdpA4sMWPNYgIfZ9VIKmJ3L7oCDfisH/cEdcUoYsDC2pThL6Bpb5jjK/jFcNOioiuc3DGTAwinB8RqwtFR6XRQ7nsEAhI9USFe8jquf3XKC/ApmgP4IrDVw8U8e+QL81xJ9quo8QWis0Hl7fWHIhQErBC+sDpjhEVgVzV3B0kr1pgBghcJB9KxkwHJ37fqn6nh0MQNLLutxz/WNvzkv1yVX3B459K6rCbm5qTzyrmsIqfs/exmw/vQ/2yffXYuQG/8HX8SmLg1q/21UoIqQWnfj+NOO1/76xzveRh4N1HiFrbWuBFfnbel02zV/eWGeUi5eqTNXlmfefSNo3HT3TBaUBMT6yw69HZBt3W6pddfH1j1wcwBYvNc50efj7deju7FayIPyrT3A/T/6M2C1EoQXWLBL3rOOYRmtGaNgBpaLrhlYbmbNwHLRZcDiI2DxksRnbU8c0k1pBOfdjkYgsHBvqEopTdlWYQeASyFMgcEjgQFrxvYQzPKlOVtYAJjlxdOBg8cZsDC2+/xTPcwWoVsD+8e2SuoODjaqaVAEx7EdR4eLYg/23YPbIRPs7qAOmJ7rAC0vFsByAgCrg/iAIHRgDx1yArbFhScDAKxtcDEYn3wtCC/BkzmC6hHWTxDU5RnQdJt2YcCa7Q0Wtq4DgeU+5H5fsKUIwFrqbXYcqiKwdriabRJcAHZRA8tDqqss+xSHJpW31t7hrQVy9nzov1EMwBqJylWDlU1X4n2+sVCXlkH51h4cxLyHwPqooSB8g2puec8KLKM1YxTMwHLRNQPLzawZWC66DFhsdrU6SpJYTzoHyrfWIAkioEJi24hCw2LvNL8/nW1KgJ06/mKOwVW5ZpYBi+0D42UWiiXjIAb4PTgYyEJgzWAaER5mt8QDsNg/hmNgjqo4et0bt5ep7IJNLfjuVFHsXy6fEb9U8tEGaKz8LGPAAcwJW2mG2L6+MmXvlBPeY4V2AwDrW+gRYluDLYcehaNbD/F5UGiLdVIikwWP8i4MWIs8wfI+M47AcnUara+5ygKwUjzNvsVeMgLLdXFiA205xaUMrF8t0w1rBWtIcD8sH64E2eTzfYo9gGIc3MLVZJN8+ge4P1k6AKsbvAfsEbnlPVkB1hu63zFaM4hlPyxnXct+WC5mLfthOesyYEnoGblLkqLxvziImWZlUAG3yotnV9OSaLrfn1tRPT/Z72f9CLZhFVv0ElildhK5MGCFZpZtL+M/AQHAwQx3Du5CYIHZQM4SL7NHEVgYA+wRuqjiWPvPAKw86Pj9AAFs3DlWlt8ReQOu0ieKzA8ZAjAnrKRJYltBaIotasecEM9Kbbt0uq2RILDmF9un702oMu4XHojcU1kc2UjopDTKq6A91t72EApnYKV7gaUTTz8E1hsuYKmnm9gCYHmO5b/MltoxYLlsiyzU163Y/j0Cq6r+445nDvx6KaULfL6vT8nlw30+5qaDPScfunDtH6R/sPVeQUimxXmNBaEj8sUl76EwYDXXYcFozSAWYDnrWoDlYtYCLGfdMpo+UZJmnpXPxEoS88/EHpSk7dWDY+YxrLmzLIn6AS00OcVPi9mz01TZuZiha5/OLAArVLMALOTgKmmiNwerKJ2CZnekRHmZDSxFYM08tA7A6aa6qxO0RigteUsUP8MA7COK/5Hlr0RxVFFlRWF/wBdra0HAAMDP93T5i9AjZE7KjjmhqjOwAB1H3xWE59m3d6HP0lS4eF0p002+V0fr5sLdLFtgJSOwrP5ZAKydXmRRrCGwHnPhlX7DeABWqZdZJfkQWO1d2lf6Vbu/R2DN/kvxb2C1lGZBD2nghM99/fmI9GH0eWATkesNDxIaC4n0P/cJ9V70jVlTWLjNOe/Jv2RmLmCD7l3itYVARmt6se7p7qhr3dPd2ax1T3dHXQBWERT+yEUxUgQfez+OJZyvMDhbUlIwEfNQ3M9HwGoSXRa9MCk1NSVfXV5XujKrCMtjYIWfdxJVOUPp4sjQzAKwVgL40pal+P0JLMCZgzKly8BOxJSJ3mbVtYQRHqo5nXFP90/EDoNYwMqOvFxOwfLZEW56K00cDHiyvjCCxt8v1Oeb2zpTqOwDbGek0rfrDVImyxIfb/EtXm75ot0DjR7tMTm4M0N1a0FofNICrB2JCbGNEFiNpyUkGs+8AGBVeezVoDacEFhOB3AJQsMFerPoONrL3exE9b0DsB51NmtYkfl7BNa+3+SY1VK67mjcqE8Gj5ynpuiGEUOW8aac8UHJ20n04/vbvsU9Ig465j22EZI6S9hJCzX9jCY2p+Y46dqcmuNo1ubUHCddPDXnRPas6KgZGeq0TtGMybl8/GavlosWyXJ5Jk2MjJmdvstmkLCyutowvQctrPO/hGYWgRW9IDE1NWnhZB7gzEEA1s6VcydFRsZ6m82nqZMiIiMjp3upHozpA8DqO0oJGPfu69MgExyZN7Bnx+4f/JSntu1ZQMe2o+mSJz9Tk9clJ+T72jdNpZP1Wz47SHnF+XLruYRDdbNOxPg60dN9vCtYYlVVBNZ9TmC53/iTCKwprmZ/VN88AquVk9kHjRtl/h6B9dtI+CBV+WI/SNXMwfBBqigILFcXT+0oDQRWawew/HOb0SwCa6/b/sgxwZoKgfW0g9l2ptWgYWDVlISBJV/swLJIGFiysh/WV45c6aibB3YZdH/PfLAj2w9rnKPZDrr+IwLL4UjWD81n0YaBVVMSBpYcBpZq9pIDVumrDmDppXcAQmDF2HGlifV8VgasEz0dzPbUZykE1kw7sw8ssJgNA6umJAwsOQws1ewlByy5oKOVKu3FDj8aWjgIrGNNrWB5c6/VLN/TfVtnW16NMZzigcA60czGrOUQmTCwak7CwJLDwFLNXnrAkvO6WLkyyDQuxdYSTrEMM6XbmVWO+dpk03T7wLQinC3NmWU2+5yt2TCwakrCwJLDwFLNXoLAkvd8YuLKZ5aEZMAKGDfae2ae/atRD1I9ONxkdkBmlUmVby/zlcHsy8n2vpJhYNWUhIElh4Glmr0UgSUHcj7TsPLOFBsXCmXH0cVBp6mHP7PuEa+ICixZzh+mTRa+GW3dA1bdcXRJ0Ce15aeOZsPAqikJA0sOA0s1e0kCC+SX7NgxY8b8MCPbso8YE/UQiqqM73wffDB0+iaXFSMasGT5RO7078aMGTctc5+tqnoIRVXmWE+zYWDVlJTS1b+EKhl0a6iq22l6yGaz6MZQVXdegNlsujZU1b2Uhmw2l+aHqgo5+miounk0N+QoUHogVNU1NOcCzBaHqrqBZoVsNp3+HKrqZpoRstlcurU0RNmeE7rZLLohVNXiC8g1BWFg1ZDsoWEJy+Uua/+vI0BNvYgwsH6tXFrASv8NtcMSeoJdFCmbkRWiZNLc3+L3LyQR0qlxECwMrF8r4TEsOTyGpZq9lMawMqndabO2cvwCEkE/huUhwaPqQ5DwGFZNSRhYchhYqtnfIbDOr4n64JWnn3l77Go+ZO4KrJOp37319NOdPlvK/FKdgPVLzpSRA/p88NXE1KPBsDCwakrCwJLDwFLN/u6AtXaw5qn+HPMLdQZWVcobwSMIW+JOGLbAKlsyULd0eqh6BnIYWDUlYWDJYWCpZn9fwKpa8pzB6bPBdNkZWKejHjEoj7YFVqnUyeRv+i1fzRMGVk1JGFhyGFiq2d8VsOhT5lU19dKcgFW18B9m5VQrsE5PecW6oOct9t+HgVVTEgaWHAaWavZ3BKzDvc0EAml1xh5Ym212Qm4XMANr1Vt2C6bFtzBVL2tg7fhNthZ1kDCw5DCwVLO/H2AtsT+mcKYdsKrGNrDTXWsEVkWULa5APqm+jIF1IuLdxuzEevnYL+XnqqvOnjx60us7TKrPqEfW7LugU8TCwJLDwFLN/l6Adc5niys858kKrIMd7XWjDMAq+9yJV2xz/MsWWKVDuxAOrNvUraxfxbvzY5vdeEPLWI1FcxrdDM9ubjQHb44ScmX9ySx8/Sv8nGlg39D7atdp9ZnCO4sB9QfDwPpdACtwPgSzvxNgHXJAkCA8aAXWqocddL/QA+tgb2deiW9WXk7AKnv7CwNFyhRg3aEC63W4Odnykc1Vm1uTD3WKZ68n/8VbVYEepAPLa+fmPAlf4MDadif/+l/Z6U52BpjYACuQP7p359cGxJm2eQ3QFDqgefsoc4vvkZat27R9+qm2bVq3fJYr5n704kc0dYxp91kHs7bActK1AZajWRtgBbbEjhw8ZBw9awpnwDqyaWV61urdRsSc3MllF/8oQ2Ct21eQTXPWlTiudQ0ocQkFWKpuEFgByz9iVmXAYrFd5RlbDqzynQUZji0tndlQgBU4dT6QP58ut0nywKaxvm49Ppuh5ZCqjYumUepy/C9Y067zZ9GkUMyygGS6xK7vEch/37KNqAlY25z2dwc5aQbW4oZOqgN0wDpoP3ylysrLCVizCSnS31cqwLq793wueJ5u15vQB+3YTUTfaxZIffYZGET6M+Zl1L3jm0kqsPqQ97IKZjUjpEWlkwEUK7DOfCuK734MyfyeYUPGU32ERDoCXtQTpvynO0CpPd7v+bfAT82533DQkYNZ2Q5YjrpWYDmbtQLrXKzPN+I7PAD6kPEBAKtqo9+fk+f3+1caWi8lfoPsQWBl+ONnxkRGTl5k3g+cydG8+GjlfCkAVuq8qIkTIyfNX2fbwNHpIrB2J8dGRkZM9lIFspyA2NLUEGKLwNqdNAliuzgEs6nzoqcsiuj9ZGObeonJls+fqS+0+0KUaKI1yQ/5lPLZTT2odV0fsV3zVNrr0fHO1tqqLx/e5GiaHIJZHpBMv+m2UjbJgdGNCBluDjUCa5398BWXwyZgRTmrDtWAdfw9V16J4y4nYO2u/7hhZzAVWILuHMaNpCv77EVe1Gm2Iq3wA3g1grfRdi6uknNVYL3wPrPWlpBVTgZQLMAKAAHmBuS1HUTxfd1BqIE+gpBGizPrCUI7Y4dEN+H7Jt7PERRgCfdt8jSLYgGWs64FWC5mLcAKAK+SA3Jhf5/v63OGJwAsIMAuKL9QzHP1r2OvEQHwn6+idLokTZ8DmSrGpkVSMQ0ezObXR9jJz1xm/OKuu5auTsLjA0NQBbIU+P1xkhTrHdsNdCWYjY4JwewJSuFu3LOC8MgLNvUSyPF+gtDm2/kDRDGBrrAmuXbEeydeBUeILzXHg1TfFoR/Ollb4FcaVPgmv6EJw7zN8gAAlhqgyP6oZ67EPsW3ll/SA2vt/S68MrewfnRRjQwC6/wgd16J715OwDKLCqw7E7SwQSSafU4jtXX1ZGvSWkZeXSHpvh4EVlNOgXWERDkZQLEAKxvSF/k3CRJal2bLIHfhGNaX+KoMX3hCe4fv4P0Q4d5h8xaxcwkHepplj8zActa1AMvFrAVYBdC+Qt04aGP5DU/K8NjlHLzaDuVcvwXcfgMB8FjYLAoEyOeHvE+rkM2Sg7lNOWFqow5Y0kx33bWUStKikFRlPNWeYsAyz9huoH5JmrfZH+9tdgsC6yfgVffIwzb1EhSy1kLTedUsybfSFdYkjxQ7Ractw1PvxfEs4B0ReNU6jX4CWaGtgzVVSkeL4gsDaUK0t1kekArAUgKYTGgOrLoLgfWj+b/UA2u7zSbsmjQxjmFJbro0CKyfPHgldjh3KQDrhNIjCqzfeiFmVWD9d7YW9iDh20nvIGSXFsqAFRh09Sz914PA6qeYu5aMcTKAYgZW4GNRZHDbIios4MFQ6Q5DYK2GV9XGMOj2fJNzFVVVgeqqyvNsREVs+jMOuvsxl3qZZWIGlouuGVhuZs3ACkBnkJ1QutOnkCsoZYgAFonjfoVcihz0p2/YWshkk59CzV9B6TIJXaJl4Ja0VjbJ0YhUCJ7PbzIQWDHLlCzorruWJkqxLMBTlQFrIQbEecUWgJUsxayB/2p2KLHN2ApFtNlPkt+mXpJ3PCzcv1VJchx0tyT5wK6sUC6C8N54Eej4pCA8to/SYQ87WlNkenvhWVFsA8Ca4WlWCchEYPXW1NqQq7ptykVgTTb/mzpgHXrEjUFCewOwprupNjiuAivHi1eiWHrRA2vTf16sdQdeTO3biEyAz19SerWQtz1z403PQjHa8fyNt77C/4MzuYPuUkZOq+c9Wvuv7eMUYNUtyOpyb8OujHp1lWGuCkIg6bvU4ccIIbACg2otM/xwEFiKVF5DFpsN6MUMrL2QvEylApdEBXdw3AGvKBmBdQ7qXqFE/432zQ0GKu+dIrNZwgcF4Rkvs0zMwHLRNQPLzawZWIeAUxtZDKFP6Duqf8SAxY5Grsamia5HUuoPDqiU+Ldx1WVSFt4XQraaLhslsGjRfghW8toiBFaWvI5nQXddBNZUFuCpyoC1FAMWecWWAWvWSQDWUk+zCyg9gvXSy9AWs6mXDj+M3t1KkiOwzEle1Wkpt/qqKH6AF8fFllDLAQiHPeVoTZFXhaZgrBkAa4GnWSUgk45VArh81WunLK9GYM2WTaIB68wLrrwShuuBlWbrfqVKR9XT/WQPb2DtveiB5f+sHrkDL4b3IgisH24i5I61des9dBWpU7zm5ntaXkXqYglZ9GdIYQ4s2uzfP8T0/SNRgHVDcz7L1yuAmFFODrqOLJF3EfIguwFgBQb90TQRbAbWFlLnrMmAQczASoDk3cyu3oWrPDV4BryiPObW0EYwZDUAViuDgX0dcSwagPU85lYPs0zMwHLRNQPLzawZWCsAUxzbI+Bqs/4RAxYfQs8BBOiGpg751eHiisx07E0f8wOw2IT6HsxXhnOfZHmrdPgAtnzYTXUMAmunHJjE86CbrpwHwOIBnqoMWMUswCu28hoAVia2G9M8YzsRgIX10kAc1bLWSz5BeBWZw5KcuTWYkrx0sPLjH4liFH7ufBZrOQDW1y8JTtYU+WnITDB2PwBrmadZJSCTRioBOsnHEmPK4Xpg9XPnlZCmA1ZhE1fVySqwIjxx1V48eNEDC0oFB5Ys/4G1sOQPyQ1NgUTpV5OHG6RD8blOcTGYoABrzBWs0Xz8NQVY1zRMOLpj4o2ETJX3E6JUo3VJjFzdkAxhN61Jq0Hctk7MwPoYNYwGDGIGVjQkMC/WQ+EqOKc4HF7RJgas7nBlSMv2bWz+ewBWY6GFNhnnYJaJGVguumZguZk1A2sRYIo3QCLgynBcAAMWLxfrAAEHdD/oVwd+tvvZD51OA2CthDdWtSoa8pWxg302hsqIAF5kTsYhsPbL8lxJ8tKFREiUlrGAiV6qDFgnWYBXbKH8JUu7WUc3xiu2CwFYWC+NkrAFaa6XsMnFFFmSM2BZk5xJVWfx9WN4kf841nIArAixkZO1oKDZJgCsNE+zimTSMcYA9pMIrFRToAasuR68anpOA9aJdq6qjY4pwCpxO9delVOXALCmqMCqz6EiEcI6JF0JYR43PUkL9jiZAyv3ita8xjmrAOsjVh0W1Sa34cB5Obd1J5kny+VK+W5Nal1Nrk8x/qwJWHv+0LZaNhvQixlY30Pycke/b+EqXg3+GN7RLgas91ntopMX2+2f0P6hRv/sl62rMnEMq1Whp1kmZmC56JqB5WbWDKwZgCnW7ZOnwpXBr5UBi89WbYSyrWsLnFDr29M0ncEgkArAWp656/wG/wzIV4V6MzKdeIohgHdi0K0hUjosV0dJkxd56aYDsEpYQIyXKgPWaRbgFVswmwwxQGDNDMHsEayXvpQmn7LWS73gntU/LMkZsKxJzmSJ2LOYXZwbhLUcAGuCeL+TtaCg2fsAWDmeZhXJpN8YA1AYsHLMoSqw9tocpmqQgbrFz3ZrDXUyQN2tYWwIvHrt/88sYcnnfc65PPYA1nQVWPdyYE0nt7LbCaQu+5ykfOZyYHUhY7m6OuiuyCeEHC4kRKlG7yTp2iNoYS2+hly33PCzRmAF/tUAJ7MdDKCYgfUlpC8f3xkPVzPV4J7wjg4yYA2Eq7H6b7RtUE95iX2DyVWxjiZ317spOZhlYgaWi64ZWG5mzcCKAkyVsavZcGXwEWPA4pHfCmXbzoV6g1+JJHYJE3HsaDX04aT1ep2D0kqZIUB5JQxYx+X10tSjSV66fgDWcRYw1UuVAescC/CMbRoA6zgD1rwQzB7BemnEVExRU7105j5BaBI4MvqF1lgAjzJgWZMccu+eKS9/ofZLWS0HwBopNnOy1j5SyTP4JhsBsNZ6m+UBaXSy1bmLActy1pYCrEB3D14JGzRgzXPXbLBDAdaRl0MA1pAaBZbDopWif1/fHafW7ieaZOkVLhhY/H4euYV9xpMb2acCrLpEGaEwASubkNxfCFHy35/IFu0RDrovuYZcs1j/s0ZgfX0L6wU4GEAxA2sgpC8f78JGerQaLMJL2seAhedRDtN/Q+eHNUgJepb5YTUeoB2P5GCW/4smYLnomoHlZtYMrHGAKd6FwM7hIv0jBiyebOjXYLNS6LhfdY9HYCUxtwHo6UmGYbPF0Wc5AhQaMmDtzYlYclb2e+mmAbDKWcA0L1UGrLMswDO2yQCscgasBSGYPdIDXuI09lVTvZQKt//e2Ar+PoNJzoBlTXK5Hyufncfzd8JqORx0Fx9ysiYIL/FKZKACrI3eZnlAMv1GF6AIA5ZljZMCrMVevOoiB4F12NX7QRA+lhVgzQuBV8DfGgSWw6KV2Bu686mK5hqv6hkWQvxKYM1XgLXUACzoCPKpPxwg1wPrECFFgWsJn5EOXE10Q6zMrSH+GnK1vpdnANaCOnzHQwcDKGZg4Zoo3smYDlfBWvFJeEnbGbDGwNUI/TeaCM8N+PYd7o7HJ6qPKo6jwsPFHmaZmIHlomsGlptZM7BGAqb4K10OVwbKM2BxR6EiKNvWQzMDq/3qHHxaEFizJEnSV2H70D2LISCJB5xV/bCi/H4v3SQA1kkWMMNLdR+LLQvwjO1yANZJBqw4L7MArDic9B8VhcN5pnrpe7htj9gRnsckZ8CyJnmZWkJ7sAY9q+UYsNo7WQP5mgXhm2wMwNrkbZYHoONoMEAVN2CdfUzwENRSgOUxOt8Yq2IGrPdDAdbWmgSW/aKV74nqk9a62Qy+ROZzMt/wRU9g/Z1fhASsiqCDbrkRWLvI36rl28lc5dmfdAvYuOPo0mvJlbrVU3pg5dZVl6jaG0AxAwsXRXF+LBB1TXNcflXAgBUBV9/pv/HmMmycHuiGL/J7FrL9k5+mM2AJ3T3MMjEDy0XXDCw3s2ZgDQdMcS/LNLhKgH99nSKHGLD4FFqxbSfroMozWU4BYBVtBn0/Orvr1wDHTcKJOTtgAbK8dJcDsI6xgFn2qtPj41N5bONYbNl3vWJ7fCkA6xgDVrxXDABY01oIOIYlTSkz10uf4dt8rqAs8cEXIaFXM2BZk3z3j/Nn8CPeh+Itq+XkdDrsk2+crMFnE9anxzfZlAHL0ywPYI6jaoAqbsCa6sUrtk6DA2ttPXdVBgcE1r5QePVWdQ0Cy37RynTyqXrZappy8UwLY6/RA1izyZ/YZ1WdUIAl30qeUv8VBNZcddFBIsbkOcIdTtJJR90vcGDJy64lV2g1kg5YW24JOsvbG0Cxa2HxZtlyuFqgBmPey2HAmgZXETb/73FcotVXvdtDKRvhPOxuloldC8tB166F5WTWroXFWyPZcJXGJwSZHGXA4t1FXN1SbP7fqpbHzopnsgM6WcukQ/KZzX7/fMhXqzSlA1Iu/4ACz3UZsBgpmFh181XdHQcQWIfYl+fYm41XY/uzxGLLUOMV200IrEMMWAmOsdWARbHVM0TCiUNTvfQu3DbA9mkutrCY46hNkjPZ0BULKQ6dslqu0k/Hn3C0hnmE5VJ8kw8wYHma5ZJJvzMGsAR1Blblo7bo0bWaWEJyYHV2V32OzWggsFLMcLKTGTW5vYztopU91zcI3jRTarAsYlzO4QWsBELYqPMUEhKweqoJ3Y8Ba3pnxYx4O7TPf1I8r4YR9BI9rZTvf/C1hPLyawmZqP6sBqySv2su8EYDejED6yNIYJ6vl8BV0MkLd79OYcCKgStDf0qVsYKyNgdlD81Asgmqc7WDWSZmYLnomoHlZtYMrDGAKR6SAVdr5AqqECCjWnMcZeuHLQeeF8eq+ag4GaqEAAAgAElEQVSkHIGF3hEHKI4K6ZzHkyPZPOOBYJ4r4WNY8t5ofm/VnR9UTUZg7WVfnmurGlwmmJEcyWLLUOMR2x0UgeXPX6V0Ce1jqwHrCNZLn+M3T5vqJWw/92BXWAK/ZMCyJjkXJI6IE5JobcWENLrTXMtp1nChPHPnwTfZjAHL0yyXTLZQWjROfLoAa7kHr5T4MWCtdNe8l/8oAsvbCUsUOx6uSWDZLlrpQiYFrzvy+eHAo0+ZvukBrI2EfFAFIHz8Vt7Zi1ZANV0B1VJyHWuxUe5ysOVK8jdoK1R90+4GdCQp/y823hCIroNlrPzPzEG9osFD0KGrvldZj34Pqcd/KvE6EuzBZqkeDIfrP6ts9zC/0GjAIHazhOnsahZcBb1+cfw0jgHrex2GDII5Yoh6A8A6ju9WzU8OZpnYzRI66NrNEjqZtZsl5Hk5Ea6K5UMqAjbzMSxe8HdCQJnpPzufpmaj6KpCBBbLKdsQWFrMyyOiF6LM1HQZsEB3Iw+w6AZ5FV0WgcCatRAX0ETZmo1TY7s+Ipp5uqNqzHL32Bb5lwGwlrDv2ceWWVm4kJUBABbWSwyvB0310ttwO5RdvQkJ3ZcBy5rkXE5iKS2WeS03XPTT/eZaTrM2Ts00+CZbMGB5muWSSQuNASguwOrpwav2fICaAetdd9VYbhaB5bJtX1CwvVJzwLJbtPJz0DFck0Ri3obFA1iBhwi57cnbW5XdTlhHaSjhO+t9rRBlKeHj37GEsFI98QpydavX7nmzohaZArddaveOSRz/VHMeO3+t22jl3ldux5Kyi5AHMOx0LVJbcQdFYg3hy/a/ISQNP0+20CYLxhoNGMQMLNzolTfIo0WxQ3DFKo7BSgxYwwWhvt5jOthPXiUwXxuOS9zArwW0+1UDDmaZmIHlomsGlptZM7AWAqa4T+Ein6+/YUMABqxidrnd77dsYlUYp2ajFHkNjmGx8nQcm0Ja8ybfnOVS+BgW6J7lAc66KfkSAksTR1U/BmBs57Lbhe6xLfHjoPui4Jymi1mZAQtLNfo/SEdN9dIAuB3DrgYGgWVKci1FX4dWBd6htSd8uIGfozV05WSDW/gmWzNgeZlVAjLpTvV3NHEG1nHXdTaCcL9SMhBYB911lVW6DFghjLl3QpbUGLBsF62MInfLcQ/XvrtLcVCv+sEu5q96LX4u63HP9Y2/OQ9IvOL2yKF3XU3IzU3lkXddQ0jd/9nLgPWn/9k++e5ahNz4P5jGm7o0qP23UYEqQmrdPVne0um2a/7yQnA5+7Zut9S662M+w/dKnbmyPPPuG+Hd3HQ3H55MAmL9ZYccfWsdCLziz7fukAfqvDG+NRnQixlYaSJu34MyXBQHBYPRLaU/A9YbgtCBBZUUYFFJ9OlUGpfJ2+ozTACwztQThHc9zDIxA8tF1wwsN7NmYOUBsHgneaLP94PhEQMW9/co8Pt5hj9zQkXxKerPCjZMV6HjKGuQnJolSRGao956CwLOM2Ch7mQMcdNdbwKWqyoDFqfSUo/YMsfRNeosoXtsEVisXoLYRlaY6qVoePA5uxoHSd6HASuY5Ae3Q2W5u4M67HqugyiyqT+09mI5AsvRWiJcsfU1+CYfZ8DyMKsGZNKf1d/RxBlY8e68qq+6xyOwXDbBAnlJZSQCq6c3sFgJ/RXAknAPRstmrbaLVh4mYu/r29wLJAmOUk6+usj81f/l9jLVVRe097qHnD3/K+2ZgXUUkrg3WqrsIoqas9JBeFNPIrAqmiiDDl9zF5o5gurc008QoPF7SuiJ3wZg5QhCvQ0eZpmYgeWiawaWm1kzsMpw5z7UrRps3V4GEMB2g6vOUDZs2eH3r1baLgV6X6cN6NbA2rCHp0oSb92dOKTraAdHhY5G7ENggW4ly4JuunxpThofsfdSZX5YK1mAV2whEZLB7HHuhOEe28MALKyXfBCUYK6XcC0Nr31w+5c3cXuZYJJPFcX+5fIZ8UslA26AJhKb3UBrH7Itkh2tzYQrhn98k88jsLzMqgGZNFf9HU2cgfWFO7CCK9wQWJ3cNB8JelIgsNx3GkX5gI2Gm4G13QtYtZTGhsHlUXZYtPIHctUoqIyW1SYtlHf7y5/fN6fC5XrMF248hNkgTxS7lmvBb8G7SqfF6PPXFEdN1uLLGwUpLzzEZyWgR9gJa/DH2OglAOtFQfjB0yyKZT8sZ13LflguZi37YU0CYqHT1iaf71NjT4IBi/k1HPb7M7BIlWEvim86dwyuNNOHcLcGdCMJ5EdIEku7HEmar7VdggiokJYisEB3L8uCbrpQhgFYM1iAh1mZA8u/EwKSvWIrrwVgzWD7EkaGENsjWC899pMklZrrpaqWgtCcjeZ+3Q6SPA+ApSb5NiyWsbj7FQdipU8U+YYJCKym/fx0XN8GyiC71RoQgJMW3+SnACxPs0pAJp2o/o4mzsByhZAwKFjZA7DONnLRfFjzIkFgfejFq478tZiBtdMLWLU5r64aY/pf7BatnCLkDXbxFVFG5OX3a5k81OTLFli7Ooni+yfkMqg79KtIt94rCMm0+GhrgW+FypYuvAl5737hgcg9lcWRjYRObPj3TUF4b1NFMQWyfRPwNItiAZazrgVYLmYtwNo/yOf7+pRcPtznW2V8UkbT0/3+3Ar5/Aq/n7XC2VZ4bCVLYBW0XjTVQCYASyqVK7cskaRoLPkHMX9pm/Xixn58Kdy0KOaHVVrNRoXcddn2MlJpiRSCKgALYps9UZqY5hVbtr2MVLrT7/eOrYR7umO99IW02lIvyePhE8lW/Vjj9qI4ha4IJjl25sT/QGkRxVFFlRWF/YEz7MX7RXSzeiaNDmsLfa4R9tYEYar2JkfRhFWeZpWAdPqNaFmekoyF3LS6lgOrlRuv3te2bQVgFbhoNtft8oHAGuUFLKWSMQOrmFzld5W/E8OSu+NKi2ur3aKVEnVLnSOEcJfMgiv7yRa5TIEl53SGeuHT7mIHozNMQmMhkX7bTKjP9zfdhQOTmNdeV15lk+95TTkSbxr2pcltaShmZbs93R11rXu6O5u17um+HvqCAyd87utvZhsAqxQYQNdk+mkxCzmNjRiWxxAG+3S6eXS5JE1aQVOiJIn5k29FBGjeInlwF8OSYhkAC5SmzWObNbjrcmDNZDuAeqkCsPZAbNOWpXjHlgErNs2PsV110jW2AKyd1ZuhdfFQsmypl+RT7QShRZEcgCZRl86iRJOCSb6/o8hOsprCGhRw05s3cQ52EJ+tJwj3pdEhDQXh8XEO1rqrsMh5RRxNk7p4mVUDkulPxqbUjsSE2EZYqBtPS0g0LDNEYN3nQqE+unkLAJbLEp5W+ulLBNZ8D16p+9/8b4EVxXn1pO2ilTOEKFOwN3OPhOpWNg2syxZY8sGYPl06944wD9qVfJVMBzz5mUqBxMdbfIt5bcsX7R5o9GiPyepOH/sniP9o0GwopVWm7zuYtT01x0nX5tQcR7M2p+YcjRv1yeCR8/aYw/HUnDPbczPSVxaqOb10ZVYR1t8BaHOl6yfi8ii0baSIadFSBG9+H0dvdj5Yd7akpAB3h5HifobMlBOleLpP9NYFYGVPVHoD01mAsyoAa0fRiqTU1KSF8TzAObYbaCbYiZgCX5/nX+MaWwDWtMjIDwEuDTtZ6yV57zOCUK89gOzdMwdjptLlWpKvfPf1adVQvc8b2LNj9w9+ylOGUUqgvD5ZH/d07yXUe0T8xskaU96dmRn37GOjaFL7QfMzT7mZVQPSqOmVD9VNMxHDq0dgNXam0Mf6nArAcnaJf1y/HzUDVpHY3o1XY9RI/2+BpYndopVbFGdSWWAeBvIUYtPAunyB5Si/y3MJK6urDY4DebTgRPas6KgZGaoXf9GMybm8b7JXG4NYBFkqD1pYk2ImRYWgC8BaaQxwVgVgTTYGOMd2A80NNbb5lE6PmZ2e81W7Jo2t9ZIsn5/RtWXD1n3S8cshn0tY8lW7VDrQw5rM+4iCMJAm4EdI2eECzyX8pyOFvjf0KwFYsU6anY2T7AiswAeuvAqisOaAZbdo5RHyJfsM1CLYBDz+Z7sGVhhYbnL5AMssl+hBqiGZvYwPUn3bAUJNTMQHYDn5xH9pepls8bPT2hxseEVo07E1ByzTqpdtiNtYZc3LBvIM3vYhPe2+GQaWi4SBJYeBxeXiAJZDP+8Fc9YDYO201WyWaDbLgFXlcyCW2Em/Cq7mgGVc9dKUYFe74u/crf3V63BOsuBKkmf3zTCwXCQMLDkMLC4XB7CO2e3Q3mC05eQz9MN6yka11yGLWb7j6N5X7Xn1vuEkxpoDlmHRSomy6iW79i30fOnH1+F+MtWtSBNbl8wwsFwkDCw5DCwuFwewTGcM3oN/utjkOwTWIguuWlmaV7IKLHlTFxtcvRxr3Ky4BoFlWLTS7Ubux7Djtb/+8Y632TTEQkJ+sv1eGFguEgaWHAYWl4sEWFXvmSD0bJKdLgKrupdR8+GJp+1U1XMJf37HjKsO35r/5ZoEloecP3vGPteFgeUiYWDJYWBxuUiAJVeOqq/rDPZINe9bwoXt1nDmQx2unp7hcLJD8OTnc1M76XH1+iSL38z/T2A5ShhYLhIGlhwGFpeLBVjQlxrQgiGo+TszrCNSiihbJNPXmeNWk64TtjhpasCS5fLEL7vyruAHk9bYvfMwsGpKwsCSw8BSzV7mwALZv2nTtl/cdIPHfJ3euWnTHrPzs0F0wAIJHCwqKip1et9hYNWUHKIZq0IVSrNDVV1Bachm02nWb2M2M1TVlRdkNuQEy70AsxkX9B5WhqqaSdMvwGzOb2N2RaiqWReQYBeQGXNoZkGosm5dyLG9kMyYRQ1O8mFg/WrZScMSlrBosva3MbvZUOzCwPq1cohmbQhVKM0NVRUqwJDNptOcUFVXX4DZDLoiVNU1F2A2k2aHqlpA6fpQdbNoZshRgEL125jND1V1BU0P2Ww6zQtVNfeCzIacGfNoekmosir0V5Z/AblmRbiFVUMSHsOSw2NYqtnLdAxr7wVkxg10m8OTw1vXrtyqTyHjGJZFqkpyE1fuVW7CY1g1JWFgyWFgqWbDwHIA1sFF/3mD+yx0HeFXvRzcgLUrosu9bEay9UiWqGFg1ZSEgSWHgaWaDQPLDlhVOZ930PtZvZ3EV744Aqsi7hX9IsRkOQysmpMwsOQwsFSzYWBZgVVNe1kW3gxnu6Y5ACuwqK1pxWJmGFg1J2FgyWFgqWbDwLIAa+cAu5XNfdGXyx5YBe0tKxH/cSIMrBqTMLDkMLBUs2FgmYBVNbuj/V4Mvgp7YJ0eZnemYeTlA6wdIWe930jCwJLDwFLNhoFlBNaJofa4AplhC6xN7WxwJQgvXR7AOhHxbmOSrd2XfN7HYZmlfOyX8nPVVWdPHj3poCBXn1G/u++CzicMA0sOA0s1GwaWAVgH3nPklfjKIRtgTXU4IKzBucsCWKVDuxANWEX/vr47O6ngxND7atdp9ZkBTbepm+u/qobMaXQz3N7caA7eHCXkyvqTWfj6V644yzWMds6PbXbjDS0t5yKFgYWCwKp2XWImywFli5FfBawq+60BdGZDAJaqGgRWwHbXE4MEgRU4H4LZEIEVoFPpkubto8y15yMtW7dp+/RTbdu0bvks3G4eC/L9OD+dgRdj19qZMsrFBazdbzjzShQnWYBVOcQeVyB7LlFglb39hYEYZRqwYm/ofpBdbLuTo+mvW3WKd6jAel0LO3s9+S/eqgr0IB1YXjs350nQOWtj52TLRzZXbW5NPjRHCYAV2BI7cvCQcfSs+ZnxQYCm0P5Nn/h0nSmfmrIpKOZ+9OJHNHXMcTdrOrEBlpOuDbAcVAP5SXTSawPiLGU6kD+6d2fTgzJKh736SfKMqJj562wL9tG8+Gh+zD0Aa92+vMwMmrl6t7H5dHInl138o0wB1u7lUyIjJ8cdt7GqN7uWrkydERkRMXGuZwwYsI6sTU9LTfKMAgJrd/K0iVGTF7ubhWTx08FvfRIdt8qQkoFNY33denw2Q3vpVXmiMIIug2L4xA6jMd2mnu3hNgYvHnwyjQ55plUDQZjiahYDnhtGE5p5chDk4OgXmybSAU1D0MWAT2mq7staHPLfn2FJEA1Y+115JfaoNgHr9GuOvBJ2XKLAmk2I4WyiyiCwvifjlbA+5L2sglnNCGmhy4x3957PRb9Zs0Dqs8/AINKfcTCj7h3fTFKBZbTT9aaj8PfYTcTcii2la2J9vhHf4Tnupj03zhkenOojJNLBkPhN31tsOGPZlE3lPf+Gq/dpsnB/orM1vViB5ahrBZaD6plvxSV0JuSr9/Ya9eGB+O7HpgeHKX1lmCRNnytJ0gybllbFNHignDKcR5MX+/1JCZCpVhp6ZiXGHLeHAetMgiRFTw7JbKJ6hI2XKgDrxMYQo7CBrkySpEkxXmYxWfzUJ4rdRkvRujx6SN2yvJt6+Oq6Ps0F4Tu6/LN6gtDO2DX9h5YT8PDB6YJQ/0lRTKPDRPH5xvX0p8pbzELAS82VU3M8OCjL89AnM5H2D0UXA96jKVqAKgdGNyJkuCVFgsAqe9eVV6L4sxFY5S8780rYf4kCa3f9xw0bVgSBNZ18qoa98D570pYQ3fHE/FRLk7TiZ2UAr0bwdtvOxVVyrgosg52NpCsL7EVeNBkppYk+X3JALuzv831tGEILxOofBPrgyc+R3SH1H+g3RD8qYcqm8hxBAZZw3yYnawaxAMtZ1wIsB9UAlL9UumltB1F833AqPT6YG5BND2ZDC0uS8vlByDMt+3zL7HxTfhycnE5T/X4gWyzkqlz929xrzHGnGLCWSdL8/YEQzGZrwPJSBWAVhBqFDdTPTrSPdzeLyfIjpT9Csrw6Xpp4OKigHQrTiWMsQnxSEBpJdLn4qKCcZh+UJ7Sc8I7Mjk0FXj2SSvvA15/z6TUtZiEAODiMJv1L8OKgvFgQoMGWRgcI3rosQAHWm5ra/qhnrsTux7eWFFGBVfWJB6/EJAOwyq3eDJo0rLxEgWUWFVh7rm8QbLA35aV3HSFRmuKdCTbfbk1ay8irKyRdYBBYBjuDlJMWp5Happ5BKZ3vY7yLg1aKX/+kwKd/AF2A+1NopA8z1Iu+kbq8b8qm8hDh3mHzFiGwhIFO1gxiAZazrgVYDqrZ0IzCMaxJkLEWGn4LHqC+4cHuvpRKEmviZkMBtgy2HI1IheD5/CaFUn8SlvMFkK30K1r3GzIc7vt2Fg9SjS4PySwFYE3esIwTy10VdKF9hQHLPaOAJz/H0s1+/2xXs5gs6ZRmALfEgZKkpWSk2Ck6bdl/sIDyLsA7YmNBaInAwqMa2hhGOJ5vcq6iqipQXVV5Hlv1ccI/AEif+mnEm/D1yXpNi9lIETJWy2k0SXzYi4Nl9+NVm0w6mwW56vIABVjvqEoTmgOr7kJg/WhOkSCwYr14JcbqgXWmswuvhBcuulnCE0rvJ7B+q62ug6jA6kImBcOUM1srryVjNMX/zpatwoAVGHT1LH1gEFgGOw8SfvLwDkJ2GY0cAmCxo9l2+pSyr0gA+lnag+oXBOGpFFpwDl99E59PN0Jsyqay2PRnHHT3g2JbB2vGoX8zsFx0zcByUA1Any8agbVFVAClf4AX+geBT0YjsPC8JHk/nrxsTCE5sGgRBnO+BZIAF4XH8yOlqZCtcnRqB/3pG7YWMtnkp9h8Y8BKDskscDBRyoL6hZ/97KrKgJWIAUs8o4DAWrjmuN+/1M0sS5YFlB7BZOn2kzQzqDKwKytoiyC8N/tKx2fhvc5OAGC9hEWxRG+vfXOD+eVCD0ztDLrf/BosZiHgaWhgFQGwPDnIhsaEYZl0Hbtw1eUBe2iGFgDShlzVbVMuAstAUSYKsLZ2cASVKj/qgFX9jhuvhGEXF7A2/efFWnfgxdS+jcgE+PwlpVcLedszN970LPSJdjx/462v8NieyR10l5Jq1fMerf3X9nEcWD8TUmq2XnkNWazd1S3I6nJvw64ci13qLGCfCKzAoFrLDN8LAstgp64ydlZBiGma+2cA1kamCL0q31HtwSG41R7kQ7J3TaPF8rl6cPWub46maMqmlfdOkdks4YOC8IyDtaOGb5iB5aJrBpaD6l7IT7kIrArMdwc1ffaAJYTuQWqHrQisr/C6CnlxwphEW6XDB/BAd3ZzJhlwAV2mzVIE5itdf7PUHxwVK/GzXM+AtTMks9XLAVigGpgkealyYBVhwGLPKKwBYC0+CcBKczOLybJyIgCLJcuY4GCZXNVpKfsMvCqK7MDh4+Lr8P7zCgFYIs7hp+rttW9lML+8MUttANYR0fgaLGarOk0CY8lFNNmbgz0YA5Iz6c6mgpcuDzDPEn7VC1J6NQJrtmwWDqxK1wOduYzXAes7N1zdI6RdXMDyf1aP3IEXw3sRBNYPNxFyx9q69R66itQpXnPzPS2vInVxVGDRnyGJOLBos3//ENP3j4QDaxS5W457uPbdXYo161tIHR14bmjOp/x6QXWyiyhnvwKwAoP+aJoINgOL2akIEvE6ssSonwXA4jAbAUVet8vYCrjVHoyGhH8jnUIE2yC6fNM0RVM23dcRJ8QAWM9jzWJvzbiZmRlYLrpmYDmoJkB+2szcGnDkVDdRwR6wK+3Bidd+LENgjWB306EEGxuhZ2OojOWaJ9xh7BLCfxiYLCVBvtI5Ahzyq1NWFZnprONdisDaH5LZk0kALFSdy4DlpsqBdZwF5HhFYQUAa6UMwPLHuJjFZFm9EN0aMFmGY1OPS+lgxeBHoshGKHaK78P731RI4SvYNTP0t9u3MdiPb8lSG4D15QvG12AxWzoYgZVXRFNEsZkHB/mh83kALL5mz02XB9i6NeRjeVpiCebAWsaPbnaVaA1Yy+u5NrAeOHdxAQtKCweWLP+BtbDkD8kNTYFE6VeThxukQ665TnEnmKAAa8wVrOd9/DUOrIeJ2Pv6NvcScqM2zv4xt6TINQ0Tju6YeCMhU6EybkiGsMDWpNUggxaKGVjMzn5ClHq4Lokx6i8FYPFqOQKK/GrtwSK41R5gNn2b+WHhsPsrPl2zzpRNuQCwGgsttIk7o7XVBl0zsFx0zcByUI2G/FTEgIWuyrqhUfaAXWkPfux0jAFrJLtbAiW40PAbdOIpVq55o6A4DXCBxS1OWgr56oAubn51YG+7n/9GAQLrcEhm5XQAFqhWR0mRXqoMWCdZwDqvKKQDsPYxYM10McuTBYGFyTJkssUvtaqz+PoxvMh/uR+8/12F0HdjZDH0qV5st39C+4ca/bNfNuumFbzFzGbQjQ2eMb4Gi1mo7JGD2CV8vbMHB9kQlrAJgMUPPHXT5QHOwEq1BDNgnXP3aOAyPwiskgdceSUMuegWP09RgVWfA0QihHVUuhLCBnt6khbscTIHVu4VrXnH+ywH1h/IVaPOAdZrkxaqg+GeP7TV+xp+xBrzRbXJbfBRrpTv1qTW1eT6FGOsTMDidtYRongi3ElM840LAFi8TE2FIq97sTPgVnvwKqT7WgYsRFd7n26O2pRNld+lfqFVoZM1Y/4xA8tF1wwsB9XvIT/tZ8DCUeR4TZ89YFfBB9vEWLksOIYl43j6ev1PHIQWCivXPANVZgIu0IdrPuuQ6fojJ1QHntM0nXGjKp0BqyhvxerdiR5mZT8ACxpu66Wp8V6qDFinWcBGjyjIaQCs4wxYc13M8mRBYGGyDDH22FGWiD2L2cW5gz3h/R9kwHoIrsbqtdo2UFsafc9pqZ1BvxN6Gl+DxSxUrMhBAFbP4vc9OMjH1Xdl0iLOCTddHvAlTTHmThQGrBzZLAxYy0LglZijAqvqFQuiDFJv+0UHrOkqsO7lwJpObmW3E0hd9jlJ+czlwOpClPfMB91PEfIGu/2KKGPjcuBfDewcrz8hRJtxxhbW4mvIdcZ/zAgsxU4hIUo9fCdJN5qcBcAqY1ezocjrPKei4FZ78CJmUwasgXD17Ejd2zdnU5SKdTS5u95X0mjNeI6uGVguumZgOah+CfnpKAPWeLjShpD5A3YVfDCk2wkOLD7F7YcSrHd2kxdHn+XlWrGOwML/M0aKg3xl5229wc//n8N+BBZl+W+ul9k0ANaJYzkRS856xoAB6xwL2OoRBTkFgFXOgLXAxSxPFgBW9Wi4ijUZq9wz5eUvgh6aIrzofaxL+Lig7/TLBp+CQXjPzWbQtxuMMr4GG7PIwbVxNOUky2BuHHydXR7MpNk80JWZLIDPEvY1esgwYBmb+izlAFiBPqEAq1QF1iR3XgnvypcAsPj9PHIL+4wnN7JPBVh1iTJ8yoFVog7+HSFEcb39+hbTZB6XbMOYOQ66L7mGXLNYr2IElmLnF0KUDPwnYjpnbQoAi7fKsXu1SHswDm61B5g59zFgDYOrdvqBJXM2BXmW+WE1HrDPwZruZ2QrsFx0zcByUB2I+YkBCzs70Zo+e8Cu1AebxLkyBxaflM2CEpylfUHeh+5ZrFwrBwUjsHhJXwj5ymZR0XG/4nW/kwErieW/WV5mU1Q/rChP1X0IrLMsYLtHFOREANZJBqw4F7M8WSiNk/rB1Ud+g/94P1Y8O49XRkGfhPe8nQ26++BqhF6zifDcgG/f4V22rcHUBmANNL0GG7PIwRdG06TO4wd5cHAsu8rNpF/yMFdm6v2wBukVObCsy6EQWIXeA1ii+I66NGefzlnVTupjR+MSAdZ8BVhLDcCCjiCf5sPBcADWGaJOCN6seLItqLPB9icPGTzlmVtD/DXkan0vzwAs1U7gWsJ9cAJXE9N6sUgAFp+/WQ5FXse+kXCrPUDvmO0MWGPgqrvegjmbyvJRxXFUeLjY3poBsRZgueiageWg2hsyVAkD1nTR4AHEHrAr5UHgs26nDcDKhRKsX9gbNwkHr3W4yABcnIJWjiSlQb7Su29zCaz2K64thQxYJZWlmX7/HC+zSTrHUQ/VOATWKRZQ5BEFeRkA6xgDVryLWZ4slLi63lAAACAASURBVE6TPoarD6UpZZpemVpCe/BGemt4rwUIrLERcPWd/nffXIYN7wPdMCd8H0xtSt8uMr0GG7PIwWdHY0/zCQ8OHn+QXSXS0RwIrsxkAbE0VZc7FXEB1tRQGljRKrA+8mhgMU5edMD6O78ICVgVQQ/bcj6GdYvi1ikLZApTq+uwFn4X+ZtuZIs7ji69llypWxKlB5Zm53YyV/nBP6GB9ZGKFMg/AbC472EaFHmdf+pwuNUeNMdsyoD1DVyN1kfKnE1lefsnP01nwNLIZrRmdIM1A8tF1wwsB1Uc7d3OgLVANPRF2AN2BQ/ei4qPnz0C/uxgwOJlby2UYN0SgwMSa9Jui4+PT10HcogB64R8OEJauNO2P3ZwcWxcPBM/A9YhaOD6/fNtzeZD6BRU3QFNoUQpY1W8Aiyr6oHpSgzWbZMQWCcYaopto7AmVonCjuNLAViHGLAS7M0yYPFkoZSuwWEnnzYfCbL7x/kzhrMiOpTdI1lyVtPln5yfBlcRlh8HomBm6aum9plU+p35NdiYRQ6OikVgPerFwUUKsLgflrsuC9hL03W5UxEXYH0UCrAKFWBtcZ8hFJqzIYiLDFizyZ/YZ1WdUIAl30qe4t/bwYH1CPmS3QZqERw13XLL/2vvvAOsqM7+fzCghOSNEjTJL2qMZagCFhADGiFAfEUlMogUW8CGWOMiWIKADQFjQb27y9KbsvSlbJ2zhV1gQcqCNKlLkSJIlbLs3vk9z3Nm7p1yZ+Zi8A03nu8fu3PPPPd7Z84585kzZ86ccYxrn2o2qzKjT/DoJrD0eReyatGzlwVYFp+7GQ130fNZF/yXkmRoPbWwxDl6IXzOi7pj4yW6oiVWUwRWZa+gakrawTmNktkf0y3P9s1YLSyP2FgtrBiheGovI2DBlYs6PRpPK2gJVrxjtmfKLcBabR8Rnp1CD0kvNuvRAQLWwappoakn8UGYbc5sqCweb9oKYOFNzKXUg+S2nRbZAmphQejONPrsDv0mw9yEnBQE1kFCTexNmBCxXYPA2knAyoptG2lhlVGnO+bXy5DmeGa8jF7ETt2qdyMsJvLMIzSC095WNoQXbU+auR3K5UudxRDDljiI47DUOwIr2G2w0DKPlwgiBFfGnbzAnoDyBtb3wYNGVfWFsAGsZwIaWGK3zzNgLWCMepjHsriA1cvMqRcEsMaLhwL1MnYXnB/K/2Abur6jRJ/YzVhWr8Tehe+N4/tPxtfmX8hYqhkeBZbV5zNj6NYghuMRjr1s8Oq1M/ooAJZ45K8AEr6M/u778DG6AtvpOQCs8Bf3BVVTsdW8AE/AyvKYbl/avugElk+sE1geoXiKXELAmgNLlpFqtIKW5qhdPzMO609feQ+B9WL//ul4my4Uim7OseS0GaBZZjUqqKI+rP08lH6SHjW2jIYU2pZt0iJtBQELOxG3ELBcthFepVXq2QAsDF1NCa7QGVPNTchPSUNgZeCzNqPnxdqEjRHb4xwvCXOXLYGwmTFtyWXGY5QtCCzMrzcgzWk6XzQqdNE7/kyIQ7390FK+9mCFbuVTbuc0zeW7ncUQwxY5mLOZa6r658AKRrGFfI4gQnBlxGENtgSUN7A2xNPAyjMm8Ntez59XT4vbU+cZsFYz9nylrk9oc7m42EszQDXRANVcdhFtNxfDC9ZewH4P5/nKoe1/SSNBKv7AaFKqhy7apOv763UwZmaYBiX5dXP2rH7sF9RbGk6rjQdnVSPjIfPrWF3x85kXschkD0XmCAabz7HLqLe+ov4teEW4wmxgTRR3CUWxZULCtug+4Q246IrukPezAFi5Sd2CqikJgHUIy2t9TLdtti/GukvoERvrLmGMULw9lU/AmgJLlikkaQUtTVGfNo/rgeqzCKxn6Lm2UtvRukxETDKr0Vei030x8krHS0JLZw/pdMEs0zZnLQELf3033SV02UaUI+4SYuhJSnCHRjahKESXhJMpNT3WJsyJ2G7V5gOwZtL3/LbgCcoWBBbm1xBIcY5sOIoHKeUv3nS5bQJO4DdYUepZx85H7hwvUcToKMztZxUElqMYYtgiB2dt5oWq2iqwglFsIU8RSAiujAgsWwLlgCewiuLg1dNnDGAN8+fV7cbN/vMMWOFbGLui7ZUtD1/JqNk5kIlZ9IYY9JjLRF/3eMboCE6txqq3fOS6xypqik6rhbV+y0/ve+miaVCEzVlEH+j6p+xncN7tXqvP6MwRdzajS8OtjN2I/7+vyWoZw0GRWAPEY/tDGaMrI4ePVvMKfmbnA1e6bj5mALDE8LmZSUl9LY95zAACRFf8EzI/VMDzkz4YEFBNBS5xAr/milL/eEw32wQKLmD5xDqB5RE6Eq9AzLuEnS3DIEdGLk3Eijmi+hGwXiJgAQ+So/e/V9nBotHWcm1qOoZshGs+54yi6zUtMlq2nICFzb59eJfQ1/Y0DhylFiLOReMXukoAS4yIn+G/CeXaAgBWOh0BfluAD6JMJWBhtqSGQinGANRo5j+qql3oUzoUc5vVCKy/K0pn8TMrcRsyI/MxQEjjw0Zu30bAchSDy/YEcTAEwHoUn37256CILeSvKkqLoFhKQGBFvmzKG1gL4gAWdg4jsKpu8+VVQ5Om5xmw9MM9r/t546Gn9Tqs2pUpA6+uztilTfV3r67BWJ1rdxKwfn3txjHX1GTs4msxk9Z0r1/r9++FKxmreQ32P2165He/uuoJ5FG/KGewtdaDdcfd7XpFjd/cm250uD9Qe6quT77mYoi45BrRlZkFxPrNJj3t8tqQWO2yyzc5ffQND/625tUvuaeULAFgiUvH1KSkj2nhwHZkXymwILoCq2nfAp7ywfcB1XRDPbpEA2CdqCuGoJDsbvZNcALLJ9YJLI/QPKhSHxGwBququJu9Z2OluYI+R1agDkdma9AzQiFBtCN7Lfc3LPfoSgAXmXTkr9Q0UeFPHDEPlONcK4p87RABC08fu7Rx/rYHkgsAWBh6BgHivwU0DmstJQRtAmxtNtgeEsDytMVs6bMfgTWYZmsILRD5tb2z2Xt6qjO0vERGIrDWAbAqmhhTJQxRlPsO47RC5jCvFxTlE7MY2igaAMteDC5bSKAKBsDqrN4YxEFiZt9CnA+rU0CsSEBgRb5syhtYc4N5Rc+dIrDW+PKqbqTf7nwDVoCqKs9qnvWozlxea1NwFOjk6R/4G9sAWDQMtPIVY4KWjKSkD+CkdxhYEF2B1bQt51NOBFXT40ov/BIAqwQKLDI6w+5m3wQnsHxincDyCD2AByAC60x3VaXRWeNUte8xYwXGR1YIGwQWTTVSNTIUosvzklBoWrRBYsHFEsAFDZCuKjDmdtmkaUuNZs5K67CocBECaxJFJPvbVoRyAVgYuhOB5b8FBKxFlBC0CfpyANYkAlaKjy1my0MZACzMlrGQtE/k1wn1TaNSlUETSdzdyMRRBYsAWLmK0hQRsBwPzfegwancIm5YQmOm6ymzGO5R8vluRzG4bCHhG6xgm3i+2qleEAeJmW0LAFgDgpgpEhBYkS+b8gZWjj+sQD1o8BgCy3/Q6IiIbYIB6wdroutZwXMtnA8rCYcmrUlKeg2b6tuwcwufWhuVZF3xOOR/Dh89/Blo5749fPjwf3lV0zvotg0Aq6OiWJpHdjebXPNhece65sPyCMWZlgoBWKVQufAalfpRxxsr8MAzVwgRsEJYC7eGQmm4F3uQG4siATgDX4a5tYCL6V988cVMTcvDh4EOY/0Sp5WDsGSZjfVrBBbYhkvmBNlOwNkaILQqPRS4BQQsDbvW52tawRnfTcDpZUL7Dmia/xZgtgwBYGG2TAqFlpr59aRxAX0mSVXF4OYctQMQZSjP7H29otAckdjewcnxKm9QbkzZcWZbSkOlq9GWeQtcOhXw3c5icNlCAlawxTxHbRfIQZ0qYzbv2ysrKFYkALAsXzbkDaxlgcAST/QgsF7049XAqO1PBFiV9dp4vr3gHGkfn56UNOS4fmxwUhLdP8OrrCQcF7a7v3XFukaKksVTnm2sKF0w4h9e1fQxRXl6TcU2HKs31NLms7vZ5AKWd6wLWB6hW7uq6jy+5vDjqkpdXHhxor5trHjmiB5ZIQTA+jQUmnRSPzE+FKLhhevwuI4+4Y1d8aOpCbM+i6bPSw2lZmvaZJzsimbNo6f0wkugoWPZiuOcp4ZCk09uyhkZZDuPgDW5nG4c+ocisPI1LR82IUfT6MlI700gYE3eoAVsAWbLQ5yvgWx5D3lm5hcQ573NZyrW9wXOUGFqkN62nvIOn1NfqXsbjbXdim/iG6ebz8woSpMPzW61lE6q+kgB3+wsBpctJLzcUFHe5Fkd4YqQBkL7cJAqYyZP2dUqKFYklHPN8mVD2Qgsx4O4lGEb9gXxypg/AIH1Nx9eDbBU/58IsD7/zbYf+yf28SK4mur3yT+T+oojeD+OeaC7kqtsK6bWhzryWkOlbke6wTjCq5q+ix8aPMez29kfz7e7WeWe090z1j2nu0doSTd1Dv/8YbWzOJXvxvdhzjNWqF1ei6wAHVmxfB7nTwOxkqeMDiWLsRGHcM4EcUF7srx8ZSoe5rO+/lY/EsriWbnQtpqXgx3f+KPfY3uHqiNyY5dlI05yPht8ksemBtnqJfONke7JgaEIrDJubMKXlOC9CWW8KFVsQShj71FvW8wWjb+MPViTt0fzaywen13gQx/RFtlDQ5TuuXUIn9PolruM7sDMNs2HYQfh2jfa39jw9p5jDpo/XtWq2X04p/u7zmJw2lICcLAfz7xBqScm0PXm4PyP+91KI91vDo6lhKd5ThSiqE2ZC8Y3RGA1nrAg0/4eCxw4+oQ/r4YZs1IjsG735tUwaxfNTwRYu37816zu4ysOzHrv1VfeTTdztOydAfNEu862Yk/vO7P4Sze0e1yMiBjrVU13f6L+qf7NAzmvdPyS42eiivHWHK/YGG/N8QjdM3oeH9Un2ezdXdT70QlVxopnu3eLrqB+lGc5Vx965f1PP5tUYI503TxpzGJR43ZG76bN1A8CsOalTc/Mzc2aMcZ4HHnfoqLNGBou1rR863EBwCpfNHVUSsr4IFv9WCHPTklNTUkN3AIdgTUmsgmiI85zE8p4cdbnsAVpU+Dy8Usf2z0pj2v81RdD+VvDlvz6Nr1fry4PP/9ZqdHQLzeOWZwiGTTUWRgOHavYkfJsHv+XsxictiKhS7s3+IK2r5svAvDk4OKWN7V+pGcW7x9HLCX041okgTTQckeK2V8Gh8Aa7curweYUPgisll64qmsfz/oTAdb/geR7CfVz9iLVM1VVtjEG/4EXqTo3Qb5IVT/79xLu9Bvq/nbkdQYIrA4evLoh224rgXWuJIGlyzc/m7YSWGI+rI+8eZUWvXBAYL0Qm1d3Ou/tS2CdK0lg6RJYpq0ElgDWoV4euOpubTghsL6IeTk42PWyYAmscyUJLF0Cy7SVwDLmdP+qa0xevWLbEwTW0WZuXv211G0rgXWuJIGlS2CZthJY5mu+lnd34+rRBfYxRvQsYboTVzemxCpzCaxzJQksXQLLtJXAirxIdc9rDlw9lu6YcseYXuY9G65ajHA+iy4kgXWuJIGlS2CZthJYEWDp4YWvRm8Wdn+/xDlKxwSWPisytKHRE/NOu6KEJLDOlSSwdAks01YCKwos0Lda6uBBg94OzVwXsxjNl1Cc4m898eijT39Y4GyCWSSBda60j395Ml4V8K/jDd3CC+K2LeLr4g3dyfPjti3hZfGG7uc8btslfHm8oUeALPHGLuNL494Ezg/GG7qCLzoL22/iDf2KL4zbFk5z8YZu5IVx2xbyjfGGbj2LyriCrz8ep3YVxV8Z10hgnSPt4FJSUj9IX55FrP1dIRJYP1QSWFJSP1ALzyLW3u0hgfVDJfuwdNmHZdrKPiy92NKHFaBjOLF9nJJ9WOdKEli6BJZpK4F1zoB1YlFK3wc793o3W8zCJYF1riSBpUtgmbYSWOcGWBWzn7o+MjJrEk5/IYF1riSBpUtgmbYSWOcCWEdT7G+meKlSAuvcSQJLl8AybSWw/n1gnRlzi/NpnfclsM6dJLB0CSzTVgLr3wbW8jvdT0PX//q/G1ibfvx5RqOSwNIlsExbCax/E1in3q0ba76ZN/57gXUkuXdjen29fvC7Y6eqKk8ePXA06DukqhPmS0F2ndXrviSwdAks01YC698DVvndsXClKK3/e4G1b2B3JoB1hTnn9EP46fQHN1/8yxbjoyz6ouGlsO7Shl/ghwOMXVBvDKWveqCaOXvYsUGtLr2s1QTx1KbLwPxBCSwJLNPWAFZl4KuaJLD0GMAqvCk2rxTlyH8RsA4/8YaNIocNYF1lAutR+HC0xW1fVX7Vir1oCTz5c/YL0aoK92Sdqa6d+qItfMEA1prf37++cvvzrGvYwwC/uWwUn/zIy7Ncj22Glw3v082+IsxzeNINnUY6W3y3tWjVut3/3tmudasWHUTg4n90/AfPff9QoKVQDGB5xcYAlqdtDGB5xRKwvl2zKL9o6XY7Yo5uEdoq/h1GYK3YtXIhL1lR7nlYhw3/eIBlxsYBLDM0Aqyw99O25ioEltixTUE7JoB1dP0Sri3yAWL4+Onwsml8foxsDK/5IOnBnq9PitaQytUzJ3Du8y5gcIsuL5vCs+KxpYRsPsfn2sPiG142gefGbZvJ58WyDS97ZpIzzQmsifW8eKVs/S8C1ueMbbZ+PmMA65o+04Rw/sIelxyAvwcvYdZXZymsHv0P92d9iXkFda4aOsoE1vcNmlPbqivL8DLQTwxT+/Fpqqo+vdO+UbBC7f2SbcXxJ5VM/jJk/l8c9a9JtFw64ecd+K62Z3i2ckNmgKUhN7A8Y93A8rZ1A8szFoBVuVrTSkqhptgP1nJ7NdqBwCrQMiaPTkkZM9NBZKEDpRlpU8QiACs3fWRqasqoaStizjtiiV3OF+VOSklOTp0aGErA2j53dHIoNTAWgAU7tjA/jh1DYFWs0fI+69n6+mbu8xJp7T/vqqe0f0MN8Ux3Nu5NMiZjedB8UeuKZ9X2zXL5U7eP8HZrZxY+lM5wnh2HLSW0z+R967f32UrTF2zf5Hnx2qoL+KcPLnL46d8Mb8jYYGeqHVjhYZ64UpQt/0XA2l6vjW2qHRNY4hWRQqtZD/r/FOtoiWzJWuI/4NU7oo22ZXalvtgE1mz2lvG/r5dBGA7g2XzF8s6q+oztDcu4YmpYt6w4mN0OX6Q6ZGhdRWlvP//+KVouj+FnmuYagaVcv8bPMiIXsLxjXcDysXUByzsWgAWH9VY41KGqLLYWx057NTpOr6qfGApN/ALfQBqjz6diAqwQL0nWv6U3PwtN+s4/ttR4L2EcoUCWQ1lxxpbxQk3bNCE0PnjHwHZnsZb1uKK0vjfGeQl06AVYN2zay3hYF7uzMfqK967iFJys3tdMUXL5E4ryZy+36ZrR8sHSGcoXDAq2hQTwzeT9/bbS9EXbZJ5zY1y2AlhmgqHdI++6AK90hjl/yA4sP14p3/4XAcspE1h/XBBN68/S6P8EVstySm3FWunIq2ohy9cjwHqdDaD/C1l/L4OF0ODYy1foo6CgZli3AVcgA80VC15W2ypKw2w+ZMGbkP0ptg3+S7RcnsTPA5RGg9JnIrCUft6W1l9zAss71gUsH1sXsLxjD+OrlOn94xuhrmy3rNltq0VrIaWIAyyWiZe8T6jQnSpBjEwVy6stwApN9o9dGAVWUCiQJSfe2DLOtRJMmB64Y2BbqOX3VpQRYb3QfV7S9U2tlKbpVZSN63ixOxtT1K5pefPwrffqCEp4UgVetcrjr0JVaOfhZmrfcFW9tx9fkBZsCwl346vqh/5V8d5KU/PB9mmeo/wjHltIyAFgGQmkT5oBq65GYH3q+CE7sIb78appOBGAdcS4IgqvWnc2tiaw/p8lN25i4m3AmxjbGk0lYIX7V59i/XoEWK+xy+mSZTh+N6ZBGK6O0rDTfa1qHMrWFbhgrhig3g/tqBYALG0p5H9rW6fbPU1OVVRWhqsqz5ymbhK16dfY6a5hLfW2tMgJLJ9YJ7D8bJ3A8ok9jK+fp404pBnkMrRHyy9bt560RuNwiq7gfF5oIq7CRs5y3aEDybmQPE18KEBgjZ5noMU/lgOwxpTNiycUX6QaCmHC2MBYBFYZJowL2jG01bQpRum6z0v6pluVG9YZ2Yid7q5s7NeDDsqZkN4HF8Jd4Cx3xy7OB93q6WZoYielg6q2BmBNCrSFhPGwlYV8qBqHL9jejcD6KA5bTChGYPWJhrVmP3twzWIE1hjdISuwxvjxSul6/t8lXPN2x5pX4cK45xqyT+D/dzlPNdc33HXxJR3gMNp0z8WXPyD24MTi/lcb3aFV6bfX+l2nWQaw6qws6t6oQQ+iXh2jm6uCscW63r22ePE3Aivcv+Y82w9HgMUZu2k9XHH+ZojLwNBOKKvFCKwKnAt2j25fQeHGimkpSxA/AKyFp3CgSbn1Fzs1s23AmUZjdbpLeJOi3OVtaZETWD6xTmD52TqB5RNLwKI3LldhZbFcOuzTIj0f5doGETovVISf1wMWJup2hWfO3A3Jxql8JgKrSF8hKOQfmwPAAtsVcYQSsMZhwueBscthz+ZiQnLQjhGwlsPF4CBcdp+X9gMdcnUjGxFYzmys7DpXbMBDqvo8LhxSW6BbAR90p6eboYeUpmB2MwBreqBtZdcM3MpC/oEa7NsYzKYgsNKDbSmhmKcYCUJvPbUFcgOB9bnukAVYuTGHX0X0/vkPLO31uuwqXBj8FENgfXwJY1ctr1P3lp+x2tu+vPS6Fj9jdfAImXkZZIUAFr/5bx+Pfu5XzADWL5uJm4RPhREz+4TtRWyOvhVIRB8AWOH+v3LcCI4AK/wYYzV6z6qbqusOA1MLoAi/omENvWHJ8m4iWkFLkRWTINvvBGAt1VsrtioBwGpp24BdXbBhB8C6x6j7XpYROYHlE+sElp+tE1g+sQQs0YVeApXF0jW1VzO7dSsK8/Fq+qAGwKIb6jsQLUdsP6GvC+3/BlJn0Yeq0QisLXp4lCCWb+x8ABbYGrF+oQJYKykhMHYJ7Nk4SsgN2DH9EIQuhsKlV++5z0tJivJQ2MxGGtbgyMZ9rxiOcPU1Ev9v6UBuBXzIfYqXm6HPBkwGsxsAWPMCbfe9sgp9C4Es93lupen7DJhlILDmBdtSQjEfZyRYtAwPxDmORAuwNt7gyytl6fkPLF1/RwBL1/+HWlj6i+yXTWEH86uzW+vnQ8ZcZAwx+MQA1vvVqHF76BEDWDUaLDiwKfVixsbpuxkzzo112Gi9qoHRO9WKtewvvC2KAEuvfLUaZPPt2LSyG5hKgyLcTMAaCEuW24e0gpYiKwZDtt8FwCrTH4YlW2dAp9Yx9h6A1VhpvtfPMiInsHxincDys3UCyyeWgCUq8AqoLN9YflAz+4g2avTl7/MAWIugxCqXpAEGtlpt9JOjuY5wEHX76CwE1m5dnxoKBcZmAbBwvNJUApZfqADWbkqYGBRbAnsmEnICdoyuHsdB4Yqj2nlewibXnEg2ErDcWU6q7KY+ehAXlrUhtwKerDb0cosIbZsAsPICbcXZs7SQv68++ucgX7TNRmDlBduSinnInkB7gsDKdSRGgfX9Xf68uqMqEYA11gRWPQGVEGOr8X8PxmjETS/WnFZnC2AtrtZKnBlOGsD6B505N9diV+grGDsmvP7I0iGjjOO7FatZnf08x/6zUWDpBdf+pQZj1QdVOQ0MfQhFuJuANQzPQ7p9BS1FVrwE+X43AGuD/gws2S7nO7bf/UmnWxr++YWFllMb9mG1XO9rGZETWD6xTmD52TqB5RNLwBJ3lVZDZbGcs4+Ywwi/5/l0hIdzAVjzC7eeLtMmAQbWW210nnqc4CCuNnBYQ0pov141MjRmZlBsPgALmtwQmxIUSsCiVtPcOUGxxbBnByLA8tuxynzO8/G8NGnp9irddV56Cj7vjWQjAcud5aQ5aq9ttHAKb+OtAWB9ot7g5RYR2l4PwCoJtBVnzzWFfGivbZ5babUtQGCVBNuSivmn9gQUAavEmRoB1j/9eaWMSIiHnyeawGokgDWRXU4fP2F16P8o4/9iAazu7AMRbna6G3qVsf3rGTPOjX9k+dFV0MKaXYNdZN+xKLDeqjlP39X3QgYtudgGb0IRHiBgjYClybp9BS1FVvSCfL8XgLVJ7wdLH1h/sV198wL+OfPpIL1iBc9+2DpMKYZlRE5g+cQ6geVn6wSWTywBS2z8OqgssYZQl2nGRuIlYSZWqaV4W2+VNWZPaJFOcDCKhIB1SF8VGncgKyhWA2BBhkFsRlAoAesQJQTaFsGenYoAy2/H9mucL3oOSnEK7NoZ53npxPWK0iT87fB7W+FttQMELHeWQ+3dMfb+N8yLTTzLbQVgvave7OXWKcWoM1g6DQFYy4Ntybckj4856r2Vpi/aliCwlgfbUkIen+we20XAWupMNYFVFMCrhvsTFFjiczr7Lf3PYBfTfwNYdZjR6+AA1kLGFn/HmHG0/Jqtja7CTvc5NViN2dafjQArU1z8rb+SXbAttkE/KMJ9BCxsOKfp9hW0FFmhGsDarA9SrH1Tum0cVn8jqQONw2r88i4/y+guOoDlE+sElp+tE1g+sQQskW04riHGk0KHNG6cBxBYWVSn8OrN1hU2O+2koIVxf5iAtbMkec5JXQuKzQNgHTmIsYGhBKxjlBAYWwh7dlI3+7D8dmwLAqsTFCIOgHCdl3Lh499W4xv47sJsJGC5s1x/AXGmdhsh8hnPcnuw0129xctNUe4Tbx7tZwBrdbCtefYc2m3E80G+aLsQgbU62JYSFvBPLQmGCFiuJxEMYJ24IwBYA/WEBtY0A1hzbcCCC0Fx6w87yK3A2svY5vCFTNy8Dldnln5TGtaQUYNVtwwxjQKr3u9EX34pY7NiG/SB0ionYE2EJcuJilaInTBXKRyNzgAAIABJREFUtIWM70DAeh+W3rHuaBPl7peHPSm6HcUN5QPGwFHl1m0+lhE5geUT6wSWn60TWD6xBCwxoGczVBb7C05Q4aWaea88LwKsKYCBIkvQLhyeRXDIEgknzXFYIzUtKDbHHIc1MtB2FwLrKCUUBcXCdZ52PAIsvx1bD8DS8LbbTAgsOO04L30IHzvRRE/3YDYSsNxZflg11JMa9HiW20XA6uTlBhpCSVg6jQFYa4JtzbPnUFX9c5Av2moIrDXBtpSAA0cjCaZ8gTUigFeN8d5kQgDrD2IhLmBVREbSHrMDayv7fZV+JZtqrPu15QE2MXB07oXsAstjTiawvmNtjJQGbGZsg8ehfDYSsKbbm8u0gpYiK1pBzv8vASsZlv5l3dHH5mHf1TcPYuF8SCkbX/1sIgFLedjHMiInsHxincDys3UCyxW7b4WhvQQscbdtW8wrpz0mz5As80Kbv4J4DQe7W58BnjUK77bFAhZgKCg2yzJwNCB0FgLrICUsjhm7ISMjI5d2DPDKYce8LwmjO1YGwOI4CHgZHi/7HOel17E07155OPOmjpB5SwlY7izf/um0SYOJAQPxI57lNgIzB7061MsN/jeh63QsnaYErEBb8v0gF4HVKsgXbTMJWMG2lEADR80EU37A2t9E8ReNQk0AYH3Ofk3/K2vHAyz9cnan+N4mAtZU8+mATPaart/NxMiQfNbF8gsCWPq8C1m16KnDBNYmsRLUmG2ObYBnnzIC1nxYmu5YQUuRFVhH/krAmgBLyTH291AzWPGc+WkH502xtPZ7W0YUq4XlERurheVlG6uFZYtdYVaOAwQscWsIH1nZ5ty3yvnjp2SQNunZAKy9+omvNG0aYGBJNOib0GLxLxQaK2IJWFqGSSF37DIzdpOeCcAqWJLhGRq1XRZCYO0lYC2PGbs4smPf5MKeHYwAy71jxdpqY3E5AKsUAbByKURud5yXesPH+thUWIwtLBo4GiPLSWU9kAH4yBC5ndH4iCOeblhHFpilcyMBK9BW+Bbyf6nq7UG+aDuHgBVsSyrmyfYElB+whgTw6q/UmZYAwFrAGPU6j2VxAauXmSMvELAmdjNs1CuP6vpnxsirQQxHiX5vHN9/Es8S6vMvZCzV/FkTWFW/qi3uWx+ufqfTwBA+rbCEgDUHlgodK2gpsgIn+mlHwBoNS7ZeM1MfKMazOagdvADJppjjsGNYRuQElk+sE1h+tk5gOWMruFE3CqqiA0fpoWD7AFTQtvEmdMqPIbBwzOU3fHrINs48O4XuM34TaSaViz4sfWea+OyOnRYJpRYW2BqxfrazUhBYOwlYq2PFWnYsG4G1PwIs946ZDUtdXwXAWoXnpZItELnBcV7C9nNPWsLD+U0CljvLhRANKt67RLfiT/L4FudZLuqGD8qnmKVzMwEr0JZ8SwrxQek7gnzRNp2AFWxLKua59gSUD7CONPXnVV3RV58AwFrN2POVuj6hzeXiYi/NANVEA1Rz2UU0DICLIQdrL2C/h/N/5dD2v8QRH8d+QV0T4bTaeNQdu4wGqFfUvwUu6KoaGQ+OX8fqip/KvIgx8/GnInMEQxIT12dP1dntMDCFd1DyCVhTYGmDYwUtRVZgP+dfCFgfWjBk03xYMcD8AMA6hOVlFnwMy4hi3SX0iI11l9DLNtZdQmvsXrNufCX6sMTRjEfrYceenc4zYZFWuR6BRUOfNiCwolt+LDltBmpyNJaABbGrRYIrdlo0FBpumWS7OnZo1HZkchoCawqOch89MVbs3MiOHUvOwZHuMzB2RqwdK9Ais6GtBWCtwfNSDj5m+LXjvPSEIjqPdf0xyLznCFjuLBc6ikf8Nl2c5QarGt/tPMtF3T4yKw2WTnMCVqAt+eYU8vWiD8vXF20nErCCbUnFfI09AeUDrEl+tLrO7KFLBGCFb2HsirZXtjx8JaMLpYFMzKw3xCDKXCb6v8czRkd1ajVWveUj1z1WUZONhY/da/UZnTnizmbi0lCreQU/s/OBK7FKb2XsRkz7viarZQwHRWINEM/iD2UsjxZOta4+eFflugfrLXEamBqJjWTzLmHn444VtBRZgX2wtxGwBitKPevg6sjgK3x6ZwYUI33ACfyaQ/v8uLdlRE5g+cQ6geVn6wSWTywBaxstbtQ01yRW62eZtMjRv8Q+LKr4h/AuYbTNsizkUI7ow4LYkyLBOzZH3CVE25MBoaEvQnRJGJVnrAYJWbBnYiwqAsu1Y5oWGbVUDsBaieelWfvwktBxXsJ5hd6npX4RYDmyMfrcz6Oq2gU/0VkuCSfw83SbqhidUFg6rQhYQbYnyHdWId/yKPVh+fqi7WcErGBbUjHfYG5+VD7A6uzfwLrfmGsgAYClH+553c8bDz2t12HVrkwZeHV1xi5tqr97dQ3G6ly7k4D162s3jrmmJmMXX4uZsaZ7/Vq/fy9cyVjNa8boa7teUeM390YeO9/w4G9rXv2SuMP3QO2puj75moshEy+5RvQjZgGxfrNJT7u8NiRWu+xynHSjanSby37V5O2TbgNDOEnQRwSswaoqRiTs2VhprqDPkRXpkPm3ELD+riidKal8Jdb/zCTTDkIaH9Y31CNMALBO1FWU3rbfsltG5ASWT6wTWH62TmD5xBKwxHiPlZomauaJIyaKj3OtKNIwXYIDR+lJ8uNTQqHkyMgzfZWTFvppAhbGEl/8Y3HgKNmOCQhd5QCWf+wC2DOBW2x3+e3YIQDWMjwvhXZB5CHHeSkNVvyTlvAp4mcJWPZas72z2e16qrOqUsMC3ToeQ2B5umXC0kizdNoQsAJsIYG2spB/3Rmffvb3RdtBBKxgW/pYzNeamx+VN7B2+T9E+CdzgEQiACtAVZVnNfd6gE6ePnu/A1CYfXB6mTPdVXUmpoxT1b7HjBXoFlmh74Hcb4TAqmhidDoMEUNdvlDMcUAvKMoncBAovfCbAKwSuIAvs/2W3TIiJ7B8Yp3A8rN1AssnloBF07ZVFRizsGyi4ZOkldYBTGU4rIHasPvHhUKixXZkr+VCO3I770DyLgQWxJ4hYvjHFgCw0PZMUKguxmHlUUJGUOwK2LNFlKAF7Fi4iPMCbJj0hYjisOO8hM+8iLMPTv/yGE4v46g1J9Q3jQpYBm0ZGkCBZ7kXaYpkT7fJsPSlWTr3ILCCbCGBtrKQL1bVG4N80fZxBNaqYFtKKOaLzM2PyhtY6b68ahxp/f0XAOs8EE4GtAqAVaqqPfBKbgNevY83VmCZmStAjys4BdGQzbmK0hS7QpZjgbwHl1DKLeJmOVwRdsWT/R3UCwrA6qgoH9t/y2FpyjUflnesaz4sH1vXfFjesQQs6n7er2kFWPUPY6URk8MdhKVo+F6crQGHkYSXJYdC1ANUEgpNizZzIrSoCM1FYEHsTgKWf2wuAAttdwaF6gJYkyhhZFBsGQ3YgIQJQTumb4XQr6BQ2xZr2g7neamyhaI0o7s4Q9pDNpYCsJy15knjgvtMkqqKmQ3waG76gsY/eq6+0RnudlOU285ESuc1AFag7ZMq9oi1LeSpaqdGnltp+qLtcwCsacG2lFDMx5ubH5U3sF7z41X96OOHEljnQlu7quq7fMXhx1WVshbbz+rbxopnjuiRFaB1jWjG0cJWipgKlU4tj0EduUG5MWXHmW0pDZWu1Kf7mKI8vaZiGweyDQ3bf8thacoFLO9YF7B8bF3A8o49zPPzNW1xhX4aDlZ63pDmt6OHXsJLoEkSDQ0XArBC+/Qza+eEQmkIiT2ImOisujixn3hmbcJIGoe1ryodIwJicbYGsKVY/1BjPqwySJgaGEvAWrw1lJodtGN6JYQW9YRSHa2tCDvPSzQ8EiFYdUfjTqo6lhe7as1bqvre5jMV6/sCEKjgNRWHQ92Vxwe1gyu3d2K7Kcq4aOm8xxcsCbSFBHyqWuND1de8t9L0Rds3eE6Dv8dhiwmF/FPV9aqWbASW46FdAayuPryqNysaK4F1TlTSTe3HZzysdhZnm91doDDnGSvULq9FVuh7ViwfXh/ndG+o1BtAHZJb4aRJdeJRo3iafCjOlO/ihwbP8ex23PlbNsuo3HO6e8a653T3tnXP6e4ZC8DaB8TiXxZqfBulfI9NLqpjeITvssSW8vmh0KhingOtGxokvg5pER0tUgqfRlNWzANgQdCEdJqsISCWgDW5nG4c+ocisMbDB+y/Cowt48U4n/u8HHPUqPeO0QR+4xoqSqviygPO85J+vL2iNN+sh6Hp0r2bGuJZrlozFlHQBT70EW2RPZ3VDnUV5fo8PqCBorT5yMPtYXPi5pIH1OE8q3uQLSagbyb/LM9vK01fKPQ3ee7f4rHFhAV8jL0ptSlzwfiGCKzGExZk2h4zRGC19mlfWR9AkcA6N9ozegif3CfZ7IBc1PvRCVXGime7d4uu+AJ7GG7N4i81uuUu4/mWzDbNh2GdWPtG+xsb3t5zjDklx+5P1D/Vv3kg57aZ6t2WUcV4a45XbIy35njaxnhrjlcsvjXnxMbFBfmL1ptVct+ios14og1DmyvfenetlC9MBVRMSAsli1lcD+FodtFZd7K8fGUqwmPW19/CBow0RrqnxhE73xjpnhwYimRZlGp0rGd/6x9bxhdt/rIgLzdrxhjjy547BrYblhcNh5Z0g643K/XEvNuR85K+8y5FqdsJENH7xJ7R4/h8V635Nr1fry4PP/9ZqdGbVg51pm09nNP9KaXubepQLzcK3l5YOKvDHe/xrE79pxUe97OlhPb1AFjD/bfS9J3QcSDPvee+UYXC188WEnK5fQiWPpBZZKtRCKyWnrxqbGvFS2CdK8n3Eur+7yU8U1VlO6xL+cojC6ekjZxUYI7i3zxpzGJxEbEzeotuJlToUmhhjRo9amQ8sYU8OyU1NSU1ONS4JLQmeMeW8YWOL3vumPFewvK32jdp3PZ1M+/M85Kun57Uo0WDVs/m4+/E/V5CcMvl/QLcdPOBvH58Af6LozqUv5XF+wdtpemLne5x+p7tewnbevGqpX2sogTWuZIEli5fpGrayjc/ny2wHvHg1b2Ox6clsM6VJLB0CSzTVgLrbIHlMVXDoJOOWAmscyUJLF0Cy7SVwDpbYG2JNXC0Zb4rVgLrXEkCS5fAMm0lsM4WWDT7qV31Bx1xx0pgnStJYOkSWKatBNZZA+tQezuu6j7nfhe1LoF17iSBpUtgmbYSWGcNLH3/AxZc3TDAPbyGJIF1riSBpUtgmbYSWGcPLL1yplqfaHXbi/NOeMVKYJ0rSWDpElimrQTWDwAW6LvlJSXLnJON2SSBda60lxd+Ga84L4k3dBHncdvm8+J4QxeflW1RvKGlZ2FbGH+GLeV8Wfy2BXFvAuel8YYW8fyzsF0cb2jxWdkuit/2R6k1Z1MZC/jCeENLeUFZvFq5YpvtsJPA+qHayqWkpH50rbUddhJYP1R7EqqFdXa2cbewlp7VKTjuDFt2Vg23RGphLTwL2/yzaWGdzdb+SO3yuFtYSzjfHK9KHVeaElg/VLIPS5d9WKat7MM6mz6sfZwHBxla66jjElg/VBJYugSWaSuBJYF1vksCS5fAMm0lsCSwzndJYOkSWKatBJYE1vkuCSxdAsu0lcCSwDrfJYGlS2CZthJYElgB2hR31fuRJIGlS2CZthJYElg+OpLcuzFbGP1c/s9nT3mEHvzu2KmqypNHDxz1CNCrTpjf3XVW7yeUwNIlsExbCSwJLB/tG9idRYG1+W8/f5heP3Bk4PW1ard83YamK8xZ8B8yU75oeCl8vLThF/jhAGMX1BtD6aseqGbOdnhsUKtLL2s1wZjr+oObL/5lC9cLjH5MYFXuD45DJQawwt+L/wisb9csyi9aut1Oo6NbhLaKf4f1oxs532RN8LONAMtM8A6NAMs7NLIqAiyfWFMRYFVW+Qf+h4EVPo7vf5fAOlv9AGAdfuINGzEOR4E1/pcP76GFDX8UaPrdOkvgVSawHo2mnfw5+4VoVYV7ss5U10590RZiDGCt+f396yu3P8+64k8ebXHbV5VftWIvOjcpBrDCa8e/+8qAj7hjmtcwz+EvN+s00tnIu61Fq9bt/vfOdq1btegQSdzBtUdv+Kv9+8uG9+n2yMuzXEdODGB5xcYAlqdtDGB57JkA1vbsSSNHT1tx2vkl1IHSjLQpYrGULy/VtPxiqFSLbA2dcnuN2wEJ+OKsjIlpKSljpuVqO3xtEVjbs8enpCSPCdoCAtb2uaOTQ6mBW4vA+nbNQk1bMNsfr5CNGn/95Vn71i/h1h0Lr/kg6cGer0+Klnrl6hkDkvmcuGrCiUkPd8jjg3pOc5aOy5YSRnDtKFa059o2jmFPWvvPu+op7TaGl+Xx92OUegzffz2UxHOadIxja/cM79g0g7/VNK49m9zrca49PNpZlbBCPjPJvdmJCazPGbPNl3MmAqwP2Qgj7Vn2dNHKKTcz1txSw67pM02o1PJthdWj/+H+rC9xsKDOVUNHmcD6vkFzalt1ZfhOzR6XHIC/By9hzpOCG1inxiclvfOvpKSkd/dak48/q2TydxRF+YtjhrIm0emAOkUSN/NsRflfa9iJYara+yVVVZ/e6fhBN7A8Y93A8rZ1A8tjzwhYFVmh0MSpoVBo0ne6SxUTYIXxOuBSnqdpU+lVytpi66vMdtpr3HFI4Dx3YiiUhq8QTMt0X8ZZbZfzpVn0osHgLQBgHcoyXoQTFAvAWq1p2QuC8Po1ZKPGk1T179NLNn/zbWS/9iapQg+a72ld8ex9zZR3+Jx4akJZm7aqCsBS1cftpeOyFQnDedaDi6CiKa3vjWEPOvQCrBs2XTs4TM3mqe5Sj+ELWyvemhO4temNYDGDvxnXnrVWlCe4piitHBNgfTO8IWODXRueoMDaXq+N7W19EWBNZK+Zafc+Q2vaMbYkGqhYX8poqiVrif+AV++IdtuW2ZX6YhNYs9lbxv++ur6a9aAPT7GODhMXsMJwVGeH9fV9k5KGWLrUwlCN8vi2wrqK0t5+6P0pWpiPRRLHI7DusdrCETE1rC/vrKrPOGYNcgHLO9YFLB9bF7A89kwnYAEBlol3Jk+u0J0qQTZMFcv50GwiXEyHarXdErTbVuHWYgLnk0KhdGhlQfhYf9vlnIdCMwWFArYAgJUTeXVXQGwZL9S0wlBovD9e896FbOR8IWTjU7ZGS45qqqs4MpNVtZmi/IvP/6sSWBO23QS8mlrAR8DX+5zwtRUJACy1a09FGRHWY1Q0Xd/USmmaXiVKXeNb3KUewxe29mWeG8fWzlaU+vgWxbeVePZMuaEQLgkHwVnZsgG7R951AV4HDXOVSYICyykTWDt+Xj/Stm8q9mwFYyOjgX9cEOPbrVgrHXlVLWRJjADrdTaA/i9k/XW9P0ujDxNYLcdFhAtYK6EVgvybBS0RLZo8D05t2IeF558U2xf+Ei3MJ820Dc8hsDpZohZCQwhtR0FlmmH/RRewvGNdwPKxdQHLY890Aha0r8gPjnX7G+VAB5JzIXma+JADwJqBSBgH1arEErVHyy9bt560RuMnMAFfpDoGE2YH2i7nmaHxlBAYKt5LiAljA2PxVfULMcEfr59jNnJeOMiZjSlq17S8eW8jAsQlwJNqW0VpGOLz1VsDa0LvZmhbwHc9EGgrEiYAsMC+NZaSu6Lpm25VbqCOEix17MNylbrbF+xuzeK5wVt7+AZcal3Mp1NSwJ7he1sBWOGHFCXS7fZJM2DV1QisT51lct4B60im+B9etS5mrIdMYHVnoyJpLxirLmTvRwP/30LdLQJWuH/1KdbECLBeY5cfwv/D2Ze6fhMTrxPexNhWu4kTWGG4ZKIXbm5JMo5vkQxt9EEIrKWKUaEiuqfJqYrKynBV5ZnT5kVsVdchCKwuFlu4aiNmrlUNxETlBJZPrBNYfrZOYHnsGeowNm+KcGl3yCCX9YszZ2KyODLC2YCAPYeWpYSSsV5ZTq/7tMjlSbm2gRIQWGS7IsiWgDWOEgJDCVjjMOHzwFgEViYm+OJVexGzEUInOrOxXw/qepuJbSRy76K2gCbLAgDWnUE14XD9DmhbwHd/FmRrJGwGYDWGioYp7oq2H6BDr1OmUkdguUrd7dsU7HZyHry1owlHg4r5l7QQsGeKsp463dMVJUKn1uxnD65ZjMAaozt1XgFrzdsda16FC+Oea8g+gf/f5TzVXN9w18WXdIBDZtM9F1/+gOhwPbG4/9XGMV2Vfnut33WaJYD1NWP7nO5narDZ0U91VhZ1b9Sgh8Bi99rT6T8CK9y/5jzb9yLA4ozdtB6uQn8zBL9v9J1VMOa4ze0E1l44mlfTBsCVU9IBM3kTlGE2AusUvteo3PqNTs1cWZNedykCq3s0ZSdUIfrlCmjGq3ts0U5g+cQ6geVn6wSWx56hCFh006kSeeF468m60P5v8N3v9OEEtrDgTPBVKJQF9coyEGCvZnbVVhTmn6YEBBbaVhQE2eql+Kp6SggMJWCtpITA2OVIIUzwxWsRZSOELnNkY2XXufQ//JCqPo8Lh9RXsCasB2DdpwTUhOWNyRaAVagG2BoJm3l2B7THZXdFS1KUhwgjVOoILGepu33/hnY7ecFDgVvbkziVXcw3NFUC9wzWLyNgFStKspn61lNQ1ksRWJ/rTp1XwNJer8uuwoXBTzEE1seXMHbV8jp1b/kZq73ty0uva/EzVgfv8M+8DPZFAIvf/LePRz/3KyaA9R67Rp91a61rum+z7CGrbbkB8ctm4ibhU1BgW4FElAjACvf/leNGcARY4ccYq9F7Vt1UnThlEPEiNsce7wRWMRzMAm7vwNJXZvIkKKJSGtbQWjHOc6Y6tXTmzHfNXtmBwHo4mrQAapYw6w1LpbZwJ7B8Yp3A8rN1Astjz1AELHHzfSIc7PZG6MnRXEcEiIzbn8fFrawxoblQrywv+N2rmd1JG7XNIgGBtZsSxgbYQiZkhuZRQmpQKAFrNyUEba2+BLZWJOT64HUuZuMhbDo6snHfK0bUP1SVeii2qO9iTVjPIecbBtSEkhZgtgaBNeXeAFsjYTPPweolIp0VDZtcYq+o1GlYQ9Dm7sM3RJQCsP4RuLV/JkyVArDa0ZLvnsH6F8IIrCmKstS2ahkepo5jTD/PgAVHgACWrv8PtbD0F9kvmwKJ8quzW+vnw6FykTGc4BMDWO9Xo0vkQ48IYN3K1D4/b92IsYuj/ewvCSdDNRosOLAp9WLGxkHjrIHRO9WKtexvi0JFgKVXvloN8u52PHZ2M2acXOuw0fZ4J7BmwsEszr3JsBQpjMFQRGsIWA/Dkq3foFNrZ868cv1eAlavaFIa1CxBi4GwZL9V6QSWT6wTWH62TmB57BmKgCVGjc2BY3u97Xs89Tgd8eLkvQ2Bhf3Ss0KzoV5ZzsNHzAE83/N8QteRrxBY+ylhdoCtng/AKqeE0UGhBCxqRs0N2lrIBK7to4QcH7xSNuLV4yl3NpIqu6mPHsSFZfcPwJqwHq7d1BsCasKWO8Ds+SMFfGuHOwNsDcElIfY1iXJzVrSn4LO4u0ubS8AK2lxRbwFY3bDz3XdrqQtLWQPAupOWfPcMA/pt5/z7Dspj9o4IApYNdqTzDFhjTWDVEwAJMUYXHz0Yo+GAvVhzWp0tgLW4WiuxlycFsP6H/ey9U7o+rxZrbg7Z2/E/7ayj9/5B7f7NtdgV8O+Yse+tWM3q7Oc59q2KAksvuPYvNRirPqgKe/CPibQ/Msf9RiewJsHBLA7dcbAUGXCH74vcSsB6BpZs1+gd2+/+pNMtDf/8wkKj6JYr7+kErCejQR9CzRJNmGGwlGH7SSewfGKdwPKzdQLLY89QBCzq8dPxBuAq67o9oUU6HfGiAp0pxOMaFqaFZkG9ijV4sUwz9uckAusQJQTZ6hoA6xAljAsKJWAdooRA22LCqwksL7xiNu7I55C578HSZ9tdA0fnqL220cKpPVQTCFg3B9SEKmxXXX+zxocr97tKx25rCIDVCu3pg6OinbheUZqEvx1+b6tOz2CpE7Dcpe7wpa3FPqxePQO2VvSrby3m62+kJd89a48Rf+f8SeUBx5AtAlaJ7tR5BqyJJrAaCWBNZJfTx09YHfo/yvi/WACrO/tAhItO9+OM/Z0+vsWMvnE9/Nf6MQbY6K8yZhk9Di2s2TXYRfYdiwLrrZrz9F19L2TQulvPmHFy/SPLt1s6gTUSDmYxJvtzWMo0k3tBAe0hYPWDpQ+s32hX33xd93NisMBDN3wngNUnGvQm1CzRbYT3uCfbftIJLJ9YJ7D8bJ3A8tgzFAFLIF2DY9t2aTk77aRAgPENBBbm8OjQDKhXMcboH9LMgakErGOUEGibB8A6RgkTgkIJWMcoIdC2iPBqXhJ64RWzcSNcwC468k9YekdbahtkembH2PvfiByXVBPokvDPQTXhBRWvG3P5E50+dJWO05YSZvGcR9CePjoqWi58/NvqlujeHkudgOUudYcvbu3ONTz3jaNB9fZRWtxTzItEou+eZePiA1xTOjkfpiNgLdWdOu+BJT6ns9/S/wx2Mf03gFWHGV2iAljlZi/dt4wZY2SH/NZxM09ooa3PHDvd59RgNWZbQyLAyhQXf+uvZBds+44xI79+zeyT4buA9REczKI1jZdQM81kFQpoFwFrkGLcxjFlGaPSn7ZAGaELYD0bDeoHNUt0o2F7Ps2+V47C9Il1AsvP1gksjz1DEbBEHS8KGfcLDe3C4Vl0xGeJhAJAwHFKmQb16mvdqfBSzbxTTMA6SgmBtlkArKOUMCkodBcC6yglBNrmE15NYHnhFbNxGQKrCK+xBmqaddzkCzSuqdsIoxeUagJ2uqtPB9WEfiawlE6u0nHaUsJwnoU93rvos6OifQgfO91C5ndhqROw3KXu8MWtvfdNnqt2UwO29gNaWlzMPxRpvnumT2mAwMoDhjrylIDlfiw0QYA1zQDWXBuw4EJQ3ObDznAA1gk1TUEQAAASZ0lEQVRm3hC81BhyNr12Wcyf3GsbKU/DGjJqsOrWq7wIsOr9TpwmSxmbFb6QieE64erM8YCrE1jvwsEsznDzYSnCwrZQVBsJWO/D0jvWbzRR7n552JOiCwAO1XC3G4+6gdUHKpG4IME75/bbvk5g+cQ6geVn6wSWx56hCFgCZovh2LY+JzdrFN7w25CRkZG7ArSXgAUX6PCFvJhtlj04yF2IgHWQEmLbWsgyH4B1kBKmBIXOQmAdpIRA2zzCqwksL7xiNhbgg0SlOLJpsKYVREfrHTaHYvYUjXSqCQisD4JqAtk2JmDd5iodpy0lALBwtLmoDg7719H17pWHM29S7sFSJ2C5S93hi1vbAYGltgrY2kM30VIGDwkw+e4ZlJcBLOVmexVIFGD9QSzEBayKyFDYY6IP67fGsE5dYWMprI7Ho6Vb2e8t3Qti4OjcC9kFlmeXTGB9x9oYKQ3YTP1KNtX4wV87+iecwBoMB7MYYJgHS5HxqljcKwlYybD0L+s3HpuH1/XfPIiF+SGUmII75wTW43jRQUvTAy8JfWKdwPKzdQLLtWebMwxtImCJDt3lcGxbHjH4JkRN2sVmPTpAwDqo708OzcCnW7bpDlUWz55i2hKwvinWVnvZLsPBnxT6DQJrL5Hli5ih35ihGctCCKy9RKXYtlG8fpNHeDX7sLzwitk4H4DFT02nS0JNiw6z2f7ptEmDCQED6TPVhKV8/qung2oC2U74BwKrpat0nLaUMJ5nNUB7SnDY94aP9fGEs1jpiKVOwHKXusMXt/ZfsxFYtwdt7UwDWGIcln9seHSjP2UPI2Apf7f1uicGsD5nv6b/lbXjAZZ+ObtTfG+TANZt7E36GK7JsCt07W8d49qnms2qzOgTPLoJLH3ehaxa9CxjAmuTWAlqDK2yuxkNS9HzmWUwJylWC0uciBfCUp6ZjGeqEgLWBMUy9MSiQ3gb5jldf64hdrPFamGJViNcS6jTbd+M1cLyiI3VwvKyjdXCsu1Zhvl4SzkBS9xBXG0fPJ6dgncEK7hRjQqqqA9rf9W00NSTCCz70C/QNm18xJaA9aWGDbKYtvq0SGg2AmsnkWVqzFBzhFYoNCsFgbWTgBXbNorX7FzCqwmsbc6trSSaUjZOB2CVUjZ+pNkHxYPKeiACqFsVa0LRRJ55JLAm6A9S6eQDsG51lY7TlrSZZ2MLi8ZhOe0RFj1p6W/YwiojYLlL3eFL9XYnz++h3hG0tfptsNAyjxcLYPnGfqY0xIGjGkXa7nokBrAWMEb3mMayuIDVy9ylFwSwxouHAvUydhfQuvwPtqHrO0r0id2MZfVK7Gj53tj3Pxlfm38hY6lmuAmsql/VFvetD1cHOn5mDN0axOzDTN3Aeh8OZnGgF8DSl2by3VAwOQQsHBFsu54yhZ0AT+rf1G9yP+gdBFaz++83hwH/AyqQaArMgSX72DEnsHxincDys3UCy7lnJ5INAqRVErBEr+EqSIhuzrHktBmguWY1+kp0uu/hofST+hZIcM4Zc7ogOxSxJWDN1VZ42UZ4lXY4GYE1ZQYOXR8ZK3TGZDN2ZHIaAmsKho6eGCt2lrm1BUeSEVgZZDstNl6RppSNXwCwVlE2YqRzjhUkg0oDKLAmvBjCt7QH1AR9491UOgV8Xr0/uUrHaUvazLXr4btj6YPD/gn4OJCWPiJfApa71B2+VG938oL5dIvAb2uN2GI+TwDLd88UvIzYx/mMepDwhTUiMYC1mrHnK+Gc0OZycbGXZoBqogGquewiajdyMbxg7QXs99AuqBza/pc0ZKPiD4yo8dBFm3R9f70OxswM0yDHv27OntWP/YI6VsNptfGAq2pkPA1+Hasrfj7zIhaZ7KHIHMGQxD6k/0/V2Q1V+TLqra+of4vzjnWsu4QivzNhaZuZjHdbZhGwsE/S9fwaCq7qlQH6J6K4n+F0I0XpZ6zE+1D5tDQFluyHQ6y7hB6xse4SetnGukto3bOvTQTkiD4s8e1SSIge18tCNmm0tVwrQV7pGzXNNUHfem1W1JaANVPbG2QbylkWQmBF5R2KV4z0LKF37KQIXpeFcFy+YF16TLwSTSkbJwGw1lA24sw5zt6uo0iAbbiENeEvE3A+rICaoL/enkqngO8edJurdJy2pM28EHuSRAeJw/5l+CgeVptKvgQsd6k7fKneArCOUh+W39YascV8nKjBvnumKGViPiy8MzDcGpEYwArfwtgVba9sefhKRo3LgUzMojfEoMdcJvq6xzNGp5PUaqx6y0eue6yipui0Wljrt/z0vpcumgZZ3ZxF9IGuf8p+Bmf+7rX6jM4ccWczujTcytiN+P/7mqyWMRwUiTVAPIs/lDFxHXeqdfXBuyrXPViPWiBazSv4mZ0PXOm6+egE1gw4mMW4t5lJSX0jz3JgwYQIWIMVpZ71aZDIFfwSBUfbjY4NrJGRtnuaqna2PwrvBJZPrBNYfrZOYHnsGYqAJVqTRaFQcvRW9So3sHAo5qx0DFmpaaJmnjhiZsJxrhVFTwkErHRKCLBd5QCWb6gdWP62WbC1U+kTDsJw45VoStk4CoC1krJxW/SSMJpLj6pqF/qENaHjagRWQE3QH7iDSgeA9SUuWUrHZWskALCwq+lj+uCwT4MV/6SlTPI17xJ29vWleosT+D16a8DWGnW8mL+rKC2C9ozuZCKwsMPLMklBogBLP9zzup83Hnpar8OqXZky8OrqjF3aVH/36hqM1bl2JwHr19duHHNNTcYuvhb3Zk33+rV+/164krGa12D/06ZHfverq55AHvWL8gpbaz0YPpC3tusVNX5zb7pxKDxQe6quT77mYoi45BrR5ZgFxPrNJj3t8tqQWO2yy/G2dNXoNpf9qsnbxpigDQ/+tubVL7nnwHUCqxQOa3FJmpqU9HEkOR0Kpi8B6++K0pmSyldi/c9MsoQ0jpzCnX1Yedg3QkuDVbW/fROcwPKJdQLLz9YJLI89QxGwBOczQiFBwCN7LY1Ry303fNglByFRVWAc15u0yMCllbahAwSsSRvjssVHc/JE13pQKI3DyqOEQNtS2Nq1lJDng1fMxmEArGWUjbvgeDm0ZyOcALd3NntPT3VW1SG0hDXhRZpxNKgm3N2CSgeAtfmv5sPIsW3NBABWG6xo9MFhj0/m9KbPk8mXgBUpdS/fz9AOgHWq842B9ZbqeDHOh9UpaM/o8SEE1mbs0dMtShBgBaiq8qzmWY/qzOW13LOYxdLJ0z/wN5zAOozz26FT5SvWSVj2QMG0RWBVNDGm3hiiKPdB2X2hmAMXX1CU6HNCTmAdgDrWB23PdFdV2xgoN7B8Yp3A8rN1Astjz2gVAotutVaNDIUoQ0pCoWnRtosDAdTxs1/TCujRfaxfopQOwtKxqC0BK+1YXLZLAViTKCE5KJSANYkSAm1XwNYuogTNB6+UjYWcF5zGbISI4nGq2veYfkJ906hUZdCUEZeJn2NNWAfACqwJTzek0gFgLbhPVWm+Gw9bM2Ezz8eZ+9riB6d9JTR7mlG37JCGYnO3REvd0xcf1W67gxeUdaoXWG+pjhcBsAYE7hk0xQSwsqA5Zpuw6b8DWD9YE13PCp5ruebDGgXHNQ5tWpOU9JrluulxKM18vg0HHDfF8xE+sK68h/2Pt4ib5dBa7ho9ZghYf7fY4hxFWONLVbWH5ZhGuebD8o51zYflY+uaD8tjz3QDWCG8lb81FErDvdiDV1GLIgE4sV+GubUArJz0L9JzNW02PuBDM0vRnaLwEoCBxZaAFactTi8T2ldOV28BoWI+rLIQ3VAMiC0jvJbTBKk+eMVsxPEauZCNR0s0mr5BHY+zX4kG3JkkVRWDm3NU6mXimS90U5SGvjUhg4akf13Adz6gqg/gL23wsjUSNnNhjzd+nRVNHwH/EcNVd5BvPgDLLHUf33vgW0t5QVK7OOot1vEF/M1eWUGxGYpy434EVlVXRbHPh/zTBlZlvTaB7wP4N+UC1u7+SUlDjuvHBiclWUb46OsaKUo233aglSJmP8X2M86+WHmDcmPKjjPbUhoqXS19ugSsZhYsbO2qqs8c0Q8/rqrOR0NdwPKOdQHLx9YFLI8902kCv9RQaPJJ/cT4UIgGBq5DBETvqGKf+Whql6zP4lmAqrx5OThRMt6A/x7HPND8QYiuXRZbAFa8tgJYk2my0KBQANZ48Yx0cmAsAWvxklBqtqbtNrfRjVfKRs4zH4FshAbWilwkwNu6/paqvrf5TMX6vsADarxoqtqhLhzFfH7HBoryOCZ51oTKbo07gW0B/7ijqtIjr3letkZCKc9Sh0FFa/+d7qpo+vH2itJ8sx6GZk8P2NwcviVS6j6+Heoryms8D7c2sN5iHc/g43YF1vFKgPVflu/lvC9cHtsvbLIRWI7ne/WfDLA+/822H/sn3HO6r4Irpn6f/DOpr50ACxormXzYzUo9Mb/pVqgIyjjdfAZLUZp8GOnS/a6wcDp1unfPiD4IVNJNVbu89rDa2TVuxj2nu2ese053b1v3nO4ee0bA2gxXVykzR4eSRd/7IWgahcQIr5Pl5StxypfQrK+/1Y+Esvi8tOmZublZM3DaTwzYt6hoM9bacLGm5Vv7tU9wPjslLlsE1sJUo7N8IiV4hwKwFpmx2d/625bxhdzA6wJK8MArZqPGX1HVj2Enyip3dwECAAHHIgm6wIc+otGwByegalsP53Svr9S9jboPvWvC4eeb3Ydzug9QVfEwhpetmTCc5yzDiqY06OquaPrOuxSlbiegSe8TsLnZfHSk1P18YWuf5rkNg+vt/I/73Uoj3eOo44efh089uabUH26Zd3pT5oLxDRFYjScsyLQ/FP0TAdauH/81qzHemnNg1nuvvvJuuvMtL+VvZfOX275uUiCzTfNhWFhr32h/Y8Pbe46xTBNSEr1L2DWaumf0s9279Ul2TNqvx3xrjldsjLfmeNrGeGuOx57RW3OOLJySNnJSgflw+eZJYxaLc+fO6H23mfpBBFY0wfYItX6mqsp2Hw5aWKe/i8sWgbXInuAdqlvvEs70twVgRfFKsR54hWzU+OC3pvHi1fg0+aLej06Axv236f16dXn4+c9KjYZ+OY0hv+fWIXxOo1vuUodSok9NWPa8em8ef3u4WToetmbCNHrNV/lb7Zs0dlc0XT89qUeLBq2ezQ/j5ubw96Ol7ufb8fbneU4c9XZxy5taP9JzHn8nrjq+LKnTI1wbYhtgO9Byw4zZK99PBFj/B5IvUtV/oi9SdeJVvkgVlaDvJYzn7ckSWD6SwNLPd2DFsJXASkxgWd6e7CMJLB9JYOkSWEISWPqPCizb25P9JIHlIwksXQJLSAJL/zGBZXt7sq8ksHwkgaVLYAlJYOk/JrBsb0/2lQSWjySwdAksIQks/cfuw5LAii0JLF0CiySBpUtg/WckgaVLYJm2ElgSWOe7JLB0CSzTVgJLAut8F+S6lJTUjy0nsOLThZ96HLc2/ZSAdTT/P12SUlL//crfaTvsjteOk1j9PI5bm35KwNIrz8StilPxx56qOIvY+ENP/+dtT56F7elEsq04C9uzyNsfqdacB5Xx5ImT8ctx2H2/3197dnxHimuSu58UsKSkpBJNh2qKBph4SaIElpSU1HmskYJXbcUnCSwpKamEkQSWlJRUwkgCS0pKKmEkgSUlJZUwirw92VcSWFJSUueBIm9P9pUElpSU1H9atrcn+0kCS0pKKmEkgSUlJZUwksCSkpJKGElgSUlJJYwksKSkpBJGElhSUlIJIwksKSmphJEElpSUVMJIAktKSiphJIElJSWVMJLAkpKSShhJYElJSSWMJLCkpKQSRhJYUlJSCSMJLCkpqYSRBJaUlFTCSAJLSkoqYSSBJSUllTCSwJKSkkoYSWBJSUkljCSwpKSkEkYSWFJSUgkjCSwpKamEkQSWlJRUwkgCS0pKKmEkgSUlJZUwksCSkpJKGElgSUlJJYwksKSkpBJGElhSUlIJIwksKSmphJEElpSUVMJIAktKSiphJIElJSWVMJLAkpKSShhJYElJSSWMJLCkpKQSRhJYUlJSCSMJLCkpqYSRBJaUlFTCSAJLSkoqYSSBJSUllTCSwJKSkkoYSWBJSUkljCSwpKSkEkYSWFJSUgkjCSwpKamEkQSWlJRUwkgCS0pKKmEkgSUlJZUwksCSkpJKGElgSUlJJYwksKSkpBJGElhSUlIJIwksKSmphJEElpSUVMJIAktKSiphJIElJSWVMJLAkpKSShhJYElJSSWMJLCkpKQSRhJYUlJSCSMJLCkpqYTR/wcBCJL+N0ZqtgAAAABJRU5ErkJggg==" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 0.30139729 0.01586302 0.06988971</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Testes de hipótese.
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cálculo da estatística Chi-quadrado.
+# t(L %*% coef(m3)) %*%
+# solve(L %*% vcov(m3) %*% t(L)) %*%
+# (L %*% coef(m3))
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))</code></pre>
+<pre><code>## [,1]
+## [1,] 16.21861</code></pre>
+<pre class="r"><code># Teste de Wald para interação (poderia ser LRT, claro).
+# É necessário passar um objeto glm mesmo fornecendo o restante a parte.
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))</code></pre>
+<pre><code>## Linear hypothesis test
+##
+## Hypothesis:
+## umid50:K30 = 0
+## umid62,5:K30 = 0
+## umid50:K60 = 0
+## umid62,5:K60 = 0
+## umid50:K120 = 0
+## umid62,5:K120 = 0
+## umid50:K180 = 0
+## umid62,5:K180 = 0
+##
+## Model 1: restricted model
+## Model 2: nvag ~ bloc + umid * K
+##
+## Note: Coefficient covariance matrix supplied.
+##
+## Res.Df Df Chisq Pr(>Chisq)
+## 1 63
+## 2 55 8 16.219 0.03936 *
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+X <- LSmatrix(m0, effect = c("umid", "K"))
+
+pred <- attr(X, "grid")
+pred <- transform(pred,
+ K = as.integer(K),
+ umid = factor(umid))
+pred <- list(pois = pred, pgen = pred)
+
+# Preditos pela Poisson.
+# aux <- predict(m0, newdata = pred$pois, se.fit = TRUE)
+# aux <- exp(aux$fit + outer(aux$se.fit, qn, FUN = "*"))
+# pred$pois <- cbind(pred$pois, aux)
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+str(pred$pois)</code></pre>
+<pre><code>## 'data.frame': 15 obs. of 5 variables:
+## $ umid: Factor w/ 3 levels "37,5","50","62,5": 1 2 3 1 2 3 1 2 3 1 ...
+## $ K : int 0 0 0 30 30 30 60 60 60 120 ...
+## $ fit : num 48.7 55.7 60.5 64.1 78.1 ...
+## $ lwr : num 43 49.6 54.1 57.5 70.7 ...
+## $ upr : num 55.3 62.7 67.7 71.5 86.3 ...</code></pre>
+<pre class="r"><code># Predito para a Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Poisson Generelizada")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.1),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de vagens por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="numero-de-graos-produzidas-em-soja" class="section level2">
+<h2>Número de Grãos Produzidas em Soja</h2>
+<p>Análise do número de grãos por pacela do experimento com soja.</p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+
+xyplot(ngra ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ ylab = "Número de grãos por parcela",
+ xlab = expression("Dose de potássio aplicada"~(mg ~ dm^{3})),
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ngra ~ bloc + umid * K, data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img src="data:image/png;base64,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AlXrlxR+uSxqLU9m+B++PDhiom3bNkyYMAAuZUq6sAHDx6YmpqKRKL79+8rHi0nJ2fgwIFsX6UT03t4eLCtcgEh8/r1a7ZVMSDUbnNZ1AJRKj4+ns0aUqFChcTERMUEkyZNsrGxkXsBpZVTMxo0zRrcJ2hwmZrdjXz//fdsvbu7e9++fT99+pSTk7N3714iunr1Kkujwc/g999/J6IqVarItbxSqbR169Zsr6ZNm3bq1KlTp067d+/WOP9QJPiGEMqMHj16vHnz5vDhwxMnTmzZsqXibFGvXr3y8/ObP38+vyYmJmb06NFE9Ouvv/JzG/AMDAxq165taWnJr/nqq6/mz58vN3K0ubk5//lEVFSU+hk+cODAzZs3iWj48OGKW4cNG8YW/vzzT/WPqbGYmBhWC48YMcLCwkIxwdixY9nz77dv3/r7+/N76bAAeYVN8qvZRRFRpUqV2IKpqenhw4f5Vpzx8vLq06cPW5YNHQFAUPr379+uXTu2LJFIvv322w4dOiidWqCotf3du3eJKDY2VjFxq1atvvrqK7mVhdWBUql0xIgRWVlZgwYNkn0ZyDMyMvrxxx+V7ssUNrYzo2JSDe3W9kUtkMJyy8ZizcnJUXzdxHHcuXPnxo4dK/exulZOrTEN7hM0uEzN7kb4hjInJycwMNDe3t7IyMjPz+/o0aP16tVjm4r6M+A4buPGjUTUoEEDuZZXdpLP8ePHX7hw4cKFCyNGjNA4/1AkCAihLDE2Nvb19d2wYcPt27fT09NDQ0PXr18/ZMgQ2Zhk6dKld+7cYcv+/v4pKSlExI8dImfRokXt27fn/+jr69uzZ0/FZKyjAskMOK6OgIAAtqB0+sTq1auzhfDwcPWPqbGDBw+yAVqbNGmiNIGFhQX/OJCvVXVbgLzCJvnV7KJkD9iiRQul4wSyh5FExD8gBwCh0dfXDwgIYHNL5Ofnf/PNN6mpqUpTFrW2Z0OjnTt3btWqVXJDZ3t4eEyYMEHuCIXVgTdu3GDHVDEpherJ8fi51Iu6Vbu1fVELpDB8HLJjxw6O42Q3hYaGRkVFKY6Oo61Ta0az+4SiXqZmZ+F/daNHj5b9JQwcONDW1pYtF/VnkJSUFB0dTYU8a6hduzZbePLkSfHzD0WCeQihrKpQoUKrVq1atWpFRImJiXPnzmWvgKRSaVBQUMuWLYno0KFDRGRra6v4dovhn/4qYkNshYeHP3jw4MaNG2yl+iNPchzH75WSkmJkZGRqampqasrXsA4ODmyBH9vt7NmzcpUgr0+fPrLfc2vgwoULbIHvyKHoq6++Wrt2LRHdvn27oKBAX19fhwWoDs0uSnZrYbdZbDgBIlI9QB8AlG82NjYHDx709vbmOC46OnrUqFFHjhyRC7E0qO179Ohx8uRJIpo5c+aKFSs6duz41VdfdejQwc3NrUiTmwcFBbGFWrVqFeMqi6v4tb22CqRt27aNGjV6+PDh06dPb968KdtC7dmzZ/DgwfzfhdZPrQENfjlMkS5T47Pw+PeBqqnzM+Cb1Pfv3ysegX9nyAecWsk/qAMBIZQHNjY227Zti42NZUMhP3v2jIjy8vIiIyOJyM7OTv1DcRx34sSJoKCg4ODgrKysZs2aeXh4dO/enb11VH8WxLS0ND6x7PsrPT091sawp3oWFhYNGjQgovz8/O+///7Tp0+KhzIyMuJ7RGjszZs3bIHvBKKIv6WQSqUJCQnW1tY6LEB1aHBRqj9D5cnFjQAgWF5eXrNnz2aTTBw9etTf31+uE2ZRa3si+uGHHy5cuHDs2DEiSkpKCgwMZF9r29jY9O7de8mSJYpxi1J8n3Z+1JnSpMXaXlsFIhKJxo4dy96P+fv785FSVlbW4cOHL1++XHKn1oAGvxymSJep8Vl4hT0RZor0M6hevbqhoWFeXt6jR4/S0tJku3cR0aNHj9hCv379tJh/UAcCQignRCLRlClTWEDIeoDExcWxakL9lzyPHj0aN27cP//806JFi40bN/bp04c9rwoLC1u0aFGR8iN70vDwcNnuFnp6egYGBgYGBjY2NvyXIcHBwUqjQSIaMmSI7NMyzbCen0T08ePH5s2bK03DvxYjIhMTE90WoDo0uCit5wEAyr1ff/01JCSEfWw2efLktm3bNmzYkN9a1NqeiAwNDY8ePXrixInAwMCzZ8/ybzYSExP37NkTFBQUEhLC+rmoxn/5FhcXV1jcUkJz2Wu3ttdWgRDRt99+O2PGjIyMjCNHjqxbt65y5cpE9McffzRp0qRZs2Yleuqi0uCXw1P/Motzls8q6s/AwMCgb9++R48ezcjIWLp0KT/wGxFlZ2evX7+eiObMmSP7TrJE8w88BIRQNmRlZRkZGRXWwY9xd3dnC6xDOT8+8ocPHzIzM5V+KiYrPj6+e/fuMTExHh4eFy9eVDpIifrs7e1FIhELqGxsbNhXKCr07NlT7ksA7bK0tExKSiKid+/eFZaGL14zM7OKFSvyM73qpADVocFFlXSWAKD8MTQ0DAgIaNq0aWZmpkQi8fX1vXv3Ll8lFrW2Z0QiUd++ffv27VtQUBAaGnr69OkTJ06wrwbS09MnT57MRtFQjX/I9ebNm8I+pZZIJOrkp0hKorbXSoEQkYWFxbBhw7Zs2SKRSA4ePDhx4kQ2kInsgHMldOqi0uyXw6h/mcU5i2qa/QxWrlx58+bNmJiYlStXZmZmjhs3rkaNGhEREVOmTImLi1u8eDEbPLwU8g+yMKgMlA09evQ4fPiw6jRv375lC2xiOisrK1Y9FRQUyE4kUJhff/01JiaGiFasWFH85s3IyIh/Xsu6sOrEqFGj1qxZQ0TOzs5sjYphM/k+/d7e3iKRSLcFqA4NLqoUcgUA5Y+LiwsbHZGInj17NmnSJH5TMWt7fX39du3aLV269PHjx9evX2cd4MPDw9V5s8ef9969e4WlUbOLR25uruLK7OxspYlLtLYvToEwY8aMYQv+/v7sC7TU1FR+7OgSPbWaWNNczF+OmpdZcncjmv0MatWqFR4ePmbMmOrVq2/evLl+/frm5uZ+fn6enp5v3ryZO3euXEv9hdxNlXsICKHMUPoJsqzbt28TUbVq1bp27UpEenp6/AR3mzdv/uzxWX93fX19foRJXkFBgQYZ5p/X7tmzR4Pdi4/juJCQENbdtGPHjmzl4cOHC3tgzA8PzeZt13kBfpYGFwUAoIKKnhrDhw/nZzzbtWuX7DPKotb2gwcPPnjwoOL69u3bs4GRDQ0N1XmAxU8cv23btszMTKVpzp8/r+II5ubmbEHpoKBXrlxRupfWa3ttFQjTsGFDNvz148ePQ0NDN27c+NNPPxXWw0i7p1aHbNNcnPsE9S+zhO5GNP4Z2NnZzZs3z8nJadq0aS9fvkxPT3/9+vWaNWsK+8hf53dTQoCAEMqG1NTU69evq0gQHx+/ZMkSIlq/fj3fWXTixIls4cyZM599wcg+xigoKJB7JpqdnT1jxgwVO/IVn1wNOHnyZLYQGBjIj5FVfBzHqdniPnr06O3bt6wD7fDhw9nMjQkJCWzsUEX79+8nInd39yFDhrA1pVOAvIyMDKXrCythzS6KiPLz8+UWCvPZBABQbnAcx3eVV/y3LxKJtm/fzo9pPHr0aH5amqLW9hKJpLAXd+yG3svLSzYIKawO7Nu3L0uflJS0YcMGxaNdvXqVrxuVNhzs2zMiCgsLk9uUnp4+ffp0pftqvbksaoF81rhx49jCwoULz58/P3LkyMJSauvUmjXNxbxPUPMyNTsLfzmFPSXR+GcQEhLSpEkTJyenVatWubi4fPbtYgndTYEsBIRQNiQnJ589e3bVqlVKe258+vTJ19c3Njb2t99+GzBgAL/+q6++4t8LDRs2bP/+/XL1mlQq5T/Kd3FxYQuLFy/mkz19+tTT09Pa2pr9Uekj2ISEBLbAvmfjde7cuXXr1kRUUFDQv3//4OBguR0TExNnzpzJjxuupg8fPqgZpRw9epSIatSoQUQODg58v/yFCxcqPgx+9erVkSNHzM3N//zzT36MzdIpQH5mZH4aibdv38r+RfO5lSthzS5K9oCJiYmK+ZH12QQAUG5kZGTwdVdaWppiAisrqwMHDrDwQCwW+/r6sp6WRa3ts7Oz//rrL8XmLCsr6++//xaJRHPnzpVdX1gdWKNGjdGjR7PlefPm7d27V7aKPnv27KBBg2bOnKl0X4Yfdmv58uXPnz/n1z9+/Lh9+/Z8/0O5mlDrzWVRC+SzBgwYwGa6O3/+vK+vr4qRqLV1as2a5mLeJ6h5mZqdhf/L4p+SyNHsZ5CZmdm/f//ExMRPnz7JtfWFKaG7KfgXDqAs4D/fb9Kkyfr16x88eJCamhofH3/lypWFCxeam5ubm5vv2rVLKpXK7ZiRkdGlSxf+B9+8efPly5cfPXr0wIED8+bNq1279qRJk1jKXbt28cl69OixcOHCvn37Ojs7X79+/ezZs2z9oEGDCgoKWPq8vDyxWBwfH+/h4cG2Tp48OTU1VSwW89mIjY11dXXlD9u+ffvly5cHBARs2LBh1KhR5ubmDRs2TEtLU78cMjMzZbs+9uzZc/r06WvWrNm6devatWuXLl06f/78mTNnfvPNN/Xq1ROJRHp6erm5uWxfNrEy29Hd3T0iIoI/7P379x0cHBwdHUNDQ0utAHns1S4RGRgY9OzZ86uvvrKysnr//r06JVzUi/r48SPrmsJ2MTc3v3v37ps3b1JTU2WzxIYdJ6K2bdu+fPmS3SYCQLkkkUjYvansmIfffPPN69evP336JBaL5dLPnj2bT9a7d+9nz54VFBQUqbZn03b/5z//efnyJX/YR48edezYUV9ff+fOnWyNOnVgZmambIe9li1bzps3b/78+R06dKhcufKVK1du3brF197x8fFisTgvL48/6fv37/X0/vtuwNjYuGPHjsOGDWvevLmhoeHq1as/fvzINpmYmDx48ICvCbXeXKpZIEXy888/s3MptmuytHLq4jTNxbxPUPMy1T+L4l/W1KlTk5OTxWKxRCKRPaZmjf61a9dIhrGxcdV/q1u37n/+85979+5pln/QDAJCKBv27NnTo0cPpZ3jra2tZ8yY8f79+8L2zcvLW716Nf8aimdgYDBw4EA+EigoKOB7XzBDhgxhW2V7S4pEot69e3Mcx6ayVSo7O5s/e0ZGxowZMxR7RLi4uKxfv162YVZHmzZtCjupUtWqVZPdvaCgYMOGDfyju+bNm/v4+Li5uVWsWHHGjBmJiYmlWYC89PR02emDDA0NL168qH4JF+milA47TkTLli2TTcYHhLyUlJQi/U0BQFkREhKiohZdsGCBXPrc3NxWrVrJpjl58iRXlNqeve5gHB0dPTw8HBwcDAwM/Pz8Xr16xSdTsw4Ui8U//vij7HD8RFSrVq1nz55xHKf4DSHLLW/X3qJj7wAAIABJREFUrl1yE81Vr17977//5jjuxYsXcvsGBARwJdBcqlkgRfLmzRuRSGRra6v4FFKWVk5dzKa5OPcJal6m+mdR8ZfFP/9lNGv0c3Nzx44dy89BXxgDA4Nz585pq5Tgs/47kCtAmZCSkvLo0aN37959+PDByMjIxsamSZMmDRo04B9wqpCXl3fz5s0nT56kpaVVq1atTp067u7ucpOiEtHjx4/v3LmTmpravHlzLy8vtjI7O1sikZiYmBgYGGRnZ0ulUsUdVZNIJJcvX46KikpPT69atWrjxo0bNWqkq0Evc3Nzr1+//uzZs/T0dGtra1dX17Zt27KP8VQo0QLMy8s7c+ZMZGSkSCTq3Llzo0aNSueiCpOfn5+Xl2doaKinp5efn5+fn29iYoJBSgGAkUgkeXl5bNYHVlfwzyvVrO3j4+Nv3boVExOTkpJStWrV2rVr16tXT/G5m/qSkpIePXoUHR0dGxtbo0aNLl26sKPxtZm+vn5hlVhSUlJERATrMuru7t66dWsWIubn56elpZmYmFSoUCE3N1cikRgbG/NzXWi3udR6gahPh6eWVTr3CVo/iwY/AzaZR2BgYMeOHWvWrGlsbGxoaCgWi5OTk0NDQyMjI1myOnXqvHz5Ui5vX9TdVHmCgBAAAAAAAEoWx3E7d+6cN2+era3tmTNnFCcV5Dju9OnTAwYMYB8u8qPvQEnDoDIAAAAAAFCy9u7dO3r06ISEhKCgIKVTzItEol69evHDpX52vjHQFuWzspRjkZGRp0+ffv78eVxcXFxcXEJCgoWFhZ2dna2trZ2dnaura9euXflBpQEAAAAAoPj27dtHRF5eXnXr1lWRjB9WoLCZCUHrBBQQxsbGjhs37vjx459N2a1bt4ULF8p9Mg4AAAAAAJp5+fIlESl9NyiLTfpSvXr1WrVqlUa2QDgBYXJycps2baKjo4moQoUKLVq0qFGjRsWKFS0sLCpWrMhxXFpaWnp6enJy8p07d86fP3/hwoWtW7eOGjVK1xkHAAAAACjzrK2tP336pDh6rSz2GSERjRkzRp0hA0ErhBIQLl68ODo62tfXd8KECS1atFAx3C3HcVFRUbt37544cWKjRo3wnhAAAAAAoJj69ev3+PHj+/fvR0ZG1qlTR2mazZs337p1q1GjRlOnTi3l7AmZUEYZdXZ2Hjhw4KpVq9TfZd26dTdv3jxy5EjJ5QoAAAAAQAjEYrGHh0dkZGSLFi1CQkLkpiSRSqUHDx784YcfnJ2dL1++7ODgoKt8CpBQAsIKFSp8/PixSLPKiMXievXqffz4seRyBQAAAAAgEDExMaNHjz59+rStre2cOXNatWpVvXr1t2/fPnnyZOfOnWFhYaNGjVq1apW5ubmucyosQgkIq1Sp8unTJ37eWHVkZWVZWVlJJJKSyxUAAAAAgKCEh4dv3br12bNnUVFRiYmJ1tbWrq6unTp18vPzw8SDOiGUbwjr169/69YtT09P9XcJDAzE22oAAAAAAC3y8PDYsWOHrnMB/yOU0XtGjBgxYsSIJ0+eqJO4oKBg9+7dY8aM6d27d0lnDAAAAAAAQFeE0mVUKpX26dPn7NmzLVu27NSpU7NmzSpVqmRpaWlhYZGfny8Wi9PT08Vi8cuXL69fv/7PP/+kpaVZW1s/fvwYc2ICAAAAAEB5JZSAkIhyc3Nnzpy5efPm/Pz8zyauU6dOUFBQo0aNSiFjAAAAAAAAOiGggJB5/fp1QEDA+fPno6Oj4+LiCgoK+E0VK1Z0cHBo0qRJnz59Bg0aZGhoqKtMjh49+tixY1KpVFcZAAAojJ2d3dmzZ2vWrKnrjEB5hnYQAL5MEolEKpVeuHChffv2us6L1gguIJQllUqTkpLi4uJMTEwcHBxMTU11naP/qlKlSmJioq5zAQCgXFBQ0IABA3SdCyjP1G8HXVxcVq1adfXq1bVr15Z0rgCgpLkT/UNERGKi40SHiO7oOEfKzZgxY+XKlbrOhdYIZZRRpfT09KpUqVKlShVdZ0S58+fP16lTR9e5ANCQVCrdtWvX2bNnX716ZWVl1bRp02nTpjk5OamzFb5YgwcPvnv3rpCfJEJpUqcdzMrKSkhIGDRo0IQJE0onVwBQckR5eXrLl1scO1Y5PX0S0SSivJo1M3r3zujVK+/LuCtu0qSJWCwuZ+2goANC1fLy8nTYa5SIqlWr5uzsrMMMABTHgAEDTp486e3tXbVq1du3b588efLy5csPHz6sVavWZ7fCF8vY2FjXWQABUacdTEhISEhIMDY2RosJUE7s2UPbtlFwMB05QidOGEZHV964sfLGjdS4Ma1ZQx076jZ3enrlcI4GBIRKFBQUDBgw4NSpUwsWLJg/f34xj5aQkLBt27bMzEz1dxGLxcU8KYBucRx36dKl0NDQZs2aEVFqaurAgQMvXbr0yy+/HDx4UPVWxaPl5+e/fv06IyPD0tLS2dm5XNbFAKAZU1NTfX19c3NzXWcEALSnQgXq3Zt69yaJhM6doz/+oFOn6MED8vfXeUBYLiEgVOL58+cnTpwgotWrVxc/INy9e7dmB3nw4IG7u3sxzw6gE0lJSd7e3izeI6JKlSpt2rTJ3d09LCzss1tlvX37dtGiRceOHUtNTWVrqlSpMnTo0Pnz51eqVKm0rgYAvlxmZmZeXl66zgUAlAxjY+rXj/r1o4wMunyZmjfXdYbKJwSESri4uHTu3Pny5cujRo0q/tG+/fbbtLS0Ig2VtnLlSo7jzMzMin92AJ0QiUSzZ8+WXePq6mpsbJyVlfXZrbzz588PGjSIvTA3MzOzs7OLiYlJSEhYu3ZtYGDg8ePHm6NhAAAAEAJzc+rdW8n6y5epWzdq2JB8fWnQIMKHJxpBQKiEkZFRSEiIWCy2sLAo/tGqVau2dOnSIu2yatUqjuNEIlHxzw6gE9bW1tbW1rJrsrKyJBIJC+FUb2Vu377dr18/iUTi6em5ZMmStm3b6uvr5+XlXbp06eeff75//36XLl1CQ0NdXV1L54oAAADgi5OTQyIRhYdTeDjNmkUtWtDAgdS/P9Wtq+uclSX4FKdQWokGAYA5ceKEnp7e9OnT1dmal5c3bNgwiUQyaNCgixcvenp66uvrE5GhoWG3bt1u3Ljh7e2dmpo6cuTIcjbMFwAAABRB9+707h1t3kwdOpCeHt29Sz//TK6u1LAhLVpEaWm6zl/ZgIAQAEpcVlbWkiVLFi9e3LZtW3W2BgUFvXz50t7efu/evYqD/Zqamh4+fNjMzOzmzZvXr18v8dwDwBcsNzf30aNHsbGxus4IAOiInR2NG0dXrtCHD7RpE3XqRAYG9PgxLVhAW7boOnNlAwJC5f766y87Ozu5Xm0AoJmJEyc6OTnNmjVLza3nzp0johEjRpiamirdxc7ObtCgQXxKABCstLS0xMTET58+6TojAKBrDg40fjxduECxsbRnD40fTz4+us7T5+TlUUYGSSSUn08cR3l5lJ1N6elUuh2ghBUQ3rp1y8/Pr0mTJrVq1erevXtAQEB+fr7SlPn5+fHx8cnJyaWcQ4DyZ//+/aGhoYcOHVI6XYTSrVFRUUSkeswYtvX169fazi8AAACUZdbWNHw4bdpELi7ymwIDqUYN+uYbCgqifw9lp01iMU2bRi1bkrs7eXrSli2FBnhHjpCFBZmYkKEh6emRkRGZmpKlJRVlvrriE9CgMr///vvMmTP50T6jo6PPnz+/YcOGAwcO1MWHpwAl4+HDh8uWLQsODrayslJ/K/t3qnpcJRZAFmn8XgAof9gHxuz/AACf8e7df/87fJhMTalrV+rVi3r1Ijs7rZ1CIqFOnahbN7p9m4ho82YaP56yskjpMAoGBlS5Mjk7y68v3SmXhfKG8MmTJ3w0WLdu3SFDhnzzzTfu7u537txp0aLF5cuXdZ1BgHLo7du333333bFjx5ycnIq0tVatWkT04MEDFQePiIggImfFOhQAhMTKyqpRo0YYcBgA1DJtGt28SVOnUo0alJVFf/1FP/xAjo7UujUtW6add4YHD9LHj/TrryQSkUhE48dT69a0ejUp7ZZoaEgDBlBYmPx/hXwyU0KEEhAuX76cRYMbN2589uxZQEDAoUOHHj9+fP369aZNm3br1u3PP//UdR4BypXk5GQfHx9/f383N7eibu3ZsycR7dq1K6uQqjk+Pp79m2UpAUDIrK2tK1SooOtcAEAZ0aYN/f47vXlDYWG0YAE1a0YcR7dv05w5pJVwYM8e8vYmvtuCSESdO1NcHF28qCRxQQF9AROPC6XL6MOHD4lo2LBhEyZM4FeKRKL27dtfvHhxzZo1w4cPz8rKGjFihO7yCFB+ZGVl9e7dOyoqavz48XKb2LyCKrauXbt24MCBtWrVevPmzZgxY/bs2SPXGSwnJ8fPzy89Pb1ly5ZeXl4leyUAAABQ/ohE1KwZNWtGv/5KHz/SmTP0+DH17q0kZV4eKQx4Xqi4OLp5k77++l8rW7YkInr0iLp1k0+fk0Pm5kXNu9YJJSCMjIwkIjYsoRx9ff0ZM2Y0a9ZswIAB2dnZ48aNK/XcAZQ3s2bNunnzJhEpjszk6OioeisRGRkZ7dixo0ePHgcOHHj//v369esbNWrEEoSGhk6YMOHevXtmZmbbt29X/Z0hAAAAwGdUrUqjRinftGIFzZlDrVpR37709dfUoMFnDvXxIxGRpeW/VtraEhHFxytJn5tLHEfLltGBA/T2Lbm60vDhNGFCKX9DaEBEb968CQ0NHTx4cDm+tWJvGGrUqFFYgo4dO16/fr1Hjx5ZWVmFzZ0NAGrauHHjxo0bVSdQfYROnTr9+eefw4YNu3LlSuPGjR0cHBwdHd+9e5eQkEBENjY2gYGBTZo00WamAaAM4jguPj6+YsWKJiYmus4LAJQ7hobEcXTrFt26RT//TE5ODtnZqma7j4sjIrKw+NdK9kelAWFODi1bRj17Ur9+9OoVHT9OkybR06e0bZvWLkENekQ0YcKEIUOGXLhwoTRPXMrq1atHRHHsL6kQDRs2/Oeff7Zt27Zw4UKudGf/AKEpKCg4derUtv//156YmCgqXEhIiG5zqyv9+/d/9OjR8OHDzczMPn36dO/evYSEBEtLy4kTJz5+/Njb21vXGQQA3UtOTn769OnLly91nREAKI+mTqUPH2jrVurRg0xN6f37hNxcIkqOiFCePiFByUrWKVTpp84ODhQQQKdP09KlFBhIV6+SoSFt307372vtEtRgQERisZiI0tPTS/PEpczX1/fu3bs7duzo1KmTihehNWvWvH79eufOnfGgEUrUxo0bp0yZMmDAgDFjxhCRoaEhEdnZ2dWsWVM22Zs3b2xtbTt27KiTTH4JatasuWfPns2bNz98+DAjI8PS0rJRo0YYPQIAeGzEOMxAAwAlxdGRxoyhMWNIIqGrVyv06kX5+RX/fcP2P2yEGLH4XysLCoiIqlRRkr5fv3/9sV07+uEH2rqVbt6kUuwGpfwbwu3bt4eHhxfnuHp6egMHDuzcuXNxDqJF48aN27Vr15EjRwoKCqZOndqqVavC5ixycHC4evVq9+7dSzmHUKalpqZevHjx3bt3UqnU0dGxU6dOtqy/uDKxsbHbt28nIiMjI7bGwMDAwcHh48ePsk8r8vLyXF1dlyxZUjrza505c2blypUPHjwwMTFp06bNokWL6tevr+bWkmZqatq6detSOx0AlCHl+GsXAPiyGBtTt26ZZmaUlmZQubLyNGw+w4yMf61kb90KvzP8F09P2rqVkpKKk9OiUhIQfvjwgb21KKbg4ODXr18X/zhaYWJicubMme3bt0dHR0+bNq1Zs2abNm0qLLGNjc3Fixd79er1zz//lGYmoSxKT0+fO3euv79/bm4uv1JPT2/o0KErV660UzbP6bx5837++efhw4fzAWFubm7btm3lbmv27NljZ2fXW+mAV9q2Y8eO8ePHe3t7T5ky5datW8eOHbt48WJERASbD1D1VgAAHbK0tLS3t7exsdF1RgC+UFKp9Pfffz969OjTp09tbGzatGmzePFifhZf1VuhyNiN36dP/1qZlkZEpOZdU6VKRETKJuUqOUoCwmrVqvn7+xc/lvtyXg8yNWvWXLZsmZqJLS0tz58/v2TJkhLNEpR1sbGxXbt2ffToERG5ubk1b95cT0/v4cOH9+/f379//7Vr14KDg11cXGR3uXXrlpmZWePGjenfbwiHDh0qm0wikfz2228HDhwonYffQUFB586dY31TOY6bMGHCli1bdu/e/dtvv312KwCADhkaGiqdzhQAGB8fn5MnT3p7e3t5ed2+ffuPP/44efLkw4cP2VNd1VuhyGrWJBsbCg3918oHD8jCgrp0kU98+DD5+JDBv8Oxly/JxoZKua8ix3Genp5EdPToUQ6+DHp6ekR04sQJXWcEVJFIJB4eHkRUtWrVy5cvy24KCwtj4xi5urqmp6fz6/Pz83v06JGSkhIREUFE48ePL+zgGzZs6NatWzFzmJycvHDhwiZNmrBvYm1tbX18fM6dOyeXLD8/v2/fvrJrXr16RUTDhg377FYQGrQX5VtqampKSkpBQYHsGp3khL3xe/LkiU7ODlBuSKVSS0vLsLAw9seUlBT2ePfbb7/97FbFQ926dWvfvn3+/v4nT54Ui8WldhVfFEtLSyKaPn16oSkmTeIMDbn4+P+t6d+f4++aMjO5gwf/u3XdOm779n/tm5PDublxhw9rPduqaT8gzM3N1cpxhAwBYZmwfv16IrKzs4uKilLcmpCQULt2bSKaPXs2v3Lbtm179+7lOI4FhJMnT1Z65LS0NHt7+3v37hUne+fOnbO2tlb6GKh///6yYWpubu6bN29k93379i0Rbdq06bNbQWgQEJZv1atXJ6KUlBR+TdWqVXWSEwSEAFqRkJAg91T36dOn7IH1Z7fypFLp3r175fqRmpqa/vTTT4mJiaVwFV+UzweEr15x9vbcgAFcTg7HcdypU5yVFcffKy5ZwhFxvr4cx3GfPnGVK3MHDnBJSZxEwoWFcf36cXv2lPg1KNDmpIcFBQV9+/Y1NjZetGiRFg8L8GXasWMHES1evFhptwobG5sNGzawZAUFBUSUnJx85syZ7777jk9T2GgxCxcu9PT0ZK8fNRMcHNyrV6+kpKSGDRseOnQoPj4+OTn50aNHU6ZMqVChwvHjx3v37p2fn88SGxoayo1ueurUKU9Pz5EjR352KwCUJ2wIX9mBfCUSie6yoy72SlPXuQD4EolEotmzZ8uucXV1NTY2zsrK+uxWJicnx9fXd/jw4VFRUVZWVt26devXr1+9evWysrI2bNjg4eHBPpyB/6lTh0JDydCQmjShNm1oxw66efN/HxC2bk1VqxL7sM7eniZNonnzyNGR2rShXbto0yYaPrz0s6x8lFHNPH/+/MSJE0S0evXq+fPna/HIAF+axMTEx48f6+vrDxo0qLA03bp1s7a2ZikbN268YMGChQsXste/Kjx79mzTpk337t3TOG9isXjo0KH5+fkDBw4MCAjg7+0qV668Zs0aHx+f7t27X716dfXq1T///LPcvhzHBQcHBwUFnTx5UnHyFdVbAeCLlZGRERYWZmhoaPT/+GV9fX3+W2VWQaWnp2dmZubk5Fy5ciWpdEe60wC7NHt7e9ZRHwBkWVtby3UXysrKkkgkzZs3/+xWZvz48YGBgSYmJuvXrx85ciT/LDs8PHzkyJEPHjzo2bPnvXv3VAyuLkQ1atDhw8o3dexIHz78748LFtCCBaWTKRW0GRC6uLh07tz58uXLo0aN0uJhAb5AMTExRGRra8t6Diilr6/v7OyclJT04cMHqVSakpJiY2Pz4cMHIoqLiyMisVj87t07PT29atWqsV04jvvpp5/69OnToEEDjfO2ffv2hIQEd3d32WiQ17Zt2x07dgwePHjZsmU//fSTqakpv6lLly6vXr1i3T8GDx7822+/yTYJqrcCwJcsPT29Y8eOar5Gs7e3L+n8aFF2djbHcdnZ2brOCEDZcOLECT09venTp6uz9Z9//tm1a5eBgcGJEyfkRov08PC4du1a69atnz17tmDBgq1bt5Z41qHEaDMgNDIyCgkJEYvFFhYWWjwswBfIzMyMiDIyMjiOUzEQaHp6OhGZm5tPnjz52rVrAQEBslv9/f39/f2bNWsWFhbG1hw/fvzChQsPHjwoTt7+/vtvImK9Q5Um+M9//jNv3rzIyMhLly716tWLX79y5coGDRro6+sHBgYOHTr01q1bd+/e5UdJVb0VAL5kjo6OnTt3DgkJ0cnZMzMz9+zZk5mZWaRdSi4/AIKVlZW1ZMmSxYsXt23bVp2tGzduJKLRo0crnTugYsWKO3bsaN++/Z49e1auXIn7/7JLmwEhg18DCIGTk5OFhYVYLA4PD2/WrJnSNJ8+fXr16pWenl69evV+++03FhwyUVFRkyZN6tu379ChQ83NzdnK7OzsqVOn9uvXr1GjRsXJ27Nnz4ioXbt2hSUQiUTt2rWLjIx89uyZbEDYtGlTtuDr63vp0iV/f/+goCC+W6nqrQDwhdu6deu4ceMePny4ZMmSwiYZGzFiRHR09OXLl4lIIpFcuHDh999/L/6pt2zZMnPmTA12fPLkibu7u+o0pqam+vr6fEUKACpMnDjRyclp1qxZam5lT5G+//77wg7Yrl07d3f3p0+fXrt27euvv9Z6hqF0aD8gJKL8/HwDgxI5MsAXwsjIqHfv3ocOHfrtt9/++usvpWkWLVoklUq9vb3t7OzkZqhno4zWrl3bx8eHX7lixYq3b9/u3r27mHlj34LL9gVVxN5wqngG37x5c39/f9nPytXfCgBfoNq1a587d+7o0aNz5szx8/ObMWOGYicCVjN4e3uzP3br1m3nzp3FP3X//v2joqKkUqn6u+zYsYPjOH6yVhXMzMy8vLyKkTsAodi/f39oaOj169eVDmeguDUjIyMlJYWIVE/1yQLCd+/elUSeoXSUSNhWr169yMjIkjgywJdj7ty5R44c+fvvv3/55ZdFixbJdRzdsmXL9u3bRSLRAmXfCr9+/ZqIoqKi+DXR0dErVqyoXbs2fyumsapVq0ZGRr548aJGjRqFpXn+/DkRsW8Xd+7c+c0337AbQR4bSaJTp06qtxYzqwBQmkQi0aBBg7p3775w4UIPD49169Z1UZwo+d/ptfLmrU6dOkX9vmjnzp3c/0/CBADF9/Dhw2XLlgUHB1tZWam51cjISCQScRwnkUhUjCTHxiI2Nv4/9u48Hsrufxz/a4x9KVuILNlKocStaCFpk6i7JEXSSpKo7rt9L+2KUmnTLlK93SUpsosWUZElouz7OpaZuX5/nN89Xx/L3NYZy3n+0SNzzsz1Gstc17nOOa8Xb1+EjbFG73/UEgSBl/5jQ8G4cePOnz8PAEePHtXT03v06FFWVlZWVlZgYODcuXNR0fldu3a1GuAdOnRo/vz5aPVFYGCgnp7etm3bAGD37t0NDQ3r1q3r+QUQqip7586djjpkZWVFRUXBvyO6qqqqK1eutOxAp9OfPHliZWVlYGDAvLWHoWIYxnpCQkJnzpzx9fU9fPiwlZVVQUEBk85MEiljGDZQ5OTk2NjYPHnyRFZWtvOt3NzcaHl5dHR0R69MpVLfvXsHAGPGjOntqDHW6XCGMC0tzdnZuasvR6FQfv/+XVhY2LOoMGxgcHR0FBAQcHJyio+PX758ecsmHh6eo0ePts3i1e6EIQDcvHnz9u3bTPLTdJ6Dg8P169cfPnxoZWXVdkE/lUpdv359c3OziYkJqqA4Y8YMfX19Go2G3k5paemOHTuUlZVv3br1n61YVxEEER8fHxwcXFhYyMPDo6amtmTJkhEjRrA7LmzI0dDQiIyMvH379vTp07ds2bJp06Z293q4u7uzPjYMw3pReXn50qVLvb292135ybx18eLFZ86cOXfunKmpabuXKD4+PqWlpZKSkpMnT+790DGWIQhi+vTpAPD48eOWFevr6up6UmeMwHoAzREFBgayOxCsUwoLC/ft2/fHH38ICAjw8vJqampu3749OzubjSE5OjoCAA8Pz9mzZxsbGxmPp6SkoGk9ISGhlJQU9GBzc7OTk9P06dOFhYXHjRtnZmb28uVLxlOYt2JdEh8f3/aUycvLu23btvr6enZH1yntni+wAa2srMze3l5bW/vdu3fjx4/vJ2fwzp8HGxsbk5OTCwoKWBAVhg04dXV1+vr6oqKi2m1s3bqVeStBEPn5+SglgYuLC41Ga/Xib9++RTtKPDw82PHm2APVG9u+fTu7A+lNHc4Q8vPzGxgYJCQkmJiYtNw+VFpaGhAQICAgYGlpycXFhc4cFAqloKAgLCzMyMhIU1Ozpqam2yNJDBtwJCUlDx8+fPjwYXYH8v+4u7uXlJT4+flt27bt2LFjBgYGnJycv3//fvfuHUEQw4cP9/f3Z9wL5OTk9PDw6OilmLdinefv729jY9PY2CggIGBmZiYnJ0ej0d6+ffvx48ezZ8+Gh4e/fv1aRESE3WFiQ46oqOjly5cTEhIcHR3T09PZHU6XVVVVlZaWUqnUgVU+EcNY4++//46NjQWA8vLyVk3S0tLMWwFg5MiR165ds7a2dnd3T0hI2Ldvn56eHh8f3/fv3318fDw8PKhUqqmpKboNjQ1gRMd3fHfu3Llr165WD545cwYAHjx40HZw+enTJ3V19fT09D4Zug4leIYQ6zk6nX7t2jVGyXuEg4Pjzz//zMzMZHd0Q05iYiLacG9hYVFUVNSyKSgoCF3Izps3j13hdR6eIeykpqYmdofQZVQq9eLFi1paWuwOhCC6ch4sLi4OCwv79OkTC6LCsMGKSqX+888/ly9fRl+WlJR0chxhZ2dHoVDYGzyLDcoZQmbpK/T09NDtgZb8/PzU1dUtLS3b9tfS0vL29jYzM6usrOzkrxGGYX2ERCKTW8f8AAAgAElEQVStW7cuJycnPj7e29v7zJkz/v7+hYWFAQEBSkpK7I5uyNmxY0dDQ4O5ufmjR48kJCRaNs2fPz8kJISPjy84OPj58+fsihDrLTQazdzcnJeXt1+tGugMMpns6Oj46dMndgfSNWQymfEvhmHd4+npuXDhQlR1EADQGkC0MxCZNGnSyJEjGX9ovLy8S5YsiYqKunnzJs4vOggwKzthZmbW9sGUlJQdO3Z0lAhRT09PXFx8/fr1/v7+vRMghmE9wMHBoaurq6ury+5AhrSfP3++efOGi4vr4sWL7W7K19DQ2LJly8mTJ2/cuGFqasr6CLFe9P3798DAQAA4c+bM/v372R3O4CcqKqqpqYkL02NDWVBQ0KlTp5KSkvj4+PT09A4fPjx69OiwsLAfP340NjYWFRXFxsZ+//6d0Yp2CzMUFhZevXoVABiVPzk5OUeOHJmXl9fynNXc3DxmzJhTp04ZGxsLCwuz8g1ifa3LdQi5uLiYTy+MHj36n3/+6UFIGIZhgwoq8jF16tRWK3hbWrZs2cmTJyMjI1kYF9YnVFRUjI2N3759u379enbHMlSIiYmxOwQMY5tr1645OjoaGhq6uLjExcU9efLkxYsXZDK5vr6+ZTc1NTVJScknT56EhoYmJiaiNOPI3r17d+7cuXr1asaAsKmpSV9fv9UdzFu3bklKSi5ZsqRXMqJj/UqXB4RGRka/fv1i0uHDhw/4FwXDMIyhqKgIAOTl5Zn0QbWeysvLGxsbeXh4WBQZ1ge4ublfv35dU1MjJCTE7lgwDBv8AgICgoODUQniurq6sWPH/v79GwAUFBSmTJkSFRUlLCyclpaWmppaVla2ZMmSgICAmzdvHjlyBD09Li5OQEBgwoQJ8H9nCK2trVsepaGh4ciRI3fv3sUX+YNSl0tgu7i4BAYG0mi0dlufPn2ampoqJyfX48AwDMMGCbQBvaKigkkf1MrPz49Hg4MDHg1iGMYCNBqNl5cXjQYBYN26dWg0aGBgkJWVde/ePR0dna9fv6ampk6dOrW4uPjt27cAkJuby3j6kSNHDh06RKFQAODt27dTpkzR09Nbs2ZNWVlZyznGa9eujR8/3tDQkMVvEGONLg8Ip06dOmzYMJQgoeXjVCr1zp07K1euBAB9ff1eCxDDMGyAQ3deo6OjGxsbO+oTHBzM6IkNDlQqld0hDAkEQRQVFaHLWQwbauh0+vnz59H/w8LCfH19UT4YCwsLEonEaFVWVn79+rWenh4qL8HILHD9+nVLS8v4+HiUN+THjx/x8fHv3r17/PjxunXrVFVV37x5AwDV1dXHjx8/fvw4W94jxgJdXjIKAG5ubpMnTw4ICDAzM1NSUqJSqZmZmaGhoZmZmQDAzc29c+fO3o4TwzBsoNLR0ZGXl8/JyTl37tyuXbvadqipqTl9+jQAWFhYsDw6rK+MHTsWnRaxPlVeXp6SkiIqKorvp2BDEBcXl4KCAvr/pUuXAGDatGlUKnXNmjWtWvn4+K5cuTJx4kQAWLx4MQCUl5cHBQVZW1ubmpqiG1gGBgZ79+4FgMTExMuXL2dnZ5uYmAQEBISHh0+fPn3SpEmsf4MYa3RnQKilpXX16lV7e/uLFy+2auLj4/P19cVLRjEMwxg4ODhOnDhhZWW1b98+aWlpW1vblq3V1dWLFy/Ozs4ePXq0vb09u4LEehdBEHV1deyOYkig0+mMfzFsKAsLCwOAuro6VMqoVStBEAUFBYKCgjU1NQkJCYsWLTpw4ICdnZ2VlRWVSjUzMwsMDNTR0TE2NgYAY2PjLVu2rFu37t69e1ZWVk1NTQOuIA3WJd0ZEAKAnZ2drq6uh4dHcHBwXl4emUxWUFCYP3/+tm3bZGVlezdEDMOwgW758uWxsbGenp6rV69+9OiRlZWVqqpqXV1dTEzMlStX8vPzhw0b9vTp07ancIy90tLSnJ2du/osCoXy+/fvwsLCvggJawWnuMAwADAyMkJlwL9+/bp8+fIjR47o6OgwWmfPnp2RkVFaWoo2fMXGxsrLy1dUVNy+fbuhocHQ0NDBwSEwMLCmpiY3N5eDg2PUqFE8PDw+Pj75+flhYWHy8vLq6upse29Y3+vmgBAAxo8fj4qW0Gg0Dg4O/ImMYRjGxIULF0RFRY8fP/7y5cuXL1+2bFJWVn78+DFe8NYPycrKRkZG4v1p/dnw4cOlpKTExcXZHQiGsdPp06cnT55Mo9HOnz+/adOmuLi49+/fq6iooNZTp06pq6uTyWQdHZ3ExMSLFy+Gh4e/f/8etYaHh4eHhwOAt7e3t7e3trb2hw8fAIBMJs+dOzcsLKy0tLSpqYmRgxQbfLo/IGQgk8mtHvHw8NiyZUvPXxnDMGzQIJFIBw8eXLly5c2bNyMjI4uKinh4eFRUVMzNza2trVEaAKy/4efnNzAwSEhIMDExERAQYDxeWloaEBAgICBgaWmJfnYEQVAolIKCgrCwMCMjI01NzZqaGvYFPoRwcXGpqamxOwoMYzNtbW1VVdXU1FRhYeE1a9Z4e3sHBAQwknpoaWkBQFNTU05ODgBQKBQtLa1Vq1Y5OTkNHz783r17WVlZzs7O6HwkKCiInkWhULy8vLi5uevq6jIzM8eNG8eud4f1tV4YELZ14cIFPCDEMAxrS0VFxc3Njd1RYF0wceJELS2tVun1zp49GxAQcO3aNSsrq1b9ExMTV61a5eXlxbg3j2EYxgJLly49cuSIm5vbhg0bAKBVYXoAuHDhQnl5uZiYWFlZmaSkpIaGBgBIS0ubmpomJiYCgJKS0tKlSxn9T548mZOTIysr++vXL5SeFBus/ntAWFtb++rVK319/ZEjRwLA58+fmaTSbmho+P37d35+fm/GiGEYhmFsoqenx6jZxeDn56eurm5padm2v5aWlre3t5mZWVxcnLCwMEtixDBsiLp+/bqVlRVav+Ds7Ozp6ZmYmHjt2jUAmDVrVsvWf/75B2UQnTlz5uPHj2fNmiUhIQEA+fn5NBrtx48fAJCVlcV45Z8/f548eVJRUbG4uBgAUGdssPrvAeH27duvXr2qrq7+5csXAFi5cmVKSkrfB4ZhGIZh7IfKc7WSkpKyY8cODo72a/nq6emJi4uvX7/e39+/j6PDAHAuA2wIq6qqunLlyrZt2wBATEzs3r175ubmnz59EhYWzs/P//nz55kzZ2bOnOnj4+Pj40MQxPLly3/8+GFlZWVgYECj0cTFxUtLS6dMmZKeng4AgYGBenp6+vr6Z8+e3b17d0NDw4wZM3x8fCQlJZWVldn9XrE+9N8DQl5eXgBg5L6ztLQ8cOBA3waFYRiGYf0YFxeXkpISkw6jR4/+559/WBbPUFZbW/vhwwcpKamxY8eyOxYMY7UZM2bo6+vTaDRHR0cBAYHJkycbGRlFRkZWVlauWLEC9Tl48CAAcHBwbNy4sb6+XllZ+datWwBAJpNtbGzc3d0bGxsLCgr4+flbvvLNmze9vLz09fUBwNbWtqP7X9jg8N8/3dOnT799+/bNmzfoSxMTEw4ODj8/v6SkpOw2UlNTQ0JCWv1KYRiGYdhgYmRk9OvXLyYdPnz4gCesWINCoaCMPuwOBMPYQEtLy8HB4fnz56NGjRo/fvzatWtdXV2Li4vd3Nw0NTXRpA43Nzc3N/fo0aPz8/OtrKwePHjAw8ODnr5z504JCYkvX76YmJi0+kwrKioyMzNLTU0dOXLkX3/9xYb3hrHQf88QcnFxGRoaMr5UV1cXFxe3sLDoqP/YsWOlpKR6JTgMw7BBr7GxMTg4OCkpqb6+fsSIEcbGxrj+RP/n4uKyY8eOHTt2tM2zDQBPnz5NTU3FP0cMw/oaJyenh4dH28d37tzJSDHKhISExLNnz0xMTCIiIlRVVRcvXow+uBITE589e9bY2CgiIvL06VMxMbHeDx3rT7qcZZSXlxdNNDOB5qYxDMMwJgiCuHjx4pEjR0pKSlo+rq+vf/78+T/++INdgWH/aerUqcOGDduxY8fx48fRPXiESqU+ePDA3t4eANBSK6yv8fPzk8lkRqJ8DMO6RE9P7927dw4ODm/fvn348OHDhw8ZTbNnz/by8sK7B4eC7pSdMDExYd7BxsamW8FgGIYNFc3NzcuWLXv27BkAjBo1at68ecLCwunp6SEhIbGxsdOmTbtx44a1tTW7w8Q65ObmNnny5ICAADMzMyUlJSqVmpmZGRoampmZCQDc3NyduT2P9ZyAgMCMGTPYHQWGDWBjxowJCwv79OnTq1evvn//DgBqamrz5s2bOHEiu0PDWKQX6hCWlpbu37//y5cvWlpaNjY2+K42hg0dTU1NYWFh0dHRJSUl/Pz8ampqpqam0tLS7I6rvyAI4vPnzwkJCZWVlYKCgpMmTdLV1UWLDF1cXJ49e8bHx3fu3Ll169Zxcv7/n8YFBQVbt2718/Nbs2aNoqIinmXqt7S0tK5evWpvb3/x4sVWTXx8fL6+vnJycmwJDMMwrBsmTZo0adIkdkeBsUeXB4SPHz/28PAQFBQ0MDD4+++/CYJYuXJlSEgIAERHR3t7e/v6+i5atKgPQsUwrH/5559/tmzZ8vPnz5YP8vDwbN++/cCBA1xcXGyKi3WampoePXoUFBSUk5NDo9GkpaVnz55tbW09bNgwAHj16tW2bdu+ffvW8iny8vInTpwYN27c5cuXOTg4njx5Mm/evJYdRo4c+ejRIw4ODl9fX2dn54SEBJybpN+ys7PT1dX18PAIDg7Oy8sjk8kKCgrz58/ftm2brKwsu6PDMAzDsE7p8oDQz88vNTX12rVrenp6ABAXF4dGg6tXr162bNmbN29WrVr18+dPUVHR3g8Ww7B+48qVK46OjnQ6XUpKysTERElJqaqqKiIiIj4+/tixY9HR0UFBQYM74XBcXNzKlSuzs7NbPvjs2bMDBw5cuXIlMzNz165dBEEMGzYMLQetr68PDg7OycmxsrKaMGECnU5fvnx5q9Egg6en54sXLz58+PDp0ydtbW2WvCGsO8aPH3/16lXApfAwDMOwAavLA8KEhARPT0/GHODbt28BQEJCwsvLi4+Pb/78+XQ6/dKlS/v27evlSHuAIIjKykoymczDw8PItItQqdRnz559+PDhx48fEhISM2bMMDU1FRAQYFeoGDYghIeHb968mU6nb9my5cSJE4w6pQAQEhJiZWUVERGxYcOGe/fusTHIzqurq+Pm5u7SlGZERMT8+fMpFIqMjIydnd0ff/xBJpO/fPly9+7dlJQUlIeZIAgHBwc3N7fhw4ejZ1EoFDc3t6NHjyYlJQEAky2C4uLic+bMCQgIePv2LR4QDght0416eHhs2bKFLcEMKU1NTWlpaSNGjMAZzjEMw7qny1UmUVkSxpcxMTEAsHz5csYV4Zo1a0JDQ3srvl5RUlIiKio6fPjwVmWC09PTp06damFhcfLkycePH3t5eS1fvlxZWdnPz49doWJY/0cQhIuLC41GW7t27YULF1qOBgFgzpw5L1++5Obmvn///rt379gVZGdERUVZWVlJSkoKCgry8/NraGjs2bOnVcLPdpWWli5dupRCoZibm6enpx85csTMzGzBggU7d+5MTk52dHQkCIIgCFtbWy8vL8ZoEAD4+PgOHz587tw59KWwsDCTo6ioqABAfn5+z94lxjYXLlxgdwhDQlVVVWlpaUFBAbsDwTAMG6i6PCCUkpJiLAOj0WhoQDh37lxGB3l5+aysrN6Kr1cwsjW01NDQYG5unpCQAAAkEmn06NFz586dPn06lUq1tLR0c3NjeZgY1t81NDR4e3vPmDHj8+fPHBwc375927dvX05OTqtuurq6tra2AHDjxg12hPnfGhoabG1tZ8yY4evrW1xcDABUKvXr16/Hjx9XUlJ6/Pgx86cfP368tLRUV1fXz8+v1bJYMpk8c+ZM9P/CwsJ2n+7s7IyWKvj7+zM5SnV1NQCg7YgY29XW1gYEBDBGHZ8/f/7QsejoaF9fXzyYxzAMwwaELi8ZFRcXz8/PR1kE4+Liqqurubm5DQwMGB3Kyso6ugxil3ZXgnl4eKDUurNmzTp//ry6ujp6nCCIgICArVu3Kisro3VfGIYBQHx8/LJly3Jzc9GXdDr93bt37969O3369JEjR3bs2NGys6Wl5bVr1yIjI1kfZ35+fmFhIQ8Pj5ycnJCQUNsONBpt6dKlL1684OLiWrdu3fr16xUUFOh0enh4+MmTJ9+/f79s2TJfX99ly5a1+/oEQaBFBIcPH+bm5m7bISIiAv0nNDS0vLy87YZqEomkrKz87du3V69edfQuCIJASy0YH00Ye23fvv3q1avq6upfvnwBgJUrV6akpLA7KAzg38W6bZfsYhiGYZ3U5RlCc3PzrVu3VlZWlpWVoSJL06ZNa7npLjg4uL9llGl3QIgu2iZNmhQUFNTykotEIi1dujQoKGjLli01NTWsixLD+rF3794ZGRnl5ubKycmhkl8rVqy4efPmrFmzGhsb//rrr71797bsr6CgAB1PkfWFhoaGc+fOqaqqysjIaGtrq6uri4uLz58/PzY2tlXPy5cvv3jxgp+f/82bN15eXlpaWiIiImJiYkuWLImLi9u8eTNBEGvXri0qKmr3QMXFxXl5eVxcXEZGRu12QPNCUlJSVCo1OTm53T6zZ88GgB8/flRWVrbbwc/PLy0tTVBQcM6cOZ38DmB9ClWfZyyQtrS0ZGs42P8jKiqqqak5ZswYdgeCYRg2UHV5QOjo6BgbGysiIiIuLo7Wi27YsAE1EQQRExNz4MABRUXFXg6zZ9odEKKbu0eOHGn3Hr+mpqaZmdn169f7PDgM6z2NjY1PnjzZvHnzggULLCwsDh8+/Pnz556/bHV19ZIlS+rr6xcsWJCamoqWiPPy8trZ2b158+bixYskEun48eMvXrxgPKW8vBz+a49cLyoqKpoxY8a2bdsyMjI4OTllZWXFxcWbmpqCg4OnTZt2/PhxRk8ajYa+PHfuXNti1mQy+fz585MnT66trXV3d2/3WOitDRs2rKMkNOgGGRo5oM5toXqtzc3NZmZmbceEkZGR69evB4Bdu3bhJaP9xOnTp9++ffvmzRv0pYmJCQcHh5+fX1JSUnYbqampISEhgzvLbr8iJibWKmMchmEY1gUEQUyfPh0AHj9+THROXl6epaWljIyMnJycu7s7nU4nCOL58+cSEhLoNffs2dPJl2KN5uZmFJi/vz/jQXRBVlhY2NGzrl27NmPGDJYE2BoHBwcABAYGsuXo2AAVGBgoLy/f9m984cKF+fn5PXnlgwcPAoCGhgaFQiEIAg385OTkmpubUQe0WGD8+PGMpxw+fBgAzM3Ne3LcTqqrq0O1dCUkJG7cuFFdXY0eT0tLW7t2LfomXLhwAT0YFRUFAOLi4ozg23ry5AkAqKqqtttaWloKAGQyuba2tt0Op06dAgA0GIiKimq3j4ODAwCgS9hRo0adOnUqISEhPT395cuXGzZsQEPN+fPnU6nULnwjWKKr54vBikKhSEhIMO+jqKjImmAGJXwexDCsf0K54rZv387uQHpTdwaETDQ2Nubl5VVWVvb8pXpRfX192wHhxo0bAeD3798dPSs4OFhMTIwlAbaGT4RYV6FpOjS62LVr19WrVy9fvmxpaYmGFtLS0j9+/Oj2i6M11b6+vujLhoYGdPfHw8MDPVJTU4PGP9++fSMIIj8/H60bZzylT6HhaEfv8ezZswDAzc2dkZFBEASa9jc1NWXygijNDAcHR1NTU7sd0OK0u3fvttuanp6O/oR5eXnbHTRmZWWhb9fNmzc7Wk9hY2ODht/9DR4QMrx48YJ5hzt37rAmkkEJnwcxDOufBuWAsMtLRhE6nZ6RkeHv74/qEDKQyWRpaemWadb7A8YMYUvOzs4kEik6OrqjZ/348aO2trYv48Kw3hEdHe3s7EwQhL29fUZGxvHjxzds2GBvb+/r65ucnKyqqpqfn79o0SIqldqNF6dSqWh9NWPLHA8Pz/79+wFgx44djx49AgBBQcHJkycDQFJS0u/fv01NTcvLy7W0tFiQlqm+vt7DwwMAfHx82h1cubq6mpubNzU1oWIPDQ0N0GInWLvQaI1Opzc1NbXbYfXq1QCwd+/edleEKigoiIuLAwAHB8fPnz9btf7+/XvBggX19fVz5syxs7NLSUnx8vKaPXu2jIyMiIiIioqKnZ1dZGTknTt30KY1rN8yMTFh3sHGxoY1kQxxBEEUFRVRKBR2B4JhGDZQdTnLKACkpaWtWrUKFWzQ19dHOwmRzZs36+rq2tnZ9VqAvYExIPTz88vOzhYUFBQSEhIUFJw0aZKLi4uBgUG71WwTEhJGjhzJ2kgxrDv+/vtvGo1mbW19+fLlVk1jx4598+aNtrb2ly9fbt++zVhC2XnV1dV0Oh0AREREGA9u2rQpNjb2wYMHy5cvR/+ix+/cuePg4FBVVSUhIeHv74/u8fepyMjI+vp6ZWVllKalXY6Ojv/73/+Cg4MBQFZWFgDS0tKYvGZqaioAiImJtUyX1ZKTk5O3t3d2dvbs2bMfPnyoqqrKaCosLFy3bl1xcTEHB0d9ff3kyZM3bdq0fPlyYWHhurq6Z8+enT9/vry8XEpK6tatWwDAw8Pj4OCAVpBiA1ppaen+/fu/fPmipaVlY2ODdiVgLFBeXp6SkiIqKjphwgR2x4JhQ1Rzc3NkZCTKQy4rK2tgYNDRNnusnyK6uASovLx8xIgRjKePHj26ZWtqaqqIiAiTjXlsUV5ePnHiRG1tbV1dXT09PR0dHQ0NjTFjxigoKIwcOfKvv/5q+5SnT59ycXHZ2dmxPloCL5XBuiIjIwMAuLm5i4qKOuqDlk12b08snU5HW91aLcik0Wj79u1rNyfT1KlTf/782Y1jdcOlS5cAwMLCgkkftOuPg4Ojubm5vLyck5OTRCIlJiZ21B8Nz5YtW8bkNb9+/SopKQkAnJycixcvdnd39/DwWLVqFRpDCggIPHr0qKM0pJMmTerJCl72wktGEX9//+nTp8+fP//EiRMEQdDp9Jb5YHl4eJ4+fcruGAe2zp8Hi4uLw8LCPn36xIKoMAxrhUKhuLm5oXUxDOLi4m5ubv1z40PPDcolo10eELq6upJIJBsbm/Dw8Ozs7La76k1MTNzc3Ho/Ulb58uXLvHnzhIWFN27cyK6LNjwgxDrv/v37/znYy8zMBABeXl6UAqqrZs2aBQBHjx5t25Sdnb137150Y55EIi1evDgoKKgbh+g2T0/P/xy8lZWVoQFhY2MjQRC2trYAoKWlxUg/09Lr16/Rfc2IiAjmh/7169fChQvbjvf09PSSkpJQn8DAQEtLS1lZWRKJJCUlZWZmdv/+fRqN1t23y354QIhYWFiIi4s/ffoU3QBlrJRZvXp1UFCQq6urkJBQWVkZu8McwDp/HiwpKcEDQgxji6KiIrRhBABGjRq1cOHChQsXjho1Cj2iq6vb36aIesWgHBB2eckoqt3MKEJNo9FaddDQ0Hjy5AlK8zAQpaenr1mz5unTp3gDDzYgoOkvaWlpJn1kZGQAoKGhoaamphtlDNauXRsaGnr69Olly5apqKi0bFJQUDh48CCq9bdo0SKUn5OVRo8eDQCfPn1i0ufjx48AMGrUKDSfeeLEiTdv3iQmJhoYGNy4cUNLSwt1o1KpN27ccHFxaW5uXr9+fduiFK2MGjUqMDAwOTnZ398/OzubRqPJyMiYm5ujIROCzo49fI9YP5SQkODp6blo0SL0JdpOLyEh4eXlxcfHN3/+fDqdfunSpX379rE1zCFh+PDhUlJSrSYoMAzra83NzYsXL46PjxcTE9u4caOioiKZTFZQUJg6dWpgYKC9vX1CQsLixYsjIiLw8tH+r8sDwszMzJbbXdoOCKlUKlrDNkD9+eef7A4Bw7oAXQZ1VEUdQQXieXl5hYSEunEIS0vLS5cuxcTEzJo16/bt2zNnzmQ05eXl2dvbh4WFCQoKurm5dePFe8jQ0JCfnz8zMzMkJKSjGu5eXl4AsGDBAvSllJTUixcv5s+fn5iYOGnSJDU1tTFjxlAolISEhIqKCgD4888/L1682MkANDU1NTU1e+OtYANJUVGRmZkZ40s0Q7h8+XJGvqI1a9Y4OTnhASELcHFxqampsTsKDBtyrl+/Hhsby8PDU1NT07Ler7Cw8Pbt2yMiIqZNmxYXF3ft2rVNmzaxMU6sM7qc8gFlk2dom8AzPj6+o9R8A0u7uUkxrL/R0dEBgLi4ODSYaVdQUBDqiUpTdBUHB0dAQMD48eN//fplZGSkp6e3d+/eo0ePLlu2TFlZ+fnz5/z8/L6+vqgYA4sJCAigW1Tr1q3Ly8tr2+Hq1avPnj3j5OR0dnZmPDhhwoSEhISVK1eSyeTU1NRnz569evWqoqJCUlLSw8PD39+/3b2RGMYgJSXFqDtPo9HQgHDu3LmMDvLy8llZWewJDsMwrG/QaLQvX768efMmJibmxIkTANDY2NjU1KShoWFhYbF06VJZWdnKysq9e/euW7duz549AIAygWP9XJdnCCdOnBgTE4NOe83Nza0S2UdHR0dHRw/0e3U0Gu3PP/98/vz5gQMHUHr9nsjIyNixY0ddXV3nn4KSOqJ/u6Suri4nJ4dCoUhKSjLWcGODm6qqqo6OzocPH3bt2nXlypW2HYqLi48dOwYAK1as6PZRJCUl4+Lidu7cee3atXfv3r17947RNGPGDE9PTzbOku3bty8oKCg1NVVbW/vYsWMrVqxAszRZWVlubm43btwAgAMHDrQar44aNerevXuenp7R0dGFhYU8PDxKSkpTpkwhk8nseRvYgCIuLp6fn4+WasfFxVVXV3NzcxsYGDA6lJWVoZl5DMOwQaCiouL48eO3bt1C2/IZpKWlHz16NG3aNPQlQRC+vr4ODg5xcXE8PDzc3NxpaWm5ublycnLsiBrrNKKLSc93vlAAACAASURBVAJevXqlo6ODSs9XVVXx8PAwmmJjY1H9BlQSbeD6+vUr+uYICQn1/NVOnTrVvR+Nj49P54+SkJBgamqKskEiioqKJ06cqKur6/lbwPq5iIgIlIBh586dVCq1ZVNubu7EiRMBQF1dvaMy612Sn5/v6enp5ORkb29/8ODB9+/f9/w1ey4nJwe9TQAQFBRUVFSUl5dHX5JIpD179nQvmw7WFk4qgxw5csTCwqKioqK0tHTq1KkAYGRk1LKDl5eXpKQku8IbBLqUXI1KpeK/cQzrO2lpaYxKv8OHD58wYYKgoCDjJHvo0KFW/T98+IA6oPptkZGRbAm7j+CkMgAAs2fPPn36tKampp2dnaioKI1Ge/Dgwe/fv0NCQkJDQwGAm5vbycmpOwOgfkNFRcXY2Pjt27fr16/v+as5OjoqKip2abrP0tKSIIhWq3OZOHbs2P79+9Eh5OXlyWRySUlJVlbWzp077969GxgY2G7BbmzQmDFjxvHjx3fu3HnixImnT5+uXbtWQUGBRqNFRETcuXOnvr5eTEzM39+/V3Z1jxw5cvPmzT1/nd4lJycXFxd36dKlK1euZGZm1tbWAgA3N7eRkdG+ffv09fXbPqWysjI3N1dISEhWVpaTszsVWbGhzNHRUUNDo2Vxzg0bNqD/EAQRGxt74MABZWVlNkU3tNTW1n748EFKSmrs2LHsjgXDBpvm5uacnJx58+ZlZ2erqKicP39+7ty5dDpdTEwMAPj4+CgUyoEDB0RERFpe/Gtra+/atWvPnj3l5eWoG9veANZJRNfv+P7+/Ztx970tb2/vvhu/slK7KelZo0t3Rs+dO4e+8zY2Nunp6ehBCoVy584ddGNmzJgxVVVVfRkv1i/cuXOn3Tx706dPH7hV77ohNzc3PDz8/fv37f4JNzc3X7lyRVtbm7GdUkRExMbG5vv376wPdSDCM4QMeXl5lpaWMjIycnJy7u7uaIbq+fPnEhIS6Fdrz5497I5xAMN1CDGMjaqrq48cOaKhocG4luDj4zt27FhDQwNBEIxtIyQSCW2t4uXlzcrKavkKv379Qn04OTkrKirY9D76xKCcIezOgJAgiJKSEltb21YjfiMjo7CwsD4LdQjp/Inw58+faJlouzXicnJy0NB9y5YtfRAm1qGCgoLAwEBvb+8XL16Ulpay7LhVVVXXr19fsWKFnp6ekZGRs7Mz/pNsKS8vT1dXF31ecXFxiYiIMIpwcHFxXbp0id0BDgB4QNgZjY2NeXl5aG8F1j14QIhh7BIXF9dRLasxY8akpqb6+/sDgLCwMAA4OTmZmJgAgKura6vXQeuSpkyZwpZ30XcG5YCwy1lGEXFxcR8fn5KSkuTk5NDQ0OTk5KqqqtDQ0Jb56DEW8PT0bGxsnDt3Lkrl1IqcnNzdu3cB4MqVK0xSUGK9KC4uztDQUFpa2szMbMOGDQsWLJCUlFy4cCFjY2qfGjZs2Nq1a+/fvx8bGxsaGnr+/Hn8J8lQU1Mzd+7chIQEMTExDw+P4uLi8vLyqqqq+Ph4U1PT5uZmR0dHlIEGwzqJTqdnZGT4+/ujOoQMZDJZWloaXTRgfY2fn59MJjN2NGEY1hPJycmzZ8/Oz89XVVW9d+/erVu3AEBHR+fKlSvS0tJpaWmGhoZoXwbKG3Lx4kW0PP7Vq1ctX+fmzZsoXT+jdDnWrxFdvOMbFRUVFhaWlJTEynmPoabzd0bHjx8PAM+ePWPSB6V/9PPz670Asfa5u7ujHJVkMllPT8/Y2JhR6YGXl/f+/fvsDnBIc3V1BYBRo0ZlZ2e3bUX14vj5+fPy8lge2kCCZwgZvn//zphw1tfXb9lkb29/8+ZNdgU2OHRp6wSGYb2CRqNNmDABAKZPn452G6Es5evXrycIoqCgAF12zpgxAwB4eHhcXFwAgHGdQ6FQKBRKbGzs6tWr0YN8fHw0Go3db6uX4RlCAABLS0sjI6MJEyYMhVvpBw4cYHcI/yE7OxsAtLS0mPSZNGkSoyfWdx4+fOjq6kqj0WxtbXNycmJjY1+/fv3+/fv09HRTU9OGhgZbW9uwsDB2hzlEVVdXo/L0t27dUlBQaNvh0KFD06ZNq6+v9/T0ZHVw2ABUUVExffr0hIQE9GVBQUHLVmdn523bthUVFbEjNAzDsG568eJFUlKSqKjos2fP0JYKdGuGRqMBgJSU1NOnT7m5uSMjI1VUVBobG4WEhHbv3o2e29DQwMfHx8fHp6+vj/LkA4CVlRV6Bayf6/IPiZeXFwBWrVr1119/9UE8/cv169fZHQIzaEz/n93QTZrO9MS6raamBlVb2bNnj4+Pj4yMDKNJWVk5MDDQ1taWSqVu2rSpVelOjDXevHnT0NCgpqZmbGzcbgcSiYQq1z9//py1ofWm8vLy5ORktIKD3bEMckePHi0tLbWxsQkPD8/Ozm5VaXbs2LF6enpoqRWGYdhAgc6AqI4AegSlqX///j36UkVFZfHixfDvVMSxY8fU1dWPHDkCAIwqvsOHD0cpf3l4eBjDRayf6/KAEGWcR5NOHWE+YTVQEARRU1PD7iiYIZFI6A81MTGRSbdPnz4BgIqKCovCGpIePnxYUlKipqZ26NChtq0kEsnT01NCQiItLS0kJIT14WFZWVkA8McffzDpg5b/oYysLAqr94SFhc2ZM0dCQmLChAkTJ06UlJQ0NDR8+fIlu+MatMLDw0+ePHnnzh0DAwNU5aVVBw0NjSdPnrAlNgzDsO5JT08HgMmTJzMemTNnDg8Pz5cvXxhLnKZMmQIAnJyc69ato9FoK1euvHDhAgC4urrm5uY+fvx40qRJ379/B4ALFy4oKSmx4W1gXdfl6ltbt2799evXw4cP7e3tW5ZBb6mqqqrHgfWm2tra4ODgLj2FSqXGxsb28wEhAMybN+/bt29eXl7m5ubtdoiKikpKSuLm5p41axaLYxtSXr9+DQCrVq1i3CFrRUhIyMLC4tKlS69fv0b5uDBWQlU6O/rpIKi1SyVD+4Pm5mYnJ6erV6+iL0eOHEkikQoKCiIiIiIiImxsbLy9vdHKDqwXZWZmOjg4ML5sOyCkUqkZGRmsDWqIampqSktLGzFiBEpxgWFYtzU0NABAy8t7YWHhjRs3enh4rF69Ojo6Wk5ODp1QGhoabt++LSAgcOHChZKSEgA4ffr06dOn0bN4eXkvXLjAqM6K9X9dHhB+/vx5xYoVNTU1U6dOdXZ2VlFRaVnTmUKh5Obm5ufn92qQPdXc3Lx69epWS3oGB2dnZy8vr5CQkKNHj+7du7dV669fv2xsbADAwcEB57vrU79//waAcePGMemjrq4OALm5uSyKCWsB7RtMTk5m0gfNtI8ePZpRonBAcHBwuHHjBplMdnV1dXFxQdVHi4qKbt68efjw4bt37zY1NT18+HBgvan+j7GeCkHJ9FqKj49vampiYURDV1VVVWlpKZVKxQNCDOsheXn5d+/epaSkmJmZMR48fPjw69evU1NTtbW1Dxw4gM6ko0eP/vDhA+O2l4iISEVFBQcHh5KSkqmpqYuLi6ysLHveA9Y9RBezxqmqqnbyZfsVlAepe98f1utSdrVLly6hUK2trXFhenYxNDSE/0rl6u7uDgArVqxgWVQYQ2lpKZlMJpFI79+/76gPmrkdWEU70aJQTk7Of/75p21reHg4upXbi0mGcZZRZNGiRcHBwej/TU1NPDw8LVujoqIAQE1NjR2hDRK4DiGGsd61a9fQZ1dzc3PLx3/9+qWjo9Py8phRipybm/vq1asEQdTV1aGy9YMezjIKAGBpadmtgRWbubi4cHJyfv36tZPfl6amplZ1pfqtTZs2HT16lIOD4969e6qqqgoKCkpKShISEqtWrSooKFBXVw8KCmJU38b6CLpREh8fz6RPTEwMAKCd1hiLiYmJ2dnZEQRhbW2NFre0cvHixaCgIG5u7i1btrA+vG47ceIEALi6upqamrZtNTAw2L9/PwCcPHmS1ZENdg4ODnv37kX7IygUSsumuLg4CwsLAJgzZw57ghtiGMV+2B0Ihg14y5cvl5KSSk1NbZU5ctSoUbGxsZ6eniIiIugRCoUiIiJia2v79etXtDSUn5+/o61kWP/X5QGhiYkJBweHn59fUlJSdhupqakhISH8/Px9EWtPyMrKmpub379/v5P9ubi4DA0NxcXF+zSq3rJnz564uLgFCxbw8PDk5ORkZWXV1NQoKiqeOHEiISEBJZ7B+tTChQsB4NatW2VlZe12yMjI+N///sfoibHeiRMnlJSU0tLS9PT0/vnnH0a61/z8/C1btqBxIOrD1jC7oLKyMjo6moODg8kgduPGjVxcXJ8+fepvK/kHutmzZwsLC2tqah48eNDHx4dGoz148ODUqVPGxsb6+vqFhYXc3NxOTk7sDnNIEBUV1dTUHDNmDLsDwbABT1BQ8NKlSyQSyd3d3cbGJi8vj9H08+fPoKCgiooKLi6uO3fuZGVlFRcX+/j44JyFgwTRxSVAdXV1I0aMYN5HUVGxkxNxrPT8+XMJCYkuTWfLyMj0XTxMdLsgb21t7cePH9++fdtu6W2s79BoNG1tbWhRy7UlRi1XMzMztoSHIRkZGcrKyuijb9iwYRMmTFBSUkKb60gk0v79+9kdYNd8/vwZAKSlpZl3QxfKkZGRvXJQvGSU4ffv3/Ly8h2dW729vdkd4MCGC9NjGLu4u7szJt719fWNjY21tbUZ1ecfPHjA7gDZDC8ZBQDg5+e/efMm8z4HDx7s6suywNy5czk4OJ4+fdr5pzC25w0UAgICkyZNMjQ0bLf0NtZ3ODg4Hjx4ICIiEhUVpaOjc/v27YKCAoIgcnJyLl++rKOj8+3bNzk5OW9vb3ZH+h+Ki4sPHjyoq6srJSU1YsSIiRMn7tixIzs7m91x9Q5lZeWEhIQdO3aIiYlVV1cnJSX9+PGDRCJNnTo1JCSk3ZIh/RlKiPqfNX9RhwGXPbX/k5GR+fDhg62tLWMvDWJkZBQWFrZ+/Xp2BYZhGNYTW7dujYyMnDFjBp1Oj42NffPmzcePHzk4OExNTT98+GBlZcXuALHe1+UsowDQ7maVllBmy/6Gk5PzxYsX0tLSnX9KR7UcMKwtVVXVsLCwhQsXZmRkrF69ulWrmpraixcvJCUl2RFaZ/n5+a1bt65ltZXS0tKkpCQPD48TJ050OzNTvyIiInLq1Ck3N7eUlJSioiI+Pj5lZeV+/nPpiLy8PAcHR0FBQXFxsYSERLt9qqurUQ1GvHS8L4iLi/v4+Fy6dCkrK6ukpGTEiBHy8vKDZs/2s2fPNm7cSKVSO1oJj2HYYKWvrx8REVFYWJiQkFBUVCQjIzN58mQxMTF2x4X1le4MCAeuSZMmsTsEbDCbOHFiSkrKhQsX/Pz8vnz5AgAkEklbW9va2ppJ3c5+4sGDB9bW1gRBTJ482d7eXkdHh0wmJycn37p169WrV66urhQKZffu3ewOs3eQyWQNDQ0NDQ12B9IjoqKikydPjouL8/b2blt1Brl161ZjY+O4ceNwBvDeFR0d3dzcLCYmJiMjIyYmNoB+l+Li4q5cuZKUlFRVVTVmzBgbGxtLS8uW5aMYqFRqcXEx6yPsKoIgiouLhw0b1mqqFsOwHpKSkmpZfwIbxLq8ZBTDMCaEhIT27t2bnJzc1NRUXl7e3Nz8/v17Z2fnfj4a/PHjx7p16wiCcHZ2jo2NXb16tbq6upqamqWlZXBw8NmzZwFg3759KJk+1n9s374dAI4fP97uj+b9+/f79u0DgG3btrE6ssHO0tLSyMhowoQJN27cYHcsXXD27Nlp06bduXMnKSnp58+fr169sra2njp1anp6OrtD677y8vKUlJQB/RYwDMPYCw8IMaxPcHFxiYiIDJRM6IcPH6ZQKCYmJu7u7m33pLm6utrb29Pp9D179rAlPKwjixcvtrCwoFAos2fPPn78OGO5b11dnbu7u4GBQU1NzYIFC9quYQaAhoaGp0+fHj58eOfOnefOnUNz2lgnoQKPq1atapWcvT/79u3bX3/9hXaTqqqqrlixwsrKaty4cQkJCX/88cdAqbTUFnpHeJcshmFYtw2tJaMYhrVFpVIDAwMBYPfu3SiNWFt79uzx9vaOiYlhsl0NYz0SiXT79m0SieTn57dnz56DBw+qqKiQSKSMjIympiYAWLhw4f3791sN8ul0uoeHx9GjR1vtDZs+ffr58+fx0vrO2Lx5s6urK/PvlZaWVmJiIstC+k8nTpxAoyZPT89Nmzah3wqCIGJiYvbu3Tt37ty7d+8OxFLDHX1qYRiGYZ2EB4QYNtTl5eVVVlby8/Pr6el11GfUqFFjx45NSUlJSUnBA8J+hY+Pz9fXd9myZW5ubh8/fkxJSUGPKyoq7t2719bWttVosLGxcenSpc+fPwcAOTm5WbNmcXFxFRQUhISEREVFTZ061cfHZyCOClhs69atv379evjwIZPtwahsff+RnJwMAKtWrdq8eTPjQRKJNG3atNDQ0HPnzq1evbq+vt7Ozq7XD52Xl3f27Nm6urrOP4UgiE72HD58uJSU1ECpG4xhGNYP4QEhhg11aJ2hoKAg8wIGqPBOdXU1i8LCOo1EIi1ZsmTJkiU/f/7MyckhCEJGRqajYsFOTk7Pnz8XEBBwd3dfs2YNY1VzXl7eli1bnjx5YmtrO3r0aF1dXRa+g4Hn8+fPK1asqKmpmTp1qrOzs4qKSsu8LBQKJTc3Nz8/n40RtpWZmQkAFhYWbZvIZPKOHTu0tbX//PNPCoWyadOm3j303bt33d3du/HEziQ45eLiUlNT68aLYxiGYUg3B4R0Ov3Hjx+fP38WFxefOXMm43EajTZQNk0NDhUVFbm5ucOHD5eVlcXf+UGDRqPFxcVlZWU1NTVJSUlNmzZNWFi47w43cuRIACgrK6uuru4oYz5BEKh6QZcKt2AspqCgwLwG6cePH69fv04mk//3v//NmjWrZZOMjMzjx48tLCwCAgJcXFxiYmL6NtYBbvny5YwsJqtWrWJvMJ2EzhHy8vIddTAyMoqKipo/f359fT3KV9Rb1q5dSyaTu7TNb9euXQRB4DT3GIaxAEEQaKlUP08B2He6MyBMS0tbtWpVQkICAOjr67e8bti8ebOurm5fLDjBWmpqavL29r5x48bnz5/RI2JiYmZmZnv27FFSUmJvbFhP0Gg0Dw8PNze3kpISxoMkEmnEiBFjx47V1tY2Nzc3MDDo3YOipPlfvnx58OCBvb19u31CQkKKiopEREQmTJjQu0fHWOnatWsEQaxcubLVaBAhkUgXL14MCgqKjY39+vWruro66yMcKCwtLY8cOcLuKLpm7Nix79+/LyoqYlIkQ0NDIzo62tjYuK6ubty4cb116BEjRuzYsaNLT9m9e3fnV41iGIZ1A41Gu3v37q1bt2JjY6lUKgAoKyv/+eef27dvHzFiBLujY6kuZxmtqKiYPn06Gg0CQEFBQctWZ2fnbdu2FRUV9U50WHtycnKmTJni5OT0+fNnbm5uERERISGhsrKyW7dujR8//ubNm+wOkA3odHpFRQXKojFwNTY2Ll682NXVtaSkRExMTF1dnZubG/6tshUZGenu7m5oaGhoaJiTk9O7h964cSMA7N+//9evX21bq6urnZ2dAWDt2rVcXFy9e+jBKjo6esWKFRISEiQSSUBAQE9Pz8vLq7Gxkb1RhYeHA4C1tXVHHaSkpNBYceDmnGQNExMTDg4OPz+/pKSk7DZSU1NDQkL4+fnZHeb/gbaGopsCTLopKChERUX5+fmdPHmSVaH1FI1Gw6NHDMO6JD8/f9q0aXZ2dpGRkWg0CACZmZmnTp1SVVV98eIFe8NjNYIgpk+fDgCPHz8mOsHV1ZVEItnY2ISHh2dnZ0tISLTqYGJi4ubm1pmXwjqCtnIFBga2bSorK0NbgyQlJb28vKqqqgiCoNPpMTExc+bMAQASiXT//n2Wh8wedDr90aNHRkZGjOWyGhoaZ86cqaurY3do3YFqA/Dz81+/fh2VjwOA8ePHOzs7y8nJAYCgoCBKdj9ixIjv37/34qEbGxsnTpwIAPLy8pGRkS2bPn36hGYFZWVlS0tLe/Ggg1Vtbe2KFSva/bwdPXr0hw8f2BgbWhKcmZnJpI+LiwsA7Ny5s93WLp0vBrG6uroRI0Yw76OoqMiaYDqpvr4e7bVbsmRJTEwMlUpl0rmkpERbW5txncB6TM6DrdTU1Lx9+zY1NZUFUWEYexUUFFy4cMHS0tLY2NjMzGz37t2fPn36z2fRaLSvX7+GhoZGRUXl5eWxIM7+r6KiYuzYsQAgIiJy6tSpwsJCgiAaGxufPXuG0kdzcnKGhIS0+1yUUmH79u2sDblvdXlAOGnSpFOnTjG+FBMTa9Xh77///uOPP3oxxCGIyYkQzeQoKir+/v27VROdTke7PoYNG1ZSUsKSSNmpsLAQ/eq2JScnl5CQwMbY6urqnjx58vfff2/YsMHV1fX27dv/OZSKiIgAAC4urtDQ0OfPn6NE6gcOHEB3visrK9Eqr1WrVqGFfGpqak1NTb0Yc25uLvpwJJFIenp6Tk5OW7dunTp1KopEWlr68+fPvXi4waqxsXHGjBnoR+nq6hofH19SUpKZmXn9+nW0u4+fn5+NY0IZGRkAYH4BsXbtWgA4fvx4u614QMjwzz//MO9w584d1kTSednZ2Tt37ly+fPmUKVMcHR2Zd66srJw2bVr/HxAWFxeHhYV15rIYwwYuOp1+/PjxdtcdLFmypKysrN1n5eTkrF27VkREhNGZRCLp6Og8e/aMxfH3N+hyWlpaOi0trVVTY2PjkiVLAGDkyJG1tbVtn4sHhARBEMOGDaupqWF8KSws3KrDtm3b2j6IdUlHJ8Li4mK0YC8mJqbdJ9JoNHRP9/Dhw30fJjsxbu0MHz78zJkzP378oNFoRUVFDx8+ROMlAQGBxMREtsR269YtSUnJVp/XQkJCZ8+epdPpHT0Lffo4OTkRBIHewtatW1t2QJt1eXl5MzMz0eujpV+9qLKy0snJCa1TZeDg4LC2ts7Pz+/dYw1W+/fvR3cc4+LiWjVVVVXNnTsXAJSUlBobG/sogKqqqoiIiMePH797966hoaFVK1pH0PKmXis0Gm306NFMLsTxgHBIqaurQ3v5WA8PCDGMgU6n29jYoJPylClTLl265Ofnd/fuXSsrK5TfWEVFpdWYMCoqSl9fv2WVTjKZLCwszEgn7uTkhO44D0GFhYXocjoqKqrdDhQKRVlZGQA8PDzatuIBIUEQhIKCQssBoYCAQKsO06ZN4+fn78UQh6COToR37twBAB0dHSbPvX37NgDo6ur2ZYDshyYx5OXl2y5+q6+vnz9/PppDa25uZnFge/fuRR+1CgoK9vb2bm5uLi4umpqa6EELC4uOlmmhtXyfP3/+8uULGtBWV1e36jNmzBgAePny5dmzZwHA0NCwL95CaWnpjRs39u3bt3v3bi8vr1+/fvXFUQalqqoqQUFBJh+nlZWVKE3rjRs3ev3oiYmJpqamLTd5CggIrFmzJjc3l9HnypUrADBq1Ci02rwt9CEzfPjwjtZd4wEhxhqdHxDW1tZGRESkp6ezICoMYwtPT08A4OTk9Pb2btX06dMntPTD3Nyc8eCZM2cYAz8ymaygoMDIVS4jI7N27VrUumfPnj4KuKqqKjY29vXr1x8/fmT9ldh/8vHxQUNrJn0uXLgAAMbGxm2b8ICQIAhi0aJFwcHB6P9NTU08PDwtW6OiotCFeK8HOqR0dCI8ePAgADg4ODB5bmpqKgCIior2ZYBslpOTQyaTSSRS20kYpLq6WkpKCgAePnzIysDu37+P1mMcO3as1Sfg/fv3+fj4oIOtWZWVleiTuqGhAaUFmjdvXttuixcvBoCrV69+//4dzTr21TvBuuXRo0cAMH78eCZ9Tp8+DQDz58/v3UNfvnyZMRQcN26ctrY2muhD05WvXr1C3RobG9Em5JkzZ7YdE4aGhgoICADA6dOnOzoQHhBirNH5ASGGDW51dXXi4uIAcOHChXY7fP36FeUXCA0NJQiiZXJBaWlpdE+QSqWGhISg1MHS0tKenp4kEomDg6PXp9a/f/++fPlyFA8iLi7+999/d7SolS12794NAM7Ozkz6oPSZ8vLybZsG5YCwy1lGHRwc9u7dW1VVBQAUCqVlU1xcHKp4i1YlYb0OFXFiXm8QtXap3NOAExgYSKPRZs6cOWXKlHY7CAkJofIJT58+ZVlUFAoF5VU/cODA7t27W1apBoAVK1b4+voCwLlz537+/NnquTw8PGhdR2NjIyrE3HbRKQA0NDQAAC8vLxru1tTUsD1rJdZSSkoKADCvC2JoaAgA375968Xj+vv7b9q0qbm5eenSpenp6d++ffvw4UNWVlZsbKyenl5FRcXixYsTExMBgJubOyAgYNiwYW/fvtXQ0Dh79uzHjx8zMjJevny5bt26uXPn1tXVmZmZubq69mJ4GIZhWLe9efOmtLRUUVHR0dGx3Q7jx49ft24dADx8+LCgoGDLli0AgHZ/3LhxQ1ZWFgDIZPLs2bNjYmK0tLTy8/MjIyNXrlxJp9PPnTvXi6H6+PhMmDDB19e3oaFBVlZWS0tLTEystLT05MmTmpqa79+/78Vj9QS6dmo5am0LtQ6dq6wuDwhnz54tLCysqal58OBBHx8fGo324MGDU6dOGRsb6+vrFxYWcnNzOzk59UWsGEpKkZyczKQPuuxjTA4MSmlpaQAwdepUJn1QLgQ0X8oaL1++zM/PV1BQQHee2jIzM5s3b15TUxNaldcSLy8vqhYdHR2NbgTm5+e36tPc3BwfHw8AY8eOzcvLA4Dhw4cP2Qqq/VNdXR0AoEm2jqBW1LNX1NTUoOwg27dv9/f3RxOAiJ6eXkREhImJSX19PVpZAAAaGhoRERHy8vK5ubnbt2/X0dFRVVU1MTG5ceMG2/ItgwAAIABJREFUlUq1s7Pz9/dnrDXCMAzD2AuNo+bNm8dkPgDtTLl///748eNra2tFRESamprk5eXRxnUGYWHhe/fukcnkx48fo5PFixcveqtk19OnT9esWdPY2Ghqapqenp6bm/vp0ye0xVdNTS0vL2/evHmZmZm9cqweQldczO/Mfv36Ff698B4KunzWJ5FIPj4+JBLp0KFDzs7OVCp15cqVf//9d2hoKOpw8eJFXBu9j8yePZtEIsXExDD5Jb58+TIAtPoIYJmqqqo+nZzMzc11cXG5e/cuABw7dkxWVnbNmjXtfjfQrR00pcYaaL30n3/+yaRS37Jlyxg9W0HLQU+cODF58mQAiI6OLi8vb9nh8uXL5eXlsrKyOjo6gYGBAKCnp9er7wDrKbSRIyMjg0mf9PR0ABg1alRvHfTevXslJSVqamonTpxo28rFxXXz5k0hIaH4+PjY2Fj04MSJE79//37x4sVZs2bJyMiIiIioqqquWbMmJibm5s2brbIKYRiGYWzEZN0QADQ2Nm7evBmtiqJQKBUVFQCA/m1oaEDPbYlCoaDUjwcOHEA9xcTENmzYgG40d1tNTY29vT1BEFu2bAkMDGTcmuTg4Jg5c2ZCQoKenl55eXk/mTEyNjYGgDdv3rRbexlBK29nz57NurDYi+jWnpCSkhJbW1u0J4rByMgoLCysT1a2DjFM9k5YWVkBgKamZnl5edtWVEeYn5+flYlA6HS6r6+viYmJkJAQAPDw8Ojr67u7u9fX1/fugW7evNnuhBgnJ+eRI0daJfC8du0aAMyaNat3Y2AC/WjOnz/PpE9YWBgAqKurt236/fs3+oNycXH5448/AGDNmjWM1tDQUDTEvXLlSnZ2tqioKAAMnYKTAwWavefj40MVjdqF0sm2SiHbE+bm5sB01x9BECg93d69e3t+OLyHEGONzu8hbGxsTE5OLigoYEFUGMZ6qC7xxo0b2zY1NTWhsQ2aPFRQUBATEwMAfX19dIGkpKRUXFzM6H/hwgXGfhbUk0FMTIz5NXxNTc2LFy+uX79+69att2/ftsqVjdLejBs3rqMUMj9+/ECXcF++fOnOd6G3od1tBgYG7V6suru7M7mcHpR7CLs5IERqa2uTk5NDQ0OTk5M7ylmHdQOTE2FBQQFaDj5mzJiXL18yUlbm5uZu2LAB/VVfuXKFZaHm5+ejxZltycvL92K9tRs3bqCXnTVrFpoJERQUfPz48cqVK9HuOxcXF0ZnOp2O5tk6qqXWFxwcHADgwIEDTPo8fvwYAKZNm9Zu6927d9F7mTBhAvodcHR0fP/+/datW9EnuLm5eXJyMpqB19fXH7IJo/sz9HG6ZMmSdn86T58+JZFIZDK5F8+IEydOBABG2ph2obS01tbWPT8cHhB2nomJCfPi7xgTuOwEhiFBQUEAICcn17b48J49ewBg+PDhZmZmAODg4DBy5EgAQJdM6MqBkcOMsV0FZSy3trYGAGlp6aioKHQbWkhIqN1zU2lpqYODQ6s78sLCwocPH2YUN0LZ3TtKe4Og25cnT57sje9KT6Wnp6Nx3eTJkz9+/Mh4vKysbOvWrehirKNb/HhASBAEUV1dfefOnfDw8KysrLa3AWpra9lbEHxwYH4i/PbtG1r9jD4FJk6cqKioiL4kkUhubm4si7O8vFxVVRWFcejQoYyMjPLy8vz8/KtXr6JV14KCgklJST0/UGZmJvok2rlzJ51Op9Ppurq6ALBo0SIqlXr37l30HQsKCkL9T506hY7e19XzSkpKfH19z5w5c/bs2fXr16NPFib90bZvVGywXQ8ePEB1C9rS19dfsmQJ+nyXlZXto0ng8PDwDRs2aGhoiIqKjhs3bs2aNcxHGv0fhUJJSUn58OHDz58/WXC4jx8/opneRYsWtfz1o1Kply5dQqsx//rrr148IjqRv3jxgkkfdA/Fzs6u54fDA8JOotFoQkJCTEqPYszhASGGIRQKBe1HOHr0aMvHi4uLUZ36kydPor0qsbGx6B69t7c3WkmEHo+MjCwvL0fl6ffu3Yv6oJuJaOKxsbERrY2cMWNGq6NnZWWhinwAoKioaGZmtmDBAsb6VQMDAzQhpKamBgARERFM3sjhw4ehg6lOtggNDUXfEwDQ0NAwNjaePn06Y9zLZLyHB4QE8W/OdD4+Pg0NjeTk5FatDQ0NI0aM6KgYANZJ/3kiLC0t3bp1K+P3GAA4ODgMDAzCw8NZGaetrS0AjB49+sePH62aqqqqZs2aBQDjx4/v+T1yVHVw3rx5jKurhIQEtIRy1qxZP3782LlzJxqMVVdXb968GX1PLl261MPjMlFSUrJ27dp2d3h3VOvi69evaDwQExPD5JULCgq2b9/OZI/Z4sWLi4qKev0dlZeXo7t3bc2ePbsvjtjXvnz5snTpUnS+REaNGrVv376+Xs4QGBiIMsfw8PAYGhquXbt2yZIlKDEsANja2vburBFaq3zo0CEmfdAO1V65W4QHhC2FhYUdOnRo1apVS/6v+fPnjx8/HgDYHeAA1vkBYVlZWVhYWK/cfMSw/olR1OrkyZOM5Sdoa8yYMWNQLroVK1YQ/97+mzBhwqFDh+DffAoODg4om+jEiRNjY2NRwQkA4OTkTEtLQ6/2+/dvdLpsubaruroaVapQUlKKjIxkPE6n0x8+fIhqG5qamtLpdNSN+VUoCol57TQWy87OXrFiRaud85MmTWJMMLQLDwgJ4t/lSUx+5GvWrPn/2DvrsKiWNoC/u0u3Eiol3WKAAoLYoiI2ol4vCop6RQm7RcH4xERFuebFRkEMUCkDCwMDQaQNkEZCamO+P0bP3csuK7nU+T0+PrvnzM6857B7Zt55a+7cuS0lX9ekgRMhg8F48+ZNZGTko0eP2H3E+UNGRgaNRqNSqS9evODaoKioCD+kgoKCmjMQg8HAG12PHj1iP37jxg1sTKPRaISPJX72USgULy+v5gzKm8zMTLxhRqFQjI2NHR0dHR0djYyM8KOERqNdunSpzkeSkpKwq6etrW0DR6msrMzNzcUVBcaNGzd9+vRt27axL3qKiooeP34cGRkZHx/P6UnSKEpLS/v06QMAQkJCixcvjo6Ofvny5f37993c3LC9S1NTs6CgoDlD8Bl/f38iu4+ysrKGhgZRllddXZ1zM6tlSUxM5Cw+oaCgcPr0afZm79+/v3Tp0unTpx88eEA43jQWnGNJWVm5vlLyKSkp+Fa0yFWTCiGGTqdjNZs3pIWwyTSqDmFhYWGTf0EkJB0Cd3d3/FTR09Pz8fEJCAiwtrYmHjX9+vUrKytDCBGWQFdXVxw7AwCqqqrDhw+HX9n4iE/V8d7EpePY7ZB4t11DQ4NrYHx8fDxehl28eNHOzg4A9uzZw9mMxWIFBwfb2dlhvUtQUHDQoEG7d++uqKho6ZvURMrLyyMiIk6cOBEcHJyRkfHb9qRCiBBC4uLiw4cP59HAx8enX79+LSNdV6VDFOQ9cOAAAIwaNYpHG+zdPmvWrOYMhDNfCQkJcQZlpaSkTJs2rY6ZTl9fPzIysjkj8ubHjx9Yd9LS0nr27Bn7qZiYGKKszaxZs65evfrixYtbt255eHjg41paWi2iVj158mTUqFHsFy4tLb1kyRIeuUx4M2/ePKxUcOoMHz9+xNrv5MmTmy04n8A6EpaZuKLa2tqrV69i/2olJaUm36uGk5ycfOLEiV27dvn5+UVGRhIh+CwW6/Tp03WyMUtISHh4eDShdC9Ra37SpEmca+KCggKcjnzixIktcEmkQvgLHJYJAGJiYoMHD54xY4YDN8hA3ybTIeZBEhJ+4u/vj/fH2aFSqS4uLuzKVVBQEA6BGzFihJ6eHm6GjxAlhahUKmeShe3btwPAggUL8Fs6nY51yzt37tQn0s6dOwHA0tIyICAAALS1tetEkxUUFIwYMYJzswwAFBUVeTtMtVtIhRAhhHr37s37Fvz1119SUlItI11XpUNMhDjHMW9D3O3bt/HGVXMGwmn6cZZkrmAzGl4T7927tzljNQTsj6GoqMg1QDEtLY3dR5EdOzu7FtEG/fz8CFWwd+/e/fv3J5yHFRUVmxBI8/HjRyqVSqVS6+i3BO/evcMmpvqswe2KwsJC/LD28PDgtM/k5+djz5Zm7lM0merqapxoFACkpKRGjBgxatQoQjlUU1N7//59Y/t8/vw5NuQOHDgwLCysqqoKIVRSUnL27FlcklRZWbml4mlJhRBjamoKALa2th3Rm7pD0CHmQRISPlNSUhIYGLhgwQIbGxus7M2bN4+zWWBgIHvVdfbSslQq1dbW9s2bN5yf8vLyAjaXzufPnwNAjx49eGxs4ZrJNBqtsLBQUVER65NE+7KyMryBLi4ujrPdjB079tu3bydPnsQbzaKioh0x+pdUCBFCyM7OjvctGDRokISERMtI11XpEBMhtinxzhb14MEDANDT02vOQOXl5fiG8Fh4sVgsHKMVFxfXnLF+C4vFUlVVBZ4lH3B2r+7du5uYmGhoaPTp08fZ2Tk2NrZFBDh37hze53N0dCQcG5hMZnR0NH7s9ujR49OnT43qc8eOHfA7X9Y//vgDWjobSiuBNXYTE5P65rD379/TaDQKhZKZmclf0RD69cMRERHx9fVlz3YdERGBUzSpqqo2wQM8JiaG8ImlUqnEawDQ1NQkokSaD6kQYqSlpSUlJb9//97WgnRaOsQ8SELShoSGhgKAiooKV3/p9PR0JycnosgEZuTIkTwcNXGm0P379+O3wcHBUH9edAKsHaWkpNy5cwcPN3bs2Li4OBaL5erqCgDS0tI40WCvXr2IfHjl5eU404Senl4zY174D6kQIoTQhQsXhgwZUt/ZkJAQAOjbt2+LCdgl6RATIS6Mw14rj5Njx44BwJgxY5o5lrm5OW/lMywsDOtgLfJYKS4uxjYWTrC5UkJCgke8SkVFBc5S9fXr1+YLw05+fj5+DG3atInzbFlZGU6+amdn16hucVaSffv28WiDK7SOHTu2cRK3BcOGDQOA48eP82iD5yF+FmjB4C0SQUHB6OhozrMlJSU4G7irq2sTOs/JyXFzc8N7tBgdHR0fH5+KioqcnJxjx45t2LBh48aNx48fb07IMakQYmRkZH67TiJpDg2fB1ksVm5ubotXviUhaedUVVXh/HMbNmzg2gBXuhIQELh+/TreKlVXV69veZOYmIi3SokNRLyyMjEx4SEDk8nECx6s6YWEhBCZ0iUlJfH+NUZbWzsxMZH9s6WlpXjCOnPmTFOuv+0gFUKEEKLT6Zqamv/88w/nqaioKOzcvH79+hYWs4vRIRTCe/fuAYCsrCyPnI04oLn5NWdw8RwpKamkpCTOs0VFRdjjbs2aNc0ZJSwszNbWlshEoq2tvXXr1joWAHzVBgYGvLvCgWotnm4X+/cPHjy4vgbp6ek4aDs5Obnh3U6YMAEATp06xaPNtWvXeA/dfsAmXN41MFetWgUAq1at4ptUGOwsyqPuCNYYRUREmhxtz2Kx8vLy0tPTcThiXl6ek5NTnThbQUHBv/76q7i4uAn9kwohZsaMGbq6urzb1LfwImkIDZ8HCwsLY2JiuLrAkZB0bi5cuAAAFApl7dq17PvULBbr+PHjOJQAu/ZUVVXhimUzZszg3DrPzc3FwRT29vbEwbS0NAAQEhLi4Qrx7NkzbAMksmdnZWX98ccf7AW0evXqtWHDBq6TGnZQmjJlSnNuAv8hFcKfXLlyBX9pLl++/Pz58+joaH9/f7ymxKv2b9++tabMnZ8OoRAyGAycrGLWrFlcffNw0gVJScnmfx+YTCbO2SgnJxcSEsJ+Ki4uDhtVNDQ0mrbARQh9//4dF3XlRE5Ojj1FDXapV1NT490hLtHTgsXHMfgm8Nbcxo8fDwB+fn4N7xZXUORqdSTAf83p06c3vNu2AqdQY68zy8nq1asBYMWKFXyTCiMlJfVb2XBkxe3bt5s/XFJSEr4bFArFwsLC3d3dzc3NxMQEf7e1tLQakk6tDqRCiMnOzlZRUeFdd1dWVpZv8nQ+yDqEJCT1UlmJ9u9HyckIoa1bt2JDnKqq6qJFi3bu3Onp6YlDSPCsTahqjx49wtY8CwuLO3fuYAWyuLj4zJkzeCO1d+/edWJz8DJv8+bN9QmC106Ojo6ZmZnu7u5qamoCAgJCQkLa2tp9+/YFgAULFvBItvzw4UMA+O3mWnuDVAj/BWeP5ERERIR37Q6ShtAhFEKE0NOnT/HDZdKkSZ8/fyaOl5WVrV69Gj+hWsorr6CggEigrKOjM2fOnLlz55qYmOB7paamxtV42BCqqqqwS6qUlJSPj09ycjKDwSguLg4NDcXHBQQEoqKicOOSkhJBQUEKhcJjJZ2UlAQAoqKi9ZUBaDJ4e493Zpd169YBgKenZ8O7xQZYAwOD+oLuWCwW1iIapWe2FQ1xGR01alQLfjkbyPfv3/EXmHd+/MmTJwNAQEBAM4crLS3FlmoDA4M6esvDhw+xUd3Q0LCxjnakQkjw7t07c3Pz7Oxsrmdra2vFxMT4LFJnouHzYEFBAakQknQtrlxBAGjYMPwuJCQEP+3Z6d69+4EDB+ooY3fu3JGUlMQNqFQqVmwwurq6aWlpHONcwaugOnvxGG9vb3x25cqVdUr5EUyaNInHdbx69QoAlJWVm3c7+A2pEP6H4OBgrP1jKBTK6NGjX79+3Tpydi06ikKIEAoODsaZrGg0mqmp6fTp062trbGXAu9dpSZQVVW1detWbGMhEBISWrJkSWFhYZO7xbsbsrKynAY9Op0+Z84cAOjZsyfh7TB27FioJ68XZsaMGQAwbdq0JotUHzgsm3finCbYvkpLS3HFyPoKl/v7+wOApKRkh0io2JCkMgICAhQKJSsri5+CVVVV4V0SHl7W6FdYP1e3/EaxceNGANDU1ORayiInJwfnfPP19W1Ut6RCiBk3bpylpWXPnj2FhITMzMws/0v//v0VFBSALEzfDBo+D9bW1iYlJfG/GC8JSZtRUICEhREA+rVuqa2tDQ8PX7NmzcKFCz09Pc+fP19eXs71o1+/fnV1dcV5+DB6eno7d+6sbwvbyckJL/L/+OOPJ0+eVFdXV1RUhIWFEcUkRo8ejV+MGTPmxo0b6enp6enply5dwlZHAPD396/vOs6dOwcAlpaWzb8l/IRUCOvCYrGysrIePnz46NGjjlW0up3TgRRChNCrV69wwVN29PX1Q0NDW2O4ysrK0NDQffv2+fr6XrhwgbebaGpq6sGDB9etW7dly5bz58/jsq3slJWViYuLA0B90tbW1urr6wNb3q0nT57gZT1niQsWi+Xj44PV49bYHMGpUA4fPsyjDf5b8Hj+cuWff/7BT/zNmzez269qa2t3796NI9AOHTrURLn5S3FxMQ5mXrduHefZ79+/9+vXDwBmz57Nf9mwjffu3bv1NaitrcXC11cCpIEwmUzst8zjZ3jmzBkA0NLSalTPpEKIwfs+v6WtxezAdKx5kISE38yciQBQ/RHpvMGpmNLT038ba0On0z09PdnTwxCIiIjgUxQKhXPVgUNsAEBQUPDDhw9cO7exsYGWNh7wAVIhbCjjx48nXJZJmkCbT4SvXr1av3792LFjBw0aNG3aND8/v9/GAX7+/DkoKCggIODcuXOcxc35T0pKChHXSiAhIVFH4cHuELyTxOBcqdbW1sSRbdu24Q7Hjh0bHh6ek5OTk5Nz8+ZN7IgIAHv27GmNi9q/fz9WtusUfiWIj4/HFQUbW3kCIbRlyxYsfK9evRYvXrxmzRpXV1ccgQYA7u7uzRaff1y+fBnPXpyF6bGrJH8K03OydOlSABgzZkx9MRX4y9arV69mFjR///49AMjIyNT3VUEIVVRUYCcfIg94QyAVQkxQUBAAWFpaOjk5uXPg4uKCnwZtLWYHps3nQRKSds29ewgASUujlg5O4cqrV6/++OMPwt1UQUFh2bJlnz59wqkNuGbGZrFYOO4GAP744w/OBngnWkREhM/eOs2HVAgbBJPJlJSU5BFCSvJb2nAiLCwsnDp1Kuc+kLi4+M6dOzvKnzU6Ohr/XEVFRcePH798+fIlS5b0798fX4uFhUVJSQluiQ16Cxcu5NEbXlsrKCiwHzx48CB71VcCMTGx5kd/1UdZWRn27Vy8eDGnwpCXl4eNmVyfvA3h/PnzOIc1Oz169Dhx4kSzZec3/v7+RMJYZWVlDQ0NojSfurp6W+1ZfPr0iUj7xvlrevDggZiYGAAcOXKkmQNFRkYCgLGxMe9mDXFCrgOpEGI+f/4sISHB45HIYrGkpKT4KVIng1QISUh+g4EBAkCnT7d4x1+/fg0MDNy9e/f+/ftDQ0PZE4SWlpYSb3Nzc/EedE5ODtd+4uPj8bajgIAAezncHz9+eHl54aKFzU9Ez39IhfBfYmJitm7d6ujoOO2/jBs3ztDQkNwWbSZtNRHm5eXhDIcCAgKzZ88+e/ZsUFDQ4cOHiWwuc+fObf86YVpaGl76jx07ts5DKjIyEgf2jB8/Hh/BcVY8ygCgX5mXJSUl6xz//PnzihUrNDQ0BAQEBAUFNTU1V69eXV+GiZYiNDQUfz2GDRt2//59rBaWl5efOHFCSUkJAFRVVZtj+6qpqYmMjNyxY8eaNWu8vb3Dw8M7bur8hISEadOmYRWL0Aw3bdrEO4SvtTl79iy2XtrY2Ny7dw//BdPT01evXk2kaGqmeRD9SgX+23S42D21UQmZSIUQw2KxJkyYwLtNhwuMaVc0ah5kMBjtf24iIWlh9u5FAMjcvAW7zMjImDJlSh0HUTExsXXr1nEuBnCdJH19fR4dYj8sAKDRaMOGDbO3t584cSKRDGLRokUd8ZdLKoQIIUSn06dMmcJpGKlDR/wDtx/aSiHEPk6ampqc9pNTp07hbZ7m2y5aG3t7ewAYMmQI1yL1CQkJuDwOvr0BAQEAMGrUKB4d3rx5EwAMDQ1bS+JGcvHiRULJkZCQ6NatG5Hdy8DAICUlpa0FbF9UVVW9fv06JiYmNTW1rWX5CfFr4sTBwaFFNPCSkhK8+cqZNY4gPj4eAMTFxXlnPa0DqRByUlVVlZyc/ObNm+ZktyKpQ8PnwfLy8nv37tUXpERC0mkpLEQiIggAtVCK3VevXuFNcxqNZmZmNm/evNmzZ+M4CwCwsrKqs50aHh4Ov6tcjxDCnk11lEwtLa1Lly61iNj8p1MqhAK/Ve3q4Ofnh0tUi4mJ9evXT1lZmWukKUKI63GSdktkZGRUVJSYmFh4eLiOjk6ds05OTmVlZR4eHl5eXvPmzWO3urQrCgoKQkJCKBTKsWPHCI9BdoyMjDw8PHx8fAICAuzs7HB2rAcPHqSlpWHrKCfHjx8HAJzQpT0wc+ZMCwuL7du3h4aGFhQU4INGRkbz5s1zdXXl6sjalREREcFZZNqWqqqqiIiIZ8+eFRcXi4uLe3t7JyYmRkZGfvv2DQs5fPhwV1dXW1vbFhlORkZmxIgRERERPj4+p0+f5toGh8La2tpiyyRJE/j69eumTZuuXLny48cPfGTAgAErV650cHDA+gwJH8B7KFVVVW0tCAkJf5GVhWnT4Px5OHkSDh9uZme5ubl2dnb5+fmDBg36559/9PT0iFPXr193dnZ+9OjRnDlzbty4QRzHfkmZmZkMBgNvQXLy/fv3kpISAEhISHj//v2XL1+6d+/ev39/IoqHpL2AGrnja2pqCgC2trYdIgF9B6VNLIRz584FnrlDGAyGuro6AFy7do2fgjWK4OBg+N1+Fa4TKC4ujt/a2dkBgJWVFVc7ydmzZwFAQEAgMTGxVSRuBkwm89OnT69fvybtEu2cwMBAvO3KjpiY2MaNG8vLy79//94ag8bFxeH0sNu3b69zisVirVmzBgCEhIQaW8CTtBASxMfHy8vLc51YZ8yY0Si7KwknZGF6EpLf8/Dhz9QybGF+TQOXlzA1NWWPGGQymZcvX546dWrPnj2xmcfCwiIkJAS7ATIYDGz945HO+vDhw9CAgPaOBWkhBABITU2VlJQ8f/48eznLDkRaWlpYWFhycnJeXl5eXl5BQYGkpGSPHj0UFBR69Oihq6s7ZswYzrwaXQFcHnT8+PH1NaDRaDY2NseOHXv58iWund0OwfYWzgqt7GD/hx8/fnz//l1GRmbv3r2xsbGPHj0aMmTIqVOnjIyMcLPq6uodO3bs2LEDANauXWtgYND64jcOKpWqqqpKlPohaZ+sXbv2f//7X52DFAqlsrLSx8fn3bt3eBejxRk0aJCvr+/y5cs3bNgQHR29YMGCvn37IoRevXr1999/P378mEKhHD16FCciImksFRUVkydPxiZ6c3PzgQMHampqiomJZWVlxcbGBgUFycrK4gKeJK2NmJgYjUbDsQAkJF2LIUPA0BASE+HyZXB2bnI35eXlFy5cAIDDhw/jWlwAkJubO2XKFByRTvD06dOpU6cOHTr06tWrcnJyLi4uO3fuXLlypaWlJVYO2cnIyNi6dSsALFq0qMmykfAJ1MgdXxkZGSsrq9bVUluHb9++NST6EQBsbGyaWQSsmbSJhVBRUREAeFfP8/LyAoC//vqLb1I1lsDAQPwX5NEmPz8fAGg0GpGRPzY2lvBxNzY2njp16qhRo4j0ykuWLGl+kg+SrsnevXuJB8uAAQMWLly4cOFCCwsLvNWK//f09Gw9AY4cOcLVi1hcXDwwMLAJHZIWQsyePXsAYNCgQY8ePeI8+/DhQ2lp6bdv3/JfsE4DmWWUhKRBHDiAAEp0dK5evfro0SMepYZ4cPfuXQDQ0dEhjuTl5eHdcxkZmc2bN799+zYmJgavnfDqyMDA4Pv376WlpTjISE9P7+XLl+x9xsTEYJ/SwYMHN02qdgtpIQQAGDNmzNu3b3m3qa6ubm+BTMXFxRYWFllZWQAgLCw8cODA3r17S0lJSUpK4szgpaWlZWVlxcXFz58/v3v3blRU1NF5wHTdAAAgAElEQVSjR11cXNpacP4hLy+P6+nxCLj6+vUrAHA6v7UfsH3vyZMnlZWV9QU6RkVFAYC+vj7h8m5lZfX69euNGzdevHjx3bt37969I3rz8fGZNGkSX2Qn6WyUlJRgz0xpaekbN25YW1sTp168eDFnzpyUlBQA8PPzW7BgQSuZoJcsWTJhwoQjR45ERERkZ2dTKBQVFZWxY8e6urr26tWrNUbsIgQHB/fr1y8iIoKrs8yQIUNOnDhx7Ngx0khIQkLSely/fn3fqVO3AWRSUnZMnx4PICcnt3Tp0hUrVjTKZp6dnQ0A2traxJF58+alp6draWlFRETgcCEWiyUgIMBgMO7cuTNr1qykpCRXV9dz587dunVr9OjRycnJAwcO7Nevn7GxMYvFevny5YcPHwDA2Ng4JCSkvghDknYEauSOb3Z2toqKyvPnz3m0kZWVbRFttQXx9PQEAAcHh9jYWN6hHSwWKy0tbf369cLCwm1lJ2yTnVFs0F+0aFF9Daqrq/EK8s6dO/wUrFGwWCy8WbVlyxauDaqqqvDK29vbm/NscXHxtWvXAgICAgMDyYiUjkdJCXr3Dt28iY4cQbt2/eefnx86exaFhaEnT9CHDyg3FzEYrS2Os7MzANBoNK6pPvPy8vAsCwDr1q1rbWFaCtJCiJGWlub9iKioqOhkYTN8hrQQkpDwgE6nL1iwAM8g52g0BHBdUbFnz574iIGBAY8U05xcvnwZAIYNG4bfYjdRYWHhOsUDcefl5eVv3rwREBCgUCg4Kf23b9/mzJlTJ5OWkJDQsmXL2rbOUyvRKS2ETalD+O7dO3Nz8/rqrdXW1oqJibWYgC2Eurp6Y/9y+/fvt7e3byV5eNMmE2FsbCz+Adcx+hNgf1EVFZV2nizh4sWLeBX+zz//1DlVUVExdepUAJCXl2+lTB4k/KOsDMXEoO3b0cSJyNAQSUoigMb9k5VF+vrI2hpNn45cXdGWLcjPD924gV6/RgUFzRdQVlYWeBY1CQ0NxROntbV184fjD6RCiJGSkuJdXYnFYsnLy/NNns4HqRCSkPDAzc0Nr9l2795ddfcuTi3DKi+PjIzEKdO1tbVLSkoa2FtCQgIAiIuL44wy2LfF0dGRvQ0uMqGqqorfTp8+HQC2bt1KNMjLy7tw4cKePXv27t175cqVho/e4eiUCmGjbbjjx48vKyvLyspSV1fv379/HStwZWVldnZ2ZWVlY7ttbbKzs/H3u+HMnz/f19e3leRpMZhMOH8eREXByAi0taEZRnkrK6uZM2deunRp3LhxwcHBeNn3axCmr68vjgzeu3dvO09SP3PmzPv37wcEBMydOzckJMTJyUlPT6+qqurp06d79uzJyMgQEhK6fPlyB82K1KVhMuHDB4iLg2fPIC4OkpKAyazbRkEBVFRAWRk4C/2Vl0NJyc9/xcXAZEJRERQVwYcP3IcTFYXevUFFBVRUQFUVVFVBWfnn6waUXcnLyysqKgKAYcOG1dfG1tZWQkKioqLi8+fPv+2QpF0hJSVVWloqIyNTX4PHjx9XVFTwU6QuS21t7cePH+Xl5QnzCAlJ5+bFixeHDh2iUqlBQUE/o1r09eHDB8qFC6MWLnz8+LGZmVlqaqqPjw+Odv4tRkZGenp6ycnJe/fu3bx5c2JiIgAMHTqUaMBkMr29vQHA3t6+rKzsy5cvWO18//490UZBQWHWrFkteqEk/KPR+oOkpOTt27fx67i4uJaWp7WQkpLiMXNzhUaj4fVcu+b+fZg79+drISHQ1QUDAzAyAn19MDAALS3gVouvPk6cOJGVlfXs2bOhQ4eOHDly+PDh3bt3z8jIuHHjxsePHwFg8+bNuOx7O+fo0aNKSko+Pj7Xr1+/fv06+yk1NbXz588PHjy4rWQjaTQsFty7B+fPQ0gIlJb+51SvXmBmBmZmYGICvXuDqio0PHq5qAgKCn7++/YNcnPhyxf4+hVycuDTJ6ishKoqSE6G5GQun+3RA9TVQV0dNDT+faGszL4jg0MyAKC8vLw+EQQEBOTl5SsqKtr5JgsJJ+bm5jdv3vzzzz+5ns3Pz3dycuKd7pikpSgtLS0sLGQwGKRCSNJF2L9/P0LI2dn53xwHCxbAihVw7BgsXKigoBAQEIDTwnt7e4uKijakz82bN8+ePdvb21tfXx9PW0RqPQaDsXTp0qdPn4qKir548UJOTo5Op+NT4eHhfn5+ixcvFuLchCXpUDRaIZw+fXpQUJClpaWOjo6UlFSds5WVlZmZmThpR7vC0NDw6dOn7Fav33LlypUOkHRh0CBYvBhevoQPH+DHD0hIgIQEuHz551lBQdDSAgMD0NMDQ0PQ0wM9Paj/0SAuLh4dHe3m5nbmzJmoqCj2v6OsrOyuXbsIh/V2DoVC2bRp05w5c44ePRoeHp6bmyskJKStrT179ux58+aRi+8Ow5s3cO4cXLoEv5QrEBEBExMYNAjMzcHcHJpTckNWFmRlga327n/4/h2+foXPnyEnB75+hS9fIDv7p8ZYVgZ5eZCXB/9Nxg2CgqCmBlpaoKUFGho9REQ0ADIBIiIidu3aVZ8UeNeJrP3Q4XBycnJwcJCXl7exscHZYjEsFuvWrVvr169PS0tbt25dG0pIQkLSWcFJQf9Ty8HZGTZtgtevIS4OzMxwBbWvX79OmDChR48eysrKkyZNsrS05NHnrFmzIiMjT58+7eDggMtZvXnzxtzcPCYmZu/evQkJCRQKpbq6+uHDhwAgLy9fU1NTVlb248cPd3f3y5cvX79+nbPsRGpq6suXL8vLy6WkpHBtnha/FSQtBmpkTMjnz58lJCR4xE6wWCyct7NdcebMGU1Nzffv3zekMYPBOHnypIiIyLJly1pbMK40JXaCyUTp6ejGDbRzJ/rzT2RqiiQkuARNUalIQwPZ2qJVq9CpU+jZM8QtlC41NdXX13fu3Ln29vaLFy8ODAwkI+5I+Ed6Otq+HRkY/CfYb+lS9Pgxqq1ta+EQ+v4dxcej4GC0Zw9asgSNG4f09JCwMNcwxXKAeIAvZmZozRp0+jSKi0Pl5URP9+7dw8/hmzdvtuEFNQoyhhDDYrEmTpwIAP369XNxcdm6deuqVavs7e2xGxUAyMnJ5efnt7WYHZiGz4NFRUUxMTFkkQ+SLkJZWRl+yFRWVv7nxJ9/IgC0YEFWVhbXmtJWVlYJCQk8emYwGGvXrqXRaJyfxWnbKRTK4sWLU1NT6XS6rq4uADg5OeFoeXNz86qqKqKr6OhoExOTOp1YWFjUl6WiY9EpYwgpCCFra+vY2NirV69OmzatIQrkxIkTb968yaONlZXVo0ePftsVP8GT9+3btwcNGjRy5EgTExMZGRlpaWlJSUkGg1FeXl5WVlZeXp6SkoJrlJeWlsrKyr5//75NXFBoNBqLxbpx44adnV3Te0EIPn+G5GRITITkZEhKgg8foLiYS0tlZdDTAwMD0NcHfX0wNASObR6SNiEzM/PKlSvPnz8vLS2VkJAwMTGZPn26Xn1GrY5FYeFPmxs2vn3+/K8Vrrr6ZxthYbC1BUdHGDeOS0xguwIh+PoV0tIgLQ3S0yEjA1JT6e/eCbJYdVsKCICaGmhrl8jLe1+58qqq6lv37int3zv9F42aLzo3ZWVl9vb2ERERnKfU1NQuXbpkZmbGf6k6DY2aB4uKiiQkJEjvD5KuQHV1NfYCLSsrI7w6AQAePYIhQ1hiYtpiYhmFhTQajclkzpo1y8LC4t27dyEhIcXFxRISEtevXx8xYgT+BIvFys/Pr6yslJOTI5z+kpKSfH19AwMDcZ0JXV3dkSNH+vv7MxiMI0eOLFmyBAC8vb03b96soKCQnp6enZ1tbW2dn5/v5eW1ZcsWAPD393dzc2MymUJCQqampkpKSl+/fn358iWdThcSEjp69ChOwd1xkZGRKS0tXblyZQdINdJwUCvs+LbPLJQ1NTXu7u4NrIWipaXVhtuNrZhdLTcXxcQgf3/k6opGjEC9enHPvignh6yt0aJF6MABdPcuyspCPPPpkbQ4DAZj1apVghwhoDQabeHChe3zJ8aFoiL09i26eRMdPYo2bkSOjmjECKSjg0RFeSX/pFCQhQU6ehQVF7esOJ8+fdq9e7ejo6O9vf3SpUuvX79eU1PTskOwk/D6tRGNNgHAA+AIwFs5uSoZGe6XLC+Phg1Dbm7o+PE6VsT2BmkhZIfBYAQGBlpaWuI9dRERkf79+2/cuPHHjx9tLVqHh8wySkJSHyoqKgAQERHxn6MsFlNbGwE4A1hYWMjLywNAbGwsPllSUjJhwgQA6N69+5cvX7KyslxcXHAbTJ8+ffbt20esLo4cOQIAVCp1w4YNjo6OADBr1iyEUFlZ2YoVK7Cf/JkzZ3BjnDFbSkqqpqYmNDQU/3hdXFwKCwsJ6fLz8+fOnYv7DAsL48Ndaj06pYWwVRTCvn37tlRXLU5aWtrWrVsHDx6sqKhYxywuJSWlq6vr4OBw/vz52jb1TOPrRFhcjJ48QcePoxUr0LhxSE0NUShcFqxiYqh/fzRrFtq2DV2+jN68QWy+ASQtC5PJJMwvI0aM2LNnT1BQ0IEDB2xtbfFTePjw4e1LJywpQWFh6NgxtGkTmjsXjRyJ9PSQmNhvtL5evdDAgWjyZOTmhnbvRhcuoNhYlJXVGn6hFRUVS5Ys4VSwNTU1W9Vd88CBA3ggIsxMEmAwwCKAPQC3AYqlpLjfHA0NNGkS2rABXbqEEhMRnd56QjYKUiHkCp1Oz8/PZ7R+ccuuA6kQkpDUx9KlSwHA1ta2zvG7NjYI4LWISEBAAADIysrS2eaOmpoaKysrABg9erTYr1zZNBqNPSGIsbHxly9fcPvVq1fjg/jHaGlpOWzYMGyTpFAo7NWeWSwW1lFv376trKwMAB4eHlwlx9Uy1NTU2tcappGQCuF/YDKZBQUFSUlJCWy8efPm9u3b4uLirSNtC8NkMvPz8xMSEtLS0trVhm4bT4QVFejlS3T2LFq3Dk2divT1kaAg93BEdXU0dizy8EDHjqGYGJST0zYCdzq2bdsGAGJiYteuXatzKjo6GufLXbp0aZvI9i/V1SgmBq1fj8zMEI1Wr+LXsycyMUGTJqFly9D//ofOnUMPH6KMDNSaprk6FBcX9+3bF09sQ4cO3bVrF3Zo6dGjB57YcMa2VuLEiRPi4uKcbghCQkL79u1DCKGyMvT8OTp9Gnl4oFGjuNvthYRQ377ojz/Qrl0oLAx9+tR6AvOGVAhJ+AOpEJKQ1EdmZibO6unt7c1+3FhV9QcAAhgqKQkAu3fvrvPBJ0+eEHPQ8OHDo6Ojsf2joKDg77//xpkUdXV1iRKCV69eVVBQqDN5CQgIODo61olgxDHVOPWgurp6fd431dXVOGNNUFBQi90OvkMqhD+5devW8OHDuUadErSmzJ2fdjcR0uno40d07RratQs5OSEzM1Sf55u0NBo0CDk6oh07UEgISkpqF1lAOhQ5OTk4PKC+n2RMTAyFQqHRaElJSXyWDTGZ6PVrtHs3Gj36PwZACgUZGaGJE9HSpWjXLnT2LHr4EKWno/axBYjD6xUVFe/du8d+/MePHx4eHnj7s67vTYuSk5OzceNGU1NTcXFxERGRvn37rl69+hMPpa6oCN2/j/z90V9/IWtr1L0799+apSVatAgdPozu3UNsnjmtCqkQ1kdBQcFff/1lZWW1bNmy58+ft7U4HZ6Gz4MsFis3N7dugg0Skk6Nv78/Xm9PmDAhLi6OyWTiWkeBFAoCOAYwcuRIOodrSWlpKf5lTZgwgdOj4fPnz7hYzvz58xFCDAbDxcWFWNh369ZNUVFR5FdtJ1NT09zcXIRQbm7u69evhw8fDgAWFhYAsHnzZh6S4/TLLi4uLXo/+AqpECKE0MWLF3nogZ1JIWxDr9F2pxByJS8P3b+PAgLQ8uVo3DikocHdTCQggHR00KRJaM0adOoUevq0xQPDOhn4KW9pacmjzeTJkwHAy8uLTzJlZKC//0YODkhe/j9/XBUV5OSEzp9H377xSZLGg9Nzi4qK1pddDWfuNjY25pE8ue3JyUEREWj/frRgATIzQ5KSXH5rvXqh0aORpyc6dQq9ft3wvRgWi1VcXNxABx5SIcRcuXJlyJAh48aN27VrF0KIxWKNGTOGmAGFhYU5zfskjaLh82BhYWFMTMybN2/4IBUJSfvB39+fqP4nJCSEvUAtARBABYXSV129W7duSkpKY8aMOXbsGDbZ7du3D7cPDQ3l2ueLFy+oVCqNRvvy5cvy5cuxPRA7uTx8+BAhVF1dff78eexfo66ubmBgwL74l5CQAICLFy/yEPvs2bMAYGNj07SrLi4u9vPzmzRp0qBBgwYPHjx79uwLFy7wecVOKoSIaGxsbHzjxo2MjAxdXd2qX0RERIwaNSo7O/vjx4+tLHbrwmAwJk6cSKVSt27d2vzeHj58qKys3K0x4N9Vx1tyVVejd+9QUBDy9kazZyMTE+6lLwCQoiIaPRp5eKC//0ZPnnAtfdFlcXJyAoDt27fzaHP8+HEAGD9+fCvKkZuLLl9GLi5IQ+M/fzsRETR8ODp0CCUnt+LoLcfMmTMBYPny5fU1KCkpwUERHSwddmYmunUL7diBZsxAenpctmOEhNCAAWj+fHT4MHr8mDNRDYPBOH36tLW1NZFqS0tLa/Xq1byLJZAKIcbe3l5OTu7atWt4j/zx48f4Hs6bNy88PHz58uWSkpJFRUVtLWYHpuEKYX5+fkxMTHx8PB+kIiFpV6SlpS1YsAAHkmAoFEoCAAJgq1EIeFd06NCh6urq+O3jx4/r69Pa2hoA1q5di32RgoOD582bBwAzZ84k2rx584ZI6kuj0XDlCQJbW1smk1lf/3///TcATJo0qQnXe+7cOWKRzI62tjY/Z3BSIUQIoR49esjIyBT/MvIYGBhUVFQQZ48cOXLw4MHWEJSfvH//Hn/DJCUlm9/bsWPHOL+7DeHcuXPNH73t+fQJRUSgQ4fQkiVo5EikpMRdRVRSQqNGITc3dPQoun8fFRS0tdxtBnbEP3HiBI82uO7LoEGDWnjsjx/R6dPI2Rnp6tY18w4ejDZuRNHRqKP5ZeFwBR6TH0Jo0qRJANCxn12VlejFC3T8OFq2DA0Zgjhz1eCgXxsbtG4dCgrKe/LEwtyc65NHRkbm1q1b9Y1DKoSY3r17s++C+/j4AICCggLhuOjh4bFt27Y2kq4z0HCFsKCggFQISboytbW12dnZSUlJOHGaJ5WKACq0tHbu3MlVfaJSqdnZ2fX1tmLFCgDQ0dEBgEWLFiGE3r17h3+Pp0+fRgjR6fRRo0bhrsTExF6+fImDD5ctW0bUHly3bl19/eOcpWvXrm3sZfr7++P0bMbGxrt37w4LCwsNDV2/fj2uDycuLv706dPG9tk0OqVC2KAaDOyUl5fPmDGD+IYZGRm9fft28ODB+O3ChQuNjY1tbGxwwcoOira29qhRo+7du8fuPN1kFi1aZGNjw+IsR1Y/WlpaCCH2vE8dGFVVUFWF0aP/PVJWBh8/QnIyfPjw80VqKmRnQ3Y2REX920xODgwNfxZIxDUSlZT4Lz7/wTttOTk5PNrgUAG55peLrK2FFy/g+XN49AgeP4a8vH9PCQjAgAEwdCgMHw5DhoCERHPHagAIoaSkpNzcXGFhYW1tbeyU0kwKCgoAQInnl6d3794AkJ+f3/zh2gxRUTA1BVPTn28RgqwsePsWEhLg3Tt4+xbS0yEzEzIz4e5dAFAAuA3wXkBA2MJCe8YM6WHDarW1b9+5s23btvj4+MmTJ4eHh49m/9mS/Je8vDy8d4PBFsKZM2fiAGAAcHZ2XrZs2aZNm9pGvq6EtLR0z549W+B5SELSMREUFFRUVDxy5AidTgeAR5qakJ0tnpYWsm5dCYCpqenYsWOvXLny8eNH3B67uD98+LB79+5cewOArKwsAMAhFX369Fm3bt327dudnZ3j4uIUFRWjoqIkJSUFBQWLi4tHjRr1/ft3Y2PjHTt2vHnzBm8a7tq1q2/fvqKionQ6vVevXqampti7NS0t7fLlywAwderURl3j8+fP3dzcEEJr167dvn07VlABYNKkSWvXrp0xY8adO3emTp2alJTEbi8laQSokTu+RkZGGzduJN76+fmtWrWKvcGcOXNGjhzZgjprW1FWVtZWQ3eMGMIWpLYWJSaioCDk5YXs7ZGhIfe8ptLSyNwczZ+PfH1RWBjKzGxruVsFbFI2NTXl0QZnSWmi/eHbNxQSglauRFZWdesBCgsjKyu0fj26c4fPpfCqqqr27t2LFTMMjUYbPXo0b8teQ8CqIG9nklmzZgHA3r17mzlWu6a8HMXGosOHkbPzZzm5Ws7fl7s7QqimpgaXPOnVqxe79wcBaSHEqKmpEa8ZDAbev2MvrlVaWqqiotIWonUSutw8SELSDEpKSnAMIY73uyUriwBOUiiHDx/GDYh8dQCAVab6ok7GjRtHzMJEWhomk7lq1Sp29UFOTo7ILjlw4EDC5Dhs2DBOXUNSUnLlypUfP37EGb+bEEA4dOhQAHB2duZ6trKy0tjYGADWr1/f2J6bQKe0EDZaIdywYcOCBQuIt4mJifLy8unp6fgtnU43MjLqKGUn2i3kRNgIFdHKCi1ZggIC0NOnqO10+BYkPz8fP9ADAwO5Nrh9+zYACAgIpKWlNajHnBwUGoo2bkQzZyI1tTr3sFRc/IuhYeny5ejevbZyB/38+XP//v2JacPY2FhbWxt7hlAolA0bNjQn3Qs24/CIB66ursbFee/fv9/kUToQubm5goKCQgCvT55EJ06gJUuQtTVSVES/9OGqqiotLS0A8PPz4/w4qRBiTE1NiQVQbGwsAAgJCbGr0BkZGYKCgm0kXWeAnAdJSBrOpUuXAKBPnz6RkZEiIiJWAAigmka7ffHirVu3tm/frqmpSahnAwYMwNpjdHR0nX5SU1OJRDVUKrVOntL79++bmZnVUfYcHR2JIhM1NTW2trbEKQ0NDTMzM6JwBY5X79WrF1HqsIHk5OTggMZv9Wewu3btGgBoamo2quemQSqECCH09evXnj17nj17Fi/RWCxW3759FRUVt2/ffuXKFfw90NDQaF2pOzvkRMgFrCJeuYK8vNCMGdxVRAoFqamh8ePRqlXo1CkUF9dBVURch1BUVJRTJ7x+/Tre21u2bFm9n//yBd29i3x90YwZSFW1zl1iCQp+kJHZB2APoPzrqU2lUufOnVvQFqGbpaWlOE1Zjx49Ll26ROQKy83NXbx4MVYL65RaahTYO0VOTq6+iWTnzp0AoKyszJmhu1Ny5swZADA3N+fR5uDBgwDA1deDVAgx3t7e9vb2JSUlhYWFlpaWADBixAj2Bv7+/j169Ggr8ToB5DxIQtJwNm7cSCwMDh8+DAA4tcwSNs0NR/rhWRU/tebOncveSWVlJQ4BmzBhAg4Ni4uLqzNQcHAwAPTr1y8mJgZ7nLK3wZFWQkJCeBRORERE3r5929irCw8PB4D+/fvzaPPjxw886PfWz1NIKoQ/2bp1K/yKNEW/srqzs3r16taSt2tAToQNorYWvX+PLl9Gmzej6dORnh4SEOBiRezdG40di1atQoGBKD6en/XQmwyTyZw+fTr+NZmYmOzevTsoKGj//v1WVlb44MiRI/8tEpCbi6KikJ8fWrgQWVpyKRFJoSA9PeToiPbvf3v0aA8ZGfy8njhx4po1a1avXj1s2DD8GFVTU2uo1bHlWLlyJQCoqKhw3TLEDrQCAgLJTU1qymQyTU1NAcDY2Pjr1691zp44cQI7vXSSHE4NANeA8vDw4NHmxYsXAKCqqsp5ilQIMcXFxXUCUy9duoRPsVisR48eycvLW1hYtK2QHZpGzYMMBqNdl40hIWllcE1dnMoF57jy19JCAB/Fxc3MzKZOnRoYGBgfHw8AOKs2hrCnsVis6Oho7HXZvXv31NTUOXPmwH8zi2KuXLkCAEOHDj158iRWMomEotHR0Xh1cffuXZyDtF+/fnggCoViYmKCA32boCOcO3cOAEaPHs27GS56QTgtth6kQlgvV69exan8REREXFxcuEaedER419ZsPUiFsIlUV6P4eHT2LFq9Go0bx2kc+5kw09AQzZyJduxAN2+irKy2Fpo7TCbT29sb+46yIywsvH3JEvqdO+joUTR7NvesreLiaNAg9OefaNs2dOcOKinBfWZnZ2PfSGtr6zpPzOfPn+NEUIaGhg2sR9ciVFRUYMeVu3fv1tcGF10kdqCaQFZWFl67S0pKLl26NCgo6M6dO4cOHcIxCQDg7u7e5M47HFgD5z0lv337FgB69uzJeYpUCAmys7MdHByUlJRUVVX379+PFZJbt24R/lEbNmxoaxk7MA2fB8vLy+/du/fhwwc+SEVC0j7x9fUFAHt7e4SQp6cnAGz19ETi4ggAxcbiNiEhIQAwYMAA9qQsffr0MTExUVb+6TDUs2dPnKvz7du3uE1AQAD7QC9fvgQAaWlprBTt27ePODVhwgS825iYmAgAYmJidDqdTqcXFxdjB5xbt27hibimkVvzERERAKCrq8ujTWFhIb4EPuggpEL4G75//85gMFpCqvaCoqJim4zbWRXCkpKSu3fvBgUFhYeH88k7saQExcaiY8fQX38hKyskLc1FfZKURAMHIicntHs3unULZWSgdrPTnJeXd+bAgd02Nie1tGI1NXN792ZxViSnUpGWFpo6FW3Zgq5eRampqJ76PwsXLsQmx6qqKs6z3759w7mbDxw40MqX9S9hYWEAoKOjw6NNZGQkNiE2Z6CcnJyRI0cCB+Li4ocOHWpOzx0OPz8/AJgwYQKPNhcuXIB63EpJhbAh1NTUZGdn88FzqRND1iEkIWk42K1DSkqqqKgIWwidnJzQ/PkIAM2ejdvY29sDwIoVK9CviYAdaWnppUuX5uXlEX1u2bIFn5o/f35GRvXZYosAACAASURBVAY+mJOTQ9gYhw4dSkR5MJlMvL2bkJCwePFiAJgyZUodIVksFt6cxTXuG05JSQnOffr+/fv62uDyhv369WtUz02jUyqEjS47wQN8gwDAz8/Pzc2tBXtuExBC5eXlbS1FJyE9PX3z5s3BwcE1NTX4iICAwMSJE729vXH8WGshIwNWVvDL0xIA4NMnSEj4mYs/IQFSUqC8HF68gBcv/m0jJgY6OqClBZqaoKn584WKCtTjE98y1NZCcTGUlEBmJmRkQEYGpKcrpKfPTUoChP7TkkYDdXUwMIABA2DQIBg8GH799HhQVVV1/vx5ADh48KCIiAhng549e27btm3hwoUnT550d3dvoav6DZmZmcDmVcIVXNfo69evtbW1RLB7Y+nVq1dUVFR4ePi1a9eSk5Orqqrk5eWHDBni6OhI7Ix2EXD9qKioqC9fvqioqHBtc+rUKQAgy07w4NGjR3Q6XVZWVklJqU5RZgAQEhJSVFRsE8FISEi6ICYmJqampi9fvlyyZMn8+fMB4M6dO7VBQUInT0JICBQWBj94cPXqVQEBAXw2NTUVAGbOnLlw4cKSkhIVFZV+/fphpYtgy5YtCCFvb++TJ0+ePHlSQUFBSEjo27dvTCYTAAQFBX19fYmPFBYWVlZW0mi0jx8/Yt0M1zNkh0Kh9OnTJzs7OysrC+8tNhAZGZnJkydfuXLFzc0tIiKCyG5KkJ+f7+XlBQBOTk6NuGskbLSkQkhw8ODBdqUQVlRU3Llzp1EfYTAYT548IRXCFuH69etz5sypqKgAAF1dXRUVlZycnA8fPoSEhISHh//9999//vkn/6Tp3Rt694YJE36+ra2FlBT48AGSkiAxET58gJQUqKyEN2/gzZv/fFBYGDQ0QFkZevUCJSXo2ROUlKBXL1BUhF69QFiY+3DV1VBczOVfUVHdIxUV9cqsrAympjBwIOjogJ4e6OhA4/Wi169f//jxQ0lJCYeSc8Xe3n7RokUJCQklJSVcq9m2ONgIwLtKJ0IIACgUSn1B6g1n/PjxuGJHV0ZfX3/MmDERERF//vnn7du3iUTkBAcOHIiKihITE8MmZRKuODg44GKh//vf/1avXt3W4nRpxMTEaDSaBF9qpZKQtE8oFMqRI0eGDBly+fLl2tpaJSWl7OzsHVFRXiYm8OrV4wULZt++jRBasWKFvr7++/fvsc7m4uIyfPhwAEAIJSYm5uXliYiI6Ojo4OgSCoWydetWOzs7Hx+f27dvE6V6TU1Ny8rKUlJSRo8e7evr++eff4qIiGDNkMlkOjg4sFgsV1dXrosNXCmxjubZELy9vcPDw2NiYuzt7QMCArCEmMTExFmzZuXk5Ojp6eHCiSRNAf3OBai8vPzq1as5OTn47evXr1/UT2xs7MWLF0VERPhh3WwwxcXFnLFYDb8//KczuYw+evQIW3Xs7OzYE5Z8/vx55syZAECj0diLd7U9dDpKTka3bqEDB9DSpWjcOKStzb3oBWfulm7d/vNPWPj3n2L/JyiI5ORQv35o6lS0ciU6ehRFRKD6kyw3Chw8YGlpybsZtnUkJSW1yKC/Be/UqKur82iD01axl30jaSYpKSnYocPMzOzVq1fE8aKiIg8PD6x41+c5TLqMYjQ0NADA0dGxrQXptHSmeZCEhD8EBgbiFRfWuCgUyiY1NQTwCYAGMG3aNDqdHhcXh31DcB3CysrK//3vf+zeIjQabdy4cc+ePWPvubS0NCEhIT4+HufrLigosLa2xu1FRUX79Omjp6dH9LB48WKuWbtrampwmnT2eafhXL9+Hfs3SUpKOjs7Hzp0aN++fXZ2dthgqKSk9PHjxybdtkbTKV1Gf68QYm3byMgIv22ggx//rqBh4BBbUiHkMwwGw9DQEAAcHByYHIFtLBYLf7tUVVW5RrW1I+h0lJ6O7t1DZ88iX1/k4YFmzkRDhiAtLSQm9ntNT0wMqaigvn3RyJHIwQEtWYI2bUIHDqCzZ1F4OIqLQ+npqLS0Va8Ap/8yNDTkeZV0PIsQG0CtTVVVFa7ofevWrfra4Dj1v/76iz8idRGio6MJI3CfPn1GjRo1ZMgQ4V+Gbh7zHKkQYvbt2we/C7jlTzRLZ6XTzIMkJPzk2bNn5ubmxCJWFKAQAAEsVlaWk5Mjcsl069btyZMn6enpRkZG+IiUlFTfvn21tLTwniCVSt22bRuPgeh0ekBAgI6OTp1lM4/syocOHcJLvibnBH7+/DlOG84OhUKZNm0ajxKFLU4XVQhxNNHAgQPxW1xzon3qUTz4/PmzgIAAj2jUOtTW1t67d49UCJsJLh0jJydXWo+2U1VV1bt3b+joSf9LS1F6Opd/OTmouLitqr3XIS8vj0qlUqlUopo2J9gW17NnT34mcN+0aRMAKCoqcq14gZfdQkJCqampfBOpi5CZmTl79uw6YZkDBgwIDw/n8SlSIcSwWCxPT08zMzMeWXl5m75JeNNp5kESEv7z4cOHY8eOjR8/XlxcfBcAAojkWKjTaDTsE6SkpHT16lXCppeTk+Pm5obVQl9f39+OlZycHBMT8+DBg/v37+PS87t27eJs9vjxY5x1xt/fvzmXhuv6eHl5zZkzx9nZec+ePU2uStVkuqhCiFUjYkH/4sULKpUaFBT09u3bTA4+fPgQEREhJibGvytoMNOmTcMVWhqOnJxcKwnDm04zEeJQUjc3Nx5tcBzwnDlz+CZVlwWHCixYsIDrWTqdjj3+XV1d+SnVjx8/BgwYAAAKCgonTpwgHjXJyck49h0ADh48yE+RuhTl5eUREREnTpwIDg4m8sjxgFQIMfHx8S9evFiwYIGJiUlgYODTp0/ZoycePnx47tw5YWHhthazA9Np5kESkjZkx44dqgB0ABbAbGNjd3f32NjY27dvT5s2jTAVstvWHj9+7ObmZmtri/0BBQQEGrUbu3fvXtztlClTXr58iV3DUlJS1ru5WQkKugBc1dBgjRyJBgxA7u4oNBQVFbX8Nbc+XVQhrENVVZWCggLvNhoaGi0gWkuDy0M1qsaakpJS68nDg04zEeIKcn///TePNsHBwQBgZWXFN6m6LE+fPsWu9l5eXnVO1dbW4tQ+0tLSPEyIrUReXh6RcExAQEBFRQWXr8VbmHv27OGzPCQ8IBVCDKejVIdwlsGkpqYeOHBg8eLFU6ZMGTx4sLa29oABA8aNGzd37tzVq1efPHnyy5cvbS1jI+bBmpqad+/e8dNhjISkQxAfH48n/Y99+iAA5OJCnCopKcHWPAqFEhsbixDKyMgYMWIE50OsW7du0dHRDR90//79AgICKgArAK5QqTdotHQAZn0BNVQq6tu3wymHnVIhbHSWURERkdOnT/Nug20+7Q0bGxsqlXrt2jWcy6QhHDlypFVF6vTggDScVKo+8NkmlxMgaTjm5uZ79+718PDw8vK6c+eOq6urvr4+QiguLu7QoUMfP34UFBS8cOEC/9PlKygoxMTEHD161M/PLy0t7cuXLwAgJCQ0cuTIHTt28C5KQULSJjg4OHh7e7e1FI0mNzd3yZIl165d+21LGxubrVu3mpmZ8UGqZlJaWlpYWMhgMHAlVRISEoyXlxeTyXRyctKZPx+srOD8edi+HeTlASA6OprBYMjKyhYVFW3atOngwYMjRowoKiqSkJCYM2eOmZmZoKDgjRs3goKCSkpKbGxszpw588cff/x+yMpKD0nJhQMGiL54QUEI2FKI18rICJmagpERGBpCt24QGwv370NCArx9C2/fwsGDQKWCsTEMHQrDh8OQIdC9e+vdGRJOmlJ24rd52/laRaDBCAgIhIWFNWqxO2nSpNaTpyugpaUFAHFxcUuWLKmvzbNnzwBAW1ubf2J1Ydzd3cXFxT08PJ49e4bvPEGPHj3Onj3bVqXnBAQEli1btmzZspycnNzcXGFhYVVVVaL6LQlJe2P8+PHbt2+/dOmSrq4uTozETnV19ZcvX7CLRPuhuLjYwsIiKysLAISFhQcOHNi7d28pKSlJSUkpKSmEUGlpaVlZWXFx8fPnz+/evRsVFXX06FEXF5e2FpyEhKTRVFZWRkREAACVSjVatOiUgMCgysoAY+M75uZiYmIPHz4EgKKiIgC4f//+oEGDampqVFVVPT09x40bp6urCwDDhw8PCgqiUqkMBmP+/Pl9+vQxNjYm+i8qKrp7925qamp1dXWPHj1Ga2oaRkXBmTNQViYGADQasrYuNzeni4tLDBggbGoqxFYoAgAA+6wWF8PDh3D//k/lEFf8IpXDtqDRCqGtrW1YWFhriMIHcKgSCd+YNGnSzp07r1y5snPnTq6qeElJyT///AMAtra2fJeui7JgwYIJEyacOHEiKioqJyeHRqOpqqra2to6Ozu3h0JeioqK/DdRPnny5Ny5cwkJCdglfvTo0X/++SfhtkpCwomxsbGsrKy9vX19DfT09NqbwcrHxycrK8vBwWHp0qUDBw4Urq96KgBCKCMj49SpU8uWLTM2Nm7ndkLsFMdZq5qEpCuTmZlZXV0NACdPngSA3QBXAabl5i4PDa3kaFxTUwMAnz9/9vT09PT0VFVVnTp1KnbPERQUHD169K1btzZu3Hjjxg3ceNOmTYcOHcL9GwFsAvi36ISmJri6wqxZlJ49626VcdK9O0yeDHjvjLdyOGwYDBvWROWwuhqKiqCoCAoLgcmE+moaCwqCmRmIiDS6/84BamRMiKioKN9qlHVZOk0MIUJo5MiRAGBubl7E4R1eXl6O7VH9+vXjLEpBQsIHvn37xtXlQUpKisxkwxUyhpDg5s2bvBsEBgbyR5IGoq6u3tigl/3799vb27eSPLxp1DxYWFjYqAQBJCSdnqlTp+LpbPLkyfPnzxegUj8CIAD3etQB/IujcChLUlJSDx48oFAoNBqtoKCgoqKCqEBoo6MTp63NolBwQOA9gMlCQjevX28B6YuK0LVryN0d9e2LqNT/xBz264c8PH7GHNbUoJwclJCA7t1DV64gf3+0bRtyd0dz5qCxY5GpKerdG0lINKIc9MKFDZGOjCEEAKiqqjI2Nl60aNHKlSvV1NQa+3GSrsbx48fNzMyePXvWv3//Xbt2TZgwQVJSEnsyrFmzJiUlRVJS8uzZs0RtHBISvvHlyxdLS8svX76Iioo6OzsPHTpUSkoqLS3t6tWr9+/fd3d3T01NxXWTSEg4wRUyeTBjxgz+SNJAsrOz16xZ06iPzJ8/39fXt/lDJyYmbtiw4cePHw3/CIvFWr9+vYiISHJyso6ODjFHlJWVffr0iclk0mg0NTU17FguKyvLZDI/fPhQU1NDoVDk5OSUlJSIrr5+/Yp3JEVERH7bFQAwmcyUlBSyK7KrjttVbm6ulpaWsLAwg8GYM2fOjBkztLW10zw9K8vLZ9fWJsfE3I2OplAoCCFhYWF3d3d5eXlpaenw8PDQ0FAqlUqj0eh0+pQpUywsLCgUSlhYWPfu3YuKil6+fHn69Om8vLzDu3ebyMuL5+aqnTlDoVCq7OwyHRz8rl7V0dZOTU9//Pixmppasy5QWjpFV7dGTY3i5CQnJqaUmEhYDr+qqxcpKqLUVJEnT3QOHqTW1PzsSlf3k6MjU1SUpqCgdueO5MePP7sSFk5ZvbpGXp5Cpcq9f6/0+jX88ib4amlZZGCAKBSR7991rl2j0ulgZtaQ266goFBaWgqdi0YrhGJiYosXL37x4oW+vr6dnZ2np6eFhUVrSEbSOVBXV793797kyZPT0tJmz54NAN26dfv+/TtCCABUVFSCg4OJuqgkJHwDIWRvb//lyxcDA4PQ0FAiitXGxsbV1fX06dMuLi6HDx82MzObM2dO24pK0kExMzN78+ZNW0vxL1JSUjIyMo36CI1Gw1FGzSQiIuL69euN/VSfPn0EBAS+ffumoqIiLi6ODxYVFRUWFuLXEhISxFqturo6NzcXv66pqWFfjGZnZ1dW/vSSI7siu+oKXQkJCY0dOzYyMvL169eurq4sFsvDw0NUR6cEAAAOa2raZWcnJycDgJKS0tixY/FnJ06cGBoaymKxWCwWAEyaNElVVRWfunz5clFR0a5du6gPHvg7O1NMTasAqnr3zs3IWJmR8e7GDbhxQ0NDY9myZQBQW1ubnZ3dkhdIuJUWFWW/fl35S6NTuXxZ/NMnEBEBWdmiKVMKf+kjEr16SVZUgKwsyMlVy8rmlpX97MrKSmnQoH+liov7VypX14ZLJdIZ3UopCCFra+vY2NirV68SZUl4YGlp+fjxYwAoLS29ePHiqVOnaDTa8uXLp0yZgjPYkjQfGo3GYrFu3LhhZ2fX1rK0DNXV1UeOHDl58uSHDx/wEU1NTWdnZzc3t/YQt9YcSktLz507FxERkZqaKigoaGBgYGtrO2PGDDJvajsnODh4+vTpMjIyb9++JeY8dry9vTdv3qyqqpqent5RHm4lJSXJyck/fvzo3r27kZFRa3wJGzVfdAVYLFZxcXFBQQGTySQOMpnMb9++TZ8+vaKiog1lq8OwYcO8vb2JEi8N4Z9//vHy8srMzGzm0DU1NWFhYey36Lc4ODiYmZlt3rzZ3Ny8W7duxHEmk1lcXIwQolAo3bt3Zw8dLCkpwWmrJSUlRUVFieOVlZX4DyEoKEh2RXbV6btKSEhYs2YNnU6fOnXqypUrAaBbt25ZWVlLly7V+fx5EUD37OxVY8bs9/fHH+nfvz/OjJWTk5OZmclgMKhUKovFUlZW1tTUxIbEBw8eAMA0gCAAJCJSZGb2hkK5hNCFZ89qftno2Lv63//+xx573Cr3qqamG4sFsrIgIcHn296vX79v376tXLmyRRwo2guokTEhT58+rXPk7du38+fP19PT27t3L2ecGEkT6EwxhHUoLCxMT0/Py8tra0FahvPnz8vKynL+rDQ0NHBhH5J2y5QpUwBg06ZN9TWorq5WUFAAgJiYGH4K1jQSEhLGjRvHrrhKSUktXbq0xZ/JZAwhwa1bt4YPH847l0lby/gfzpw5o6mp+f79+4Y0ZjAYJ0+eFBERWbZsWWsLxpWGz4MsFis3N7eyspIPUpGQtH9wrr6xY8fW1NTgJG2ioqK3b98WERERAqArKSGAQ3o/s8CwK0jsHgSCgoKEVzyeWQwBygEQwO1u3Xr/aqapqblixYo1a9YQCUjxL1dFRaW8vLyt70S9FBYW3r17NygoKDw8PDc3t7Ef75QxhI1WCOsjPz/fx8dHUVFx+vTpvw21J+FNJ1YIOxMHDhzAjz9DQ0M/P7/IyMiIiAhvb2/8/BUSEgoPD29rGUnqBVsF4+LieLSZNWsWAOzevZtvUjWNEydOEMZAVVXV/v37d/+Vh01FReXVq1ctOBapEGIuXrzIQw9snwohk8m0tbWlUqnm5uYbNmwICQmJiYl59epVSkpKUlJSXFxcZGRkSEjIrl27bG1t8YpHVla2rQq+N3weLCwsjImJefPmDR+kIiFp/+DQ9xkzZiCE5s2bRzyOcMKY4yYmCCAHAPtHcq0Kpq+v/+7du9DQUPwQAAABgHcACOAWAPVXV9gZFQ/KYrGOHj3KvinZVntJvHn37p2trS37Rh6VSh0+fPizZ88a3gmpENYLnU6/du2ajY1N+5wFOxykQtj+iYuLww8UT09PBoPBfqqiogL7+kpLSzdh54mEP2Bf5fT0dB5tPD09AWDt2rV8k6oJBAUF/Z+9M4+Laf0f+GemZVpoL0mWiiKJLJU1FImsyRa6tpQviizRdXGvfcm+RMiSpURI1iIURSjtZWlT2ldTs53fH8/3nu/8pplRmWZanvcf96XnfM5zPmfuzHnO5/lsaG2eN29eZmYmGmSz2c+fP0dFwzU0NL58+SKqy2GDEIE+B1NT07t373758sXIyIj+L48fP7axscnLy0tLS5O0mrzU1dW5u7s3MAS6Z8+e8fHxklK14etgYWFhRETE+/fvxaAVBtPyuXnzJgAMHjyYIAhvb2/0bzJBjgbwFYAAWAtAo9F69+7N/atHLzaBgYEEQQQEBJAGoRcAAVAIQLZjUlZWzsrK4rn0iRMnyKlkZGSKiooePXq0fPlyOzu7CRMmuLi4PHz4kLQhxc+tW7dIj6ihoaGNjY2xsTFaQKWlpc+dO9fAebBBSBAEsXv3bu4/s7Ozt27dyt03TEdHZ/v27c2ibLsBG4Qtn/Hjx6NXcL5Ha2trBw0ahMxFMSuGaSB6enoA8OLFCyEyqMucj4+P2LRqLOXl5Wi19vT0rH+0urp6+PDhAGBvby+qK2KDENGpUycVFRWUZ0IQhLGxcXV1NXn0xIkTLbltSWZm5vbt24cNG6ajo8MT8qqkpGRkZDR79uyAgAAGgyFBJRu+DhYVFWGDEIMhKSwslJKSolAoqampN27cAIC+fftWV1ejNmCDBg2KWbGCAMgF6NqpE/nbJxtOUCiUY8eOXblyBW0pAkBvADoAAbD4/+ela2tr84Sg19bWokdK586dAQCtszwMHDhQIr/WqKgo1HzV3t4+IyODHM/OzkbRQFQqNTQ0tCFTYYOQIAjC0tKSIAg2m/3gwYOpU6dydwuwsrIKDAyU7BLSNsAGYQunuLgYPW3rb4+RhIWFof0RCW6GYYTg5OQEAB4eHoIEKisrUUJF/cRpyVJYWHjy5Mm5c+fa2NigCr0GBgY8bmqSr1+/omhSUfWPxQYhQkFB4Y8//iD/nDVrVlRUFPknk8ns06dPamqqJFRrHGw2u7Cw8NOnT5mZmTU1NZJW5380fB1kMBjJycmFhYVi0AqDaRXMnDkTAGxsbIqKilCRzKtXr8bHx6NXl327d2dSKASAm6AW7VxIAbyTkiIAbv3rP0QYGRmh1Yf7uUEWWSH70ikpKbm5ufn6+vr6+q5YsQKZUgoKCk+ePBHnB4KeyQDg5OTEt/H16tWr0Tsb99aeILBBSBAEQaPRHB0du3btSn4nFBUVXV1dP3361MyqtiOwQdjCCQ8PB4A+ffoIkamrq0NxWSLPwCkuLo6KikLlpJlMpmgnbz88ffoULUtJSUl8BdauXYvWPL6Lh6Q4duwYWQKbm0mTJhUVFfE9ZcqUKQBw8OBBkSiADUKEiYnJn3/+Sf559OjR9evXcwvMnz/f2tpa7Hq1HfA6iME0mYyMDGS02NnZbdq0CS12jx49QhGkALAagABIAyC9OjIyMuSCQqPRyArw23V0CIAKgP+99/8rg+JT9u7diy568+ZNMpsdmY49e/bkWZiKiopQrRpVVdW8vDyxfSChoaEAoK2tLcjeYzAYhoaGAHD+/PlfztYmDcJGdwOvq6sLCgrKyclBr0pHjhzJy8s7deoUbiWHaT+Ul5cDgIaGhhAZWVlZVHwZCYuEqKgoa2vrTp06DR8+fNy4cWZmZpqamqtXry4qKhLVJdoP1tbWkyZN+vnz57hx496+fct9iMVibdmyxcfHh0qlHj58mDsOQrJs3rx51apVVVVVZmZmO3bsuHbtGqqDKiMjc//+/eHDh/P9JpiZmQHAly9fxK1um2bq1KlkmywAsLa29vf3Jz9kFov18ePHN2/eSEg7DAbTrunZs2dwcLCSktKDBw8OHz6soaHx8+fPCRMmnPy31YQfQBmAIcCEf09hMpkoalRZWbmurq66uppCoWgDrP7+HQA2A+hbWWlqapKXqKurQ01Kz5w5c/v27cmTJ8+cOZPBYCBzAPWYWbduHc+bkoaGRnBw8JAhQ8rKynbu3Nn8n8R/QVvAs2bNInMpeZCRkVm4cCEp2Q5pyosOlUqdOnXqkydPUlJSVq9ejQxlDKb90KlTJwDIzs4WIlNZWYlMQW1tbZFc1MfHZ9SoUREREWw2W09Pb8CAASoqKuXl5ceOHRs4cOCnT59EcpV2xZUrV8zMzL5//25paTlx4sS9e/eeOnXK09Ozd+/eO3bsoFAo+/fvJzv2SpygoKDdu3dTqdRDhw7FxcV5e3vPmTMHBbVeuHBBX18/PT19zpw59U9ELYZbjlnbNnBzcwsNDb1y5QpBEADQp08fHR2dkSNH7tq16+bNm9OmTUtMTOzElZ+DwWAw4sTa2jo2NnbMmDF0Oh21WScIoqwMtaaHnwD+AADgxnUKeppVVFSQf/oAqAC8BzgNEBkZifYcUX4gyefPn2fMmBEaGiojI7Np0ybS00ihUCZNmlRfMVlZ2X379gHAtWvXUHtAMYBe2IyNjYXI9O3bFwC+ffsmHpVaGo1+RdDS0kpPTw8JCbGxsaE0IPgYg2l7mJmZycvLZ2VlvX//XpBMSEgIh8MxMTHhbuzTZPz9/T09PTkczuLFi799+/bly5cPHz4UFxc/efLE2Ng4NzfX1tY2Ly/v9y/UrlBRUXn16tXy5csB4MGDB15eXitWrPDx8fn8+bOurm5ISAiKGm0JMJlM1F9427ZtHh4e5LPXwMAAAIqLix8/ftyhQ4eIiAhUKJybd+/ekZIYUdGlSxc3N7cFCxa4ubkBAIVC2bdv3/fv3729vR0dHe/fvw8AKI0HIwZQXLektcBgWhZGRkaoI8vhw4e9vLxcXFzGjx+Pcv8oFErC0KEEwCQqdbiyMvDbNJwAMBeADeBGoej36kWOFxQUIKuPfL3R19f38PBISkoyMTH58OEDGpw5c6auri5fxUaNGqWiolJWVpaeni7qm+YPUpjBYAiRQUdl/3/hnHYE0cickPnz5zdfACsGgXMnWj7Ozs4AMGzYsNra2vpHCwoKUJ7tgQMHfv9a+fn5KJr/n3/+qX+0vLx84MCBAODg4PD712qfpKSk7N69e+HChY6OjitWrLh27VpD0srFybNnzwBAU1OTTqdzj6Ma37169aqrq1u/fj3823uK5NOnT6iKANmR4jfBOYRCuHnzJupvKScnt2zZspb2LWpdNHwdrKqqevbsWUpKihi0wmBaO6iH6qhRowiCIBwcCIBKKysU2CkrK2toaIjS/+QBvgAQAEf+bUwPAAMGDEDbkXJycsBVmPTtc+jffQAAIABJREFU27cEQQQHB6NxAJCSkhJSdY8gCOSse/bsmVhu+r/tNwRVhkd4eHgAwLJly345W5vMIWxiH0I2m52enh4YGBgREcE9LqjSHaZRYIOw5ZOTk4N6f48bN46n2WBKSgp60hkbG/M1FxvL1q1bAWD48OGCBJKTk9ETXHhXvUbBZrNLS0vr6upENSHmd0ABNk5OTjzj1dXVKCZ5yZIlL168AAA9PT3yaFFRUb9+/QDA0dFRVJpgg/CXlJeX46Xw98F9CDGY5uDIkSMAMGfOHIIgiPR0QkqKoFC+BwaOHTuW2120E4AAyAFARczMzMzQY//o0aNIgDtIUF1dnafamby8fEhIiKB6kxwOB71B8XStaD5iY2MBgEajCerKW1hYiBye9+/f/+VsbdIgbEpWSVpa2tChQw0NDWfNmvXnn39yH1q5cuWFCxeaMCcG07rQ1dW9du0aKp1sYGDwxx9/7N27d8+ePdOnT+/Xr19ycrK2tnZwcDBqevObPH78GABcXFwECfTp02f06NGk5O/AZDJ9fX2HDRsmKyurpqZGo9H69Onz119/kYkHGImAcvfr56MqKiqeO3dOSkrq3LlzyEOIcjxqa2tv3rw5aNCgT58+6ejoHD58WPw6twc4HE5GRkZQUBBy4SJwXj0Gg2mxIEvsx48fAAC9esEffwBBdF6xIvz48Tdv3syaNQsABsrKrgMAgJUA/YYNy87Ofv/+vYODAwCsWrXK0tKSZ86SkpKqqioAkJaWRiGXdDp92rRp/fr109fX9/PzI/5/RPerV69KS0tVVFRQYU8xMGTIkHHjxtXV1Tk6OqL1lJvq6uo5c+aUl5ebmZnZ2dmJR6UWB9HIHd/S0lLuKkPcu9EEQaSkpKiqqvI4TDCNBXsIWwsfPnywsLCo/7OaOnVqbm6uqK6CErjj4+OFyKAEsw0bNvzOhfLy8lD0aX20tLSio6N/Z3LM7yDIQ4gICgoiK6dRqdQePXqQOxFGRkaiDaXDHkKS1NRUc3Nz9DkPGzaM+5Crq2tDapdjhNDwdbC6ujoyMjI9PV0MWmEwrZ3k5GQAkJOTKy0tJQiCqKkhhg0jAAgtLeLjRw8PDxmAFCUlAuDGvy8AK1as4A53On78OACoqqrCv35CExOTadOmkVuWyFuorKxM7o5NnTqVzHdgMBjDhw8HgKVLl4rzxr9+/Yrqcuvq6vr6+paXlxMEUVVVdenSpZ49eyK1G9hCr016CBttEK5du5ZCoSxYsOD58+fow+URmDhx4u7du0WvaXsCG4StCA6H8/r16+3bt8+fP3/RokX79+8X1Neuyejo6ADAx48fhcig8ideXl5NvkpZWVnv3r2R7Xf48OHPnz+z2ewfP35cu3YNld5SVFT88OFDk+fH/A6RkZEAoKmp+fPnT74C2dnZ/fv357bh9fT09u3bJ0i+yWCDEIH3RpsbvA5iMM0E2vldsWLFf/8uLSXMzQkAQk3N38zsLgABUApg0a0bafIZGhru3r07NDT0zp078+bNQ889lDEoJyeXnZ2tp6eHnoQPHz7My8tD5uLkyZN37dqFNiiXLFlCEERVVdX06dORPSnCffMGkpSU1IurOg43urq6MTExDZwHG4QEQRADBw7ct28f+ae6ujqPwMaNG4cMGSJCFdsheCHEcIN+oSjoQhCjRo0CgLNnzzb5KqhMjr6+/rdv33gO1dTUoO4LvXv3ZjAYTb4EpsmwWCx9fX0A2LRpE1+BlJQUBQUFAPD19X337p2gNInfBxuECLw32tzgdRCDaSYePXqEzLzt27f/N+G5vPy/NiEAAcACWKyjc/r0aeQ34+kzgVBUVEQtB//44w9UjkVfXz8/Px9dIjw8XF5eHm0xT58+HZU5cHR0RF5EOTm5J0+eSOTe6XS6j4/P4MGDyRzIfv367dy5s6qqquGTYIOQIAhCSUmJ+1NTUVHhEfD09Kw/iGkUeCHEcLN3714AMDU1FVSpIiYmhkKhSElJ5eXlNe0Snz9/plKpFApFUGGGyspK1FTt8uXLTbsE5jcJDAxEm7U7d+7k+Sa8ffu2R48eAGBtbd3camCDEIH3RpsbvA5iMM0H2RTeyMho3759gYGBt86cSdHVDadSDwBMlJZOTExksVgjRowAgC5dunh7e0+fPt3c3Hzo0KHIyYZil7S0tL58+YJyFsLDw7kvER0dzdcd16tXr6ioKEndOEltbe2XL1+aFkTTJg3CRheVQdmoJPV7SsbExAhv9IHBYBqFi4uLqqpqQkLCmjVriHq9tgoKClAzmIULF+ro6DAYjBs3bixZssTOzm7ixIlubm53795ls9nCLxEaGsrhcMaOHWtmZsZXoGPHjq6urgBw7949kdwUprE4Ojp6e3sTBOHt7T1w4MCdO3dev3799OnTU6ZMsbCw+Pbtm5GREaonjhEDmZmZqAMhov5PjMViZWRkiFcpDAaDaRCbN2++dOmShoZGWlrahg0bZs2aNcPFpU9urjWHs55CecBmV1RUSElJBQcHm5iY5OXl7dy5Mzc319zc3NjY+MuXLwDw/ft3VVXVO3fuZGVl1dTUdO/enadO6dChQ5OSkm7evLls2TJkWMrIyAQGBiYlJQ0bNkwyt80FjUbT09NDbkwMQOOLykybNu3hw4fo3wwGg0ajcR99+fIlAPTp00e0Zmt7o/3sjJaWliYkJHz48OHHjx+S1qVFExQUhMIbrK2tX7x4weFwCIKorKz09fVFsRx6enqFhYWPHz9GniIe+vbtGxsbK2T+//znPwDw119/CZF58uQJAJiamor43toE6enpK1eu7Natm5SUlKysbO/evf/666+ioiKRX8jf3x+lxXNDpVIXLFiAUuSbG+whRPTo0YM7WEZRUZFHYMSIEQoKCuJVqk3R8HWwrq4uISGBjFXDYDANpKKiws/Pb968eUOHDh07dqy7u3t4ePjy5csBQFtbOyEhgSCI8vLypUuXophPbmxsbFJTUwmCuHjxIgDY2dkJuRCTyUQzNMeyKH7apIdQurEGpJubm7e3t6WlpbKyMp1O5z70+vVrR0dHABg/fnxjp8W0N+7du7d37943b96QO+v9+/dfs2bN/Pnz6z93MDNnzrx06dKyZcvCw8PDw8NVVFSUlZXz8/ORN75fv34hISFPnz5dsGABm83W1dVdsmQJqgTz9u3b8+fPJyUljRo1KiwsbMyYMXznr62thX8TxAWBjiJJDAlBEP/888+OHTvIcAk2m52amvr3338fOXLE19d39uzZpPDLly+DgoLi4+NrampUVVUtLS2dnJxQLZ8G4uzsPGPGjJs3bz59+rSwsFBeXr5fv35OTk6o9SVGbAwYMCAqKsrW1hYAmEwmi8XiPvrq1atXr1716dNHQtq1LyoqKoqLi1ksVv2+LBgMRghKSkpLlixZsmQJ96ClpWVcXNy7d+8sLS2XL19ub2/v5eU1ZcqU8+fPP3r0iE6nq6iohISEWFlZIXkZGRkAEB4byGKxOBwOAKCmFJiWCNHIHV8Oh2NjY9OtW7etW7ceOXJEWlo6ICBg79691tbWaEJZWdnMzMzmNWPbOm3bQ8hisdD+E0JbW7tLly7olgHA3t6+urpa0jq2UL58+bJkyRINDQ3y0zM1NT106FBtbW1KSgoy2ObNm8cTE19WVob2aLS0tIqLi/nOvG3bNgBYsGCBkKufOXMGAGxsbER5S60fd3d39P9i1qxZT58+zc/Pz83NvXXrFgqeoVAoFy5cIAiipKRk0qRJ9Z/AUlJS7u7uTCZT0vfRULCHEPHo0aPBgwcjr2xFRQV3sEx0dDSyTNzd3SWnYKsHN6bHYCRFeXk52u2qj5mZWVZWFrdwXFwcAKioqAipOYc6tero6DS/7uKgTXoIG20QEgSRm5vbvXt3QRbmmTNnmlPhdkHbNgjRC7SUlJSXl1dOTg4aLCoqOnDgAMpLnjx5MpvNlqySLRk2m/3t27cPHz6UlJSQg6iZrK2tLd/CMz9//kTJgWvXruU7Z1RUFAAoKSkVFhbyFeBwOKjlGnchDUxoaCgAUKlUf39/nkMcDmfDhg0AQKPRPn78iBy2NBpt8eLFV65cefz48ZkzZyZPnowigadPn95avvPYIETgvdHmpuHrYElJSUREhPBOrRgMpoEwGIzjx4+bmZmRdTgpFIqiouKYMWMuX75c/x2Dw+Ho6uoCwMmTJwXNOXHiRABYvnx5M+suJrBB+D+KioqcnZ15cjHHjh0bERHRbKq2I9qwQYh2iVCmcv2jb968QTbh77RPaI1UVFQ8fPjQz8/v9u3bPHtvDaGmpgb9GFHEP18ePnwIAJ07d0b5hzxwOJwhQ4Ygy4SvSYkqnXbs2LFtJACIisGDBwPAhg0b+B7lcDjIPECJnd26davfo/LevXuoXcTOnTubX18RgA1CErw32qw0ah0sLi7mbpyNwWCaRnZ2NupSCAAyMjKqqqqoyzza5BL0bnbs2DEAUFRUjI6Orn8UVTSVkZHJyMggCKKmpkY8Ge/NBzYIeamurk5ISAgPD09ISKioqGgG9dopbdggREEIQiKpjhw5AgAGBgbi1EqCZGRkzJo1C4Xgk1hYWDSqRU9MTAwAdO3aVYgMg8FAMaXZ2dmCJkECNjY23F3sKioqUMkZ4ft/7ZCvX7+iNZLbVcsDaigPAHJycsnJyXxlUGnQDh06CArobVFgg5AbvDfafLThdRCDaZmUlZUZGRkBgJaW1okTJ5DZxuFwXr9+jXoRA8ClS5fqn8hisZAAjUbz9PREwRFsNjsyMhL5BgFgy5YtLi4uZEtDeXn5iRMn3r9/X9w3KQqwQdhQWlE+TMukrS6EdDqdRqMBQHp6uiCZ6upq5DBJS0sTp24S4f79++Te24ABA2xsbEaMGIFSrikUyp9//tnweQBg8ODBwsVQUIeQTJu7d+926NABuXAHDRrk4OBgZWWFXnYpFMr27dsJguBwOKWlpXgzniCIsLCwX37sLBYL/ZyF52eiHdmLFy+KWkfR084NQg6HU3+Bw3ujzUFbXQcxmBYL2vzt0aMHmc5DwuFwNm7ciAKF+KaWVFdXo7qS9ZGRkZk3b56gcjJz5syh0+liuT+R0SYNwkb3IWwIjSqah2k/5Obm1tXVKSkp8e1VilBUVESl+T5//ixG1STAhw8fHB0dq6qqxowZg3pvPHny5OXLl3l5eStXrgSAHTt2HD16tCFTaWpqAsD379+FyNTV1RUVFZHCfJk8eXJcXJyDgwMAxMXFBQcHR0ZG0ul05LHs1q2blZWVrKysmpqanJxcz549N27ciOZsn9TU1AAA2r8QhJSUFErDsLS0FCKGqv6g1HxMy6S6unrZsmW6urqysrJGRka7d++uq6tDhxQVFfv16zd27Nh+/fopKSlJVk8MBoNpFD9//rx37563t/fp06cBYM2aNfUL9lIolF27dpmbm1dVVZ04caL+JIqKioGBgWFhYRMnTiSDJjp16rRs2bJt27ZdvXqVwWBMmDAhMjISJcx//vx5/fr1NBrt+vXr8+bNQzVIMZKEEPWOL4fD0dbWFslU7Za2ujOanp4OACoqKsLFUDJbaGioeLSSFKgx6+TJk/nm7Pn4+ACAoqJiQ5pr0el0lHv59u1bQTJ3794FgG7dujVEt4KCgqCgIF9f3ytXrqSkpBQVFQ0fPpzvA0RFReXp06cNmbPtER0dDQA6Ojp80zIR+fn56IN69OiRkKkOHjwIAPPnz28GNUVM+/QQMhgMMq+GZNCgQa0iyreV0vB1kMPhFBQU8FRXxmAwv4TD4Rw5ckRdXZ3n4WZoaMg3b+XKlSvo0Sd8WjabnZOTgyoOfP78GfkGvby86q+Vz58/R5uqp06dEtVNiYE26SEU2IcwLS2NLKfecOh0em5ubkFBQWNPxLQHunTpIiMjU15e/u3bN7790wEAdVAAAH19fbEqJ5SEhIS4uLji4uKuXbuOHDmyS5cuvznh27dvo6OjFRUVz549y7fvooeHx82bN6Ojo8+dO+ft7S18Njk5OUdHR39//7Vr1z59+rR+YEZVVRUK9liwYEFD1OvUqdPMmTPRv2tqakaOHPnhwwdVVVUvL6/p06fr6+uXl5c/f/589+7dcXFxkyZNCg8PF2QxtmEGDRqkrKz8/fv38PBwGxsbvjKXL19G/xDuSs3KygKA+h3nMS2E69evv3//HgA6dOhgbGxcWVmZnp4eFxe3du1a1JQZI0FKS0uTk5PV1NT69+8vaV0wmFYDQRBLliy5cOECAHTv3l1dXf39+/f6+vro+WZra3vw4EEPDw/uU1Cx8czMTOEzU6lUlKICAAcPHmQwGHZ2drt3764vaWVldejQoeXLl//9998uLi5kBzKMBCAE7PiSdQubPC2mybRVDyFBEOPGjQMAT09PQQInT54EAH19fXFqJYSbN28aGhpyf7cpFMq4ceM+fPjwO9OioluzZs0SIuPn5wcAVlZWDZkwOztbRUUFAOzt7cvKyrgPff/+HXkju3bt2oQEp9WrVwOAjo5O/azOuro6ZDd27dq1pqamsTO3AdatWwcAxsbGPJ85IiUlBf1PAYAZM2YImoTBYOjp6QEA39K7LY326SG0traWlpbet28f6c8vKipauHAhAMTGxkpWt7YK7kOIwTQr//zzDwDIyMicOHGCxWL9/fffAODq6lpTU7N27Vr0tnPnzh3uU1AuT8eOHRt+la5duwKAkDp5TCYTuShjYmKafjPipX15CBUUFKysrGJjYydOnIii0RDFxcXBwcGKioqzZ89GpREJgqDT6fn5+REREWPHjjU1Na2qqmqyJYlp26xbt+7JkydHjhyxsbEhi1aRJCQkIEcWes+WLARBuLu7o2LKHTt2HD16tJycXHFx8YsXL548eTJ06NDz58/PnTu3aZPn5OQAAOpNJwgTExMAyM7ObsiEXbt2DQgImDFjRmhoqL6+/vz589Hpb9++vXbtWk1NjZKSUlBQUGMTnH78+HHq1CkAuHbtGo9hDACysrKXL1+Oi4v7+vXrhQsXyGKk7YdNmzbdvHkzOTnZysrqypUr/fr1Iw89evTI2dm5vLzcwsLi3bt3t2/ffvr0KV9H4oEDB75+/aqtrW1nZydG3TGN4MuXL6tWrVq/fj05oqGh4e/vX1ZWdunSJRTljpEUZLc0DAbTQHJzc3ft2gUAfn5+aG8LxW0lJCQoKCgcPHhQRkZm7969Hh4eEyZMIMOOPnz4AABoB7Mh0Ol09LYjJIteWlp6yJAhDx8+TEtLQx5IjGQgBO/4enl5bdq0iWfwwIEDAHD16tX6xuX79+9NTEyEFJDENJA27CEkCOKPP/4AAGlp6a1bt5K9aH7+/HnixAlU4nLs2LEtoVAtCm+QkpLasmVLdXU1Of7t27epU6cCgIyMzMuXL5s2OQrDqP/74ub58+cAYGxs3PBpX79+jexAHoYNGyao54Fw/P394VeFNFG6o62tbRPmbwMkJSWhZnRUKnXw4MHOzs5OTk6k8Tx06NDi4uLly5cDgLKyclBQEPe5DAZj9+7dKGb4jz/+uHXr1rdv3yR1Iw2kfXoIpaWl+TYIjYuLGzNmjPj1aQ80fB1kMBjJycl8Kx9iMBi+oDCl0aNHkyPfv3+nUqlUKjU+Pp4gCDqdjrJjuAs6oM6669evrz9hRUXFt2/fGAwG92BpaSkAUCiUuro6Icqgd6pW1Lu1TXoIhRmEd+7cOXbsGM+gubm5iYkJqhFUn+jo6N69e/ONnsI0nLZtENbV1Tk7O6PXZWlp6T59+piYmKAOeAAwfvz4lvD9ycnJQSHTfn5+9Y9yOBzkGxwwYICg34JwUGTs2LFjhcjs2bMHAKZPn96omdls9sOHDz09Pe3t7adOnerl5RUZGdkEDRGbN28GoX0jCYKIjY0FgB49ejT5Kq2dwsJCV1dXntRNOTm5LVu2oP4ctbW1pG/QzMxs+/btp0+fXr9+PZllwc2QIUOEV6BpLGw2+9atW3Pnzh06dKi5ufmMGTMuXrzY5MYh7dMglJeX51s6qK6uroGFmjCNpW2vgxiMZEH5OzxvOKjKgImJCSqXhRJGyBwf5BCSl5fn3h0rLCxcv369gYEB+VJnZWXl7+9PRtejjX7hWTbo9IcPH4r4JpuNdmcQ8qVDhw6oHZkgRowYMXPmTNFoJyJQ57SKior670BMJjMoKGjjxo0zZ85csWLF9evXuX1BkqI9LIR37961sLDgfg82Njb29/dvmn0lclBsvZC9/5KSEpQe1jQnYVZWlpSUFJVKFVQXtLq6ulu3bgBw/vz5JswvKlAiwcaNG4XIJCQkAECnTp3EplXLpKSkJCAgYP/+/T4+PsHBwTzpmkwm888//xTUo6J///42NjYjR44ku1Bu3rxZJFq9e/eOr9O4e/fuTVt926dBKOjrXVlZaWRkJOgsJyenZtOo7dMe1kEMprlhMpl5eXlfvnypqqriHkfrQkREBPfgjx8/UMCLoaHh/fv3UfjP3Llzc3JyXF1d0dpx4sQJUv7evXvINKrP0KFD8/LyCIKYPn06AKxevVqQhigYSl5eviW8fjcQbBASBEGoqqpeuXJFiMCCBQt+2VdAzPz48QN9QXnitfjGK2tra9+4cUNSqiLaz0KYlZUVGRkZERHR0iKNx4wZ80tjbP78+QCwbdu2pl1iyZIl6L38y5cvPIfodLq9vT0A9OzZU3igRXNz6NAhAJgyZYoQmRs3biC/lti0ar0UFRX5+/uvXLnS1tYW5WCPHDkSxeeQAqtXr0Y5UT4+Pr95ufDwcOToVlNTW7duXWBgYGBg4LZt21CWv5SU1KVLlxo7Z/s0CAGAb+RCYWHhgwcPBJ3VuXPn5lSqjdN+1kEMpjlISkqaN28eWdiMSqUOGTLEz88P+e4GDRoEAFZWVuPGjVu0aNHZs2dRl4jU1FQyRRCFbpGlBygUys6dO8n5Hz16JC0tDQCDBw++c+cOelcpKCjYu3evqqoqAPTp06e8vDwiIgIAZGRkeIxPRGlpKcqwWLVqlbg+GBGADUKCIAgHB4fdu3cLEejTp4+qqqpotBMRJSUl9Q1COp3eu3dv8luup6dna2s7cuRIDQ0NANi1a5cEFcYLocTp1asXAERFRQmRQSH4S5cubdolysrKevbsCQAaGho+Pj7oWUyn02/evGlqagoAsrKyb968adrkoiIxMRGtCtnZ2YJkUDCkt7e3OBVrFXz79g3td6SmpvIcGjFiBABMmjSJb7rskSNHAEBBQQHtsDaNwsJCNTU1AJg8eTKPMUOn011cXACARqMlJiY2atp2axAKfxpww+FwSkpKXr16JS0t3axatW0atQ6yWCwh7UAxmPbGmTNnkLWGjLGOHTuSbo8RI0asWLGifoOHDh067NmzBz2+1qxZg5YP0pgcNWrUs2fPyPmrq6tR8/qFCxfWX8W+fPmCQpxcXV2Jf3fP5eTkDhw4wN0v9NGjR8ga7N69O3oFai1gg5AgCOLVq1dDhw7l20qbIIhbt24BQP/+/UWp429TWVlZ3yDcu3cvGrS2tv706RM5zuFwgoKCunTpEhgYKAllCQIbhC0AVC5SeMt11B5QSCDEL8nKyqrf7Rqhrq4upEyzOEFJ5DY2NjzJ4ghfX19kV/AtudE+4XA4ly5d4ikh261bNx8fHxS1HhcXh+y9/Px8QZMgi1F4fL5wPD09AWDgwIF80wU5HM7EiRMBwMHBoVHTtluDkEKhSDUM7jctSSveimn4OlhVVfXs2bOUlBQxaIXBtHzI/rfTpk2Ljo5Gb+zfv38/ePAgT4SntLT02rVr9+7da2ZmhkbmzJmDMnfCwsKQQEhIyI8fP3gugXYtDQ0NBQUxRUZGIlu0oKCATqejwFEAUFJSGjt2rI2NDdlrWk9PLykpqbk/E9GCDcL/Ymtru2bNGjqdzj3IZDIvXryIwpPc3NxEr+lvQKfT6xuE6GVo4MCBfL/N8fHx2tralZWVYlTzf2CDUOLMnj0bfhUOamVlBQC+vr6/cyEmk+nr6zt8+HCyPb2hoaG3t3dJScnvTCtCPn36hDYXhw8fzu3pKi0t9fT0RMGNkvWotyjq6urIZiT1ayaNHDmytLQUlQsSbomhZsEjRoxomhpsNrtz584AEBYWJkgmKSkJAGRlZRvVnbLdGoRNQ9KKt2JwH0IMpgnk5uaiXnF8y5g7OjrWf0x17dr1yJEjfn5+aKnas2dPTEyMpqYmCC4ph3aKjx49KkQTVCcCpd5wOJxz587x9Kvo0KHDmjVrSktLRXLj4qRNGoQC+xAKYffu3RYWFsHBwVOmTDEwMGCxWJmZmeHh4ZmZmQAgKyvr5eXVhGmbD5Srw0NycjIA/PPPPzy1ARGmpqZTpkzx8/Nbs2ZNs+uHaXlMnTr1xo0bp06dcnd3J0PwuXn58uWLFy9kZGQmTZr0OxeSlpZ2cXFxcXHhcDgVFRWKiop8v5ASxMTE5Pbt246OjlFRUcbGxqampvr6+mVlZdHR0XV1dQDg6enZ0n7yEsTNze3atWs0Gm379u2urq5o2aDT6devX/f09Hz58uWMGTP69OkDIu1CWZ/8/Pz8/HwajWZhYREQEBAVFVVcXKygoGBsbDx9+nQUEW1sbKynp/f169eEhATkkMQIoUePHqampnJycr/sesfhcAoLCz9//pybmyse3TAYDAZx6NChmpoaa2trlNXCzcePH2/evEn+aWJikpaWxmQyc3Jy3N3dBw8e7OXltW3btr/++osgCCaTaWFhgfpv1ScjIwMAhg4dKkSToUOHxsTEpKenAwCFQlm8ePHixYsTExOTkpLodLq+vr6FhQWNRvvdG8aICqJJO77nz5/n+9oqLy9/586d5rJemwqTyUTqcXsIUSvhgoICQWedPXt21KhRYlGQF+whlDgsFgu9kY8aNaq+/yQpKQm5X1auXCkR9cTP169f582bx7O3MmDAACEOqHYIirGRlZV9/PjHPWF8AAAgAElEQVRx/aOJiYkoK2P06NEAsGHDBiFTvXz5EgCEVLAUDir9qqSkhJKiuaFSqYsWLUL13NBy3qiHdvv0ECopKXGnvjSE2tpaRUXFZtKnPdDwdbC6ujoyMrKlVSbDYCQC2nCs/1TncDiocIaUlJS6ujoAhIWF5eTkCDLqZGVle/XqtWTJkujo6PpXQa9A3BXRuCkpKTl9+jS6XPfu3detW/fq1SvR36rkaJMeQt6k0gayaNGi9+/fu7i4dOvWTUpKSlZW1tDQ0N3dPS0tbcqUKU2bs/kgDUJuUO4Wi8USdFbXrl1RSBWmHSIlJXX16lVFRcUXL16YmZmdPXs2Pz+/rKwsIyNj69atlpaW+fn5JiYmKPavPdCjR4+AgID8/Pzg4GBfX9/Lly/Hx8d/+PDBzs5O0qq1IFCbpg0bNqAWTzz07dsXVW2Nj48HgJiYGCFTRUVFAYCRkVHTNNHS0gKAysrK4uJiQ0PDdevWnTx5cteuXePHjycI4sKFC2PGjKmqqkIuLCSMEYKGhgZKiGg4NBpNUEF2jGhRVFQcNWoU8ntjMO0ZgiA+f/4MAIMHD+Y5FBQUlJqaCgDr168fP348AGRkZOjq6kZFRd25c2fMmDE8sQ8MBiMjI+PcuXPDhg1buHDh9evXfXx8Dh48GBQUVFVVhWrG8H1JPnXqlIGBgaurK7pcVlbWgQMHRowYMX78+Ly8vOa5b4woIH57x7flV/eqqKhAN8vtIUxOTqZQKNevXxd01okTJ2g0mlgU5AV7CFsIMTExqEB/fUaPHl0/zRrTnvn58yfyoH779k2QTF1dHSrhTaVSKRSKoCqyNTU16It39uzZpikTEhKCvqizZ8/mqQEWFRXVqVMnAEBJIAoKCo3yfbVPD+Ht27ebcFZAQIDINWk/4HUQg2ksLBYL1SOo/35CegIfPHiAGtAfOHCAPHr79u36dUfRAlE/SF5BQcHS0hIAxo0bx3OVdevWIZnevXsjTQ4ePLh48WIUGtq5c+f6fbZaI9hDyB8pKalf5lRIFtJDGBgYuH///lOnTl25ciUtLW3gwIFr1qwpKCjge1ZsbCzyiWPaLebm5qmpqQcOHLC0tERZ2mpqapMmTQoKCoqIiMB+FQw3eXl5TCZTWVkZNfbli6ysLIrnQeuoo6Mj2s3lpra2FjUC1tfXR8t2Y2EymR4eHujf8fHxNTU13EeHDRv28OFDGo0WHh4OAA4ODo31fbVDpk2b1oSz5s2bJ3JNMBgMRhBSUlK6uroAgLIGSCoqKmJiYtC7emFhIYpS6dGjBzoaFRXl4ODA4XBIeRsbm507d3br1g1tF6LBwYMHL1y40NDQ8OfPn2/evKFQKE+ePDl69Ch51s2bNw8cOEChUP7++29NTU02m21nZ7d27dpz584lJiYaGRnl5+c7ODiw2ezm/RQwTYNoBzu+paWlAwYMGDRokLm5+dChQwcPHtyvXz8jI6MePXp07tyZbybP7du3ZWRkFi1aJH5tCbwzisG0QlBVrY4dOwoXQ5E8QUFBKElVXV39wIEDhYWFBEHU1tYGBwf3798fAOTl5WNjY5umCWoE3KlTJxTVY2lpydPPsLy8HFV7k5WVbWy/kDa/XmBaCHgdxGCaAOox6+joyD2I7EO0r41iQ2RlZVF/2srKSuTvotFoZHduPz8/Op0+YMAA9Cfy9SkrK9fU1BAEERYWRgZPUSiUNWvWlJSUsNlsAwMDAFi8eDGqL6qurp6ZmUnqkJWVhbLor1y5IubPROS0SQ9huzAIG8WnT58mTJigoqKyfPnyz58/S0QHvBBiMK0OOp2OanYL6YdWU1OD3HGpqakFBQXm5uZ89+nU1dUjIyObrMmuXbsAwNnZOT4+HhWVUVBQcHJyOnTo0NGjR5cuXYoqCgBA9+7dGzs5Xi8w4qHh62BdXV1CQoKQrp4YTPshMTER2W+XL1/mHgQANTU1Mi50+fLl6NA///yDRv755x/kXZSXly8sLPTx8UEbi5MnT0aDAHDv3j10Vm5uLko9QNBoNNTJkGygpaGh8fr1ax7dduzYAQB2dnbi+SiajzZpEIogZLSNkZ6evnjx4vz8/NOnT5N9MzEYDEY4cnJyNjY2AIA69vLF19eXTqcbGhoaGRl16tQpKirq7NmzI0aMIBfRXr16bdq0KS0tbdSoUU3WpKioCAB0dHRMTU2jo6OHDRv28+fPgICANWvWrF692s/Pr6SkBFXgqK6ubvJVMJgWQkVFRXFxcX5+vqQVwWAkT9++fTdu3AgAzs7Onp6ehYWFANCjRw8ZGZnS0lJk11EolOLi4n379r19+/b69evkuajMmLu7u6am5smTJwFgz549J0+epFKptbW1AIAMSwDo0qXL3r17AUBbW9vMzKyuru7Dhw8AwGazaTTa/Pnz4+LiUJ4hN6hNV1xcXLN/CpjG05Q+hG2bGTNmSFoFDAbTKtm4cWNoaKivr+/o0aNnz57Nc/T169fe3t5IDI1IS0svXbp06dKlBEGUl5crKCiIpCmTqqoqAPz48QMAevXqFRUV9fLlywcPHmRnZ7PZbB0dnXHjxsnIyNjY2JCuQgwGg8G0Df7555/q6uqjR4/6+PgcPXrUxMSELPaBUsoJgggODg4ODuY+a8uWLQCgpKS0c+fOrKyszMxMeXn52bNny8vLm5qafvz4EQAqKytJeUdHR1dX14KCgujoaHR6QEDAlClTAgICOnTowFcxbW1tACgpKSEIooUXH2mHYA+hQPg2q8BgMBhBjBgxwt3dnSCIuXPnLl++HDXkBYC8vLwtW7aMGTOGTqfb29v/8ccfPCdSKBRVVVVRtegdNGgQADx+/Jh8iI0cOXLXrl1Xrly5du3awYMHJ0yY8PDhQ+BXmhyDaXUgBzvpZsdg2jlUKvXIkSNhYWGWlpZsNvvjx49xcXEMBgMd1dDQ6NWrlyB77MSJE1QqFfWH0NXVRR5FssKijo4OKamgoIDK0uTk5Ojp6Q0bNgwAOBzOuXPnhg8frq2tramp2b9//y1btnz//h2dgqbV1NTE1mALBHsI+cBms2fMmBEaGrp169a//vrr9ycsLi7m3lb5JcS/NZ0wGIwgCgsLT5w48eDBg+TkZDabbWhoOH78+BUrVqByKZLi4MGDVCr10KFDZ86cOXPmjIqKCoVCqaioQAXcHBwcLl68yLe6twixtrbu3Llzbm7ukSNHyCLg3GRmZp46dQoA5s+f36yaYDBiQE1NzdTUVJBTAoNpn9jZ2dnZ2RUUFCQmJp45cyYoKEhKSorNZpeWllpaWkpLS6empvK8bc6YMcPJyQn+LT9DVqj+9u0b+seYMWO45ZEA+umhthb3798PDQ0lBYqLixMSEnx8fHbv3r169eq7d++SkpgWB4GLBNSDDJL+ZcHAhnDjxo2mvf9du3bt96+OwbRJLl68yPf9T1ZWdu/evRLvjPrq1St7e3uynYO0tPTo0aNDQkLEpsCZM2cAQEZG5uzZszyfRlJSEkogtLKyasLMeL3AiAdcXA2DEQlfvnyRlZUFgICAAFdXV+4Vk8ev3r9/fxTPWVlZiU5JS0tDBbQBwNLSkntaNC4jI1NRUUEQRHBwMPL7KSsrHzt2LCEhISUlJSAgYPjw4ej0FStWoDa8t27dkswHITpwUZkG0QYiLXv16mVjYyMlJbVs2bLfn01eXh79rhoLDoDBYPji6+vr7OxcXV1tYWFx7dq1z58/f/78+e7du7a2tgwGY+PGjZs3b5aUbs+fP1+0aJGbm1tycrKxsfGSJUvu3btXUVHx7NmzqVOnik2NZcuWLV26lMlkLlu2zNzc/Pjx448ePbp+/fqCBQsGDBiQkZGhp6fHXUsAI3LawFKIwWDaAP7+/gwGw9bWdt68eagHIIVCkZaWBgA2m41eNZEtFx8fP2zYMAaD0bFjR9Sd4q+//hoxYgQAUKnUY8eOcU+7Z88eABg7dqySktL379+dnZ0JgkARMdnZ2UZGRr179543b96rV68OHTpEoVBOnjxZWVlpbW09ffp0sX8GmAZAiG7Hl8ViTZkyhUqlbt++/fdNVYlTWVkpqUvjnVEMRhCpqakyMjIAsHnz5vqewFOnTqGFLTw8XMyKFRQU2Nra1n/GSktLu7u719XViVkfDoezb98+vn7UadOmFRUVNW1a7CH8JW1sKZQUeB3EYEQCqll9+fJl1KJWSkoqNDS0trY2JSUlMTGxtLTUyMiIe4HQ0tJycXFxcnLizvQ7dOgQ95yHDx8GACqVinpLrF69GgCGDx++c+dOJN+jR48tW7b4+vqeOHFi+vTpaCo5ObmCggIJfQyipE16CEVpEIo20rI9gxdCDEYQCxYsAIDJkycLElixYgUAjBw5UpxaFRQUoPR6Go22fPnye/fuPXny5Pr16/b29uipOGHCBCaTKU6VSMWOHTs2c+ZMc3NzW1tbLy+vt2/f/s6E2CD8JXgpFAkNXwc5HE5BQcHPnz/FoBUG0+pAOQJRUVF2dnYA4OHhwSOQlJSEkgYF1Xrp3bv3/fv3v3///v379/v370+bNg2N79y5kyAIDoeDqs48fvyYIIhr166RRWhIKP+SnZ0tgY9A1GCD8BfU1dWhSMu1a9eKQrf2CzYIMaKCwWCcPXvW1tZWV1dXVVW1Z8+eCxcujIiIkLReTYTBYKAkhJiYGEEy379/p1KpVCpVnI2qUQdCIyOjtLQ0nkNhYWEdO3YEgG3btolNn+YDG4S/BC+FIqHh62BxcXFERMTHjx/FoBUG0+oYOHAg+imhQtYZGRn1ZdBGan0E5S5JS0vv27cPnYtaHUpJSTEYDDRSXV1948YNV1fXCRMmzJo1a8eOHYmJiahzfVhYmPjuvNlokwahKKuMysrKPnnypKqqCr39tEwyMzPv37+fmpr648ePHz9+FBUVdezYsVOnTlpaWp06dTIyMho/fryurq6k1cRgREBCQoKjoyPZ/AAAysrKMjMzL126NGPGjAsXLigpKVVXVxME0ZJ/s9zk5eVVVlYqKCgMGTJEkEznzp2NjIxSUlJSUlJQ16PmJiIi4unTp/Ly8qGhoT179uQ5amdnd/r0aScnpwMHDqxatUpNTU0MKmEkSKtYCtsSqIQv+i8Gg+GhX79+79+/v3v3bl1dXYcOHeovUgDw7t07ANi8efPFixfz8vK0tbV//PhBEATKOeRGS0tr+vTpHh4evXv3RiNVVVUAIC8vj7I5AEBRUXHWrFmzZs3iPhE1yG1UyX2MOBF924kWuwQWFBSsWLHi9u3bv5S0tbXdvn27hYWFGLTCYJqJxMTEkSNHVlZWdu7c2dPTc+LEiTQaraio6PLly2fPnr1161ZkZCSLxaqoqAAAFRUVW1vbtWvXmpubS1pxYZBFroV3MUJexOrqavFohaqzLF68mO9CCwDz5s3bt29ffHz8vXv3nJ2dxaMVRrK02KWw7YF7mmEwQpg1a9bFixevXbsGAvZN7ty5ExsbS6PRVq1aFR4enpeXV1BQQKFQHBwcli9fbmBgwOFwXr16dfDgwcTExOLi4kmTJpHWIABoa2tTKJTq6urCwkItLS1Banz+/Bn+fydDTIuiWfoQslgsVL+o5VBaWjp06FDUSoVGow0ZMqR79+5KSkodO3ZUUlIiCKKioqKysrK0tDQ2NvbRo0dPnz49deqUSKqMYjDih81mz549u7Ky0tLSMjQ0VF1dHY3r6+ubm5vX1NT4+/uXlJSQ8uXl5Tdu3AgMDNy4ceOuXbta7AuWjo4OhUIpLi4uLy9XUVHhK8Nms9HCIzZX/8ePHwFgwoQJQmTGjx8fHx//8eNHbBC2H1rgUtgmUVZW1tbW1tDQkLQiGExLxM7OztLS8s2bN1Qq9efPnykpKX369CGPRkVFLV68GABWr16toqISHx8PAFJSUhcuXEAZ+4iePXs6OTktWrQoICDA2dk5LS1NU1MTHVJQUBg0aNC7d++uXbvm7u7OV4eoqKisrCwFBYXBgwc3461ifgeiGXJCDAwMRDWVqFizZg0AzJ49++XLl7W1tUIkORxOZmbm5s2baTTamzdvxKYhNziHEPObXL16FQC0tLSKi4t5DqGWDMjkk5WVzcnJodPp0dHRixYtQoMbN26UiM4NpH///gBw6tQpQQKo9a26ujqLxRKPSihl/9WrV0Jk9u3bBwCoMHerBucQNpwWuBS2IvA6iMGIiq9fv3bq1Am99ltYWLx+/TojI+PJkydubm5o02rkyJG1tbUnT55EMn///TffeZhMJgojWr9+Pff4qVOnAEBTU/Pr16/1z6qpqRk0aBAALF26tDnuruFUV1eLpINAm8whFL1ByOFwtLW1RTKVCNHT02vs/7lDhw45Ojo2kz7CwQsh5jdxdHQEflVMIiMjUaWv8+fPowf0hQsXyKP+/v7ou9eSq86gFUtTUzMzM7P+0aKiIhS36eXlJTaVUJumq1evCpH5z3/+I2atmglsEDaQlrkUNorbt29raWmpqalJ5Op4HcRgRMjXr1+NjY3ru4UoFIqzs3NNTU1sbCyqNUqj0WpqagTNg7Zce/bsyT3IZDItLS0BoFu3bqgRBfd1UW96bW1tcVZ64yY+Pn7+/PlkqFTHjh1nzJgRGxvb5AnbpEEoMJolLS1NkOdXCHQ6PTc3t6CgoLEnNjd5eXkbN25s1ClLlizZv39/M+mDwTQrSUlJAGBlZcUzjhqjeXh4LFq0KCkpKS4uLjk5mTzq7Oz88ePHw4cP//3332PGjBGrxg1m2bJlV65ciY6OHjVq1OXLl8eOHUseev/+/fz58zMzMw0NDTdt2iQ2lYYPH/7q1avAwMC5c+fyFairqwsJCUGSYtMKIxLa2FIIAK9fvz59+nR8fHxFRYWRkdGCBQtmz57NN7SVxWKh+oEYDKa106NHj8TExKlTp967dw8A5OTkOnXqNG7cuOXLl/fo0cPX1/evv/5CWfoWFhYKCgqC5kHvFZmZmXQ6XV5eHg1KS0vfvn3b2to6OTl52LBhQ4YMMTc3l5GRSUxMjIyMZDAYampqd+/eFU+ZNx727Nnj7e3NnTxZVVV169atkJCQDRs27NixQ1Al1XYHIWDHt6amhvw/3bRpWxQaGhqNbQJWU1NDo9GaSR/h4J1RzG/StWtXAHj37h33YHl5ubS0NNkIaPv27QDg6urKLZObm0uhUKSkpMrKysSqcWP48eMHChwFgN69ey9YsMDZ2dnMzAyFvHbv3r1+74dmJTExUUpKikKhPHr0iK/Ali1bAEBXV5dOp4tTseagvXkI29hSeODAAbS+cGNubs73JxMUFCTBu2jUOshisTgcTnOrhMG0dt6/f4/aPyCUlZV1dHTIZ0K/fv1AaJtfgiDYbDayoFAZUm5KS0sXLVpU374aP358enp6c96WQPbs2YN0mDNnTmRk5M+fP2tra2NjY93c3NBdu7m5NWHa9uUhVFBQsLKyio2NnThxInIiI4qLi4ODgxUVFWfPno0qzBIEQafT8/PzIyIixo4da2pqikrQtij69u37+vVr9CrTQIKCgur31sRgWgjp6elpaWl1dXXa2toWFhZkuWdEly5dcnJyMjMzUVwo4suXLywWS1dXF5mLGRkZUK/ySpcuXbp165aVlZWZmdlik7+1tLRevHjh7e195syZ1NTU1NRUNE6lUufPn79v3z4xb0P27dt35cqVR44cQc08ULwugslk7tixY8eOHRQK5fDhw3JycuJUDPP7tKWlMCkpacOGDWin3NDQcPDgwQRBxMfHx8bGDhkyJCQkpMXGBQinurr63bt32tra3JUPMRgMN0VFRW5ubrdu3SIIghysqKhAlcZNTU09PDy0tbUnTpyYmZkJAIWFhRkZGXQ6vVOnTsbGxqSZ9/nzZzabLScnV7+Mk6qq6vnz53fs2PHw4cNv376x2ezOnTtbW1tz17ARJ/Hx8ahowqFDhzw8PMjxIUOGDBkyxNraes6cOadOnZo4caK9vb1ENGxZEIJ3fL28vDZt2sQzeODAARCQLfP+/XsTExNJbQMIx9/f38DAIDExsSHCLBbr3LlzcnJyq1atam7F+II9hBghhIaG8phq6urqW7Zs4U6V9vLyAoApU6ZwnxgdHQ3/hv6Xl5ejpkBRUVE88xsZGQHAixcvxHAvv0lZWdnNmzd9fHz2798fEBBQf8NSbDAYjMmTJ6P/HQMGDFi7du2uXbtcXFy6deuGBnfs2CEp3URLe/MQEm1oKZw/fz76Nh47dozNZqNBDofz8uVLKysrGRmZ69evc8u3Fg9hYWFhRETE+/fvxaAVBtMCSUlJ8fPz27Nnz9GjR58+fUo2iCfJzs7u3r07AMjJyTk7O589e/bq1ateXl4GBgYAQKFQUJf5iooKWVlZtIpxhxKoq6t7e3ujrsXbtm0DAFtbWwncZyNBm7Nz584VJPDnn38CgLm5eWNnbpMeQmEG4Z07d44dO8YzaG5ubmJiQq4lPERHR/fu3bsFBpux2exJkyZRqVRLS0tvb+9bt25FRETExcWlp6cnJyfHxMQ8efLk1q1be/bsmTRpEvo/ra6uLqn8V2wQYvjCYrFcXV3RA5pGo5mbm1tZWZF+bENDQzLuKz09HXktrl27Rp6ek5ODTqysrHRyckIPfZ7fcnV1NfJiZWVlifXeWj9MJtPb27t+eGHnzp0DAgIkrZ3IaIcGYZtZCk1NTQFg4cKF9Q+xWKx9+/bJycmdP3+eHMQGIQbTwomJiRk6dCjPoqOpqXn8+HEyiJrNZg8ZMgQAjI2Nv3z5wn06m81GySNUKvXx48cEQQwYMABNQqFQDAwM+vfvj/r6otPDwsJQoATyNLZkamtrkarx8fGCZIqLi2VkZCgUSk5OTqMmb3cGIV86dOiA6lIIYsSIETNnzhSNdiKlrq7O3d29gV2hevbsKeQ71NxggxDDl3Xr1gGAlJQUuVeHiIiIMDQ0BAB9fX2yzwTa+pKWlvbx8SH3C1HkBoojlZGRqe8ePH36NAAYGRmJ547aHoWFhefPn1+zZo2Li8vGjRtDQkJ+/vwpaaVESTs0CPnSGpdCVCji3r17ggTCw8OVlZVPnDiB/mwtBmF1dXVkZGQLdMliMM3KrVu30AaunJzcmDFjlixZ4uDgQLaXWLBgAdqxQm2o1NTUBO3zonDKAQMGHDlyhHwNNjc3T0lJIQiCyWSGhoYiXyIKHLW3txfrfTYJFPiKOo0LAW2TPX36tFGTY4OQIAhCVVX1ypUrQgQWLFigoqIiGu2agczMzO3btw8bNkxHR4cn81VJScnIyGj27NkBAQH1He7iBBuEmPp8+PCBSqVSKJTAwMD6R4uLi9HzmoxzZrFYc+bMIZ1Uzs7OLi4uZC0WaWlpblcAIiMjQ01NDQCOHz/e7PeDaZ1ggxDRGpfCjh07AkBCQoIQmYSEhC5duuzfv59oPQYhBtMOeffuHbIGHRwcCgoKyHEmk3ns2DEU+Yli3SdMmABC0xbKy8uRMw2d5e7ujjJKpKSkrK2tXVxcli5ditrtAoCGhkZpaak47vD3SExMBAAtLS3hYqitopBtMr5gg5AgCMLBwWH37t1CBPr06aOqqioa7ZoZNptdWFj46dOnzMxMIU1XxA9eCDH1cXZ2Rnt+ggSePXuGdgqrqqrQCIfDOXXqFLlfyI2ysjK3YclisQICAjQ1NQHA0tKyrq6u2e8H0zrBBiGiNS6FKGzsyZMnwsW+fv1qYGCwbdu2wMBAbBBiMC0QDoeDfs6zZ8/mG7geHBxMoVCkpaWTkpKQdSe8iMakSZPQj33ChAkEQWRmZk6dOpXntQHZn1JSUoWFhc11Y6KjrKyMQqFQqVQh2jKZTPThCN8mq0+bNAh5y0//kjVr1ty9e5fNZvM9evv27ZSUFLKOQguHSqVqamqamJgYGBgIabqCwUicysrKsLAwAFi2bJkgmdGjRxsaGtbW1j5//hyNUCgUV1fXnJyciIiIAwcObN68+eTJky9fvrSwsKioqJg1a5auru6UKVOmTJnSpUsXJyenoqIic3PzkJAQtE2IwWAE0RqXwtmzZwPA2bNnCa4yg/Xp0aPHy5cvAwMD9+7dK6pLv3r1Sl9fX60xoGqoDAZDVDpgMG2G9+/fv337tmPHjidPnqzfSAYAZsyY4eDgwGKx/Pz8ysvLAYDv1jAJWYxg+fLlAGBgYBASEpKTk+Pv779ly5adO3eGhIQUFxcPHjyYzWY/ffq0Ge5JxKioqJibm3M4nPPnzwuSCQoKKisr09HR6du3rzh1a5k0KKGOm+HDhyspKa1fv37Xrl3cJdRZLNbVq1dRxYthw4aJUkcMpgHk5eUlJSXR6XR9fX0TExPUkk4IVVVVHz9+/PHjh66u7oABA1pmP4C6urpTp05duHAhISEBjcyYMWPatGne3t49evSoLz9gwID09PRv375xD8rIyIwZM4a7oPzz588PHz588ODBvLy8vLw8NKiuru7p6blmzZqW+VG0BN6+fRsbG1tdXa2iomJlZYVr3LdnWuNSuGLFinPnzgUGBrLZ7LVr11pYWAjqyNy5c+fIyEgUaSYSkpKSvn792oQT8eMIg6kP2va1tbVFWR58mTdv3s2bNyMjI1VUVMrKyn78+FG/UQRJfn4++gdZVAYAdHV1UWgSiZmZ2bt375r2WxY/q1atiomJ2bFjh52dHcoV5CY3N3ft2rUAsHLlSr5GdXuj0QYhAOzevdvCwiI4OHjKlCkGBgYsFiszMzM8PBxlcMrKyqKS9xiMeLh9+/bOnTvj4uLIEW1tbTc3N09PT+6+YSSfPn3asmXLgwcPyL1nRUXFmTNnbt++HdVlbiHk5eVNmjQpPj6ee7C4uNjPzy8gIODKlSszZszgOYXFYgEAT0/C+sjJyXl5eXl6er548QI1qe/WrRuqOy/aW2gz3L9/f+PGjUlJSdyDI0eOPHDgAMpAwLRDWt1SKC8vHxYW5uvr++3bN09Pz0GDBh0/fnnBZ/4AACAASURBVFyQsIaGRnh4uL29/atXr37/0i4uLhYWFoIcqnyxtrauqKjQ09P7pSSDwUhLS9PU1BRzA1IMRlKgndyePXsKkUFZf7m5uRYWFg8fPgwJCRHkBysvLycDi4SHDyC//S833FsIc+fOvXjx4pMnT0aNGnXs2LH58+eTmj948GDp0qUFBQX9+/d3d3eXrJ4tBaJJOSHnz5/nG1QmLy9/586d5olubUfg3IkGwmQyFy9ejL57srKyZmZmgwYNQolwANC3b9/Pnz/znHL27Fnyq9unT59Bgwbp6+ujP5WVle/fvy+RG6lPeXk5qgiqra3t6+tbVFSEasbs2rUL+fqkpKQePnzIfQqHw+nSpQsAhIeHS0rtNsmmTZvQN0RNTW3KlCnLli0bP3482muQkZFBAXjtB5xDyE2bXwpramo2b94skUsjb0ZSUtIvJXHbCUx7A1URX7lypRAZ1HlYT08PVRlVVVUVVGUURTQgbzzfqnUkqC6dcJkWRVlZmZWVFXosa2tr29vbT5kyhQywMjU1RXvijaVN5hA20SAkCCIxMRG1XZaSkpKVlTU0NHR3d2/aJ4vhARuEDWTlypUAIC0t/eeff5Jlr5hM5o0bN3R1dQHAyMiIuxXYrVu30P7Q9OnTU1NTyfGYmJgRI0agB2JsbKy4b4MgkpKSVq1aZWRkpKqqqqOjM378eGT16evrk78pFNswbtw4Fou1ZMkSANDS0qqoqCAnuXHjBgCoqKjgkjAiBLlQKBTKhg0buBtIlJWVLV26lK9l3rbBBiEPbWkp3LNnT0lJiaS1+C/YIMRgBIFsPBMTEyEyu3fvBgB7e3s2mz148GAA6N27N88PisFgoB1PKpU6d+5cABg4cOChQ4dWr17t6uq6bdu258+fk0VrUOqgnJxceXl5M96bqGEwGD4+PjzhAyoqKlu3buVu39UosEHIHxaLRba/xIgEbBA2hDdv3qASUnx34gsKClD85/r169FIdXU1eiJ4eHjUl2cymaim1sCBA8X5fWYymR4eHoIyeSZOnOji4rJly5bHjx9//foVbeBt3bqVyWT269cPAFB1eIIg4uPjUS6BkNLSmMZSVFSEevIeOnSIrwDKv+/VqxeTyRSzbpICG4SCaANLIQAoKChIWov/0nCDsKSkJCIiQoKtgzEYMVNWVia8QXxZWRl64fH39ycIIjs7G70RycrKLly48OzZs35+fo6Ojurq6mjHc9WqVcnJyXw7dZuamkZHR2dlZXXt2lXQG1TLh8ViPXv27MKFC35+fg8fPqytrf2d2bBBSBAEkZWVZWtr++7dO75HS0tLf1nSGvNLsEHYEFDFvGXLlgkSePDgAQB06NCBTqcTBHH27FkAMDQ0FPTuXlxcjH7kz549ayadeWCz2SgPkEKhLFiwICwsLD09/cWLFyg6lIdevXqRke4ODg4oPWnMmDG5ubn79+9HdsuoUaOwe1CE+Pj4AMCQIUMEvehXVVWh0m1hYWFi1k1SYIMQ0SaXQvR4kbQW/6XhBiFBEMXFxb/5hofBtC42b94MAGpqajExMTyHKioqbGxs0GsD2VW7sLCwft0Bbmg0GvlvQ0PDlStXOjk5qaioAICMjAx6xzA2NuaOS2q3YIOQIAgiIyMDAIKCgvgeLS8vl5eXv3z5sih1bH9gg7AhoOeU8AhPtCWG3sxmzpwJALt27RIijzISN27cKGJdBXDkyBEAkJeXDw0NRSPFxcUmJibcT2cNDQ03NzctLS0AoFKpTk5O3E9t7tzuyZMnt65AjpaPvb09ABw/flyIjJubGwB4enqKTSvJgg1CRJtcCluvQYjBtDdqa2uHDx+OrLXly5dHR0cXFRWlp6cfOnQIpcwoKirWj6N+/fo1OgoAKioqdnZ2np6eCxYsIH2DdnZ2ZHk5NTU1Xd3/Y+++45q6/v+BnySAssLeuAAnihMcKHVjHdSBRWudaK3FVXG01r2qH62Dx7dW20pVilpQcYEDlSpTBRUVRGVKQNlTZsj9/XG+n/zyDSsQkgB5PR+fx+cRzz333vc9Jffkfcc5lsIROPv168fj8RRysK1Nu0wIW3igVR0dHVtbW/rgMoDsFBUV0al16JOT9aEvQNNpGNLS0gghtYceFkUHXBabtkFGKisr9+zZQwg5cuSIcE7YuXPnvnr1is6KuWzZMjMzs9zc3EGDBiUnJy9btkwgEPzzzz9nz56dO3eulpYWIYRhGDab7eDgcO7cuatXr9KTFLQUOpIbHautPnTsHx6PJ6eYoC1AVwgAMtWhQ4dbt265ublVV1efPHlyxIgRRkZGPXr0+P7773k8nrW1dWho6MCBA8XW8vLy4vF4Wlpafn5+BQUFQUFBhw4dGjduHJ/Pp9eag4ODT5065erqqqGhkZ+fz+PxBAIB/b1hYWFBB66DdqnxhDA/P//69etRUVFJSUlFRUWVlZWEkKqqqopaSkpK7t692+zphgAkJ7yC1fA45qLTMND/pyX1qa6uJoTIZ1r2+/fv5+TkdO7cmY5NQggJDAwMDg7W1NSkj4a+fft2/fr1hBA/Pz9NTc3ff/99wYIFfD7/4MGD586do4Od9O/fv7i4+NGjR3Pnzm0rI0G3ITQz//TpUwN16NI6JziB9gRdIQC0KlpaWhcuXPj3338XLVrUrVs3DodjaGg4YcKEEydOxMfH184GIyIizp8/r6qqGhgYOHv2bGH56dOnCSF79uyZPn06n89fsmTJxYsXy8rKCCFWVlZbtmyJjo7mcDh37tz5+PFjfcFcv37dzc2tW7du+vr6nTt3nj59+vnz5+k0FdAmND4PYWFh4fTp08X+o86bN6+BVRq+CQNtWkVFRXJyMiHEyspKgVMGa2homJubZ2ZmRkdHC8cUFiMQCOjkhPQOj42NTURERHR0NB08pk7R0dGksTtCLeXVq1eEkDFjxghHlDl79iwhxMPDY/HixT///HNISMiqVasIIcJZ6Y8cOXLp0qXo6Oi4uLhTp04RQqZPn45URHb69OkTHh7+4MGDGTNm1FfnwYMHtKYc4wIFQFfYajEMk52dzeVy1dXVFR0LgLx99tln9f0KEvPXX38RQhYvXuzk5CQsZBgmMjKSEKKnp3fnzh1CCJ/PZ7PZ2traRUVFycnJe/bsCQgI6Nu3b2xsbERERO0XEfPz87/88st79+4JSwoKCtLT069evXr48OErV67gvmKb0PgdQisrq+nTp0u+RU1Nzb1790oRErRSd+7ccXZ21tXVtbW1tbW11dXVnTRpEh2GWCHoY5b0Nbw6nT9/Pisry8jIaOjQoYSQyZMnE0JOnTpVWlpaZ/20tLSAgADhlmWtpKSEEEJf1KborEEzZ87s3r37tGnTqqurt2/fTggpLi6mFfT19el5f/v27aGhoRoaGnSUS5AR+t7pX3/9lZWVVWeFp0+f3rlzh81mu7i4yDc0kDdl6ApFT0dtSH5+fnx8/Nu3bxUdCECrFhoaSggRvTdICCkoKKDPO6xYsaKsrIyOO3rw4MHCwsK8vLxTp05ZWFjExcUlJSURQmrfISwtLR07duy9e/e0tLTWr18fEhKSlJQUFha2bds2fX396OjokSNHZmdny+kIQQqN3yEkhBw6dGjBggXa2tpqamrl5eXTpk3z9PSkQwuI0dLS6tOnDx3+HtqNysrKFStW0GtLLBZLT0+PEFJYWHj79u3bt2+7u7sfP35cPo9ZitqwYcPp06cDAgL2799Ph9wU9fTpUw8PD0LIpk2b6C24WbNm9erVKyEhYc6cORcvXhS7vZmfnz9z5syKiopJkyYNGjRIDvGbmZkRQujtVopmHXRk5yNHjoSHhz99+pQQoqenxzAMfSKUnqwvXbpECNm/fz/dCMjIxIkThw8fHhkZ6eLiEhQURBtfKCkpaebMmQKBYMGCBfK5qwyK1e67woyMjIsXLyo6iiajt23xcBpAwz58+EAIEU7LTnG5XDabLRAIqqur586da2JicvTo0ZycHEKIvr7+kiVLJk2aNHr0aDqMFh3MT9SaNWtiY2MtLCyCg4PpG/WEECsrK0dHR3d3d2dn54SEhEWLFgUFBcnhAEEqTNNHjVu6dGl9Q6tBi2hto4zOnz+fEKKiorJu3brU1FRamJKSIpxAb8GCBQoJjL5HRwiZM2eOcBKq7Ozsn3/+mb4DPX78eNFJJmJiYugDloMGDQoMDOTz+QzDlJeXnz9/ns70YGZmlp6eLp/g4+LiCCEdO3b8+PEjLTEyMiKEvHjxgv4zKiqKvsNGCLG0tBw8eHC/fv1oWshisXbv3i2fOJVccnIy/e/SqVMnLy+v+Pj4vLy8p0+f7tq1i14Z6dOnj1IN7opRRoXQFcqU5KOM5uTkYGJ6gEbR8UVrT5ZDy42MjMrLyxctWkQI+fnnn0UrPHz4kP4UuX//vmh5QkICm83mcDj1TcCTmJhIH+R+8OBByx6LYrXLUUabkxCmpaUlJyfLMipl16oSwitXrhBCVFVVb9++XXtpUFAQHa1YUdH+8ssvwjGRdXR09PT0hK/kTZo0qbi4WKz+gwcPhJftNTQ09PT0hLcKu3XrFh8fL8/g6VfPzc2NTnPn7OxMROaaf/jwIR0Ihya3ok6cOCHPOJXcu3fv6HC1tU2YMCEnJ0fRAcoVEkIhdIUyJXlCWFVVFR8fn52dLYeoANou+jrMgQMHxMp79uxJCDE0NCwuLqb3D2/evClaYe3atbTLO378uGj5/v37CSHTpk1rYKfffPMNIWTNmjUtdRStQbtMCJsz7UTnzp27devWjBWhLaJf+B9++GHixIm1l37++ecbNmwQVpO/devWRUdHu7q6amlpFRUVFRQUMAwzbNiwv//+OzAwUFtbW6y+k5NTfHz82rVrLSwsysrKCgoKKioqbGxsdu7cGRsbK3zgQT4OHz7csWPHf/75Z968efS1bELIL7/8kpube/HixSlTplRXVy9ZsqSgoODJkyeXLl2i45GKDkwKcmBjYxMTE3PmzJmxY8fS5FxXV9fZ2fnChQu3b9+mP1tBCQm7Qn9//7Fjx3bq1GnQoEE//vgjna0E5EZVVbV37970Tj4A1Ie+FX/kyJG8vDzRcjpae25u7rBhw1JTUw0NDUePHk0XMQxz5MgR4WANYm/q0gedGh7Shm6KjqIHrRojxRVfPz+/MWPGWFpaDhw48IcffsCElS2l9dwhzM7OZrFYbDZb+FhjbR8+fGCz2Ww2W7G3Sqqqqng8XkpKSmlpqYSrZGVlJSUl5eXlyTSwhvn7+9NblNra2i4uLvTupXCsvMmTJ1dUVNCaf/31F70Ze/r0aQUGDEpOOe8QVldXz5w5093dfevWrX5+fqKL6Hi/onR0dG7cuKGoUNsNTEwP0LKqq6v79u1LCHFwcBC9o04vbAlHgpg0aVJISEhkZOTJkycHDx5MC0eOHEkI8fDwEN0gHWfr5MmTDez0xo0bhBB7e3tZHZUitMs7hI0MKsPn893c3PT09MzNzfv16yc6NpG3t7e7uzv9zOPxnj179ttvv/n6+spnhEaQj5SUFIZhunTpYmJiUl8dU1PTTp060aenFHi3RFVVtalDGxsbGxsbG8soHgm5urpaWVktX748Ojr62rVrtLC8vJzFYo0aNWrlypWhoaE8Hs/b25uOD7Z06dKFCxcqNGQApfPgwYPLly9rampOmDCB/hSgysrKtm7dSj87Ozt/9tlnPB4vMDBw5syZDx48GDZsmILiBQAQp6Ki4ufnN2zYsMePH/fp02flypXOzs6qqqr0yRc6DzMh5NatW7du3RKuxeVy9+/fHxwcTGoNSEOHtUtMTGxgp3Q0GnNz8xY+GGhpjSSE6AWVHB23TfhWXn1oBQzy1jyDBg169OhRdHR0WFhYdnZ2WVlZUFBQUlLSw4cPhW9yE0LU1dW3bt1aezxVAJC1ixcvampqPn/+3MbGRrT8/v37mZmZhJCNGzfu37+fjvn0888/z5s3b9myZbGxscI3nEGmampq2Gw2bX8AqE/v3r0jIiLc3Nzi4uJ27NixY8cO0aWrV68ePnx4UFDQq1evysvLraysxo0bN3/+/E+fPq1bt44QMmnSJNH6o0eP/u233y5evLhnz546h5pnGOb8+fOEkDFjxsjwqKAlNJIQohdUcvRq0Pv374uKikSvCIjKz89///49i8XCm6XNxmazHRwcHBwc6D+PHTt248aNq1evxsbGFhcXd+nSZezYsV9//TUdCgwA5CwqKmrx4sVi/SAh5MWLF4QQQ0PDbdu2CbMRLpfr4+NjZWV1+/btzz//XN6xKp/S0tLo6GhTU9NevXopOhaoV0JCQpcuXYQvRChcWVlZeno6HU9Fqdja2sbGxv7zzz8BAQHPnz8vKioyNzd//fp1VVWVoaHhnDlz5syZI1q/oqLC1dW1oqJi4sSJ9IlToalTp5qbm6ekpOzevXv37t2193X8+PHHjx9ra2t/9dVXsj0qkFojaVszesGMjIzbt2/LIlaQP1NTUzs7u+rqajoJYZ3++OMPPp8/YMCABh4rhSZhsVjTpk37888/nzx58ubNmzt37vzwww/IBgEUJT09vc5RtWJjYwkh48aNo/PZCOnq6n7zzTdtcU6/tqi8vJxhmPLyckUHAuLS09OPHTvm7u7eq1ev3r170zFIFOv69es//fTT5MmTjYyM1qxZo+hwFIPD4Xz11Vf+/v7v3r3Lzs5+/vw5ncRr27ZtixcvFp1HPiYmxtHR8eHDhzo6Ol5eXmLb0dDQOHToECFk7969a9asKSoqEi4qLy/fuXMnbeGdO3dizKfWr5GEEL0grF+/nhCyZcuWR48e1V4aFRW1a9cuYTUAgPanoqKizleU6bXRQYMG1V5kZ2dX5zkTQD4YhomMjFyzZs3kyZP79u3L5XK1tLSsra1HjBixdOnSc+fO0ee8ZKqgoKCgoODjx49v3ryRpH5eXl6fPn3c3NwYhpFRSGlpaQzDPHr0qKysTEa7aIuWLVv2n//8h8PhnD592tzcfODAgePGjevWrduQIUOePn1qbGx848aNOu+mzp07d9++fYQQLy+vzp07u7m5/fDDD/Pnz+/UqdOOHTtqampWr179/fffy/2AoMkaeWS0eb0g/eOA9mHevHmXLl26evXq+PHjf/7550WLFtH3j0tLS//6668ff/yxrKxsxowZc+fOVXSkAAAy0b179/z8fLHCsrIyOgj7wIEDa69iZmaG+SfkQ0NDg8Ph1J6vVWnx+fz/+Z//OXHiRHJy8vTp02fNmtW9e3ddXd38/Pz09PSHDx9ev36djo5748YNmQ4EaGdnZ2dnFx8fHxQUJEn958+fv379+t27d3w+n07D2+JWrlxJCElPT//7779rL62urt64cWNFRcXBgweb9xeVkpKio6MjnO64DdmwYcOoUaO2bt16//7958+f00JNTc0FCxZs27bN1NS0vhV//PHHAQMGrF+/Pj4+3s/PT1jetWvX/fv3u7m5yTx0aAmNJIToBYHNZvv6+s6ePfvmzZurVq3y9PTs3r07IeTt27d0TKqpU6f6+PjgbX4AaK969uwZFRU1fvx40cKYmBg6klad10azsrJwC0I+NDU1nZycFB1Fa5Gamvr111+Hh4dPnjz59u3bXbp0Easwf/78srKyH3/80cvLq6lDczePhoaGhDXpVMDdu3eXUTYoJPZ0m1BERMTRo0cJIePHj581a1aTtpmSkrJhw4aAgIArV65MmzatBaKUu2HDhgUHB/N4vBcvXnz69ElfX3/YsGH1tZWozz//fNKkSc+ePYuIiMjIyDAxMRk6dKiDg0OjQxJC69FIQoheEAghmpqa165d++OPP3755ZekpCThawA2NjYbNmxwd3fHdx4A2rGZM2cuX7586dKlopfJT548SQjp2rWrgYFB7VUiIyPpmOwAcvP+/fuhQ4dmZ2cvWbLk999/r69r1tDQOHDggJeXl5WVlZwjbJiZmZmurm6fPn0UFcDAgQOHDBlSXl4+fPjwpq774sWLS5cuEULa+vtylpaWzRizgMViDRo0qM68ANqERhJC9IJAqaiorFixYsWKFUlJSTwejxBiaWlpbW2t6LgAAGTO1dX1P//5j4ODg5eXl5OTU1VV1Z9//nnu3DlCyNixY2vXLy0t9fPzqz0eG4DslJWVTZ8+PTs7e8CAAb/99lvDF2pVVFQMDQ25XK7cwpMEi8WytbVVYELI5XKfPHnSvHW1tbXph7aeEIJyaiQhRC8IYqytrZEHAoBSYbPZJ06cGDNmzIwZM0TLVVVVt2zZIloiEAh4PJ6np+fHjx+XL18u3zBBqXl7ez979owQsnv37jonhRPF4XCSkpLkElfT9OnTx9bWVtFRNIewzQ0NDRUbieyUlpbGxcWVlJTo6Oj07du39UwiAtJrZJRR2gsWFBTMmDHDwMDAzMxs69atDMPU2Qu+f/9+8eLFHz9+HDdunCxjBgAAkKshQ4aEhYWNGDFCWEJnWhKdf5XP5xsaGlpZWdGhtl1dXRUQqPKpqqp6+fLlx48fFR2IIjEM8+uvvxJC9PT0JJn9ksVi1b49yDDMrVu33NzcOnfuTEdGGTly5OHDh0tLS+vco+SV6xQZGamnp8disbS0tNLS0mihi4uLvb29aLXCwsJ9+/Y5ODhYWVmpq6t369bNzc2NPpwpofDwcFdXVwMDAy6XO2zYsMOHD+fm5tauVllZ+fTp0z179vTt21c4qorkMQgnPuHxeImJiYmJie/fvxcuzczM3Lp1q52dnZaWlrm5+ejRo/39/UVXZxgmIyPj4sWLc+bMoSP9ZGZmurm56evr6+npDRs27OjRo3w+v84D5PP5Fy5ccHFx6datm5aW1qBBgw4fPlxSUiK68eDg4JkzZ3bv3l1HR8fe3n7Dhg2FhYWSt2F8fPysWbMMDQ2HDRs2YcIEBwcHQ0PDr7/+Ojk5WfKNQKvGMMyoUaMIIRcvXmTq8fz5c7Fe8MKFC6IVqqur9fT0hM8nvHz5sr5NgSTYbDYh5Nq1a4oOBADg/2i0v2j33r17FxgYGBERUVRUVGeFmpqa/Pz8xMREgUAg59jaE3qbJS4urtGa2dnZ9+/ff/r0qRyiarUSExPpD7DJkyc3bwvFxcVffPGFpqbm6dOn8/LyBAJBdHR0//79CSFdunQRa94mVU5JSaGxPXnyRFgYHBysoaFhbm5+5coVPp9fX1SZmZmWlpaurq48Ho9hmNLSUl9fXwMDg1GjRklyUM+ePZs0adKwYcP27t3r4+Ozfft20duPzs7OwpqBgYEmJibC4fFEQ200hvfv3y9btqxDhw5iP7CF29+1a5epqam7u/uWLVsWLlyoq6tLKwQGBgr3MnXqVOHwLY6Oji9evOjUqVOPHj0cHR2FD6POnDmz9jFevHjR2tp65MiR69at8/T0HDNmDK189uxZWoHH402YMGHw4MHh4eE1NTUlJSUHDhxgsVhGRkYJCQmSNOOlS5eENwPNzMwGDx5sbGwszAju3LkjyUbaEx0dHULI+vXrFR1IS5IoIaTQC8oNEkIAaJ2QEIJ8tGRCeP488803df9v82amtFS8fnk5s3Vrvav893f2//HqFbNyZd31PTyYZ8+adOzNcPfuXfoD3d3dvRmr8/n8SZMmEUKCgoJEywsKCuj9OmNjY5oONbUyU1dCeOXKFTU1NRcXl4KCgoYDmzNnDiFErFpAQMDnn3/e6EGdPn1aVVV1zZo1oglnTU3NuXPnaOolmhBSwlkTRBPCRmNITk729/ffvHkzXdfX19ff39/f3z86OppWIIT4+PgI183Pz7ezsyOEjBkzRnSbAoHA0dGREGJqajps2LBHjx7R8oKCAuHsICEhIaKrbN26lRBy5swZ0R/eISEh6urq//77L8Mwubm5Xbt27dSpU2FhoeiK8+fPJ4Q4ODjU1NQ03IwPHjygg75Onjz5xYsXwvLHjx/T0X01NDRiYmIa3kg70y4TwjreIRQIBNu3b5dwFtH6sNnsyZMnL1iwQJqNAAAAADSAPp1U7xgqDEOWLCH/fZyvDv37ky+//D8lwcFk9+566586RebMIWLzIhw4QHx86l3l40dy8WK9S1uCcJZ5ekG5qc6fP3/r1q3+/fvTTE9IV1f38OHDo0aNys7O3rp1q7e3d1Mr1+br67t48eItW7Zs2bKl0WhDQ0MJITU1NaKFw4cPb/Q3alxc3DfffGNmZrZ//37Rvw02mz137ty7d+/WGV6dc683GkO3bt3os5r0nzNnzuzYsaNo5eXLl8+bN0/4Tz09vT179ri4uDx8+FAgEAgbgcVi9ejRIzw8PD8/PyYmxtzcnJbr6up6e3t369atrKzs4cOHo0ePpuUBAQG7d+92dXUV+7E9evRoGxubzp07E0I8PT1TU1O3b99OcxihJUuW+Pj4PH78OCkpic4lVqfKysrFixdXV1cvXLjQ29tb9L+Xvb393bt3XV1dr127tmTJkpiYGAw436bVkRB+/Phx7969DMNIuemnT58iIQQAAADZ0dfXp69m1b2YxSLnz5OEhLqXduhAas/MPmECOXas3hzSxkY8GySE/PQTaWAoFFlO/k4Jf+5nZ2c3Y3U6ery9vX3tKYVHjhw5dOjQR48e+fn5/fbbbx06dGhSZdGlDMPs3r378OHDAQEBUyRrE5qBTJ8+/cCBA0OHDqUph4mJyaZNmxpe0cvLq6qqysXFRSw3o+qb57DOYVebHYPQiRMnxEr69u1LCKEP1okOQkMDGDhwoDAbpIyNjQcMGBARESEcCohhmF27dpF63lX29fXt1KnTp0+f6JuK+vr6JSUl6urqKir/+7O/a9eu9MPz588bSAgvX76cnJxsYWFx4sSJ2tm7qqrqmTNnunXrFhsbGxwcLHaBANqWOhJCc3PzGzdu0KkFpCH2WjAAAABAi6tzEqz/74svyBdfNGFzHTuS1aubFkHPnkTi9EAW6O0g8t9n24IGAwAAIABJREFUHWunag3g8/mRkZGEkPpmn7O3t3/06NGnT59SU1Otra0lryx2w23FihUxMTFmZmaSTyyxdu1aT0/PsLAwR0dHHR0dR0dHR0fH0aNHDx8+vOFjvHXrFiGkRQZFb3YMohiGefPmzb179x4+fBgXF1ddXU3Lc3Jyao9KKkzbRNEG//TpE/3n+/fv6cg3dU4m2a9fP0LI69ev6cTgnp6eGzduJISoqqpyOBwOh6OiotK1a1czM7OGvzu3b98mhCxatKjOvJoQoqurO3fu3N9+++3OnTtICNu0uqedmDx5spzjAAAAAIBmsLOzMzU1/fjxY2ZmZlRUVJPmVS8oKKDPQwqTDTHCucQqKiqaVFlsUY8ePWJiYj58+DBhwoTQ0FBJ5qz+/vvvzc3Nf//997CwsKKioqCgoKCgIELIxIkTfX1965vgoaamJiMjgxBS37CcTXoIrnkxiAoODt60aROPx1uwYMGqVav69++vqqpKh2kRexK1AWLJp3AIU9HRRMXk5OTQD2fOnPnqq68k3JGo1NRUQggdLqg+AwcOJIQI3xSFNur/3//NyMioqqpSYCgAAAAA0FRsNvvrr7+mn3fs2NGkdfX19emznfTXf20aGhr0g6WlZZMqiy1at27d0aNHCSFJSUnjx4+X5OlWFos1Z86c+/fv5+fn37hxY/Xq1XR8yzt37mzfvr2+tdhsNn2ws765FssbeKe0hWIQCggImDhxYlZWVlRU1KFDh0aOHCkcNVQawgc4G3id0sjIiH5o9kN/dC8N588CgYA09+VVaD3Y5L+vYq9Zs0ZTU7NPnz5ubm67d+8OCAig44UqOkIAkImwsLA1a9aMHj16yJAhEyZM2LJly+vXrxUdFABA0zAMk5WV1aSf+O3S5s2b6d2qO3fueHl5Sb4ih8Ohz3A+e/aszl99NPcbOHCggYFBkyrXXrpmzRr6Ql18fPz48ePrnA9QVGBgIP2gpaU1ZcqUY8eOpaamLly4kBDy4sWL+tZisVj0Hbl79+7VeZPww4cPDe9X+hiE1q5dSwjx8PCo89nOZuvRowe9Z3jz5s366nTp0oV+uHPnTvP2Qp+5jY6ObqAOXdoiT+eCArEJIT/++OPUqVO7du3K5/Nfv37t5+e3bds2On+ltra2vb39kiVLDh8+HBwc3KSvUOuUmJh47NixFStWzJw509HRsUePHoMHD548efKiRYs2bdrk7e0t/cuTAK1cYWGhi4vLqFGjvLy8Hjx4EBMTc/fu3b179/br12/VqlXCdxsAAFq//Pz8+Pj4t2/fKjoQBdPT07tw4YKamhohZO3atb/88kujD0YKK9DJ6xITE4XJj6iwsDBCyPr165tRubbly5f/9ddfLBbr5cuX48ePz8vLayDCJUuWiB2Furq6m5sb+e+TivX5/PPPCSHv3r07d+6c2KJnz56FhIQ0sK6UMYj2oUVFRfTZzh49eojWoQ+dSsPIyGjcuHGEkOvXr9+/f7/OOlwud+zYsYSQe/fuRUVFNWMvU6dOJYT89ddf9c1in5mZeeHCBUKIi4tLM7YPrYjoHBRVVVWvXr3y8/Pbvn371KlTraysar8vq6am1qdPn/nz5+/fv//atWtJSUnynCVDGh8+fJgxY4YkbeLs7BwVFaXAUDEPIchOUVERfd1cTU1t8eLFf//99507d/744w8XFxf6fXdxcWlgmmBQcpiHEOQDE9M3T1BQkL6+Pv0x89lnnwUHB9eeaE4gEAQHB7u4uPzzzz+0JDMzkza4ra1tdna2aGU66YKrq6twO02qzDBMfHw8jefhw4fCwnPnztHH0wYMGJCRkVHnsVRWVhJCwsPDxco9PT07dOggnKavTmlpaXQcFA0NjStXrgjLIyMj+/btS1MpJycnsbWEj8mEhoY2NQZ67ISQu3fvMgxTWFiYn5/P5/NpGFOmTKmurmYYhs/nHzp0iJ5ICSHPnz8X3eyyZcsIIQMHDqx9RDQFFZ2A8enTp3Tj+vr6AQEBopUrKipKS0sZhhHmimZmZmJH8fr162+//bbh7p7P59va2hJCpk2bVlFRIba0pKTks88+I4Q4Ojo2sJH2p13OQ0gaXlxUVBQdHX3mzJnVq1ePHz/exMSkdvqkp6fn6Oj4zTffHD16NDQ0tLi4WD6hN0leXp5wjN0OHTqMHDly3rx5K1as2Lhx4549e3bv3r1+/fpvvvnG1dWVDtXF4XB+//13RUWLhBBkZ/bs2YQQS0vLly9fii0KCgqi0/Xu3LlTIbFB64eEEORD8oQwJycHCaEoHo/31VdfCSeFMzQ0nDFjxurVq7ds2bJ06dJx48ZZWlp27Nhx0aJFomlbREQEfcize/fuN2/eLCkpKS0tvXjxoo6OzvLly8vLy0V30aTKwucVz507J1p+6dIlOv2DqanpyZMnP336JHYgdGAYIyOjkydPpqamFhcXv3r1at26dVpaWpcvX260Ha5cuULvl9LcdcGCBU5OTr169Xr79u26desIIVZWVqLzuYuGev78+abGkJeXR9+fVFdXt7e3V1dXv3PnDsMwS5cupdvs16/f/Pnz+/Tpc+zYMbpZQsjNmzdFNzJ+/HhCiLGxcVVVldjh0ITQ1tZWNObAwEDhVBlDhw797rvv9uzZ4+7ubmxs/PjxY1rn5MmTwnZwcnJav379pk2bpkyZoqend+rUqUab8fHjx3T8m4EDB4aEhNAEsrq6+ubNm7169SKE6OjoxMfHN7qd9kQZE0IxNTU1iYmJAQEBe/bs+fLLL/v06VN7LhcVFZXevXt/+eWXknxd5eb7778nhLi5uYWGhta+yCFKIBAkJiZu3ry5Q4cOirpPiIQQZCQ8PJxeE3n16lWdFeicRRoaGllZWXKODdoEJIQgH5InhFVVVfHx8WK3qiA9Pf3IkSMzZ860sbHR09NTUVExNzd3cHCYNWvWqVOnCgsLa6+SlZW1adOm3r17d+zYUUdHx9bWdvny5fVl2pJUPnv2rJWVFb3OSDMlKysrb29vYYXr16+rqalpamrOmDHjw4cPYrsoLCzcvHnz8OHDjY2NVVVVLS0tR40atXPnztzcXAkbIS0tbcWKFXZ2drq6ujo6Oq6urgUFBcx/b8TR+2bW1tbV1dV1hnrs2LEmxXDt2rW+ffuqq6v37t3bx8eHFpaWlm7YsKFr166amprjxo17/fo1wzDCkWA0NTX79+9fUVHh6OgoOguihoaGgYGBaGpNE0JCCJfLnTx5srA8MzPzp59+ovdstLW1+/fvv3DhwoiICNHA3r17t2rVqp49e6qrq+vo6AwZMmTfvn0fP36UsBnv378vHExVU1PTyspKOAuFhYVFw7dq26V2mRCyGOkmoK+qqnr9+nVcXFxsbOzZs2c/fvwoXGRtbZ2YmCjNxluQlZXVrFmzDh48KPkqR48ejYiI8PPzk11U9eFwOAKB4Nq1a9OmTZP/3qEdW7t27bFjx9zd3f/888/66jg4ODx58uTUqVNLliyRZ2zQJjg5OYWGhl68eHHWrFmKjgXaMyMjo9zc3Li4OMnnrIO2KCUlxdzcXGwKe6itpqaGxWKxWCz68114B1g+cnNz9+/f7+PjIxwb1tzc3N3d3dPTk2ZHSkVXV7eoqGj9+vVNSitaOWlHieVwOHl5eeHh4aLZoKam5pdffunj4yN1eC0mIyNjUxMnjXV3d6e3UwDajadPnxJCJk6c2EAdZ2dnYU0AAADZ6datG7JBSXA4HDabzWKxhJNqyJOhoeGhQ4cyMzPfvHkTHR397t279PT0Xbt2KWE22F7VPTF9oz59+nTp0iV/f//79++XlZXRQhMTEzc3t9mzZw8fPlz+f6wN43K5urq6TVqF5royigdAIQoKCgghDU+kS2cuwh8/AAAACHE4HLHhUqHdaE5CWFJSYmdnJ5yTVE9Pz8XFxdXVdcKECa32Mo+trW1kZKRwWCdJ+Pv7m5mZyS4kAPmjyV56enoDddLS0gghdOJdAIDWr6amht48UXQgAABtUnMeGRUIBPQZYkdHx5s3b2ZlZZ0+fXrq1KmtNhskhCxevHjx4sVxcXGSVK6pqfH29v7222/xCh+0MyNGjCCEXL58ub4KfD7/2rVrhBBHR0f5hQUA0FylpaWhoaHCUToAAKCpmnOHUEdHZ+PGjTt27EhNTXVycqo90GgrNH/+fH9/fzs7OwcHh3Hjxg0ePJgOOaWtrc3n80tKSoqLi0tKSt6+fRsaGhoWFlZUVGRgYLB582ZFBw7QkugMotevX79169akSZNqVzhy5EhiYqKxsfGUKVPkHx4AQFPRkRjLy8sVHQgAQFvVzHcIN27ceOrUqfT09GPHjv34448tG5MssNnsy5cvb9y48ddff42Kimq0vo2NzaVLl0xNTeUQG4Dc9OzZ89tvv/3111/d3Nz++OOPL7/8UriIz+cfOXKEXgTZvXu3cPRtAAAAAGjHmjnKqLq6+k8//UQI8fb2btF4ZEhNTe3o0aMJCQk7d+4cMWKEubm52Mg3XC63Z8+ebm5uvr6+8fHxdnZ2igoVQHYOHz7s7OxcXFzs5uY2cODAXbt2nTx5ctOmTT169Ni4cSOfz1+9evU333yj6DABACSioaHB4XC0tLQUHQgAQFvVzDuEhJClS5empqb26tWrBaORA2tr623btm3bto0QIhAI8vLysrKy1NXVzczMNDQ0FB0dgMypqanduHFj9+7dhw4dev78+fPnz4WLTExM9u3bh+kHAaAN0dTUdHJyUnQUAABtWPMTQg6H8/PPP7dgKPLHZrONjIzouIsAykNFRWXnzp2rVq0KCgp68uRJTk6OhYXFyJEjnZ2dcVkEAAAAQKk0PyFs96qrq9vEeDkAzWNoaLhgwYIFCxYoOhAAAAAAUBgkhHWoqamZOXPmjRs3tm/fTh8ulYZAILh3715hYaHkqzAMI+VOAQAAAAAAGoWEsA4JCQl0KrZDhw5JnxD++uuvq1evbsaKxcXFUu4aAACgfauqqnrz5o2RkREGBgcAaB4khHXo3r37+PHjQ0JCli1bJv3WRowY4ejoWFFRIfkqz549EwgEvXv3ln7vAAAA7VhRUVFubi6fz0dCCADQPEgI66CmphYcHFxSUqKtrS391gYPHhwWFtakVYyMjHJzczt27Cj93gEAAAAAAOrTzHkIlUGLZIMAAAAgO3RKYbGJhQEAQHK4QwgAAABtlb6+vp2dHSamBwBoNqVLCBMTEwMDAxMSErKysrKysnJycrS1tU1MTIyNjU1MTHr27Dlx4kRLS0tFhwkAAAASMTAwUHQIAABtmBIlhB8/fvzuu+8CAgIarens7Lxz586hQ4fKISoAAAAAAABFUZaEMD8/f/jw4ampqYSQDh062Nvbd+nShcvlamtrc7lchmGKioqKi4vz8/MfP358+/btu3fv/vbbby0yyigAAAAAAEDrpCwJ4Z49e1JTU93c3FauXGlvb9+hQ4f6ajIMk5yc7O3tvWrVKjs7O9wnBAAAaLUYhsnOzuZyuerq6oqOBQCgTVKWhPDKlSvr168/ePBgozVZLJa1tfXevXuNjIx++eUXPz8/OYQHAAAAzZCfnx8fH6+vr9+/f39FxwIA0CYpS0KYkZGxadOmJq3i7u4uSQIpO/7+/mZmZgoMoKmCgoI4HI6GhoaiA1EwgUCQkZFhZmamoqIs36/6VFVVZWdnW1hYsFgsRceiYKWlpRwOZ+LEiYoORFofPnxQdAigRCTpB7W0tMzMzOLi4g4dOiSfqJotPz+fEKKvr6/oQBpRVlZWWFhobm6u6EAaUVNTk5GRYW5u3vp726ysLE1NzdY/Fm5RUVFVVZWRkZGiA2lEZWVlSUnJF198wWYrYP68qqoq+e9U1lr7V6ilcLlcXV3dJq3C4XDy8vJkFE/D6N/3jh07FLJ3AJCRS5cuKTqEloE530DWJO8HR44cuWvXruzs7L///lvmYQFAq3Hr1i0F7r31X4ZoknZ1MA2wtbWNjIwcNWqU5Kso8Abdli1bQkNDFbLrZktPT4+KilJTUzM2NlZ0LApWUlJSVFSkqampp6en6FgULD8/v6ysTFdXt/VfFpW1rKys6urqUaNGmZqaKjoWaWlqajo5OSk6CmjnJO8Hs7Kybt269eTJk1Y+ZRTDMBkZGYSQ1v/QRHZ2dlVVlaGhYceOHRUdS0OKi4uLi4u1tLSaesVfzujDMioqKq3//J+RkcEwjJmZWSu/6peXl1deXt6vX79evXrJf+8ZGRnZ2dlLly6V/65liFEOp0+ftra2fvXqlSSV+Xz+qVOnOnbsuGrVKlkH1m5cu3aNEDJ06FBFB6J4e/fuJYQsXbpU0YEo3pw5cwghx44dU3QgitenTx9CSEhIiKIDAWhvLl68SAgZNWqUogNpRHFxMf3dVVZWpuhYGjF8+HBCyJUrVxQdSCO2b99OCPHw8FB0II0ICwsjhHTv3l3RgTROU1OTEJKcnKzoQBoxY8YMQsiJEycUHUj7oSx3COfPn+/v729nZ+fg4DBu3LjBgwfr6urq6Ohoa2vz+fySkpLi4uKSkpK3b9+GhoaGhYUVFRUZGBhs3rxZ0YEDAAAAAADIirIkhGw2+/Llyxs3bvz111+joqIarW9jY3Pp0qXWf3MfAAAAAACg2RQwOI+iqKmpHT16NCEhYefOnSNGjDA3Nxd7QprL5fbs2dPNzc3X1zc+Pt7Ozk5RoQIAAAAAAMiBstwhFLK2tt62bdu2bdsIIQKBIC8vLysrS11d3czMDPMlAAAAAACAUlG6hFAUm802MjJq/dOtAAAAAAAAyIISPTIKAAAAAAAAopAQAgAAAAAAKCkkhAAAAAAAAEoKCSEAAAAAAICSQkIIAAAAAACgpJAQAgAAAAAAKCkkhAAAAAAAAEoKCSEAAAAAAICSQkIIAAAAAACgpFQUHQC0E/r6+sL/V3JoCiE9PT1CiIGBgaIDUTz8VQDISFv5cnXo0EFDQ4PD4aipqSk6lkbQxmz9p27axbT+//Rt5U+UEKKvr19VVcXlchUdSCPw66LFsRiGUXQM0E5ERUVZW1sbGRkpOhAF4/P5YWFhDg4OGhoaio5FwUpLS2NiYkaNGsVmK/vDCB8+fODxePb29ooOBKAdioyM7N69u6GhoaIDacSbN29YLFaPHj0UHUgjcnJyEhMThw8fruhAGlFdXR0eHj5s2LCOHTsqOpZGxMTEmJmZmZubKzqQRqSkpHz69Klv376KDqQRxcXFsbGxjo6O+HXRUpAQAgAAAAAAKCkk1gAAAAAAAEoKCSEAAAAAAICSQkIIAAAAAACgpJAQAgAAAAAAKCkkhAAAAAAAAEoKCSEAAAAAAICSQkIIAAAAAACgpJAQAgAAAAAAKCkkhAAAAAAAAEoKCSEAAAAAAICSQkIIAAAAAACgpJAQAgAAAAAAKCkkhAAAAAAAAEoKCSEAAAAAAICSQkIIAAAAAACgpJAQAgAAAAAAKCkkhAAAAAAAAEoKCSEAAAAAAICSQkIIAAAAAACgpJAQAgAAAAAAKCkVRQcAbU9mZiaXy9XS0lJ0IHJVWFgoEAhU/4vFYlWLMDIyYrFYio5RTtAUQrJoCuX8fgFAq1VQUKCqqoqTEkA7hjuE0ARJSUnOzs6dOnWKjo6WcJXq6urjx49PmDChS5cu2traAwYM2LBhQ3Z2tkzjlIUxY8YYGBhwuVx1dXUVFRUOh9OxY0dtbW19fX0TE5PCwsJGt8AwjI+Pz9ixY01MTDp06NC9e/cNGzZIsmJrI2VTVFRUHD58eOjQobq6upqamgMGDFiwYEF8fLx8gm9Z0v9ViGrG9wugfZDy9Cj56u3mPNyoFjlSHo/n6enZuXPnW7duyXRHrZ80h9mkXk9J2pNId6QCgcDf33/GjBm9evVSV1e3traeNm3arVu3GIZp2R0pEQZAMgKBwNnZmf7ZhIWFSbIKj8fr1avXiBEjIiMjKysr8/LyvL299fX19fX1k5KSZB1wyxo8eHAD36OioqKGV6+qqnJxcbGysvr333+rqqqysrLWrVtHCLGysvr48aN8DqGlSNMUKSkpffr0qb0Wh8P55Zdf5HYILUXKvwpRzfh+AbQPUp4eJV+9PZ2HGyblkVZXVwcGBrq6uqqo/O9zZP7+/rLYUVshzWE2qddTkvZkpDtSPp8/Y8YM2oy6urra2trCVvXw8BAIBC21I6WChBAk5e/vb2pqSr9yjx8/brR+VVXViBEjzM3NCwsLRcuvXbtGCJkwYYLMIpUJBweH2bNn+9ejoqKi4dXXrFnDZrNfvXolWvjll18SQmbOnCnLwFueNE3xww8/EEJmz559586dFy9eXL169euvvxb2jpGRkXI7ihYh5V+FqKZ+vwDaDSlPj5Kv3p7Oww2T5khjYmJMTU2NjIx++OGHly9fNpwQKkmTSnOYTer1lKQ9GemO9MmTJ4QQd3f3169fMwwjEAjCwsKEWff9+/dbakdKBQkhSKS4uNjGxubPP/+k37fnz583ukpoaCghZMGCBWLlAoFAR0dHXV29urpaNsHKxPDhw//zn/80b92kpCQVFZWhQ4eKldMmIoQkJiZKHaD8SNMUc+bMmTVrltgFPC8vL9oOCxcubIH45EiaphDVjO8XQPsg5elR8tXb2Xm4AVIe6YcPH86fPy+8ntVAQqgkTSrlYUre6ylJezJSH+mBAweWLl0qVpiSktKhQwdCyI4dO1pqR0oF7xCCRHbu3LlgwQJra2v6TzU1tUZXiYqKIoRUVlaKlbNYLAMDAxaLxWa3pT+/6urqZr9S//fff/P5/PHjx4uVDxkyhLbkjRs3pI1PjqRpitTU1HXr1okNteLh4dGjRw9CyPPnz1sgPjmSpilENeP7BdA+SHl6lHz1dnYeboCUR2pqajpnzhz621qmO2orpDxMyXs9JWlPIvWRJiQkrFy5Uqywa9eugwYNIoTo6em11I6USlv6RQ6K8vLly5s3b27cuFFYoqqq2uhaDMMQQq5evZqYmChazuPx0tLS5s6d27YSwsrKStHn1Jvk9u3bhJDa75t17NjRwcGBEJKQkCBlePIkTVMMHjx46NChYoVsNnvIkCGEkKKiImmDky9pmkKoed8vgPZBytOj5Ku3s/NwA+R2pErSpFIepuS9npK0J5H6SL29vfv371+7nMfj6erqzps3r6V2pFTa0i9yUAiGYb777rujR4+KXi+U5A7GhAkTCCEVFRWjR48OCQmhhTU1NR4eHgMHDjx06JCMApaRqqoqLS2t169ff/vtt0OHDu3WrdvUqVMPHjxY+xZobWlpaYQQXV3d2ou6dOlCCMnKymrxgGVHmqb4n//5Hw6HU7ucXj6gV0zbEGmagmr29wugfZDy9Cj56u3sPNwAuR2pkjSplIcpea+nJO1JZHOkZ8+ezcvLu3r1qoGBgUx31F5hHkJoxNmzZy0tLWl2JyTJD9YBAwb89NNPe/fuzcjIGDt27OTJkz08PI4ePWpgYHD37l0dHR2ZhSwTlZWVe/bsefr0KfPfdypSU1MDAwP/+uuvK1euNJDJCAQCesap85C5XC5pa6ekZjdFfRiGiY2NJYTMnz+/hWOVMembotnfL4B2QMrTo+Srt7/zcH3kdqRK0qQyOszavZ6StCdp0SOtrq5WUVFJT08/c+aMj4/Po0eP+vbtK4sdKQPcIYSGFBQU7N69+5dffhErr/NyV227d+/28vLq2LEjISQoKGjKlCnR0dHz5s2j38O2pbKyMjMz8/z58+np6R8+fLhx48aAAQMIIa9fv16wYEFNTU19K+bl5fH5fEJInc8W0sKcnByZBd7ymt0U9QkPD4+Pj7e3t58zZ44M4pUhKZtCyu8XQFsn5elR8tXb33m4PnI7UiVpUhkdZu1eT0nak7TokU6dOpXD4XTp0mXbtm3v3r1zcXHZsmVLcXFxi+9IGSAhhIZs3rx59erV5ubmYuVir0fXh8ViOTk5DRgwwNHRkd6yLygomDZtmpOTE4/Ha/lwZWn+/PkxMTFubm6WlpampqZTpkyJiooaN24cIeTRo0cBAQH1rSi8/kRPTGJobiz9e2jy1OymqJNAINiyZQuXy/Xx8RHOedVWSNkUUn6/ANo6KU+Pkq/e/s7D9ZHbkSpJk8riMOvs9ZSkPUmLHqmLi0tCQkJ1dfW7d+82bdqUmpq6d+9eJyensrKylt2RMkBCCPV6/Pjx48ePv/vuu2Zv4eTJk/b29vPmzQsNDeXxeMePH7ewsCCEhIWFDRkypG3dqT9w4ICZmZloSYcOHY4cOUJ/u8fExNS3orq6Ov1QUlJSeyl91NDExKQlY5WxZjdFnQ4fPhwREREQENCzZ8+WjFIupGkK6b9fAG2dlKdHyVdvf+fh+sjtSJWkSWVxmHX2ekrSnqRFj5QO1qqiomJjY7N///4tW7YQQmJjY729vVt2R8oACSHUjY7+cvz48WbftImMjPTw8Ni0adPKlStZLJampuaKFSvevn1LH5DIysrat29fi4asAP369evatSshRGwkVVHChEH4GIMoWmhsbCyT+ORIkqaoLSQkZOvWrT4+PmPHjpVVZHInSVNI//0CaAekPD1KvrqSnIeJHI9USZq0xQ+zvl5PSdqTyPJI169fT6/GRkREyHRH7RJ+i0DdTpw4ERsb6+7uLlr46dMn+mHkyJEMw1RWVsbGxtY3PMzq1as5HI6np6dooYaGho+PT1xc3MuXLx8/fiyj4OWpR48eKSkpRkZG9VXQ0NDgcrnFxcV1XqOiQ063j2tUjTaFmJcvX86cOfP48eNubm4yDUz+Gm0K6b9fAO2AlKdHyVdXnvOw3I5USZq0ZQ+zgV5PSdqTyPJIuVxup06d3r9/X1hYKNMdtUtICKFup06dqq6ujouLq3Ppmzdv6Afh4IpiPn369OzZMysrq9qj/aqoqCxcuHD9+vUCgaAFA1YU+qi6k5NTA3XMzMyKi4vfvXtXe1FBQQEhpC1C2gXXAAAYcElEQVQ+LVmbJE0hlJqaOnny5D179ixevFjGcSlAo00h5fcLoN2Q8vQo+epKch4mcjxSJWnSljrMRns9JWlPIt2R8vl8Pp9PRyusjQ7JJpylUHmaVHp4ZBTqRkfSFyOcTvDDhw+fPn3Kz8+vb7zQwsLCmpqa+mZjo4/JDRw4UEbBt6zLly+/evWqzkUMw7x+/drExGTatGkNbIGOPBkaGlp79UePHhFCJk6c2ELBypb0TUF9+PBh/Pjxq1ev9vDwaOkY5UTKppDy+wXQbkh5epR89XZzHm6U3I5USZq0RQ5Tkl5PSdqTSHekx44dO3nyZJ2LKioqUlNT2Wz23Llzpd+R0qn9owSgPsIfrDk5OWKLKisr4+Li+Hw+/adAIKA34vPy8mpvZ/bs2SwWKzo6WuYRtwQ/P79JkybVuejixYuEkAsXLogWijUFwzC+vr6EEF1dXdFChmHoO2YTJ06URdiyIH1TMAyTm5tra2u7Y8cOGQYqey3SFGIa+H4BtFdNOj1Kc3ZtN+fhRknZpGLoScnf31/KHbVd0renhL2ekrQnI12TxsbGdu/evaKiovZmz549SwhZtWpV83ak5JAQQhPcvHmT9g08Hk9sEZ1Z+4svvhCW7Ny5kxCycuVKsZr//vsvIWTjxo0yD7eFlJeX6+rqXrlyRaz8xYsXFhYW+/btEyuv3RRVVVXW1taEEG9vb9GaP/30E4fDiYyMlFHkLU76pigqKhoyZMjgwYP9/Pz86xIQECDzw2gJ0jdFbQ18vwDaqyadHqU5u7ab83CjpGxSsU3Rk9L58+el3FHbJWV7St7rKUl7MtI1qUAgMDQ0XLRoUWVlpWi1tLQ0CwuLL774QrRceZpUekgIQVICgWD9+vW0b/D19RVdVFxcTJ/bZrPZVVVVtJDP58+YMYMQsmzZsjdv3vD5/IyMjMOHDxsYGPz88881NTWKOIhmWr58uaqq6qJFi44fP37r1q0///xz+fLlpqamYneBmHqagmGYZ8+e6evrq6urnz17tqysrKSk5NixYx06dDh58qR8D0Va0jTFp0+fRo0a1fAzC8bGxoo4rOaQ/q9CVAPfL4D2TcLTo/Rn13ZzHm6UlE0qJHxsYfXq1QKBoNk7auua3Z5N7fWUpD0Z6f5Ex4wZQwjp3bv3H3/88fjx47CwsIMHD5qYmGzfvl0sS5R8R4CEEBq3du1aCwsLsdEODQ0NLSwsCgsLaZ3vv/9eS0tL7IkIgUBw5cqVSZMmde7cWUtLq2vXru7u7klJSYo4CKkkJiYuXLiwS5cuampqenp6I0eOPHToUFFRUZ2V62wKhmEyMzNXrlxJN2Jqajpr1qy2eHVKmqbYvHlzw/0iIURfX1+ORyOVFvmrYCT7fgG0bxKeHqU/u7aP87AkpGnSK1euWFhYiI2TzOVyzc3Nt23b1rwdtXXNa89m9HpK0p6MFH+iERERHh4etra2XC5XS0urf//+P/30U3JyspQ7UnIsBqPYAQAAAAAAKCWMMgoAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACAAAAAAAoKSSEAAAAAAAASgoJIQAAAAAAgJJCQggAAAAAAKCkkBACtLyysrI3b94oOoomaCUBJyQklJeXKzoKAAAAACWiougAANqP69evR0VFPXv27MGDB6NGjbp165aiI2pEawg4PT398uXLL168CA8Pf/PmzZMnT4YMGSL/MAAAAACUE+4QQpt05coVa2trLpfL+r9MTEzU1dXV1NRsbGwmTpzo6+tbXV0tt6jS0tIYhnn06FFZWZncdiqN1hBwQUFBQUHBx48fW8MtSgAAaCo/Pz9ra2t9fX1hX6yurm5lZbV48WJFhwYAEmExDKPoGACaqaysrE+fPmlpaSwWKzQ01NbWVldXl2GY9+/fHzly5Ndff+Xz+YMHD/7333+1tLTkFtX8+fP//vtvZ2dnsRtu1dXVGzdurKioOHjwYPPiSUlJ0dHR0dfXb6FI/1d9ActTfHy8ra0tIQR3CAEA2qLq6mobG5v3798TQqKiooYOHaroiABAUrhDCG2YhoaGnZ0dIYTNZjs6Ourq6hJCWCxWly5djh49unfvXkJITEzM999/L8+oNDU16yyPiIg4evToiRMnbt++3dRtpqSkuLq62tjYhIeHSx2guPoClicNDQ1FhwAAAM2nqqpqZWVFP/fo0UOxwQBAkyAhhLZNXV29vkWenp401bl582ZruBM+cODAIUOG2NraDh8+vKnrvnjx4tKlSwKBwMjISBaxAQAASMnY2JgQwmaz6fVZAGgrMKgMtG0sFqu+RRwOx9bW9vHjx5mZmTU1NSoqCv5r53K5T548ad662tra9AMSQgAAaJ1oj0xfI1R0LADQBLhDCO1ZcXExIaR79+4KzwalpKamRj8YGhoqNhL5q6iouH79elVVVe1FxcXF169fl39IAAAAAO0GEkJot3Jzc9+9e0cIWbRoES0pLy9//Pjxjh07evXq9ezZM4Zhjh49amNjY2lpGRYWJlyRYZjg4OCZM2d2795dR0fH3t5+w4YNhYWFde4lPDzc1dXVwMCAy+UOGzbs8OHDubm5tatVVlY+ffp0z549ffv2ff78ee0KfD7/woULLi4u3bp109LSGjRo0OHDh0tKSoSR0w88Hi8xMTExMZG+uC+7gGubP3++iYkJvfTbsWPH4cOH79+/ny6KiooaMWKEpqYmHVxuypQpwrUyMzO3bt1qZ2enpaVlbm4+evRof39/SXYXHx+/f//+2bNnGxsbu7i4iI6DGhUVtXPnzqlTpxobG9c5ip0kDVJYWLhv3z4HBwcrKyt1dfVu3bq5ubldunRJktgAAKBFNHy6bl6/02gXIOGPgSb1X0+fPnV3d7ezs1NXVzc3Nx8/fry/v396ejqPx+PxeBkZGRLGBqAYDEBb5ubmRgjhcDhi5QKBYOHChYSQQYMGlZeXMwxz48YNIyMj4XMsT548ER1s5v79+3RFHo83YcKEwYMHh4eH19TUlJSUHDhwgMViGRkZJSQkiO7i2bNnkyZNGjZs2N69e318fLZv307HyaScnZ2FNQMDA2mXJty1WLQXL160trYeOXLkunXrPD09x4wZQ2uePXv2/fv3y5Yt69Chg9g3V7h9WQRcn8TERDabTQiZPXt27aXr1q1TUVGJj48XluzatcvU1NTd3X3Lli0LFy4UvlUSGBgotm5KSopY44SEhGzZsmXAgAG0vKCgQFj50qVLmzdv7tKlCyHEwMBAbFOSNEhmZqalpaWrqyuPx2MYprS01NfX18DAYNSoUY02AgAA1Km+Hrk+kpyum9rvNLpNCX8MSN5/lZaWzps3z8rKKjQ0tKqqKiEhQTQ7pWxtbWtqaiTvrwHkDAkhtG2i3U92dnZJSUllZeWzZ8+++OILQsjXX3+dm5srWt/Pz4+enZcuXWpvb3/kyJH58+cTQmJjYxmGyc3N7dq1a6dOnQoLC0XXonUcHBxqampoyenTp1VVVdesWcPn84XVampqzp07R0eyqZ1fCXctlhBu3bqVEHLmzBmBQCAsDAkJUVdX//fff5OTk/39/Tdv3kzX9fX19ff39/f3j46OlnXAdaIN26lTJ+GWhUaNGuXh4SFaQgjx8fER/jM/P5+OCjtmzBixdWsnhNSff/5ZOyGkfvjhh9oJoYQNMmfOnNrbDAgI+PzzzxttAQAAqFOTEkLJ+y/J+x3Jt9nwjwGmKf3X7NmzCSEhISHCEj6f37t3b0KIoaHh9evXr1+/npiYKHlsAPKHhBDaNtHu5+bNmz169OjcufNnn3323XffRUVF1a4fGxtL+4BBgwZVVFTQwv3799O8kd5U3L59u9haISEhdK23b98yDPPq1Ss1NbXOnTvTe49ilixZUmd+Jdy1aM5z+fJlQoirq2vt7fTr1y85OZl+vnnzJl1XbI8yDbhOd+7coVumY7cKFRYWqqurp6SkiBYuX75cNMtlGObatWv0v5dYz1dfQhgUFFRfQujl5VU7IZSwQSwsLAghYhcLPn78uH///kaOHwAA6tGkhFDC0zXTlH5H8m02/GOAkbj/evr0KSFEQ0NDrDLtoQghRUVFTY0NQP7wDiG0H5MmTXrz5k1aWtq///7766+/1jkrLpfLpR/WrFkjfA5z06ZNBgYGnz59oq8H6Ovrl5SU8Pl84Vpdu3alH+jrf15eXlVVVS4uLh07dqy9C1VV1TrDE+5aiGGYXbt2EUJcXV1r1/f19e3UqVMDxyvrgOs0btw4OsHUiRMnRMsvXLgwdepU4X6pEydOiI0117dvX0JITU1Nfn6+JLtrILbaiyRvEPoA0vTp0yMiImpqaugiExOTTZs2SRIVAABIQ/LTNZG432nSNhv4MUA/S9h/RUREEEIMDAzEKtM7hIQQhmGaGhuA/LXtoRcBmq32tLnJycl05BJPT8+NGzcSQlRVVTkcDofDUVFR6dq1q5mZGe0qbt26RQixtraWMob379/TDkA4ma+ofv36Nby6/AMmhLDZbA8PjzVr1ly/fp3H41laWtLyU6dOHTt2rHZ9hmHevHlz7969hw8fxsXFVVdX0/KcnJwWHzFV8gZZu3atp6dnWFiYo6Ojjo6Oo6Ojo6Pj6NGjhw8fjtHSAQBkTfLTNZG432nSNoVq/xgQkrz/ysjIqKysFH3bnw4F169fPx0dnWbHBiA3SAhBSdWeiCInJ4d+OHPmzFdffVXfijU1NXS4MNErfKLo5UBJCEcKFY4m2iTyD5hauHDh5s2bP3369Oeff+7YsYMQ8uLFCw6HM3z4cLGawcHBmzZt4vF4CxYsWLVqVf/+/VVVVdXV1WlUTdqpJCRsEELI999/b25u/vvvv4eFhRUVFQUFBdFnUydOnOjr66uEc3sAAMiT5KdrSpJ+p6nbpOqblUrC/svBwYEQIhAIvL29V6xYISy/evUqi8U6cOCANLEByA0eGQX4X8I533k8XgPV2Gw2h8MhhCQlJdVZQThFRKPog4uEkDdv3kgapQj5B0zp6OjQl+D/+OMPmmR6eXmtW7dOrFpAQMDEiROzsrKioqIOHTo0cuRIbW3tJu1IlCRZq4QNQghhsVhz5sy5f/9+fn7+jRs3Vq9ebWxsTAi5c+fO9u3bmx0kAABIQvLTNSVJv9PUbTZA8v7L3t6evhy4fv36P/74o6CgIDc3d9++fdeuXbtw4cLnn3/e4rEByAISQoD/RacxIIQI31+vE4vFok/837t3r857bh8+fJBwjz169KAPKArHjGkS+Qcs9N133xFCMjMzb9y4kZOTEx4ePmPGDLE6a9euJYR4eHjU+UCshITXbktLS8UWpaeni5VI2CCEkMDAQPpBS0trypQpx44dS01NpZ36ixcvmh0tAAA07Ouvv05MTJT8dC3UaL/TjG3Wp0n9l7e396lTpwYNGvTdd99ZW1tPnz69qqrq3bt3X375pSxiA5AFJITQtgkEAvLf6TSl3BSXyx07diwh5N69e1FRUQ3UpNf83r17d+7cObFFz549E44Y1igjI6Nx48YRQq5fv37//n1JVhG+w6CQgIX69evn5ORECDlx4sTvv/++bNkysaduioqK6AOxYq9nCEcNlZCenh79kJycLFqel5d3+vRpscqSN8iSJUvE/mDU1dXp+HgDBw5sUoQAACCh8vLyS5cuGRkZSX66Fmq032nGNuvU1P6LzWZbWFhUVlY+efIkPz8/LCxsx44d9NXBFo8NQFYUM7gpQAv57LPP6F9yXl6eJPVfv35N6z98+LD2UmFWZmZmFh4eLrbit99+SyfxS0tLo8N1amhoXLlyRVgnMjKyb9++NMdzcnKqb9ehoaHCwqdPn9JN6evrBwQEiNavqKgoLS2ln/9fe/cSElXbwAF8gtdsUhkTMpQWaUQ3zYIiirQgaZESEdEmKqEMui2yJLpsuiAtuuDSRQRdaFVYoYtoIURR0aJAym5kFCmFYSFkGZ1vcfgG0bKZXup9X87vt5I5zznnmUeY5/xnnsuNGzfCc69fvx4EQW9v7/v37393hUeW3MSpsLBweON//fo1vGNVVdXAwED4yrFjx8rLy8Oz7t+/P7j8w4cPhzdOEARv374NB9ZWVlYmF+/u6OhYtGhRdXV1LBaLx+ODF/tOpUE+f/4ci8WGHA2CYNeuXZmZmXfu3EmrHQAIhR/LI2w7cfHixUQiEf6dYv812Mj9TlrXHOFhIN3+6/Tp07FYbNmyZV1dXUM2n/i1usGfJxDyH9bf359cbWz48/13JUdrnDt37rsFmpqaRo8eHZapqKjYvXv3nj17qqqqxo0bd+rUqWSx5ubmZLGZM2euX7++oqJi2rRpT548CWc1FBcXD+kYkre+cOHC4NdbWlqS61/Pnz9/69atR44c2bhxY35+/t27d8MyPT09Y8eODfPPvHnz4vH4tWvXfneFR/bly5eCgoLYDzZRDIJg06ZN4e1KS0vXrVs3Y8aMxsbGcHmb2LDtpH7UOEEQJEfd5ObmLl68uLS0NC8vr62tLTlZf8h2gj9tkLAO48ePb2pq6uzs/PjxY3t7e11dXXZ29qVLl1JvAQCSurq6whW5Ro0a1dzcfPv27Y6OjgcPHty5c6etre3KlSsNDQ0lJSWlpaXJU1Lsv5J+2u+kfs2RHwbS6r/Wrl0b+78xY8YkBpkyZcrOnTuT3+2m+37hjxEI+U86f/58YWFhdnZ28lM4IyOjoKBg7dq1PzrlzJkzxcXFWVlZYfnMzMyioqLZs2cPL/n06dMdO3ZMnTo1Ho8nEom5c+c2NDR0d3cPKfby5cstW7bMmjUrNzc3kUisXr063Dy9trY2+S3g5MmTBwYGhtw6Ho8XFxc3NjYmL/XmzZv9+/dXVlZOmDAhJyenrKxsw4YNt27dGny7K1eulJSUxOPx6dOnnz179rdWOKX/QRAcPHgwFotdvXr1u0f7+vrq6+snTZqUlZW1dOnSR48eBUGQXD4nKyurrKysv7//p43T399fX18fvvfi4uKamppXr14FQZBc/SUnJ2f69OmDd64fuUF6e3v37du3YMGC/Pz8jIyMiRMnlpeXHzx4cEiwBCBFz549y8vLi6Wgurp68Ikp9l9JI/c7qVwzlYeBFPuvsPDr16/D+Y0/snLlyl9+v/BnjAr+9swrAACImiAILl++vHv37jVr1tTU1BQWFo4ZM+bz5889PT03b948fPhwODb1+fPnf2d9NfjdBEIAAEjb3r17jx49WldXd/z48eFHOzs7i4qKYrFYS0vL8uXL/3jtIFUCIQAApOfbt2+JRKKvr+/Fixfh9k7D5efnh5tkLFy48M/WDtIgEAIAQHp6e3vDvZE+ffoULkw6xIcPH8aNG5eTk9Pd3R2Px/94BSFV9iEEAID05ObmhjMD29vbv1ugtbU1CILt27dLg/zLCYQAAJC2cJnuQ4cODR9w19nZuW3btvLy8gMHDvwTVYM0CIQAAJC2PXv2bN68+erVq6tWrXr8+HG4gn9XV9eJEyfKyspWrFjR2trq50H+/cwhBACAX3Tv3r2TJ0+2t7e/e/fur7/+ys7OXrJkSW1t7Zw5c/7pqkFKBEIAAICIMmQUAAAgogRCAACAiBIIAQAAIkogBAAAiCiBEAAAIKIEQgAAgIgSCAEAACJKIAQAAIgogRAAACCiBEIAAICIEggBAAAiSiAEAACIKIEQAAAgogRCAACAiBIIAQAAIkogBAAAiCiBEAAAIKIEQgAAgIgSCAEAACJKIAQAAIgogRAAACCiBEIAAICIEggBAAAiSiAEAACIKIEQAAAgogRCAACAiBIIAQAAIkogBAAAiCiBEAAAIKIEQgAAgIgSCAEAACJKIAQAAIgogRAAACCiBEIAAICI+h/0bM9O8Uz7wQAAAABJRU5ErkJggg==" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "Chisq")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: ngra
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev Pr(>Chi)
+## NULL 73 761.43
+## bloc 4 28.34 69 733.09 0.01471 *
+## umid 2 185.06 67 548.03 < 2e-16 ***
+## K 4 380.32 63 167.71 < 2e-16 ***
+## umid:K 8 42.99 55 124.72 0.01606 *
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = ngra ~ bloc + umid * K, family = quasipoisson,
+## data = soja)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -2.6297 -1.0707 -0.0873 0.7428 3.2810
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 4.80196 0.06773 70.898 < 2e-16 ***
+## blocII -0.01939 0.04017 -0.483 0.631230
+## blocIII -0.03663 0.04035 -0.908 0.367964
+## blocIV -0.10559 0.04107 -2.571 0.012884 *
+## blocV -0.09313 0.04218 -2.208 0.031433 *
+## umid50 0.13245 0.08611 1.538 0.129739
+## umid62,5 0.18548 0.08506 2.180 0.033517 *
+## K30 0.29799 0.08299 3.591 0.000703 ***
+## K60 0.34434 0.08218 4.190 0.000102 ***
+## K120 0.36493 0.08183 4.459 4.1e-05 ***
+## K180 0.29542 0.08303 3.558 0.000778 ***
+## umid50:K30 0.04344 0.11318 0.384 0.702600
+## umid62,5:K30 -0.13669 0.11386 -1.201 0.235081
+## umid50:K60 0.11559 0.11136 1.038 0.303817
+## umid62,5:K60 0.09174 0.11027 0.832 0.409039
+## umid50:K120 0.11860 0.11088 1.070 0.289461
+## umid62,5:K120 0.16266 0.11145 1.460 0.150096
+## umid50:K180 0.28832 0.11085 2.601 0.011917 *
+## umid62,5:K180 0.21569 0.11021 1.957 0.055430 .
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 2.28854)
+##
+## Null deviance: 761.43 on 73 degrees of freedom
+## Residual deviance: 124.72 on 55 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 4</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = ngra, offset = 1, X = model.matrix(m0)))
+
+# Usa as estimativas do Poisson como valores iniciais.
+start <- c(alpha = 0, coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -321.6692 -321.6692</code></pre>
+<pre class="r"><code># Poisson Generalizada.
+m3 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llpgnz]: alpha+(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
+## Model 2: m2, [llpgnz]: (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 20 630.79
+## 2 19 643.34 12.544 1 0.0003975 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code># Estimaitvas dos parâmetros.
+cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "PGeneraliz" = coef(m3))</code></pre>
+<pre><code>## PoissonGLM PoissonML PGeneraliz
+## NA 0.00000000 0.001778618
+## (Intercept) 4.80195973 4.80195972 4.802081183
+## blocII -0.01939070 -0.01939070 -0.022097221
+## blocIII -0.03662632 -0.03662632 -0.037831855
+## blocIV -0.10559332 -0.10559332 -0.099023604
+## blocV -0.09313375 -0.09313375 -0.098406090
+## umid50 0.13245136 0.13245136 0.133402155
+## umid62,5 0.18548293 0.18548293 0.187347770
+## K30 0.29799144 0.29799144 0.299365942
+## K60 0.34433662 0.34433662 0.344738743
+## K120 0.36493092 0.36493092 0.366432817
+## K180 0.29542405 0.29542405 0.294825457
+## umid50:K30 0.04343930 0.04343930 0.039402786
+## umid62,5:K30 -0.13669277 -0.13669277 -0.139668174
+## umid50:K60 0.11559375 0.11559375 0.114460635
+## umid62,5:K60 0.09174072 0.09174072 0.089168997
+## umid50:K120 0.11859658 0.11859658 0.118496463
+## umid62,5:K120 0.16266223 0.16266223 0.158280560
+## umid50:K180 0.28832017 0.28832017 0.288513923
+## umid62,5:K180 0.21568848 0.21568848 0.213872602</code></pre>
+<pre class="r"><code># Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+abline(v = 0, lty = 2)</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 0.19898168 0.01047272 0.04733996</code></pre>
+<pre class="r"><code># Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))</code></pre>
+<pre><code>## [,1]
+## [1,] 25.04696</code></pre>
+<pre class="r"><code>linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))</code></pre>
+<pre><code>## Linear hypothesis test
+##
+## Hypothesis:
+## umid50:K30 = 0
+## umid62,5:K30 = 0
+## umid50:K60 = 0
+## umid62,5:K60 = 0
+## umid50:K120 = 0
+## umid62,5:K120 = 0
+## umid50:K180 = 0
+## umid62,5:K180 = 0
+##
+## Model 1: restricted model
+## Model 2: ngra ~ bloc + umid * K
+##
+## Note: Coefficient covariance matrix supplied.
+##
+## Res.Df Df Chisq Pr(>Chisq)
+## 1 63
+## 2 55 8 25.047 0.001526 **
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+X <- LSmatrix(m0, effect = c("umid", "K"))
+
+pred <- attr(X, "grid")
+pred <- transform(pred,
+ K = as.integer(K),
+ umid = factor(umid))
+pred <- list(pois = pred, quasi = pred, pgen = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+# Junta o resultado dos 3 modelos.
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+str(pred)</code></pre>
+<pre><code>## 'data.frame': 45 obs. of 6 variables:
+## $ modelo: Factor w/ 3 levels "pois","quasi",..: 1 2 3 1 2 3 1 2 3 1 ...
+## $ umid : Factor w/ 3 levels "37,5","50","62,5": 1 1 1 1 1 1 1 1 1 1 ...
+## $ K : int 0 0 0 30 30 30 60 60 60 120 ...
+## $ fit : num 116 116 116 156 156 ...
+## $ lwr : num 107 102 105 145 140 ...
+## $ upr : num 126 131 128 167 173 ...</code></pre>
+<pre class="r"><code>key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Poisson Generelizada")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.1),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="numero-de-graos-por-vagem" class="section level2">
+<h2>Número de Grãos por Vagem</h2>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Número de grãos por vagem (offset).
+
+xyplot(ngra/nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por vagem",
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ngra ~ offset(log(nvag)) + bloc + umid * K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img 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width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: ngra
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 73 34.238
+## bloc 4 2.0264 69 32.212 1.1637 0.33686
+## umid 2 1.7457 67 30.466 2.0050 0.14439
+## K 4 3.8324 63 26.634 2.2009 0.08082 .
+## umid:K 8 2.6490 55 23.984 0.7606 0.63838
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = ngra ~ offset(log(nvag)) + bloc + umid * K, family = quasipoisson,
+## data = soja)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -1.52741 -0.46025 0.06782 0.45274 1.05490
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 0.848160 0.029477 28.774 <2e-16 ***
+## blocII 0.011313 0.017535 0.645 0.5215
+## blocIII 0.036250 0.017615 2.058 0.0444 *
+## blocIV 0.019384 0.017940 1.080 0.2846
+## blocV 0.016100 0.018448 0.873 0.3866
+## umid50 -0.001908 0.037574 -0.051 0.9597
+## umid62,5 -0.031173 0.037124 -0.840 0.4047
+## K30 0.022867 0.036200 0.632 0.5302
+## K60 0.034499 0.035862 0.962 0.3403
+## K120 0.035322 0.035703 0.989 0.3268
+## K180 0.040586 0.036221 1.121 0.2674
+## umid50:K30 -0.018692 0.049385 -0.378 0.7065
+## umid62,5:K30 -0.028459 0.049680 -0.573 0.5691
+## umid50:K60 -0.048182 0.048583 -0.992 0.3257
+## umid62,5:K60 -0.014035 0.048103 -0.292 0.7716
+## umid50:K120 -0.030438 0.048367 -0.629 0.5317
+## umid62,5:K120 0.045524 0.048714 0.935 0.3541
+## umid50:K180 -0.016302 0.048354 -0.337 0.7373
+## umid62,5:K180 0.016911 0.048076 0.352 0.7264
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 0.4353299)
+##
+## Null deviance: 34.238 on 73 degrees of freedom
+## Residual deviance: 23.984 on 55 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 3</code></pre>
+<pre class="r"><code># Declara um modelo aditivo.
+m0 <- glm(ngra ~ offset(log(nvag)) + bloc + umid + K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: ngra
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 73 34.238
+## bloc 4 2.0264 69 32.212 1.2021 0.31880
+## umid 2 1.7457 67 30.466 2.0711 0.13455
+## K 4 3.8324 63 26.634 2.2734 0.07114 .
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = ngra, offset = nvag, X = model.matrix(m0)))
+
+# De acordo com a estimativa de phi da Quasi-Poisson, esse dado é
+# subdisperso. Já que na verossimilhaça (1 + alpha * y) > -1 quando
+# alpha < 0, então o menor valor possível para gamma para ter uma
+# log-verossimilhança avaliável é
+-1/max(soja$ngra)</code></pre>
+<pre><code>## [1] -0.003690037</code></pre>
+<pre class="r"><code># Mesmo com esse lower bound, o valor chute para alpha foi definido por
+# tentativa erro. O valor -0.003 dá Error e o valor -0.002 na hora de
+# perfilhar encontra um mínimo melhor. Então, por tentativa erro
+# chegou-se no -0.0026.
+start <- c(alpha = -0.0026, coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -272.6263 -272.6263</code></pre>
+<pre class="r"><code># Poisson Generalizada.
+m3 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llpgnz]: alpha+(Intercept)+blocII+blocIII+blocIV+
+## blocV+umid50+umid62,5+K30+K60+K120+K180
+## Model 2: m2, [llpgnz]: (Intercept)+blocII+blocIII+blocIV+blocV+
+## umid50+umid62,5+K30+K60+K120+K180
+## Tot Df Deviance Chisq Df Pr(>Chisq)
+## 1 12 516.81
+## 2 11 545.25 28.448 1 9.627e-08 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "PGeneraliz" = coef(m3))</code></pre>
+<pre><code>## PoissonGLM PoissonML PGeneraliz
+## NA 0.000000000 -0.002108602
+## (Intercept) 0.855552235 0.855552234 0.851442205
+## blocII 0.011126118 0.011126118 0.008402336
+## blocIII 0.036245340 0.036245340 0.035298311
+## blocIV 0.018895822 0.018895822 0.017120556
+## blocV 0.012659290 0.012659290 0.007123349
+## umid50 -0.026631767 -0.026631767 -0.026018732
+## umid62,5 -0.026250165 -0.026250165 -0.020361875
+## K30 0.007448488 0.007448488 0.008477443
+## K60 0.012551823 0.012551823 0.012559113
+## K120 0.039757260 0.039757260 0.045813881
+## K180 0.041632187 0.041632187 0.046369545</code></pre>
+<pre class="r"><code># Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 0.49953096 0.04541191 0.11695102</code></pre>
+<pre class="r"><code># Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))</code></pre>
+<pre><code>## [,1]
+## [1,] 14.26048</code></pre>
+<pre class="r"><code>linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))</code></pre>
+<pre><code>## Linear hypothesis test
+##
+## Hypothesis:
+## K30 = 0
+## K60 = 0
+## K120 = 0
+## K180 = 0
+##
+## Model 1: restricted model
+## Model 2: ngra ~ offset(log(nvag)) + bloc + umid + K
+##
+## Note: Coefficient covariance matrix supplied.
+##
+## Res.Df Df Chisq Pr(>Chisq)
+## 1 67
+## 2 63 4 14.261 0.006508 **
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+# Por causa do offset, não tem como usar a LSmatrix.
+pred <- unique(subset(soja, select = c("umid", "K")))
+
+X <- model.matrix(formula(m0)[-2],
+ data = cbind(nvag = 1, bloc = soja$bloc[1], pred))
+
+i <- grep(x = colnames(X), pattern = "^bloc")
+X[, i] <- X[, i] * 0 + 1/(length(i) + 1)
+head(X)</code></pre>
+<pre><code>## (Intercept) blocII blocIII blocIV blocV umid50 umid62,5 K30 K60
+## 1 1 0.2 0.2 0.2 0.2 0 0 0 0
+## 2 1 0.2 0.2 0.2 0.2 0 0 1 0
+## 3 1 0.2 0.2 0.2 0.2 0 0 0 1
+## 4 1 0.2 0.2 0.2 0.2 0 0 0 0
+## 5 1 0.2 0.2 0.2 0.2 0 0 0 0
+## 6 1 0.2 0.2 0.2 0.2 1 0 0 0
+## K120 K180
+## 1 0 0
+## 2 0 0
+## 3 0 0
+## 4 1 0
+## 5 0 1
+## 6 0 0</code></pre>
+<pre class="r"><code>pred <- list(pois = pred, quasi = pred, pgen = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+# Junta o resultado dos 3 modelos.
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+pred$K <- as.numeric(as.character(pred$K))
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Poisson Generelizada")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.2),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="numero-de-capulhos-produzidos-em-algodao" class="section level2">
+<h2>Número de Capulhos Produzidos em Algodão</h2>
+<p>Experimento conduzido em casa de vegetação para avaliar o efeito da desfolha, em diferentes fases de desenvolvimento do algodão, sobre a produção da cultura. As parcelas foram vasos com duas plantas que tiveram a área das folhas removidas com uma tesoura, simulando o ataque de insetos desfolhadores, nos níveis de 0, 25, 50, 75 e 100% de remoção de área foliar. Em cada fase de desenvolvimento (de 5), 5 parcelas sofreram desfolha nos níveis mencionados. O número de capulhos ao final do experimento foi contado.</p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Número de capulhos em função do nível de desfolha artificial e fase
+# fenológica do algodoeiro.
+
+data(capdesfo, package = "MRDCr")
+str(capdesfo)</code></pre>
+<pre><code>## 'data.frame': 125 obs. of 4 variables:
+## $ est : Factor w/ 5 levels "vegetativo","botão floral",..: 1 1 1 1 1 1 1 1 1 1 ...
+## $ des : num 0 0 0 0 0 0.25 0.25 0.25 0.25 0.25 ...
+## $ rept: int 1 2 3 4 5 1 2 3 4 5 ...
+## $ ncap: int 10 9 8 8 10 11 9 10 10 10 ...</code></pre>
+<pre class="r"><code>p1 <- xyplot(ncap ~ des | est, data = capdesfo,
+ col = 1, type = c("p", "smooth"), col.line = "gray50",
+ layout = c(2, 3), as.table = TRUE,
+ xlim = extendrange(c(0:1), f = 0.15),
+ xlab = "Nível de desfolhas artificial",
+ ylab = "Número de capulho produzidos",
+ spread = 0.035, panel = panel.beeswarm)
+p1</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ncap ~ est * (des + I(des^2)),
+ data = capdesfo, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>anova(m0, test = "Chisq")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: poisson, link: log
+##
+## Response: ncap
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev Pr(>Chi)
+## NULL 124 75.514
+## est 4 19.9582 120 55.556 0.000509 ***
+## des 1 15.8643 119 39.692 6.805e-05 ***
+## I(des^2) 1 1.2926 118 38.399 0.255566
+## est:des 4 6.7085 114 31.691 0.152119
+## est:I(des^2) 4 6.3592 110 25.331 0.173883
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: ncap
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 124 75.514
+## est 4 19.9582 120 55.556 21.5543 3.775e-13 ***
+## des 1 15.8643 119 39.692 68.5317 3.269e-13 ***
+## I(des^2) 1 1.2926 118 38.399 5.5839 0.01988 *
+## est:des 4 6.7085 114 31.691 7.2450 3.236e-05 ***
+## est:I(des^2) 4 6.3592 110 25.331 6.8677 5.674e-05 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = ncap ~ est * (des + I(des^2)), family = quasipoisson,
+## data = capdesfo)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -1.07706 -0.30981 -0.02283 0.27044 1.16650
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 2.21424 0.06706 33.018 < 2e-16 ***
+## estbotão floral -0.08003 0.09655 -0.829 0.40898
+## estflorecimento -0.02723 0.09626 -0.283 0.77781
+## estmaça -0.14861 0.09867 -1.506 0.13489
+## estcapulho 0.11291 0.09247 1.221 0.22465
+## des 0.34859 0.32741 1.065 0.28935
+## I(des^2) -0.73843 0.32397 -2.279 0.02458 *
+## estbotão floral:des 0.13638 0.46401 0.294 0.76937
+## estflorecimento:des -1.58189 0.49140 -3.219 0.00169 **
+## estmaça:des 0.47548 0.49046 0.969 0.33444
+## estcapulho:des -0.82100 0.45204 -1.816 0.07206 .
+## estbotão floral:I(des^2) 0.10435 0.45451 0.230 0.81884
+## estflorecimento:I(des^2) 1.40435 0.49033 2.864 0.00501 **
+## estmaça:I(des^2) -0.92938 0.49667 -1.871 0.06397 .
+## estcapulho:I(des^2) 1.07565 0.44314 2.427 0.01683 *
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 0.2314882)
+##
+## Null deviance: 75.514 on 124 degrees of freedom
+## Residual deviance: 25.331 on 110 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 4</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson Generalizada.
+
+L <- with(capdesfo,
+ list(y = ncap, offset = 1, X = model.matrix(m0)))
+
+start <- c(alpha = log(1), coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Modelo Poisson também.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -254.8414 -254.8414</code></pre>
+<pre class="r"><code># Modelo Poisson Generalizado.
+m3 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE)
+logLik(m3)</code></pre>
+<pre><code>## 'log Lik.' -210.6668 (df=16)</code></pre>
+<pre class="r"><code>anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llpgnz]: alpha+(Intercept)+estbotão floral+
+## estflorecimento+estmaça+estcapulho+des+I(des^2)+
+## estbotão floral:des+estflorecimento:des+estmaça:des+
+## estcapulho:des+estbotão floral:I(des^2)+
+## estflorecimento:I(des^2)+estmaça:I(des^2)+
+## estcapulho:I(des^2)
+## Model 2: m2, [llpgnz]: (Intercept)+estbotão floral+
+## estflorecimento+estmaça+estcapulho+des+I(des^2)+
+## estbotão floral:des+estflorecimento:des+estmaça:des+
+## estcapulho:des+estbotão floral:I(des^2)+
+## estflorecimento:I(des^2)+estmaça:I(des^2)+
+## estcapulho:I(des^2)
+## Tot Df Deviance Chisq Df Pr(>Chisq)
+## 1 16 421.33
+## 2 15 509.68 88.349 1 < 2.2e-16 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m3)</code></pre>
+<pre><code>## Maximum likelihood estimation
+##
+## Call:
+## mle2(minuslogl = llpgnz, start = start, data = L, vecpar = TRUE)
+##
+## Coefficients:
+## Estimate Std. Error z value Pr(z)
+## alpha -0.0611259 0.0031211 -19.5847 < 2.2e-16
+## (Intercept) 2.2159873 0.0603520 36.7177 < 2.2e-16
+## estbotão floral -0.0792916 0.0914575 -0.8670 0.3859545
+## estflorecimento -0.0022499 0.0894092 -0.0252 0.9799245
+## estmaça -0.1453929 0.1031466 -1.4096 0.1586649
+## estcapulho 0.1054861 0.0781060 1.3506 0.1768394
+## des 0.3533745 0.3101810 1.1393 0.2545978
+## I(des^2) -0.7506691 0.3305526 -2.2710 0.0231499
+## estbotão floral:des 0.1116847 0.4465137 0.2501 0.8024899
+## estflorecimento:des -1.7775352 0.5328740 -3.3358 0.0008507
+## estmaça:des 0.2618588 0.5439359 0.4814 0.6302217
+## estcapulho:des -0.7890219 0.4081733 -1.9331 0.0532292
+## estbotão floral:I(des^2) 0.1369131 0.4587833 0.2984 0.7653777
+## estflorecimento:I(des^2) 1.5933721 0.5624116 2.8331 0.0046098
+## estmaça:I(des^2) -0.6273100 0.5754683 -1.0901 0.2756752
+## estcapulho:I(des^2) 1.0546017 0.4257783 2.4769 0.0132536
+##
+## alpha ***
+## (Intercept) ***
+## estbotão floral
+## estflorecimento
+## estmaça
+## estcapulho
+## des
+## I(des^2) *
+## estbotão floral:des
+## estflorecimento:des ***
+## estmaça:des
+## estcapulho:des .
+## estbotão floral:I(des^2)
+## estflorecimento:I(des^2) **
+## estmaça:I(des^2)
+## estcapulho:I(des^2) *
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## -2 log L: 421.3336</code></pre>
+<pre class="r"><code>plot(profile(m3, which = "alpha"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "PGeneraliz" = coef(m3))</code></pre>
+<pre><code>## PoissonGLM PoissonML PGeneraliz
+## NA 0.00000000 -0.061125928
+## (Intercept) 2.21424242 2.21424242 2.215987267
+## estbotão floral -0.08002756 -0.08002756 -0.079291571
+## estflorecimento -0.02722855 -0.02722855 -0.002249855
+## estmaça -0.14861263 -0.14861263 -0.145392921
+## estcapulho 0.11291268 0.11291268 0.105486116
+## des 0.34858564 0.34858564 0.353374487
+## I(des^2) -0.73843427 -0.73843427 -0.750669137
+## estbotão floral:des 0.13638395 0.13638395 0.111684700
+## estflorecimento:des -1.58188650 -1.58188650 -1.777535174
+## estmaça:des 0.47548300 0.47548300 0.261858845
+## estcapulho:des -0.82100307 -0.82100307 -0.789021942
+## estbotão floral:I(des^2) 0.10435096 0.10435096 0.136913065
+## estflorecimento:I(des^2) 1.40435178 1.40435178 1.593372095
+## estmaça:I(des^2) -0.92937720 -0.92937720 -0.627310018
+## estcapulho:I(des^2) 1.07565430 1.07565430 1.054601664</code></pre>
+<pre class="r"><code>V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 0.22237413 0.01482494 0.04892709</code></pre>
+<pre class="r"><code># Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Teste de Wald explicito.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))</code></pre>
+<pre><code>## [,1]
+## [1,] 19.38121</code></pre>
+<pre class="r"><code># Teste de Wald para interação (poderia ser LRT, claro).
+# É necessário um objeto glm, mas necesse caso ele não usado para nada.
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))</code></pre>
+<pre><code>## Linear hypothesis test
+##
+## Hypothesis:
+## estbotão floral:I(des^2) = 0
+## estflorecimento:I(des^2) = 0
+## estmaça:I(des^2) = 0
+## estcapulho:I(des^2) = 0
+##
+## Model 1: restricted model
+## Model 2: ncap ~ est * (des + I(des^2))
+##
+## Note: Coefficient covariance matrix supplied.
+##
+## Res.Df Df Chisq Pr(>Chisq)
+## 1 114
+## 2 110 4 19.381 0.0006613 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+pred <- with(capdesfo, expand.grid(est = levels(est),
+ des = seq(0, 1, by = 0.025)))
+X <- model.matrix(formula(m0)[-2], data = pred)
+pred <- list(pois = pred, quasi = pred, pgen = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, est, des, modelo)
+
+key <- list(lines = list(lty = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Poisson Generelizada")))
+key$lines$col <-
+ trellis.par.get("superpose.line")$col[1:nlevels(pred$modelo)]
+
+p2 <- xyplot(fit ~ des | est, data = pred, groups = modelo,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$des), f = 0.1),
+ type = "l", key = key,
+ ly = pred$lwr, uy = pred$upr,
+ cty = "bands", alpha = 0.35,
+ prepanel = prepanel.cbH,
+ panel.groups = panel.cbH,
+ panel = panel.superpose)
+# p2</code></pre>
+<pre class="r"><code>update(p1, type = "p", layout = c(NA, 1),
+ key = key, spread = 0.07) +
+ as.layer(p2, under = TRUE)</code></pre>
+<p><img 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width="700" style="display: block; margin: auto;" /></p>
+</div>
+<div id="numero-de-nematoides-em-linhagens-de-feijao" class="section level2">
+<h2>Número de Nematóides em Linhagens de Feijão</h2>
+<pre class="r"><code>#-----------------------------------------------------------------------
+
+data(nematoide, package = "MRDCr")
+str(nematoide)</code></pre>
+<pre><code>## 'data.frame': 94 obs. of 5 variables:
+## $ cult: Factor w/ 19 levels "A","B","C","D",..: 1 1 1 1 1 2 2 2 2 2 ...
+## $ mfr : num 10.52 11.03 6.42 8.16 4.48 ...
+## $ vol : int 40 40 40 40 40 40 40 40 40 40 ...
+## $ nema: int 4 5 3 4 3 2 2 2 2 2 ...
+## $ off : num 0.263 0.276 0.161 0.204 0.112 ...</code></pre>
+<pre class="r"><code># Número de nematóides por grama de raíz.
+plot(nema ~ off, data = nematoide)</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Média do número de nematóides por grama de raíz.
+mv <- aggregate(cbind(y = nema/off) ~ cult, data = nematoide,
+ FUN = function(x) c(m = mean(x), v = var(x)))
+
+xyplot(y[, "v"] ~ y[, "m"], data = mv,
+ xlab = "Média amostral",
+ ylab = "Variância amostral") +
+ layer(panel.abline(a = 0, b = 1, lty = 2))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Ajuste do Poisson.
+
+m0 <- glm(nema ~ offset(log(off)) + cult,
+ data = nematoide,
+ family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Estimativas dos parâmetros.
+summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = nema ~ offset(log(off)) + cult, family = quasipoisson,
+## data = nematoide)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -3.9455 -0.6693 0.1100 1.1519 4.7603
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 2.9293 0.4496 6.515 7.42e-09 ***
+## cultB 0.1662 0.7657 0.217 0.828703
+## cultC 0.3417 0.6769 0.505 0.615154
+## cultD 0.9128 0.6359 1.436 0.155278
+## cultE 0.9692 0.6076 1.595 0.114879
+## cultF 0.3973 0.6903 0.576 0.566621
+## cultG -0.4507 0.7931 -0.568 0.571522
+## cultH 0.3218 0.8665 0.371 0.711433
+## cultI 0.8808 0.6018 1.464 0.147507
+## cultJ 1.1982 0.6359 1.884 0.063390 .
+## cultK 1.4511 0.5965 2.433 0.017369 *
+## cultL 1.4299 0.5362 2.667 0.009381 **
+## cultM 1.6138 0.5507 2.931 0.004482 **
+## cultN 1.7743 0.4958 3.579 0.000610 ***
+## cultO 1.5776 0.5268 2.995 0.003718 **
+## cultP 1.6719 0.5103 3.277 0.001593 **
+## cultQ 2.2105 0.4913 4.499 2.45e-05 ***
+## cultR 2.2080 0.5103 4.327 4.60e-05 ***
+## cultS 1.9155 0.4958 3.863 0.000236 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 3.841169)
+##
+## Null deviance: 556.73 on 93 degrees of freedom
+## Residual deviance: 212.54 on 75 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 6</code></pre>
+<pre class="r"><code># Quadro de deviance.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: nema
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 93 556.73
+## cult 18 344.19 75 212.54 4.978 3.475e-07 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Ajuste da Poisson Generalizada.
+
+L <- with(nematoide,
+ list(y = nema, offset = off, X = model.matrix(m0)))
+
+start <- c(alpha = log(1), coef(m0))
+parnames(llpgnz) <- names(start)
+
+# Modelo Poisson também.
+m2 <- mle2(llpgnz, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -274.5007 -274.5007</code></pre>
+<pre class="r"><code># Poisson Generalizada.
+m3 <- pgnz(formula(m0), data = nematoide)
+
+# Diferença de deviance.
+# 2 * diff(c(logLik(m0), logLik(m3)))
+anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llpgnz]: alpha+(Intercept)+cultB+cultC+cultD+
+## cultE+cultF+cultG+cultH+cultI+cultJ+cultK+cultL+
+## cultM+cultN+cultO+cultP+cultQ+cultR+cultS
+## Model 2: m2, [llpgnz]: (Intercept)+cultB+cultC+cultD+cultE+
+## cultF+cultG+cultH+cultI+cultJ+cultK+cultL+cultM+
+## cultN+cultO+cultP+cultQ+cultR+cultS
+## Tot Df Deviance Chisq Df Pr(>Chisq)
+## 1 20 497.89
+## 2 19 549.00 51.112 1 8.725e-13 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code># Perfil de log-verossimilhança para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Covariância.
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 1.06647709 0.05613037 0.16898969</code></pre>
+<pre class="r"><code># Gráfico das estimativas.
+pars <- data.frame(Pois = c(0, coef(m0)), PGen = coef(m3))
+xyplot(PGen ~ Pois, data = pars, aspect = "iso", grid = TRUE) +
+ layer(panel.abline(a = 0, b = 1, lty = 2))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+
+X <- model.matrix(m0)
+
+# # Predito do número de nematóides observado (considera o offset).
+# with(nematoide, {
+# cbind(y = nema,
+# Pois = nematoide$off * exp(X %*% coef(m0)),
+# PGen = nematoide$off * exp(X %*% coef(m1)[-1]))
+# })
+
+# Predito do número de nematóides por grama de raíz.
+pred <- with(nematoide, {
+ data.frame(y = nema/off,
+ Pois = c(exp(X %*% coef(m0))),
+ PGen = c(exp(X %*% coef(m3)[-1])))
+})
+str(pred)</code></pre>
+<pre><code>## 'data.frame': 94 obs. of 3 variables:
+## $ y : num 15.2 18.1 18.7 19.6 26.8 ...
+## $ Pois: num 18.7 18.7 18.7 18.7 18.7 ...
+## $ PGen: num 19 19 19 19 19 ...</code></pre>
+<pre class="r"><code>splom(pred) + layer(panel.abline(a = 0, b = 1))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Correlação predito x observado.
+cor(pred)</code></pre>
+<pre><code>## y Pois PGen
+## y 1.0000000 0.6157455 0.6455661
+## Pois 0.6157455 1.0000000 0.9497288
+## PGen 0.6455661 0.9497288 1.0000000</code></pre>
+<pre class="r"><code># Média das observações de das estimativas por cultivar.
+predm <- aggregate(as.matrix(pred) ~ cult, data = nematoide, FUN = mean)
+cor(predm[, -1])</code></pre>
+<pre><code>## y Pois PGen
+## y 1.0000000 0.9374510 0.9824583
+## Pois 0.9374510 1.0000000 0.9500745
+## PGen 0.9824583 0.9500745 1.0000000</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com intervalos de confiança.
+
+pred <- unique(subset(nematoide, select = cult))
+X <- model.matrix(~cult, data = pred)
+
+pred <- list(pois = pred, quasi = pred, pgen = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Poisson Generalizada.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$pgen <- cbind(pred$pgen, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, cult, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Poisson Generelizada")))
+
+xyplot(nema/off ~ cult, data = nematoide,
+ key = key,
+ xlab = "Cultivar de feijão",
+ ylab = "Número de nematóides por grama de raíz") +
+ as.layer(
+ xyplot(fit ~ cult, data = pred,
+ pch = pred$modelo,
+ ly = pred$lwr, uy = pred$upr,
+ cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 0.25 * scale(as.integer(pred$modelo),
+ scale = FALSE),
+ panel = panel.cbH))</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Resíduos de Pearson.
+
+X <- model.matrix(m0)
+
+# # Resíduos de Pearson no Poisson.
+# with(nematoide, {
+# y <- nema
+# # haty <- fitted(m0)
+# haty <- nematoide$off * exp(X %*% coef(m0))
+# sdy <- sqrt(haty)
+# cbind((y - haty)/sdy,
+# residuals(m0, type = "pearson"))
+# })
+
+# Resíduos de Pearson do Poisson Generalizado.
+rp <- with(nematoide, {
+ y <- nema
+ alph <- coef(m3)["alpha"]
+ haty <- c(nematoide$off * exp(X %*% coef(m3)[-1]))
+ sdy <- sqrt(haty) * (1 + alph * haty)
+ (y - haty)/sdy
+})
+
+rp <- stack(data.frame(Pois = residuals(m0, type = "pearson"),
+ PGen = rp))
+
+qqmath(~values | ind, data = rp,
+ xlab = "Quantis teóricos",
+ ylab = "Resíduos de Pearson",
+ panel = function(...) {
+ panel.qqmathline(...)
+ panel.qqmath(...)
+ })</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="informacoes-da-sessao" class="section level2">
+<h2>Informações da sessão</h2>
+<pre><code>## Atualizado em 23 de maio de 2016.
+##
+## R version 3.3.0 (2016-05-03)
+## Platform: x86_64-pc-linux-gnu (64-bit)
+## Running under: Ubuntu 14.04.4 LTS
+##
+## locale:
+## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
+## [3] LC_TIME=pt_BR.UTF-8 LC_COLLATE=en_US.UTF-8
+## [5] LC_MONETARY=pt_BR.UTF-8 LC_MESSAGES=en_US.UTF-8
+## [7] LC_PAPER=pt_BR.UTF-8 LC_NAME=C
+## [9] LC_ADDRESS=C LC_TELEPHONE=C
+## [11] LC_MEASUREMENT=pt_BR.UTF-8 LC_IDENTIFICATION=C
+##
+## attached base packages:
+## [1] stats4 stats graphics grDevices utils datasets
+## [7] methods base
+##
+## other attached packages:
+## [1] car_2.1-2 plyr_1.8.3 corrplot_0.77
+## [4] bbmle_1.0.18 multcomp_1.4-5 TH.data_1.0-7
+## [7] MASS_7.3-45 survival_2.39-4 mvtnorm_1.0-5
+## [10] doBy_4.5-15 latticeExtra_0.6-28 RColorBrewer_1.1-2
+## [13] lattice_0.20-33 knitr_1.13 MRDCr_0.0-1
+## [16] devtools_1.11.1
+##
+## loaded via a namespace (and not attached):
+## [1] Rcpp_0.12.4 nloptr_1.0.4 compiler_3.3.0
+## [4] formatR_1.4 tools_3.3.0 lme4_1.1-12
+## [7] testthat_1.0.2 digest_0.6.9 nlme_3.1-128
+## [10] memoise_1.0.0 evaluate_0.9 mgcv_1.8-12
+## [13] Matrix_1.2-6 parallel_3.3.0 yaml_2.1.13
+## [16] SparseM_1.7 withr_1.0.1 stringr_1.0.0
+## [19] roxygen2_5.0.1 MatrixModels_0.4-1 nnet_7.3-12
+## [22] grid_3.3.0 R6_2.1.2 rmarkdown_0.9.6
+## [25] minqa_1.2.4 magrittr_1.5 codetools_0.2-14
+## [28] htmltools_0.3.5 splines_3.3.0 pbkrtest_0.4-6
+## [31] numDeriv_2014.2-1 quantreg_5.21 sandwich_2.3-4
+## [34] stringi_1.0-1 crayon_1.3.1 zoo_1.7-13</code></pre>
+</div>
+
+<style type="text/css">
+hr.footer {
+ border-top: 1px solid black;
+ margin-top: 20px;
+ margin-bottom: 2px;
+}
+table.footer {
+ margin-bottom: 10px;
+}
+</style>
+
+<hr class="footer" />
+<center>
+ <table class="footer" width="100%">
+ <tr>
+ <td colspan="2" align="none">
+ <h4><em>
+ Modelos de Regressão para Dados de Contagem com o R
+ </em></h4>
+ </td>
+ </tr>
+ <tr>
+ <td width="50%"><a href="http://rbras2016.ufba.br/">
+ 61 RBRAS
+ </a></td>
+ <td width="50%" align="right">
+ <a href="http://www.est.ufpr.br">
+ Departamento de Estatística - UFPR
+ </a></td>
+ </tr>
+ <tr>
+ <td width="50%">23 a 25 de Maio de 2016</td>
+ <td width="50%" align="right">
+ <a href="http://leg.ufpr.br/doku.php">LEG</a>,
+ <a href="http://www.pet.est.ufpr.br/">PET Estatística</a>
+ </td>
+ </tr>
+ <tr>
+ <td width="50%">Salvador - Bahia</td>
+ <td width="50%" align="right">
+ <a href="https://github.com/leg-ufpr/MRDCr">
+ github.com/leg-ufpr/MRDCr
+ </a></td>
+ </tr>
+ </table>
+</center>
+
+
+
+</div>
+
+<script>
+
+// add bootstrap table styles to pandoc tables
+$(document).ready(function () {
+ $('tr.header').parent('thead').parent('table').addClass('table table-condensed');
+});
+
+</script>
+
+<!-- dynamically load mathjax for compatibility with self-contained -->
+<script>
+ (function () {
+ var script = document.createElement("script");
+ script.type = "text/javascript";
+ script.src = "https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
+ document.getElementsByTagName("head")[0].appendChild(script);
+ })();
+</script>
+
+</body>
+</html>
diff --git a/inst/doc/v06_gamma_count.R b/inst/doc/v06_gamma_count.R
new file mode 100644
index 0000000000000000000000000000000000000000..450a8038eea79751c3aeedf8cd97ae1385bf6554
--- /dev/null
+++ b/inst/doc/v06_gamma_count.R
@@ -0,0 +1,1184 @@
+## ----setup, include=FALSE-----------------------------------------
+source("_setup.R")
+
+## ---- message=FALSE, error=FALSE, warning=FALSE-------------------
+# Definições da sessão.
+library(lattice)
+library(latticeExtra)
+library(grid)
+library(bbmle)
+library(corrplot)
+library(plyr)
+library(car)
+library(doBy)
+library(multcomp)
+library(MRDCr)
+
+## -----------------------------------------------------------------
+# Função densidade na parametrização original.
+dgcnt
+
+# Caso Poisson (gamma == 0).
+grid <- expand.grid(lambda = c(2, 8, 15),
+ alpha = c(0.5, 1, 2.5))
+y <- 0:30
+py <- mapply(FUN = dgcnt,
+ lambda = grid$lambda,
+ alpha = grid$alpha,
+ MoreArgs = list(y = y), SIMPLIFY = FALSE)
+grid <- cbind(grid[rep(1:nrow(grid), each = length(y)), ],
+ y = y,
+ py = unlist(py))
+
+useOuterStrips(xyplot(py ~ y | factor(lambda) + factor(alpha),
+ data = grid, type = "h",
+ xlab = expression(y),
+ ylab = expression(p(y)),
+ panel = function(x, y, ...) {
+ m <- sum(x * y)
+ panel.xyplot(x, y, ...)
+ panel.abline(v = m, lty = 2)
+ }),
+ strip = strip.custom(
+ strip.names = TRUE,
+ var.name = expression(lambda == ""),
+ sep = ""),
+ strip.left = strip.custom(
+ strip.names = TRUE,
+ var.name = expression(alpha == ""),
+ sep = ""))
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# A média da Gamma-Count.
+
+y <- rpois(100, lambda = 5)
+L <- list(y = y, X = cbind(rep(1, length(y))))
+start <- c(alpha = 0, lambda = 1)
+parnames(llgcnt) <- names(start)
+n1 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+c(mean(y),
+ exp(coef(n1)[2]),
+ calc_mean_gcnt(lambda = exp(coef(n1)[2]),
+ alpha = exp(coef(n1)[1])))
+
+y <- rpois(500, lambda = 50)
+L <- list(y = y, X = cbind(rep(1, length(y))))
+start <- c(alpha = 0, lambda = 1)
+parnames(llgcnt) <- names(start)
+n1 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+c(mean(y),
+ exp(coef(n1)[2]),
+ calc_mean_gcnt(lambda = exp(coef(n1)[2]),
+ alpha = exp(coef(n1)[1])))
+
+#-----------------------------------------------------------------------
+# A E(y) por sum(y * p(py)) e por lambda como função de alpha.
+
+grid <- expand.grid(lambda = exp(seq(-3, 3, length.out = 30)),
+ alpha = exp(seq(-2, 2, length.out = 11)),
+ KEEP.OUT.ATTRS = FALSE)
+summary(grid)
+
+y <- 0:500
+py <- mapply(FUN = dgcnt,
+ lambda = grid$lambda,
+ alpha = grid$alpha,
+ MoreArgs = list(y = y), SIMPLIFY = FALSE)
+grid$m <- sapply(py, FUN = function(py) sum(y * py))
+grid$alpha <- round(grid$alpha, 3)
+str(grid)
+
+cl <- brewer.pal(n = 10, name = "Spectral")
+
+xyplot(m ~ lambda, groups = alpha, data = grid, type = "l",
+ aspect = "iso", grid = TRUE, lwd = 2,
+ xlab = expression(lambda),
+ ylab = expression(sum(y %.% f(y))),
+ auto.key = list(space = "right",
+ title = expression(alpha),
+ points = FALSE, lines = TRUE),
+ par.settings = list(superpose.line = list(col = cl))) +
+ layer(panel.abline(a = 0, b = 1, lty = 2)) +
+ layer(panel.rect(xleft = 0, ybottom = 0,
+ xright = 5, ytop = 5, lty = 2)) +
+ layer(panel.arrows(7, 13, 13, 7, length = 0.1)) +
+ layer(panel.text(x = 13, y = 7,
+ labels = expression(alpha), pos = 4))
+
+xyplot(m ~ lambda, groups = alpha, type = "l",
+ data = subset(grid, findInterval(lambda, vec = c(0, 5)) == 1),
+ xlab = expression(lambda),
+ ylab = expression(sum(y %.% f(y))),
+ aspect = "iso", grid = TRUE, lwd = 2,
+ auto.key = list(space = "right",
+ title = expression(alpha),
+ points = FALSE, lines = TRUE),
+ par.settings = list(superpose.line = list(col = cl))) +
+ layer(panel.abline(a = 0, b = 1, lty = 2)) +
+ layer(panel.abline(a = -0.5, b = 1, lty = 2)) +
+ layer(panel.abline(a = 1, b = 1, lty = 2))
+
+## -----------------------------------------------------------------
+h <- function(...) {
+ dgamma(...)/(1 - pgamma(...))
+}
+
+shape <- seq(0.5, 1.5, by = 0.1)
+
+col <- brewer.pal(n = 5, name = "Spectral")
+col <- colorRampPalette(colors = col)(length(shape))
+
+curve(dgamma(x, shape = shape[1], rate = 1),
+ from = 0, to = 5, col = col[1], lwd = 2,
+ xlab = expression(tau),
+ ylab = expression(f(tau)))
+for (s in 2:length(shape)) {
+ curve(dgamma(x, shape = shape[s], rate = 1),
+ add = TRUE, col = col[s], lwd = 2)
+}
+legend("topright", legend = sprintf("%0.3f", shape),
+ col = col, lty = 1, lwd = 2, bty = "n",
+ title = expression(alpha))
+
+curve(h(x, shape = shape[1], rate = 1),
+ from = 0, to = 10, col = col[1], lwd = 2,
+ ylim = c(0, 2.5),
+ xlab = expression(tau),
+ ylab = expression(f(tau)/(1 - F(tau))))
+for (s in 2:length(shape)) {
+ curve(h(x, shape = shape[s], rate = 1), add = TRUE,
+ col = col[s], lwd = 2)
+}
+legend("topright", legend = sprintf("%0.3f", shape),
+ col = col, lty = 1, lwd = 2, bty = "n",
+ title = expression(alpha))
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Função de log-Verossimilhança da Poisson Generalizada na
+# parametrização de modelo de regressão.
+
+MRDCr::llgcnt
+
+#-----------------------------------------------------------------------
+# Gerando uma amostra aleatória da Poisson, para teste.
+
+# Offset = 2, lambda = 3.
+y <- rpois(100, lambda = 2 * 3)
+
+L <- list(y = y,
+ offset = rep(2, length(y)),
+ X = cbind(rep(1, length(y))))
+
+start <- c(alpha = 0, lambda = 1)
+parnames(llgcnt) <- names(start)
+
+# Como \alpha foi fixado em 1, essa ll corresponde à Poisson.
+n0 <- mle2(minuslogl = llgcnt,
+ start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Para conferir.
+c(coef(n0)["lambda"],
+ coef(glm(y ~ offset(log(L$offset)), family = poisson)))
+
+# Estimando o \alpha.
+n1 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+coef(n1)
+
+# Perfil de verossimilhança dos parâmetros.
+plot(profile(n1))
+
+# Covariância.
+V <- cov2cor(vcov(n1))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Carregando e explorando os dados.
+
+data(soja, package = "MRDCr")
+str(soja)
+
+# help(soja, package = "MRDCr", help_type = "html")
+
+# A observação 74 é um outlier.
+soja <- soja[-74, ]
+
+xyplot(nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ ylab = "Número de vagens por parcela",
+ xlab = expression("Dose de potássio aplicada"~(mg ~ dm^{3})),
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))
+
+soja <- transform(soja, K = factor(K))
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(nvag ~ bloc + umid * K, data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")
+summary(m1)
+
+#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = nvag, offset = 1, X = model.matrix(m0)))
+
+# Usa as estimativas do Poisson como valores iniciais para a PGen.
+start <- c(alpha = 0, coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))
+cbind(coef(m2)[-1], coef(m0))
+
+# Gamma-Count estimando o alpha.
+m3 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)
+
+# Estimaitvas dos parâmetros.
+c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0
+
+splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))
+
+# Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+abline(v = 0, lty = 2)
+
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+#-----------------------------------------------------------------------
+# Testes de hipótese.
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))
+
+# Teste de Wald para interação (poderia ser LRT, claro).
+# É necessário passar um objeto glm mesmo fornecendo o restante a parte.
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))
+
+#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+X <- LSmatrix(m0, effect = c("umid", "K"))
+pred <- attr(X, "grid")
+pred <- transform(pred,
+ K = as.integer(K),
+ umid = factor(umid))
+pred <- list(pois = pred, quasi = pred, gcnt = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "link")
+pred$gcnt <- cbind(pred$gcnt, exp(aux[, c(2, 1, 3)]))
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.1),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de vagens por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+
+xyplot(ngra ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ ylab = "Número de grãos por parcela",
+ xlab = expression("Dose de potássio aplicada"~(mg ~ dm^{3})),
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))
+
+# NOTE: Essa contagem é alta e uma análise preliminar não retornou
+# Hessiana para o modelo Gamma-Count ajustado com a mle2. A suspeita que
+# é seja pela ordem de magnitude dos dados. Sendo assim, vamos
+# considerar um offset artifical de 10 apenas para correr as análises.
+#
+# Warning message:
+# In mle2(llgcnt, start = start, data = L, fixed = list(alpha = 0), :
+# couldn't invert Hessian
+#
+# Warning message:
+# In mle2(llgcnt, start = start, data = L, vecpar = TRUE) :
+# couldn't invert Hessian
+
+soja$off <- 10
+fivenum(with(soja, ngra/off))
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ngra ~ offset(log(off)) + bloc + umid * K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")
+summary(m1)
+
+#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = ngra, offset = off, X = model.matrix(m0)))
+
+# Usa as estimativas do Poisson como valores iniciais.
+start <- c(alpha = 0, coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))
+
+# Poisson Generalizada.
+m3 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)
+
+# Estimaitvas dos parâmetros.
+c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0
+
+splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))
+
+# Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+abline(v = 0, lty = 2)
+
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))
+
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))
+
+#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+# Por causa do offset, não tem como usar a LSmatrix.
+pred <- unique(subset(soja, select = c("umid", "K")))
+X <- model.matrix(formula(m0)[-2],
+ data = cbind(off = 1, bloc = soja$bloc[1], pred))
+i <- grep(x = colnames(X), pattern = "^bloc")
+X[, i] <- X[, i] * 0 + 1/(length(i) + 1)
+
+pred <- transform(pred,
+ K = as.numeric(as.character(K)),
+ umid = factor(umid))
+pred <- list(pois = pred, quasi = pred, gcnt = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "link")
+pred$gcnt <- cbind(pred$gcnt, exp(aux[, c(2, 1, 3)]))
+
+# Junta o resultado dos 3 modelos.
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+str(pred)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.1),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Número de grãos por vagem (offset).
+
+xyplot(ngra/nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por vagem",
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ngra ~ offset(log(nvag)) + bloc + umid * K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")
+summary(m1)
+
+# Declara um modelo aditivo.
+m0 <- glm(ngra ~ offset(log(nvag)) + bloc + umid + K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+anova(m1, test = "F")
+
+#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = ngra, offset = nvag, X = model.matrix(m0)))
+
+start <- c(alpha = 0, coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))
+
+# Poisson Generalizada.
+m3 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)
+
+c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0
+
+splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))
+
+# Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))
+
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))
+
+#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+# Por causa do offset, não tem como usar a LSmatrix.
+pred <- unique(subset(soja, select = c("umid", "K")))
+
+X <- model.matrix(formula(m0)[-2],
+ data = cbind(nvag = 1, bloc = soja$bloc[1], pred))
+
+i <- grep(x = colnames(X), pattern = "^bloc")
+X[, i] <- X[, i] * 0 + 1/(length(i) + 1)
+head(X)
+
+pred <- list(pois = pred, quasi = pred, gcnt = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Comparando as estimativas de média para contagem.
+cbind(Pois = pred$pois$fit,
+ Gcnt1 = c(exp(predict(m3, newdata = X))),
+ GCnt2 = c(predict(m3, newdata = X, type = "response")))
+
+# Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "link")
+pred$gcnt <- cbind(pred$gcnt, exp(aux[, c(2, 1, 3)]))
+
+# Junta o resultado dos 3 modelos.
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count")))
+
+xyplot(ngra/nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ xlim = extendrange(range(as.numeric(pred$K)), f = 0.2),
+ key = key,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por vagem",
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade")) +
+ as.layer(
+ xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ pch = pred$modelo,
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 0.15 * scale(as.integer(pred$modelo),
+ scale = FALSE),
+ panel = panel.cbH))
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Número de capulhos em função do nível de desfolha artificial e fase
+# fenológica do algodoeiro.
+
+data(capdesfo, package = "MRDCr")
+str(capdesfo)
+
+# help(capdesfo, package = "MRDCr", help_type = "html")
+
+p1 <- xyplot(ncap ~ des | est, data = capdesfo,
+ col = 1, type = c("p", "smooth"), col.line = "gray50",
+ layout = c(2, 3), as.table = TRUE,
+ xlim = extendrange(capdesfo$des, f = 0.15),
+ xlab = "Nível de desfolhas artificial",
+ ylab = "Número de capulho produzidos",
+ spread = 0.035, panel = panel.beeswarm)
+p1
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ncap ~ est * (des + I(des^2)),
+ data = capdesfo, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")
+summary(m1)
+
+#-----------------------------------------------------------------------
+# Modelo Poisson Generalizada.
+
+L <- with(capdesfo,
+ list(y = ncap, offset = 1, X = model.matrix(m0)))
+
+start <- c(alpha = log(1), coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Modelo Poisson também.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+c(logLik(m2), logLik(m0))
+
+# Modelo Poisson Generalizado.
+m3 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+logLik(m3)
+
+anova(m3, m2)
+
+summary(m3)
+
+c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0
+splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))
+
+# Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Teste de Wald explicito.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))
+
+# Teste de Wald para interação (poderia ser LRT, claro).
+# É necessário um objeto glm, mas necesse caso ele não usado para nada.
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))
+
+#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+pred <- with(capdesfo, expand.grid(est = levels(est),
+ des = seq(0, 1, by = 0.025)))
+X <- model.matrix(formula(m0)[-2], data = pred)
+pred <- list(pois = pred, quasi = pred, gcnt = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Comparando as estimativas de média para contagem.
+cbind(Pois = pred$pois$fit,
+ Gcnt1 = c(exp(predict(m3, newdata = X))),
+ GCnt2 = c(predict(m3, newdata = X, type = "response")))[1:10, ]
+
+# Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$gcnt <- cbind(pred$gcnt, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, est, des, modelo)
+
+key <- list(lines = list(lty = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count")))
+key$lines$col <-
+ trellis.par.get("superpose.line")$col[1:nlevels(pred$modelo)]
+
+p2 <- xyplot(fit ~ des | est, data = pred, groups = modelo,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$des), f = 0.1),
+ type = "l", key = key,
+ ly = pred$lwr, uy = pred$upr,
+ cty = "bands", alpha = 0.35,
+ prepanel = prepanel.cbH,
+ panel.groups = panel.cbH,
+ panel = panel.superpose)
+# p2
+
+## ---- fig.width=7, fig.height=3.5---------------------------------
+update(p1, type = "p", layout = c(NA, 1),
+ key = key, spread = 0.07) +
+ as.layer(p2, under = TRUE)
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+
+data(nematoide, package = "MRDCr")
+str(nematoide)
+
+# help(nematoide, package = "MRDCr", help_type = "html")
+
+# Número de nematóides por grama de raíz.
+plot(nema ~ off, data = nematoide)
+
+xyplot(nema/off ~ cult, data = nematoide,
+ xlab = "Linhagens de feijão",
+ ylab = "Número de nematoides por grama de raíz")
+
+#-----------------------------------------------------------------------
+# Ajuste do Poisson.
+
+m0 <- glm(nema ~ offset(log(off)) + cult,
+ data = nematoide,
+ family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)
+
+# Estimativas dos parâmetros.
+summary(m1)
+
+# Quadro de deviance.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")
+
+#-----------------------------------------------------------------------
+# Ajuste da Poisson Generalizada.
+
+L <- with(nematoide,
+ list(y = nema, offset = off, X = model.matrix(m0)))
+
+start <- c(alpha = log(1), coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Modelo Poisson também.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+c(logLik(m2), logLik(m0))
+
+# Poisson Generalizada.
+m3 <- gcnt(formula(m0), data = nematoide)
+
+# Diferença de deviance.
+# 2 * diff(c(logLik(m0), logLik(m3)))
+anova(m3, m2)
+
+c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0
+splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))
+
+# Perfil de log-verossimilhança para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+
+# Covariância.
+V <- cov2cor(vcov(m3))
+corrplot.mixed(V, lower = "number", upper = "ellipse",
+ diag = "l", tl.pos = "lt", tl.col = "black",
+ tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])
+dev.off()
+
+## -----------------------------------------------------------------
+# Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))
+
+#-----------------------------------------------------------------------
+# Predição com intervalos de confiança.
+
+pred <- unique(subset(nematoide, select = cult))
+X <- model.matrix(~cult, data = pred)
+
+pred <- list(pois = pred, quasi = pred, gcnt1 = pred, gcnt2 = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "link")
+pred$gcnt1 <- cbind(pred$gcnt1, exp(aux[, c(2, 1, 3)]))
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$gcnt2 <- cbind(pred$gcnt2, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, cult, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count 1", "Gamma-Count 2")))
+
+xyplot(nema/off ~ cult, data = nematoide,
+ key = key,
+ xlab = "Cultivar de feijão",
+ ylab = "Número de nematóides por grama de raíz") +
+ as.layer(
+ xyplot(fit ~ cult, data = pred,
+ pch = pred$modelo,
+ ly = pred$lwr, uy = pred$upr,
+ cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 0.15 * scale(as.integer(pred$modelo),
+ scale = FALSE),
+ panel = panel.cbH))
+
+## -----------------------------------------------------------------
+#-----------------------------------------------------------------------
+# Log-verossimilhança para o número de gols dos times em uma partida.
+
+llgols <- function(theta, gh, ga, Xh, Xa){
+ # theta: Vetor de parâmetros.
+ # gh, ga: Gols do mandante e do visitante.
+ # Xh, Xa: Matrizes de incidência das partidas.
+ gamma <- 1:20 # Parâmetros de ataque.
+ delta <- 21:40 # Parâmetros de defesa.
+ omega <- 41 # Vantagem do mando de campo.
+ alpha <- 42 # Dispersão da Gamma-Count. Se 0 então Poisson.
+ #----------------------------------------
+ # Preditor dos times mandantes e desafiante.
+ eta.h <- (Xh %*% theta[gamma] - Xa %*% theta[delta]) + theta[omega]
+ eta.a <- (Xa %*% theta[gamma] - Xh %*% theta[delta])
+ # Parâmetro de dispersão.
+ alpha <- exp(theta[alpha])
+ #----------------------------------------
+ # Quantidades auxiliares.
+ alpha.gh <- alpha * gh
+ alpha.eXb.h <- alpha * exp(eta.h)
+ alpha.ga <- alpha * ga
+ alpha.eXb.a <- alpha * exp(eta.a)
+ offset <- 1
+ #-------------------------------------------------------------------
+ # Verossimilhanças.
+ ll.h <- sum(log(pgamma(offset,
+ shape = alpha.gh,
+ rate = alpha.eXb.h) -
+ pgamma(offset,
+ shape = alpha.gh + alpha,
+ rate = alpha.eXb.h)))
+ ll.a <- sum(log(pgamma(offset,
+ shape = alpha.ga,
+ rate = alpha.eXb.a) -
+ pgamma(offset,
+ shape = alpha.ga + alpha,
+ rate = alpha.eXb.a)))
+ # Verossimilhança total.
+ ll <- sum(ll.h + ll.a)
+ return(-ll)
+}
+
+#-----------------------------------------------------------------------
+# Análise dos jogos do Campeonado Brasileiro.
+
+# Tomando as primeiras rodadas do campeonato.
+db <- subset(cambras, rod <= 10)
+
+# Quantos jogos cada time fez em casa e fora de casa.
+addmargins(cbind(home = xtabs(~home, db),
+ away = xtabs(~away, db)), margin = 2)
+
+subset(db, home == "Fluminense")
+
+# Níveis na mesma ordem?
+all(levels(db$home) == levels(db$away))
+
+# Matrizes de delineamento.
+Xh <- model.matrix(~ -1 + home, db) # h: home.
+Xa <- model.matrix(~ -1 + away, db) # a: away.
+
+# Verificação.
+Xha <- Xh - Xa
+db[1:5, c("home", "away")]
+print.table(t(Xha[1:5, ]), zero.print = ".")
+
+#-----------------------------------------------------------------------
+# Ajuste do modelos.
+
+# Valores iniciais para o modelo Poisson.
+start <- c(rep(1, 40), 0.5, 0)
+names(start) <- c(paste0("att", 1:20),
+ paste0("def", 1:20),
+ "hfa", "alpha")
+parnames(llgols) <- names(start)
+
+# Ajuste da Poisson, pois log(alpha) fixo em 0.
+m0 <- mle2(minuslogl = llgols,
+ start = start,
+ data = list(gh = db$h, ga = db$a, Xh = Xh, Xa = Xa),
+ fixed = list(alpha = 0),
+ vecpar = TRUE)
+
+# Valores iniciais para o modelo Gamma-Count.
+start <- coef(m0)
+parnames(llgols) <- names(start)
+
+# Ajuste da Gamma-Count, alpha será estimado.
+m2 <- mle2(minuslogl = llgols,
+ start = start,
+ data = list(gh = db$h, ga = db$a, Xh = Xh, Xa = Xa),
+ vecpar = TRUE)
+
+#-----------------------------------------------------------------------
+# Comparando resultados.
+
+# Estimativas dos parâmetros.
+c0 <- data.frame(Pois = coef(m0),
+ GCnt = coef(m2))
+
+xyplot(GCnt ~ Pois, data = c0, aspect = "iso",
+ groups = gsub(x = rownames(c0), "\\d", ""),
+ auto.key = TRUE, grid = TRUE) +
+ layer(panel.abline(a = 0, b = 1))
+
+# Teste para o parâmetro de dispersão.
+anova(m0, m2)
+
+# Função de risco.
+al <- exp(coef(m2)[42])
+curve(dgamma(x, al, 1)/(1 - pgamma(x, al, 1)),
+ from = 0, to = 2,
+ xlab = "t",
+ ylab = expression(h(t) == f(t)/(1 - F(t))))
+
+#-----------------------------------------------------------------------
+# Estimativas intervalares.
+
+ci <- rbind(cbind(1, coef(m0)[-42], confint(m0, method = "quad")),
+ cbind(2, coef(m2), confint(m2, method = "quad")))
+ci <- as.data.frame(ci)
+names(ci) <- c("model", "est", "lwr", "upr")
+ci$model <- factor(ci$model, labels = c("Pois", "GCnt"))
+ci$par <- factor(sub(pattern = "\\d+",
+ replacement = "",
+ x = rownames(ci)))
+ci$team <- factor(levels(db$home)[
+ as.numeric(sub(pattern = "\\D+",
+ replacement = "",
+ x = rownames(ci)))])
+
+sb <- subset(ci, par == "att" & model == "GCnt")
+ci$team <- factor(ci$team, levels = sb$team[order(sb$est)])
+
+segplot(team ~ lwr + upr | model,
+ centers = est, data = ci,
+ draw = FALSE, groups = par, gap = 0.2,
+ pch = as.integer(ci$par),
+ key = list(title = "Parâmetro", cex.title = 1.1,
+ type = "o", divide = 1,
+ text = list(c("Ataque", "Defesa")),
+ lines = list(pch = 2:3)),
+ ylab = "Times (ordenados pelo ataque)",
+ xlab = "Estimativa do parâmetro",
+ panel = panel.groups.segplot)
+
+ci <- arrange(ci, par, team, model)
+segplot(team ~ lwr + upr | par,
+ centers = est, data = subset(ci, par %in% c("att", "def")),
+ draw = FALSE, groups = model, gap = 0.2,
+ pch = as.integer(ci$model),
+ key = list(title = "Modelo", cex.title = 1.1,
+ type = "o", divide = 1,
+ text = list(c("Poisson", "Gamma-Count")),
+ lines = list(pch = 2:1)),
+ ylab = "Times (ordenados pelo ataque)",
+ xlab = "Estimativa do parâmetro",
+ panel = panel.groups.segplot)
+
+
+#-----------------------------------------------------------------------
+# Gols observados e preditos dos times mandantes e desafiantes nestas
+# rodadas.
+
+gg <-
+rbind(
+ cbind(x = 1,
+ y = db$h,
+ Pois = c(exp(cbind(Xh, -Xa) %*%
+ coef(m0)[1:40] + coef(m0)["hfa"])),
+ GCnt1 = c(exp(cbind(Xh, -Xa) %*%
+ coef(m2)[1:40] + coef(m2)["hfa"])),
+ GCnt2 = calc_mean_gcnt(lambda = exp(cbind(Xh, -Xa) %*%
+ coef(m2)[1:40] +
+ coef(m2)["hfa"]),
+ alpha = exp(coef(m2)["alpha"]))),
+ cbind(x = 2,
+ y = db$a,
+ Pois = c(exp(cbind(Xa, -Xh) %*% coef(m0)[1:40])),
+ GCnt1 = c(exp(cbind(Xa, -Xh) %*% coef(m2)[1:40])),
+ GCnt2 = calc_mean_gcnt(lambda = exp(cbind(Xa, -Xh) %*%
+ coef(m2)[1:40]),
+ alpha = exp(coef(m2)["alpha"]))))
+
+# Comparação de observado com predito.
+splom(gg[, -1], groups = gg[, 1]) +
+ layer(panel.abline(a = 0, b = 1))
+
+#-----------------------------------------------------------------------
+# Fazendo previsão dos resultados da rodada a seguir.
+
+levels(db$home)
+
+# # Na rodada 11 deu Cruzeiro 2x2 Grêmio.
+# i <- which(levels(db$home) %in% c("Cruzeiro", "Grêmio"))
+# levels(db$home)[i]
+
+# Na rodada 11 dei Ceará 0x0 Palmeiras.
+i <- which(levels(db$home) %in% c("Ceará", "Palmeiras"))
+levels(db$home)[i]
+
+# Dois times jogando em território neutro.
+# HomeAttack - AwayDefense
+# AwayAttack - HomeDefense
+alp <- exp(coef(m2)[42])
+beta <- exp(coef(m2)[i] - rev(coef(m2)[20 + i]))
+names(beta) <- levels(db$home)[i]
+beta
+
+# Tempo médio entre Gols.
+exp(-beta)
+
+# Probabilidade dos placares de 0x0, 0x1, ..., 6x6.
+y <- 0:6
+dnn <- lapply(substr(levels(db$home)[i], 0, 3), FUN = paste, y)
+plapois <- outer(dgcnt(y = y, lambda = beta[1], alpha = 1),
+ dgcnt(y = y, lambda = beta[2], alpha = 1),
+ FUN = "*")
+plagcnt <- outer(dgcnt(y = y, lambda = beta[1], alpha = alp),
+ dgcnt(y = y, lambda = beta[2], alpha = alp),
+ FUN = "*")
+dimnames(plapois) <- dnn
+dimnames(plagcnt) <- dnn
+
+print.table(round(plapois, 2), zero.print = ".")
+print.table(round(plagcnt, 2), zero.print = ".")
+
+# Olhando só para os empates.
+round(cbind(Pois = diag(plapois),
+ GCnt = diag(plagcnt)), 3)
+
+# Draw - Win - Lose.
+dwl <- rbind(Pois = c(sum(diag(plapois)),
+ sum(plapois[lower.tri(plapois)]),
+ sum(plapois[upper.tri(plapois)])),
+ GCnt = c(sum(diag(plagcnt)),
+ sum(plagcnt[lower.tri(plagcnt)]),
+ sum(plagcnt[upper.tri(plagcnt)])))
+colnames(dwl) <- sprintf(paste(levels(db$home)[i], collapse = " %s "),
+ c("=", ">", "<"))
+t(dwl)
+
+## ---- echo=FALSE, results="hold"----------------------------------
+cat(format(Sys.time(),
+ format = "Atualizado em %d de %B de %Y.\n\n"))
+sessionInfo()
+
diff --git a/inst/doc/v06_gamma_count.html b/inst/doc/v06_gamma_count.html
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@@ -0,0 +1,2349 @@
+<!DOCTYPE html>
+
+<html xmlns="http://www.w3.org/1999/xhtml">
+
+<head>
+
+<meta charset="utf-8">
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<meta name="generator" content="pandoc" />
+
+
+
+
+<title>Análise de Contagens com Modelo Gamma Count</title>
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E5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Fx%2Dfont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9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84B0V%2Bv4MBLACiv3aHRUyMhUdAiYCJgAAAAEADgAIBEwEnAAfAAABJTYWFREUBgcGLgE2NzYXEQURFAYHBi4BNjc2FxE0NgFwAoUnMFNGT4gkV09IQv2oWEFPiCRXT0hCHQP5ow8eIvzBN1EXGSltchkYEAIJm%2F2iKmAVGilucRoYEQJ%2FJioAAAACAAn%2F%2BAS7BKcAHQApAAAAMh4CFQcXFAcBFgYPAQYiJwEGIycHIi4CND4BBCIOARQeATI%2BATQmAZDItoNOAQFOARMXARY7GikT%2Fu13jgUCZLaDTk6DAXKwlFZWlLCUVlYEp06DtmQCBY15%2Fu4aJRg6FBQBEk0BAU6Dtsi2g1tWlLCUVlaUsJQAAQBkAFgErwREABkAAAE%2BAh4CFRQOAwcuBDU0PgIeAQKJMHt4dVg2Q3mEqD4%2Bp4V4Qzhadnh5A7VESAUtU3ZAOXmAf7JVVbJ%2FgHk5QHZTLQVIAAAAAf%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAgAAAAAAAAABAAAFFP%2BFAAAFFP9R%2FtQF3AABAAAAAAAAAAAAAAAAAAAAowG4ACgAAAAAAZAAAASwAAAEsABkBLAAAASwAAAEsABwAooAAAUUAAACigAABRQAAAGxAAABRQAAANgAAADYAAAAogAAAQQAAABIAAABBAAAAUUAAASwAGQEsAB7BLAAyASwAMgB9AAABLD%2F8gSwAAAEsAAABLD%2F8ASwAAAEsAAOBLAACQSwAGQEsP%2FTBLD%2F0wSwAAAEsAAABLAAAASwAAAEsAAABLAAJgSwAG4EsAAXBLAAFwSwABcEsABkBLAAGgSwAGQEsAAMBLAAZASwABcEsP%2BcBLAAZASwABcEsAAXBLAAAASwABcEsAAXBLAAFwSwAGQEsAAABLAAZASwAAAEsAAABLAAAASwAAAEsAAABLAAAASwAAAEsAAABLAAZASwAMgEsAAABLAAAASwADUEsABkBLAAyASw%2F7UEsAAhBLAAAASwAAAEsAAABLAAAASwAAAEsP%2BcBLAAAASwAAAEsAAABLAA2wSwABcEsAB1BLAAAASwAAAEsAAABLAACgSwAMgEsAAABLAAnQSwAMgEsADIBLAAyASwAAAEsP%2F%2BBLABLASwAGQEsACIBLABOwSwABcEsAAXBLAAFwSwABcEsAAXBLAAFwSwAAAEsAAXBLAAFwSwABcEsAAXBLAAAASwALcEsAC3BLAAAASwAAAEsABJBLAAFwSwAAAEsAAABLAAXQSw%2F9wEsP%2FcBLD%2FnwSwAGQEsAAABLAAAASwAAAEsABkBLD%2F%2FwSwAAAEsP9RBLAABgSwAAAEsAAABLABRQSwAAEEsAAABLD%2FnASwAEoEsAAUBLAAAASwAAAEsAAABLD%2FnASwAGEEsP%2F9BLAAFgSwABYEsAAWBLAAFgSwABgEsAAABMQAAASwAGQAAAAAAAD%2F2ABkADkAyAAAAScAZAAZABkAGQAZABkAGQAZAAAAAAAAAAAAAADZAAAAAAAOAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAMAZABkAAAAEAAAAAAAZP%2Bc%2F5z%2FnP%2Bc%2F5z%2FnP%2Bc%2F5wACQAJ%2F%2FL%2F8gBkAHkAJwBkAGQAAAAAAGT%2FogAAAAAAAAAAAAAAAADIAGQAAAABAI8AAP%2Bc%2F5wAZAAEAMgAyAAAAGQBkABkAAAAZAEs%2F7UAAAAAAAAAAAAAAAAAAABkAAABLAFBADIAMgAIAAAAAADIAT4AZgBmANkAyADIAAAAKgAqACoAKgCyAOgA6AFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BpAIGAiICfgKGAqwC5ANGA24DjAPEBAgEMgRiBKIE3AVcBboGcgb0ByAHYgfKCB4IYgi%2BCTYJhAm2Cd4KKApMCpQK4gswC4oLygwIDFgNKg1eDbAODg5oDrQPKA%2BmD%2BYQEhBUEJAQqhEqEXYRthIKEjgSfBLAExoTdBPQFCoU1BU8FagVzBYEFjYWYBawFv4XUhemGAIYLhhqGJYYsBjgGP4ZKBloGZQZxBnaGe4aNhpoGrga9hteG7QcMhyUHOIdHB1EHWwdlB28HeYeLh52HsAfYh%2FSIEYgviEyIXYhuCJAIpYiuCMOIyIjOCN6I8Ij4CQCJDAkXiSWJOIlNCVgJbwmFCZ%2BJuYnUCe8J%2FgoNChwKKwpoCnMKiYqSiqEKworeiwILGgsuizsLRwtiC30LiguZi6iLtgvDi9GL34vsi%2F4MD4whDDSMRIxYDGuMegyJDJeMpoy3jMiMz4zaDO2NBg0YDSoNNI1LDWeNeg2PjZ8Ntw3GjdON5I31DgQOEI4hjjIOQo5SjmIOcw6HDpsOpo63jugO9w8GDxQPKI8%2BD0yPew%2BOj6MPtQ%2FKD9uP6o%2F%2BkBIQIBAxkECQX5CGEKoQu5DGENCQ3ZDoEPKRBBEYESuRPZFWkW2RgZGdEa0RvZHNkd2R7ZH9kgWSDJITkhqSIZIzEkSSThJXkmESapKAkouSlIAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAAAAABAAxgABAAAAAAATABIAAAADAAEECQAAAGoAEgADAAEECQABACgAfAADAAEECQACAA4ApAADAAEECQADAEwAsgADAAEECQAEADgA%2FgADAAEECQAFAHgBNgADAAEECQAGADYBrgADAAEECQAIABYB5AADAAEECQAJABYB%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%2FtQAyAAAAAAAAAAAAAAAAAAAAAAAAAAABFwAAAQIBAwADAA0ADgEEAJYBBQEGAQcBCAEJAQoBCwEMAQ0BDgEPARABEQESARMA7wEUARUBFgEXARgBGQEaARsBHAEdAR4BHwEgASEBIgEjASQBJQEmAScBKAEpASoBKwEsAS0BLgEvATABMQEyATMBNAE1ATYBNwE4ATkBOgE7ATwBPQE%2BAT8BQAFBAUIBQwFEAUUBRgFHAUgBSQFKAUsBTAFNAU4BTwFQAVEBUgFTAVQBVQFWAVcBWAFZAVoBWwFcAV0BXgFfAWABYQFiAWMBZAFlAWYBZwFoAWkBagFrAWwBbQFuAW8BcAFxAXIBcwF0AXUBdgF3AXgBeQF6AXsBfAF9AX4BfwGAAYEBggGDAYQBhQGGAYcBiAGJAYoBiwGMAY0BjgGPAZABkQGSAZMBlAGVAZYBlwGYAZkBmgGbAZwBnQGeAZ8BoAGhAaIBowGkAaUBpgGnAagBqQGqAasBrAGtAa4BrwGwAbEBsgGzAbQBtQG2AbcBuAG5AboBuwG8Ab0BvgG%2FAcABwQHCAcMBxAHFAcYBxwHIAckBygHLAcwBzQHOAc8B0AHRAdIB0wHUAdUB1gHXAdgB2QHaAdsB3AHdAd4B3wHgAeEB4gHjAeQB5QHmAecB6AHpAeoB6wHsAe0B7gHvAfAB8QHyAfMB9AH1AfYB9wH4AfkB%2BgH7AfwB%2FQH%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%3D%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIGhvcml6LWFkdi14PSIwIiAvPgo8Z2x5cGggaG9yaXotYWR2LXg9IjQwMCIgLz4KPGdseXBoIHVuaWNvZGU9IiAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY3OyIgZD0iTTM1MCAxMTAwaDM1MHE2MCAwIDEyNyAtMjNsLTE3OCAtMTc3aC0zNDlxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNTAwcTQxIDAgNzAuNSAyOS41dDI5LjUgNzAuNXY2OWwyMDAgMjAwdi0yMTlxMCAtMTY1IC05Mi41IC0yNTcuNXQtMjU3LjUgLTkyLjVoLTQwMHEtMTY1IDAgLTI1Ny41IDkyLjV0LTkyLjUgMjU3LjV2NDAwcTAgMTY1IDkyLjUgMjU3LjV0MjU3LjUgOTIuNXogTTY0MyA2MzlsMzk1IDM5NXE3IDcgMTcuNSA3dDE3LjUgLTdsMTAxIC0xMDFxNyAtNyA3IC0xNy41dC03IC0xNy41bC01MzEgLTUzMnEtNyAtNyAtMTcuNSAtN3QtMTcuNSA3bC0yNDggMjQ4cS03IDcgLTcgMTcuNXQ3IDE3LjVsMTAxIDEwMXE3IDcgMTcuNSA3dDE3LjUgLTdsMTExIC0xMTFxOCAtNyAxOCAtN3QxOCA3eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNjg7IiBkPSJNMzE4IDkxOGwyNjQgMjY0cTggOCAxOCA4dDE4IC04bDI2MCAtMjY0cTcgLTggNC41IC0xM3QtMTIuNSAtNWgtMTcwdi0yMDBoMjAwdjE3M3EwIDEwIDUgMTJ0MTMgLTVsMjY0IC0yNjBxOCAtNyA4IC0xNy41dC04IC0xNy41bC0yNjQgLTI2NXEtOCAtNyAtMTMgLTV0LTUgMTJ2MTczaC0yMDB2LTIwMGgxNzBxMTAgMCAxMi41IC01dC00LjUgLTEzbC0yNjAgLTI2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTI2NCAyNjRxLTggOCAtNS41IDEzIHQxMi41IDVoMTc1djIwMGgtMjAwdi0xNzNxMCAtMTAgLTUgLTEydC0xMyA1bC0yNjQgMjY1cS04IDcgLTggMTcuNXQ4IDE3LjVsMjY0IDI2MHE4IDcgMTMgNXQ1IC0xMnYtMTczaDIwMHYyMDBoLTE3NXEtMTAgMCAtMTIuNSA1dDUuNSAxM3oiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTI2OyIgZD0iTTYwMCAxMTAwaDI1MHEyMyAwIDQ1IC0xNi41dDM4IC00MC41bDIzOCAtMzQ0cTI5IC0yOSAyOSAtNzR2LTEwMHEwIC00NCAtMzAgLTg0LjV0LTcwIC00MC41aC0zMjhxMjggLTExOCAyOCAtMTI1di0xNTBxMCAtNDQgLTMwIC04NC41dC03MCAtNDAuNWgtNTBxLTI3IDAgLTUxLjUgMjB0LTM3LjUgNDhsLTk2IDE5OGwtMTQ1IDE5NnEtMjAgMjcgLTIwIDYzdjQwMHEwIDM5IDI3LjUgNTd0NzIuNSAxOGg2MXExMjQgMTAwIDEzOSAxMDB6IE01MCAxMDAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djUwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTYzNiAxMDAwbC0xMzYgLTEwMGgtMTAwdi0zNzVsMTUwIC0yMTNsMTAwIC0yMTJoNTB2MTc1bC01MCAyMjVoNDUwdjEyNWwtMjUwIDM3NWgtMjE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMjc7IiBkPSJNMzU2IDg3M2wzNjMgMjMwcTMxIDE2IDUzIC02bDExMCAtMTEycTEzIC0xMyAxMy41IC0zMnQtMTEuNSAtMzRsLTg0IC0xMjFoMzAycTg0IDAgMTM4IC0zOHQ1NCAtMTEwdC01NSAtMTExdC0xMzkgLTM5aC0xMDZsLTEzMSAtMzM5cS02IC0yMSAtMTkuNSAtNDF0LTI4LjUgLTIwaC0zNDJxLTcgMCAtOTAgODF0LTgzIDk0djUyNXEwIDE3IDE0IDM1LjV0MjggMjguNXpNNDAwIDc5MnYtNTAzbDEwMCAtODloMjkzbDEzMSAzMzkgcTYgMjEgMTkuNSA0MXQyOC41IDIwaDIwM3EyMSAwIDMwLjUgMjV0MC41IDUwdC0zMSAyNWgtNDU2aC03aC02aC01LjV0LTYgMC41dC01IDEuNXQtNSAydC00IDIuNXQtNCA0dC0yLjUgNC41cS0xMiAyNSA1IDQ3bDE0NiAxODNsLTg2IDgzek01MCA4MDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NTAwIHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyODsiIGQ9Ik00NzUgMTEwM2wzNjYgLTIzMHEyIC0xIDYgLTMuNXQxNCAtMTAuNXQxOCAtMTYuNXQxNC41IC0yMHQ2LjUgLTIyLjV2LTUyNXEwIC0xMyAtODYgLTk0dC05MyAtODFoLTM0MnEtMTUgMCAtMjguNSAyMHQtMTkuNSA0MWwtMTMxIDMzOWgtMTA2cS04NSAwIC0xMzkuNSAzOXQtNTQuNSAxMTF0NTQgMTEwdDEzOCAzOGgzMDJsLTg1IDEyMXEtMTEgMTUgLTEwLjUgMzR0MTMuNSAzMmwxMTAgMTEycTIyIDIyIDUzIDZ6TTM3MCA5NDVsMTQ2IC0xODMgcTE3IC0yMiA1IC00N3EtMiAtMiAtMy41IC00LjV0LTQgLTR0LTQgLTIuNXQtNSAtMnQtNSAtMS41dC02IC0wLjVoLTZoLTYuNWgtNmgtNDc1di0xMDBoMjIxcTE1IDAgMjkgLTIwdDIwIC00MWwxMzAgLTMzOWgyOTRsMTA2IDg5djUwM2wtMzQyIDIzNnpNMTA1MCA4MDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjUgdjUwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyOTsiIGQ9Ik01NTAgMTI5NHE3MiAwIDExMSAtNTV0MzkgLTEzOXYtMTA2bDMzOSAtMTMxcTIxIC02IDQxIC0xOS41dDIwIC0yOC41di0zNDJxMCAtNyAtODEgLTkwdC05NCAtODNoLTUyNXEtMTcgMCAtMzUuNSAxNHQtMjguNSAyOGwtOSAxNGwtMjMwIDM2M3EtMTYgMzEgNiA1M2wxMTIgMTEwcTEzIDEzIDMyIDEzLjV0MzQgLTExLjVsMTIxIC04NHYzMDJxMCA4NCAzOCAxMzh0MTEwIDU0ek02MDAgOTcydjIwM3EwIDIxIC0yNSAzMC41dC01MCAwLjUgdC0yNSAtMzF2LTQ1NnYtN3YtNnYtNS41dC0wLjUgLTZ0LTEuNSAtNXQtMiAtNXQtMi41IC00dC00IC00dC00LjUgLTIuNXEtMjUgLTEyIC00NyA1bC0xODMgMTQ2bC04MyAtODZsMjM2IC0zMzloNTAzbDg5IDEwMHYyOTNsLTMzOSAxMzFxLTIxIDYgLTQxIDE5LjV0LTIwIDI4LjV6TTQ1MCAyMDBoNTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTUwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMDsiIGQ9Ik0zNTAgMTEwMGg1MDBxMjEgMCAzNS41IDE0LjV0MTQuNSAzNS41djEwMHEwIDIxIC0xNC41IDM1LjV0LTM1LjUgMTQuNWgtNTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDBxMCAtMjEgMTQuNSAtMzUuNXQzNS41IC0xNC41ek02MDAgMzA2di0xMDZxMCAtODQgLTM5IC0xMzl0LTExMSAtNTV0LTExMCA1NHQtMzggMTM4djMwMmwtMTIxIC04NHEtMTUgLTEyIC0zNCAtMTEuNXQtMzIgMTMuNWwtMTEyIDExMCBxLTIyIDIyIC02IDUzbDIzMCAzNjNxMSAyIDMuNSA2dDEwLjUgMTMuNXQxNi41IDE3dDIwIDEzLjV0MjIuNSA2aDUyNXExMyAwIDk0IC04M3Q4MSAtOTB2LTM0MnEwIC0xNSAtMjAgLTI4LjV0LTQxIC0xOS41ek0zMDggOTAwbC0yMzYgLTMzOWw4MyAtODZsMTgzIDE0NnEyMiAxNyA0NyA1cTIgLTEgNC41IC0yLjV0NCAtNHQyLjUgLTR0MiAtNXQxLjUgLTV0MC41IC02di01LjV2LTZ2LTd2LTQ1NnEwIC0yMiAyNSAtMzF0NTAgMC41dDI1IDMwLjUgdjIwM3EwIDE1IDIwIDI4LjV0NDEgMTkuNWwzMzkgMTMxdjI5M2wtODkgMTAwaC01MDN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMTsiIGQ9Ik02MDAgMTE3OHExMTggMCAyMjUgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNXQtNDUuNSAtMjI1dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjUgLTQ1LjV0LTIyNSA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjV0NDUuNSAyMjV0MTIzIDE4NC41dDE4NC41IDEyM3QyMjUgNDUuNXpNOTE0IDYzMmwtMjc1IDIyM3EtMTYgMTMgLTI3LjUgOHQtMTEuNSAtMjZ2LTEzN2gtMjc1IHEtMTAgMCAtMTcuNSAtNy41dC03LjUgLTE3LjV2LTE1MHEwIC0xMCA3LjUgLTE3LjV0MTcuNSAtNy41aDI3NXYtMTM3cTAgLTIxIDExLjUgLTI2dDI3LjUgOGwyNzUgMjIzcTE2IDEzIDE2IDMydC0xNiAzMnoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTM2OyIgZD0iTTc1NiAxMTU3cTE2NCA5MiAzMDYgLTlsLTI1OSAtMTM4bDE0NSAtMjMybDI1MSAxMjZxNiAtODkgLTM0IC0xNTYuNXQtMTE3IC0xMTAuNXEtNjAgLTM0IC0xMjcgLTM5LjV0LTEyNiAxNi41bC01OTYgLTU5NnEtMTUgLTE2IC0zNi41IC0xNnQtMzYuNSAxNmwtMTExIDExMHEtMTUgMTUgLTE1IDM2LjV0MTUgMzcuNWw2MDAgNTk5cS0zNCAxMDEgNS41IDIwMS41dDEzNS41IDE1NC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMzc7IiBob3Jpei1hZHYteD0iMTIyMCIgZD0iTTEwMCAxMTk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMHEtNDEgMCAtNzAuNSAyOS41dC0yOS41IDcwLjV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXpNMTEwMCAxMDk2aC0yMDB2LTEwMGgyMDB2MTAwek0xMDAgNzk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMCBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41djEwMHEwIDQxIDI5LjUgNzAuNXQ3MC41IDI5LjV6TTExMDAgNjk2aC01MDB2LTEwMGg1MDB2MTAwek0xMDAgMzk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMHEtNDEgMCAtNzAuNSAyOS41dC0yOS41IDcwLjV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXpNMTEwMCAyOTZoLTMwMHYtMTAwaDMwMHYxMDB6ICIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMzg7IiBkPSJNMTUwIDEyMDBoOTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41dC0xNC41IC0zNS41dC0zNS41IC0xNC41aC05MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTcwMCA1MDB2LTMwMGwtMjAwIC0yMDB2NTAwbC0zNTAgNTAwaDkwMHoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY5OyIgZD0iTTEzNSAxMDIzbDE0MiAxNDJxMTQgMTQgMzUgMTR0MzUgLTE0bDc3IC03N2wtMjEyIC0yMTJsLTc3IDc2cS0xNCAxNSAtMTQgMzZ0MTQgMzV6TTY1NSA4NTVsMjEwIDIxMHExNCAxNCAyNC41IDEwdDEwLjUgLTI1bC0yIC01OTlxLTEgLTIwIC0xNS41IC0zNXQtMzUuNSAtMTVsLTU5NyAtMXEtMjEgMCAtMjUgMTAuNXQxMCAyNC41bDIwOCAyMDhsLTE1NCAxNTVsMjEyIDIxMnpNNTAgMzAwaDEwMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjUgdi0yNTBoLTExMDB2MjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNOTAwIDIwMHYtNTBoMTAwdjUwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3MDsiIGQ9Ik0zNTAgMTIwMGw1OTkgLTJxMjAgLTEgMzUgLTE1LjV0MTUgLTM1LjVsMSAtNTk3cTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtMjA4IDIwOGwtMTU1IC0xNTRsLTIxMiAyMTJsMTU1IDE1NGwtMjEwIDIxMHEtMTQgMTQgLTEwIDI0LjV0MjUgMTAuNXpNNTI0IDUxMmwtNzYgLTc3cS0xNSAtMTQgLTM2IC0xNHQtMzUgMTRsLTE0MiAxNDJxLTE0IDE0IC0xNCAzNXQxNCAzNWw3NyA3N3pNNTAgMzAwaDEwMDBxMjEgMCAzNS41IC0xNC41IHQxNC41IC0zNS41di0yNTBoLTExMDB2MjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNOTAwIDIwMHYtNTBoMTAwdjUwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3MTsiIGQ9Ik0xMjAwIDEwM2wtNDgzIDI3NmwtMzE0IC0zOTl2NDIzaC0zOTlsMTE5NiA3OTZ2LTEwOTZ6TTQ4MyA0MjR2LTIzMGw2ODMgOTUzeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzI7IiBkPSJNMTEwMCAxMDAwdi04NTBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTE1MHY0MDBoLTcwMHYtNDAwaC0xNTBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMDBxMCAyMCAxNC41IDM1dDM1LjUgMTVoMjUwdi0zMDBoNTAwdjMwMGgxMDB6TTcwMCAxMDAwaC0xMDB2MjAwaDEwMHYtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzM7IiBkPSJNMTEwMCAxMDAwbC0yIC0xNDlsLTI5OSAtMjk5bC05NSA5NXEtOSA5IC0yMS41IDl0LTIxLjUgLTlsLTE0OSAtMTQ3aC0zMTJ2LTQwMGgtMTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjAgMTQuNSAzNXQzNS41IDE1aDI1MHYtMzAwaDUwMHYzMDBoMTAwek03MDAgMTAwMGgtMTAwdjIwMGgxMDB2LTIwMHpNMTEzMiA2MzhsMTA2IC0xMDZxNyAtNyA3IC0xNy41dC03IC0xNy41bC00MjAgLTQyMXEtOCAtNyAtMTggLTcgdC0xOCA3bC0yMDIgMjAzcS04IDcgLTggMTcuNXQ4IDE3LjVsMTA2IDEwNnE3IDggMTcuNSA4dDE3LjUgLThsNzkgLTc5bDI5NyAyOTdxNyA3IDE3LjUgN3QxNy41IC03eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzQ7IiBkPSJNMTEwMCAxMDAwdi0yNjlsLTEwMyAtMTAzbC0xMzQgMTM0cS0xNSAxNSAtMzMuNSAxNi41dC0zNC41IC0xMi41bC0yNjYgLTI2NmgtMzI5di00MDBoLTE1MHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwMHEwIDIwIDE0LjUgMzV0MzUuNSAxNWgyNTB2LTMwMGg1MDB2MzAwaDEwMHpNNzAwIDEwMDBoLTEwMHYyMDBoMTAwdi0yMDB6TTEyMDIgNTcybDcwIC03MHExNSAtMTUgMTUgLTM1LjV0LTE1IC0zNS41bC0xMzEgLTEzMSBsMTMxIC0xMzFxMTUgLTE1IDE1IC0zNS41dC0xNSAtMzUuNWwtNzAgLTcwcS0xNSAtMTUgLTM1LjUgLTE1dC0zNS41IDE1bC0xMzEgMTMxbC0xMzEgLTEzMXEtMTUgLTE1IC0zNS41IC0xNXQtMzUuNSAxNWwtNzAgNzBxLTE1IDE1IC0xNSAzNS41dDE1IDM1LjVsMTMxIDEzMWwtMTMxIDEzMXEtMTUgMTUgLTE1IDM1LjV0MTUgMzUuNWw3MCA3MHExNSAxNSAzNS41IDE1dDM1LjUgLTE1bDEzMSAtMTMxbDEzMSAxMzFxMTUgMTUgMzUuNSAxNSB0MzUuNSAtMTV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3NTsiIGQ9Ik0xMTAwIDEwMDB2LTMwMGgtMzUwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xNTBoLTUwMHYtNDAwaC0xNTBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMDBxMCAyMCAxNC41IDM1dDM1LjUgMTVoMjUwdi0zMDBoNTAwdjMwMGgxMDB6TTcwMCAxMDAwaC0xMDB2MjAwaDEwMHYtMjAwek04NTAgNjAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjUwaDE1MHEyMSAwIDI1IC0xMC41dC0xMCAtMjQuNSBsLTIzMCAtMjMwcS0xNCAtMTQgLTM1IC0xNHQtMzUgMTRsLTIzMCAyMzBxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjVoMTUwdjI1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3NjsiIGQ9Ik0xMTAwIDEwMDB2LTQwMGwtMTY1IDE2NXEtMTQgMTUgLTM1IDE1dC0zNSAtMTVsLTI2MyAtMjY1aC00MDJ2LTQwMGgtMTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjAgMTQuNSAzNXQzNS41IDE1aDI1MHYtMzAwaDUwMHYzMDBoMTAwek03MDAgMTAwMGgtMTAwdjIwMGgxMDB2LTIwMHpNOTM1IDU2NWwyMzAgLTIyOXExNCAtMTUgMTAgLTI1LjV0LTI1IC0xMC41aC0xNTB2LTI1MHEwIC0yMCAtMTQuNSAtMzUgdC0zNS41IC0xNWgtMTAwcS0yMSAwIC0zNS41IDE1dC0xNC41IDM1djI1MGgtMTUwcS0yMSAwIC0yNSAxMC41dDEwIDI1LjVsMjMwIDIyOXExNCAxNSAzNSAxNXQzNSAtMTV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3NzsiIGQ9Ik01MCAxMTAwaDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTE1MGgtMTIwMHYxNTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0xMjAwIDgwMHYtNTUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY1NTBoMTIwMHpNMTAwIDUwMHYtMjAwaDQwMHYyMDBoLTQwMHoiIC8%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMH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+
+
+
+
+
+<style type="text/css">
+div.header {
+ margin-top: 20px;
+ border-bottom: 1px solid #BCBCBC;
+}
+table.header {
+ margin-top: 10px;
+}
+</style>
+
+<table class="header" width="100%" align="center">
+ <tr>
+ <td align="left" valign="bottom" width="90px">
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lFhTSPslqrUUlhNWc8m6UZbGHDRGGVVNv+Pf2xVLCESp7Tv5nvV3VJVYVlrxwPn1Jmr4+y/MGCxWMRu3FjxcS8uWkQp4fO7hGimaJR1TtQxFVU7wjoHqOqE3aQ8Oz4IgqqKqFgsUqxw416IblIoFgmCoOoBUbWF9Yn6I3W28ux4IUR9CuFf9lV1TMVpDdbaI4D3N5gp0UpBwF1b17Byz3bW5HaxrZDjHw+fyekHGwCZNS5EAwrFImnPe7+19ghjzJj3VqqZh3UBrdkhOjG+seFFfrPllWHfu8JfwF9Nmsq1R57EZCXzmYSoV6lUolQqaa31BcB3xjq2miLq6svBH9qXDiirsj/u6ONbG15scyIhOk80871i14xZWNbak4ATmpQpcdbl+vnJpuVjHjN/xyZ2FHJtSiREZ4rejDoh6pxRVRphdfXoakl/5Vnj+aDEQ9sqT2kQQowuYG9pjdk5oxZWtIfY+c2NlSx9+T1VHbdiYHuLkwjR+aJ3C88fa//CsUZY7wOmNjlTolT74RX5mIsQjYtmvU8l7J4RjVVYZzY5jyCcbCqEOFAQBJTCv/xH7Z6xCqvqDySK6mVSKXrT6e5ao0eIKkX3sUbtnhELy1o7CTi1RZm6nud5NS8MKEQ3iC4LT4066ACjjbDeA8hmfS1UXhhQ9kQUYp+osDzCDjrAaDdU5HKwTXrSaTytGcznXUdpme3bt7Np0yb6rGXSpEmcdPLJriOJGCuWSnhanwH8bv+fSWHFQMrz0EoxkM933DuON/3859x/333Dvnfq29/Opy+8kMlTpjhKJeKsWCyWC+sAB1wSWmsPA05seSoxzGgLAybZnbfffkBZATz/3HNcfdVVrFm9uv2hROxFl4UnRl00zEivjvfRZRtNxMX+CwMm2TNPP83tt9026s9zuRyPPfpo+wKJxCiF0xsUI8zHGqmw5HLQsfLCgEletmbhC5X3x1ywYIGswCpGFI2yDuiikQrr9JanERWVFwbUCb1EXLtmTcVjXt+6Ff+VkVfCEN0tmo91QBcNezVYaw3wljZlEhUopcLSSuBIq9IejmXt2PpMJE80wnpL1El77f/Xt4yuYkjmaoluFN0uGNZJUlhCiFiKPlcohSWEiL8xR1jW2gnAsW3OJIQQI4pGWMdG3QQMH2Ed3/ZEQggxiiFTXvZ2kxSWECKWAvYujjliYc1sdyAhhBhLNMqSEVYnSuJ8LSHGUgxHWHsHU1JYIvEGSgVWDe7ksZ19bCvKlmudpLTfJWEKwFqrgDc7yiSaKMmfP6zVnqDIlWufYfGe1/d+b5KX5nOTj2fWwUfJiLMDRJeEb7bWKmNMUB5hTQfGuYslRG3yQYkvrH9+WFkB7Cjm+VbfUq5c94yjZKKZgiAgCLtpOuy7JJTLQZEo3930J57p3zLqz5/d/RorB3a0MZFolaE33qWwROIEwKM7+yoe9/92bGh9GNFyQ+9jSWGJxOnL72FHsfIa+POqKDURfyONsGQOlkiMXFDd0jW7qig1EX/BkKkNMsLqUiqhCwOK7jN0tnvKWjsemOY0UROsWLGCxYsXs3HjRvr6+jjttNOYNWsWqQ5YH70VetNpUp5X9UJ7QrgS7SM1zVo7PgUcR8I3nViyZAlf+cpXyA/Z22/p0qU8/PDDXHzxxZxwwgkO08VXN+yJKJIvGmEp4DgNHOo2TmNWrVrF7Nmzh5VV2dq1a/nqV7/Knj17HCRLhpTnMa6nRyZZiliLSuswDYy4h31SzJ07l927d4/681wux1NPPdXGRMmjlaK3p6ej9kQUnSW6LJyogYlOkzSgUCiwdu3aisc99thjbUiTbAo6Zk9E0XmiEVayC2vr1q0UCoWKxy1fvrwNaTpDJ+yJKDpPRxRW9B8hmqy8J6JcIoq46IjCEq2jlKI3kyEtl4giBjriHpZovUwqRU86nex5LyLxyiOsFFJYooKU56G1TnRpDQ4MsGDBAjb19dHX14fnefzdxz/O5MmTXUcTVZDCEjXRSiX28rBQKPDd73yHJYsXD/v+M08/zdkf+xgfkU9ExJ5cEoquUCqV+OHcuQeUFYRz9H5z6608cN99DpKJWshNd9EVnpg/n6cWLKh4jIg3KSzRFVa+/HLFY1atWoW1tg1pRIOksERne/XVV6s6rppiE+5Eb/hIYYnOVu3k4mDftugivqSwhBAJEH5UbKJ89kIIkRga2Ok6hOg8sr6WaIGdUlhCiKSQwhJCJIYUlhAiMaSwhBCJIYUlhEgMKSwhRGJIYQm3ZPKDqEb0eyKFJdzKZDIyZ0tUSwpLuKWA3p4eUp7nOoqIs/AvNSks4Z4CetJpMum06ygipuSSUMRO2vNkT0QxIi0jLBFHsieiGIkaUlg7HGcRYhjZE1Hsb2hhbXWcRYgRZVKp8BLRdRDhXFRYr2lgJXt30REiXjyt6e3pkakPXU4pFQArtTGmH9jgOpAQo9FKMU6mPnQ1BdYY01++s7nCaRohqtCTTtMjUx+6klJqGYQrjgIsd5hFiKqlPE9Kq8tEtwOWw77CkhGWSAwtUx66SnTDfQVA+X1jKSwh2iQIArZu3YrduJF8Ps/Jp5ziOlKsSWEJ4cgLzz/P92+4gcHBwb3fmzlzJhdedBEzZsxwmCy+hhZWeWy9FtjjKpAQ3WD5smX8+/e+N6ysAJYvX84X/+VfWPDkk46SxZuCPGFHhYVljAkA2atbiBbZsmUL3/7mN8nlciP+vFQq8cD997c5VTIopTZEHcXQu5dyWShEiyxdsoTdu3ePeczyZcvYulU+eLI/rfXSvf885PtSWEK0yJo1ayoeEwQBzz7zTBvSJIdSCq3UC+V/H1pYMhdLdBalYrNUzWiXgvsbGBhocZJk0UNuuMO+dwmHfTMuAuCpna+yZnAX63P9DJaKfPbwmUxJ97qOJhJAgXwGMeGiOXfJKKzvbFjMrzdnh33vv7au5XNT38IFk491lEoI0S7efoW195LQGLMLWOUg04h+tmnFAWUFsLtUYM7GJfx0U+z6VQjRZFqpNVE3hf++38/ntTnPiJbufp259k9jHvO719e1KY0QwgUV3oN8cOj3YllYi/pfq3jMusFdLNu9rQ1phBAuRPcfh3VSLAtrzeCuygcBi3bLnBUhOlV0/2r0wjLGWGBZGzONqBRUtwBqMSi1OIkQ1SkSsDbXz5P9m7n99dW8NLDddaTEU0qtizppr5FW+Z8HvKU9kYSIh1QDG17sCYr805qneWlg3y0KrRSzDj6Kz01+M5O8TDMidh2t9UMHfG+E4x5pQxYhYkUrxbg69kTMByU+v+75YWUF4VXC3dvW8vevPM5AqdjMqF0hmuH++/2/P1JhPYpsSiG6kK5jT8S5ry7j2d1bRv3568Ucf9y1qRnxukr0Z/Do/t8/4E/GGPMasLj1kYSIn/KeiJkqLxGf7h+9rMru37Gx0VhdRylloy4aZrS/SuSyUHS1dHlPxDEuEQsErM/1VzzX07s2E8hFS008rR8e6ftSWEKMwosuEUdbQ74UVFdDBSmrmiil8LT+zUg/G62wHgfkTqHoeiq6GS97IrZPSuuAsIMOMGJhGWN2AM+3MpQQSSJ7IraPp/WKqIMOMNbbIXJZKMQQKc9jXE9PRy1ZUyqVeHXTJl555RXXUYBwSSDP8+4d7edjvRXyEPCFpicSIsG0UvT29DCYz0MhuZ+0WL9+PTfMmUOftRSL4d2fk08+mQs/8xmmHH64s1xeeOn9wGg/H2uE9SjQ1+Q8QiSeAnrT6aqnPsTNli1b+Prs2WxYv35vWQEsXLiQq6+6iiefeMJZNk/rbYww/6ps1MIyxhSBW1qQSYiOkE5gYQ0ODHD9ddex9bWRV0TJ5/Pcc/fdbU61j6f1zVH3jKjSlN5fNTmPEMKhldksduPYE1nXrF7NunXtX2/O0xql1M/GOmbMwjLGLAKWNDWVEMIZv8qb60/On9/iJAfytN4Ydc6oqvnQlIyyhOgQ++86PZodO3e2OMmBPK3/s9Ix1RTWzUBy3w4RQsSe1hqt9Y8qHlfpAGPMRmDEz/UIIUQzeEqtirpmTNWuoyGXhUKIltFa31TVcVWe77dA5Y+lCyFEjbTWpZTn/XtVx1ZzkDGmn7C0hBB1kA9Pjy6l9VNRx1RU/dKK8Ms68wghxIiUUqQ87/pqj6+lsB4BNtQeSQghRpbSepdS6r5qj6+6sIwxJcIpDkII0RQpz7s56paq1DLCArgJ2aBCCNEEXjj3qqqb7WU1FZYxZjlwV02phBBiBCnPeyLqlKrVOsICqPoGmRDCjVIQYPO72VUquI4yIh3ebL+i1sfVvD6GMeYFa+19wFm1PlYIMbZGVzO9/fU13P36Gtbld5MPSvyZl+HSKTP564OPJE7rpHqet8wYU/My7PWMsEBGWUK0RMrz6l4Y8Pfb13PDpj/xSm4X+SC8j/16Mcdsu5iL1yxgMEY7UKe0vqqex9VVWMaY+cBj9TxWCDG2avZE3N+T/Zv5Rt+SUd8RW7zn9djsQJ3yPDtt2rT763lsvSMskFGWEC1T3hPRG2VPxP3du20dxWDsN/Af2GGbEa1hWqmv1v3Yeh9ojHkQeLbexwshxqaUojeTqWop5uV7tlU85qn+zeQcXxZqrXdOP+qon9T9+AafX0ZZQrRYJpWiJ50e86Z5fxXvBuaDEoOB26XttFI/bOjxDT7/vcDSBs8hhKgg5Xn0JnxPRK317p50+tqGztHIg40xAfD1Rs4hhKiOVopxPT2JXfkhpfW3o86oW6MjLIDbgGwTziOEqEJPOk0mnXYdoyae1v3pVGp2o+dpuLCiPcS+2eh5hBDVS3se42qc+uBS2vO+MdZ+g9VqxggLwrWy/CadSwhRBV3j1AdXUp630/O8bzfjXE35LzXG5IHLm3EuIUT1ylMf4izleZdGHdGwplWzMeZ3wD3NOp8QonpxvTRMed6KI6dNa9omNs0eS14B7G7yOYUQCaSUClKed04zz9nUwjLGrAGua+Y5hRDJ5Gl9z5HTpr3UzHO24m7dHKCmRbmEEJ1FKZXTSp3f7PM2vbCim2uXNPu8Qojk8LSePf2oo/Y0+7z1LbxTgTFmnrX2FqCuhj3Yy3BE5qCKx03yepgyZUrF48aNG1dPDCboVFU5DklVl6NeE7x0VTmmpMfR+4Y3MH78+IrHenXMlq72/wfAoYceSn9/5a3mMnW8w5VSuqoc43WKQw45pGW/Iwqq/v8xceLEqnIcdFB159vf1PQ4JnojTyYNAIKAAJhwUJ43TJ5c8XwTJ0yoKweAVmrz0dOnt+TWkAoqLElRL2vtVGAFMKklTyCEqEm+UCBXaP2SyZ7WHz5mxozft+LcLZtxZozpA77cqvMLIWpTz8KAtfK0nteqsoIWFlbkRmBhi59DCFGl8sKAugWz45VSA8BHmn7iIVpaWNFnhy5B9jIUIjaUUozLZEg3edWHlOddcsyMGZVvXDagZfewhrLW/gT4bMufSAhRk0KxSC6fb3hEkfK8F46ePv3UpoQaQ7s+NXk1sLJNzyWEqFIzFgbUSg2mPO8DTYw1+nO140mMMTuB84DBdjyfEKJ6Wil6G1gY0PO8C46cNm1rk2ONqG3rUhhjFgF17UUmhGgtRX0LA6Y8764ZRx11Z2tSHaitC+kYY35MuEKpECKG0p5X9dQHrdSWQrF4bhti7XvOdj5Z5LPAKgfPK4SoQpV7IpaUUme+6Zhj2roNT9sLyxizA7mfJUSsVdoTUWv9rWNmzHixzbHaM61hJNbaS4GG9igTQrResVRiMJ+n3BVaqWVvPProt7rI4mwxaGPMj4A7XD2/EKI6ntb07psdny8FQVumMIzE9er1FwGvOM4ghKhAh7Pjfa3Uh950zDEbXOVwdklYZq09FXgSiPdK+kJ0txzwTmPM8y5DuB5hEf0PuMZ1DiHEmK5xXVYQgxFWWbTg38dd5xBCHOBWY0zTlzuuh/MR1hCfBh5yHUIIMcxDhK/NWIjNCAvAWjsBmAe83XUWIQTPAacbY3a5DlIWq8ICsNZOBp4AjnOdRYguthJ4lzFms+sgQ8XpkhCA6H/QBwHrOosQXcoCH4xbWUEMCwvAGLMaOAvY7jiKEN1mO3BW9BqMnVgWFoAxZjEwCxhwnUWI7HJ7cQAABOJJREFULjEAzIpee7EU28ICMMY8TjjVoeg6ixAdrgh8PHrNxVasCwvAGHM3cLHrHEJ0uIuj11qsxb6wAIwxP0P2OBSiVb4cvcZiL3bTGsZirZ0LXOY6hxAd5AfGmMtdh6hWIkZYQ1wB/MB1CCE6xA8IX1OJkagRVpm19lpgtuscQiTYl40x17sOUatEFhaAtfYi4D+A5m5fK0RnKxLeYE/EPav9JbawAKy1fwvcCvS6ziJEAgwQTl2I/buBo0l0YQFYa98D3Asc7DqLEDG2nXBSaKznWVWS+MICsNaeCNwHGNdZhIghS/hxm9jOYK9WRxQWgLX2aOABZJUHIYZaSfhB5tWugzRD0qY1jCr6A3kX4Ro+QojwtfCuTikr6KDCgr1L05yOrFwqxEOEi+/FbomYRnRUYQFEqyP+DeG7h0J0o1uBv4nTSqHN0jH3sEZirb0M+C6yhZjoDjnC3W069tMgHV1YsHffw9uAN7rOIkQLvQKcF4etuFqp4y4J9xf9AZ4C3OE6ixAtcgdwSqeXFXTBCGsoa+2lwBygx3UWIZpgELjaGPMj10HapasKC8BaewrhJeKxrrMI0YBVhJeAL7gO0k4df0m4v+gPuFxaQiTRbYSXgF1VVtCFI6yhrLWfA25ALhFFMgwCVxljfuw6iCtdXVgA1tqTCP/Gko/0iDhbSXgJuMh1EJe67pJwf9EvwKnAT4Hubm8RRwHh7+ap3V5WICOsYay17wBuBE52nUUIYCFwiTHmKddB4qLrR1hDRb8YpwGXAzscxxHdawfh7+BpUlbDyQhrFNbaqYRzts53nUV0lVsI51b1uQ4SR1JYFVhrTye8TJzpOovoaMsJL//muQ4SZ3JJWEH0C3Qi8EVgt+M4ovPsJvzdOlHKqjIZYdXAWjsD+D7wUddZREe4B7jCGLPGdZCkkMKqg7X2w8Bc4BjXWUQi+cDlxpjfuQ6SNHJJWIfoF+144CIg6ziOSI4s4e/M8VJW9ZERVoOstR5wHvAl4G2O44h4Wgp8HbjNGFN0HSbJpLCaxFqrgFnAtYRzuYR4FrgeuNcYIy+0JpDCagFr7QcIi+u9rrMIJx4DrjfGPOg6SKeRwmoha+27CYvrLNdZRFvcR1hU810H6VRSWG0QLRp4LXA2oBzHEc0VAHcRFlXXrU/VblJYbWStnQlcCFwATHMcRzRmA3AzcJMxZrnrMN1CCssBa60GzgA+CZwDjHebSFSpH/gt8EvgEWNMyXGeriOF5Zi1djxhaX0CeD8yNy5uSsDDwK+A3xpj+h3n6WpSWDFirT2C8HLxE8AJjuN0uyWEJXWzMWaj6zAiJIUVU9HSzZ8gXN5mquM43aKPcHmXX8nqnvEkhRVz0Uz69wFnEt73OhXwXGbqIEXgeeAR4CHgUZmJHm9SWAljrZ0EvIewvM4gXPpGpkpUJwAWExbUI8DjxhhZWTZBpLASzlp7GOEI7AzgdOAtTgPFzzJgHmFBPWqMec1xHtEAKawOY601hMVV/uq2Ha5XERbUPGCeMcY6ziOaSAqrw1lrJxAuhXM84TLP5X9+MzDOYbRG7AFeBlYQLi28ovxljNnlMphoLSmsLhWtLjGdfQU2tNCm4f6+WEA4m/yAUgLWyuoH3UkKSxwgmsx6HHAoMAmYWMcXwM46vnYAW4GVMklT7O//A6qN7Pi3AawSAAAAAElFTkSuQmCC" width="100%" />
+ </td>
+ <td align="left" valign="top">
+ <div class="header">
+ <h4 style="font-size: 20px; margin: 10px">
+ Modelos de Regressão para Dados de Contagem com o R
+ </h4>
+ <h5 style="margin: 0px 0px 10px 10px">
+ <a href="https://github.com/leg-ufpr/MRDCr">
+ <code>github.com/leg-ufpr/MRDCr</code>
+ </a>
+ </h5>
+ </div>
+ </td>
+ </tr>
+</table>
+
+<div class="fluid-row" id="header">
+
+
+
+<h1 class="title toc-ignore">Análise de Contagens com Modelo Gamma Count</h1>
+<h4 class="author"><em><p>Walmes M. Zeviani, Eduardo E. Ribeiro Jr & Cesar A. Taconeli</p></em></h4>
+
+</div>
+
+<div id="TOC">
+<ul>
+<li><a href="#a-distribuicao-gamma-count">A Distribuição Gamma Count</a><ul>
+<li><a href="#a-media-da-gamma-count">A Média da Gamma-Count</a></li>
+<li><a href="#funcao-de-risco">Função de Risco</a></li>
+</ul></li>
+<li><a href="#verossimilhanca-e-estimacao">Verossimilhança e Estimação</a></li>
+<li><a href="#numero-de-vagens-produzidas-em-soja">Número de Vagens Produzidas em Soja</a></li>
+<li><a href="#numero-de-graos-produzidas-em-soja">Número de Grãos Produzidas em Soja</a></li>
+<li><a href="#numero-de-graos-por-vagem">Número de Grãos por Vagem</a></li>
+<li><a href="#numero-de-capulhos-produzidos-em-algodao">Número de Capulhos Produzidos em Algodão</a></li>
+<li><a href="#numero-de-nematoides-em-linhagens-de-feijao">Número de Nematoides em Linhagens de Feijão</a></li>
+<li><a href="#numero-de-gols-por-partida-de-futebol">Número de Gols por Partida de Futebol</a></li>
+<li><a href="#informacoes-da-sessao">Informações da sessão</a></li>
+</ul>
+</div>
+
+<div id="a-distribuicao-gamma-count" class="section level2">
+<h2>A Distribuição Gamma Count</h2>
+<p>Se uma variável aleatória <span class="math">\(Y\)</span> tem distribuição de probabilidades Gamma Count, então sua função de probabilidade é <span class="math">\[
+p(y,\lambda,\alpha) =
+ \left(\int_{0}^{1}
+ \frac{(\alpha\lambda)^{y\alpha}}{\Gamma(y\alpha)}\,
+ u^{y\alpha-1}
+ \exp\{-\alpha\lambda u\}\, \textrm{d}u \right)
+ - \left(\int_{0}^{1}
+ \frac{(\alpha\lambda)^{y\alpha}}{\Gamma((y+1)\alpha)}\,
+ u^{(y+1)\alpha-1}
+ \exp\{-\alpha\lambda u\}\, \textrm{d}u \right),
+\]</span> em que <span class="math">\(\lambda\)</span> é o parâmetro de locação e <span class="math">\(\alpha\)</span> o parâmetro de dispersão.</p>
+<p>Essa função de probabilidade resulta da relação que existe entre intervalo de tempo entre eventos e do número de eventos dentro de um intervalo.</p>
+<p>Considere que <span class="math">\(\tau\)</span> seja a variável aleatória tempo entre eventos que acontecem ao longo de um domínio com distribuição <span class="math">\(\tau \sim \text{Gama}(\alpha, \beta)\)</span>. Sendo assim, a função desidade de <span class="math">\(\tau\)</span> é</p>
+<p><span class="math">\[
+f(\tau, \alpha, \beta) =
+ \frac{\beta^\alpha}{\Gamma(\alpha)}
+ \cdot \tau^{\alpha-1}\cdot \exp\{-\beta\tau\},
+\]</span> cuja média é <span class="math">\(\text{E}(\tau) = \frac{\alpha}{\beta}\)</span> e a variância é <span class="math">\(\text{V}(\tau) = \frac{\alpha}{\beta^2}.\)</span></p>
+<p>Ainda, o tempo decorrido até a ocorrência o <em>n</em>-ésimo evento é portanto,</p>
+<p><span class="math">\[
+\vartheta_n = \tau_1+\cdots+\tau_n ~ \sim \text{Gama}(n\alpha, \beta),
+\]</span> pois a soma de variáveis aleatórias Gama tem distribuição Gama, cuja média é <span class="math">\(\text{E}(\vartheta) = \frac{n\alpha}{\beta}\)</span> e a variância é, <span class="math">\(\text{V}(\vartheta) = \frac{n\alpha}{\beta^2}\)</span>. A função densidade de <span class="math">\(\vartheta_n\)</span> então é</p>
+<p><span class="math">\[
+f_n(\vartheta, \alpha, \beta) =
+ \frac{\beta^{n\alpha}}{\Gamma(n\alpha)}\cdot
+ \vartheta^{n\alpha-1}\cdot \exp\{-\beta\vartheta\},
+\]</span> e a função acumulada é</p>
+<p><span class="math">\[
+F_n(T) = \Pr(\vartheta_n \leq T) =
+ \int_{0}^{T} \frac{\beta^{n\alpha}}{\Gamma(n\alpha)}\cdot
+ t^{n\alpha-1}\cdot
+ \exp\{-\beta t\}\,\text{d}t.
+\]</span></p>
+<p>Decorre que, se <span class="math">\([0, T)\)</span> é um intervalo e <span class="math">\(N\)</span> é o número de eventos ocorridos dentro desse intervalo, então <span class="math">\(N < n\)</span> se e somente se <span class="math">\(\vartheta_n \geq T\)</span>, ou seja <span class="math">\[
+\Pr(N < n) = \Pr(\vartheta_n \geq T) = 1-F_n(T).
+\]</span></p>
+<p>Como <span class="math">\[
+F_n(T) = G(n\alpha, \beta T) =
+ \int_{0}^{T} \frac{\beta^{n\alpha}}{\Gamma(n\alpha)}
+ t^{n\alpha-1}\cdot\exp\{-\beta t\}\, \text{d}t,
+\]</span> podemos escrever <span class="math">\(\Pr(N = n)\)</span> como sendo a diferença de acumuladas da Gama, <span class="math">\[
+\Pr(N = n) = G(n\alpha, \beta T) - G((n+1)\alpha, \beta T).
+\]</span></p>
+<p>Em resumo, a distribuição para o número de eventos, quando se assume a distribuição do intervalo entre eventos é Gamma, é resultado da diferença de duas acumuladas da distribuição Gamma.</p>
+<p>A média da variável de contagem é resultado de <span class="math">\[
+\begin{align*}
+ E(N) &= \sum_{i=0}^{\infty} i\cdot \Pr(i) \\
+ &= \sum_{i=1}^{\infty} i\cdot \Pr(i)\\
+ &= \sum_{i=1}^{\infty} G(i\alpha, \beta T).\\
+\end{align*}
+\]</span></p>
+<p>Para um <span class="math">\(T\)</span> cada vez maior, tem-se que <span class="math">\[
+ N(T)\; \dot{\sim}\; \text{Normal}\left(
+ \frac{\beta}{\alpha},
+ \frac{\beta}{\alpha^2}\right).
+\]</span></p>
+<p>Considere que <span class="math">\[
+ \frac{\beta}{\alpha} = \exp\{x^{\top}\theta\} \Rightarrow
+ \beta = \alpha \exp\{x^{\top}\theta\}.
+\]</span></p>
+<p>Essa parametrização produz um modelo de regressão para a média do tempo entre eventos definida por <span class="math">\[
+ \text{E}(\tau|x) = \frac{\alpha}{\beta} = \exp\{-x^{\top}\theta\}.
+\]</span></p>
+<p>O modelo de regressão é para o tempo entre eventos (<span class="math">\(\tau\)</span>) e não diretamente para contagem porque, a menos que <span class="math">\(\alpha = 1\)</span>, não é certo que <span class="math">\(\text{E}(N_i|x_i) = [\text{E}(\tau_i|x_i)]^{-1}\)</span>. Dessa maneira, <span class="math">\(-\theta\)</span> mede a variação percentual do tempo médio entre eventos para uma unidade de <span class="math">\(x\)</span>.</p>
+<pre class="r"><code># Definições da sessão.
+library(lattice)
+library(latticeExtra)
+library(grid)
+library(bbmle)
+library(corrplot)
+library(plyr)
+library(car)
+library(doBy)
+library(multcomp)
+library(MRDCr)</code></pre>
+<pre class="r"><code># Função densidade na parametrização original.
+dgcnt</code></pre>
+<pre><code>## function(y, lambda, alpha) {
+## p <- pgamma(q = 1,
+## shape = y * alpha,
+## rate = alpha * lambda) -
+## pgamma(q = 1,
+## shape = (y + 1) * alpha,
+## rate = alpha * lambda)
+## return(p)
+## }
+## <environment: namespace:MRDCr></code></pre>
+<pre class="r"><code># Caso Poisson (gamma == 0).
+grid <- expand.grid(lambda = c(2, 8, 15),
+ alpha = c(0.5, 1, 2.5))
+y <- 0:30
+py <- mapply(FUN = dgcnt,
+ lambda = grid$lambda,
+ alpha = grid$alpha,
+ MoreArgs = list(y = y), SIMPLIFY = FALSE)
+grid <- cbind(grid[rep(1:nrow(grid), each = length(y)), ],
+ y = y,
+ py = unlist(py))
+
+useOuterStrips(xyplot(py ~ y | factor(lambda) + factor(alpha),
+ data = grid, type = "h",
+ xlab = expression(y),
+ ylab = expression(p(y)),
+ panel = function(x, y, ...) {
+ m <- sum(x * y)
+ panel.xyplot(x, y, ...)
+ panel.abline(v = m, lty = 2)
+ }),
+ strip = strip.custom(
+ strip.names = TRUE,
+ var.name = expression(lambda == ""),
+ sep = ""),
+ strip.left = strip.custom(
+ strip.names = TRUE,
+ var.name = expression(alpha == ""),
+ sep = ""))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<div id="a-media-da-gamma-count" class="section level3">
+<h3>A Média da Gamma-Count</h3>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# A média da Gamma-Count.
+
+y <- rpois(100, lambda = 5)
+L <- list(y = y, X = cbind(rep(1, length(y))))
+start <- c(alpha = 0, lambda = 1)
+parnames(llgcnt) <- names(start)
+n1 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+c(mean(y),
+ exp(coef(n1)[2]),
+ calc_mean_gcnt(lambda = exp(coef(n1)[2]),
+ alpha = exp(coef(n1)[1])))</code></pre>
+<pre><code>## lambda
+## 4.990000 4.906008 4.990111</code></pre>
+<pre class="r"><code>y <- rpois(500, lambda = 50)
+L <- list(y = y, X = cbind(rep(1, length(y))))
+start <- c(alpha = 0, lambda = 1)
+parnames(llgcnt) <- names(start)
+n1 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+c(mean(y),
+ exp(coef(n1)[2]),
+ calc_mean_gcnt(lambda = exp(coef(n1)[2]),
+ alpha = exp(coef(n1)[1])))</code></pre>
+<pre><code>## lambda
+## 49.96000 50.01625 49.95977</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# A E(y) por sum(y * p(py)) e por lambda como função de alpha.
+
+grid <- expand.grid(lambda = exp(seq(-3, 3, length.out = 30)),
+ alpha = exp(seq(-2, 2, length.out = 11)),
+ KEEP.OUT.ATTRS = FALSE)
+summary(grid)</code></pre>
+<pre><code>## lambda alpha
+## Min. : 0.04979 Min. :0.1353
+## 1st Qu.: 0.21188 1st Qu.:0.3012
+## Median : 1.00536 Median :1.0000
+## Mean : 3.57508 Mean :2.0125
+## 3rd Qu.: 4.71960 3rd Qu.:3.3201
+## Max. :20.08554 Max. :7.3891</code></pre>
+<pre class="r"><code>y <- 0:500
+py <- mapply(FUN = dgcnt,
+ lambda = grid$lambda,
+ alpha = grid$alpha,
+ MoreArgs = list(y = y), SIMPLIFY = FALSE)
+grid$m <- sapply(py, FUN = function(py) sum(y * py))
+grid$alpha <- round(grid$alpha, 3)
+str(grid)</code></pre>
+<pre><code>## 'data.frame': 330 obs. of 3 variables:
+## $ lambda: num 0.0498 0.0612 0.0753 0.0926 0.1139 ...
+## $ alpha : num 0.135 0.135 0.135 0.135 0.135 0.135 0.135 0.135 0.135 0.135 ...
+## $ m : num 1.12 1.19 1.26 1.34 1.43 ...</code></pre>
+<pre class="r"><code>cl <- brewer.pal(n = 10, name = "Spectral")
+
+xyplot(m ~ lambda, groups = alpha, data = grid, type = "l",
+ aspect = "iso", grid = TRUE, lwd = 2,
+ xlab = expression(lambda),
+ ylab = expression(sum(y %.% f(y))),
+ auto.key = list(space = "right",
+ title = expression(alpha),
+ points = FALSE, lines = TRUE),
+ par.settings = list(superpose.line = list(col = cl))) +
+ layer(panel.abline(a = 0, b = 1, lty = 2)) +
+ layer(panel.rect(xleft = 0, ybottom = 0,
+ xright = 5, ytop = 5, lty = 2)) +
+ layer(panel.arrows(7, 13, 13, 7, length = 0.1)) +
+ layer(panel.text(x = 13, y = 7,
+ labels = expression(alpha), pos = 4))</code></pre>
+<p><img 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width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>xyplot(m ~ lambda, groups = alpha, type = "l",
+ data = subset(grid, findInterval(lambda, vec = c(0, 5)) == 1),
+ xlab = expression(lambda),
+ ylab = expression(sum(y %.% f(y))),
+ aspect = "iso", grid = TRUE, lwd = 2,
+ auto.key = list(space = "right",
+ title = expression(alpha),
+ points = FALSE, lines = TRUE),
+ par.settings = list(superpose.line = list(col = cl))) +
+ layer(panel.abline(a = 0, b = 1, lty = 2)) +
+ layer(panel.abline(a = -0.5, b = 1, lty = 2)) +
+ layer(panel.abline(a = 1, b = 1, lty = 2))</code></pre>
+<p><img 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width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="funcao-de-risco" class="section level3">
+<h3>Função de Risco</h3>
+<pre class="r"><code>h <- function(...) {
+ dgamma(...)/(1 - pgamma(...))
+}
+
+shape <- seq(0.5, 1.5, by = 0.1)
+
+col <- brewer.pal(n = 5, name = "Spectral")
+col <- colorRampPalette(colors = col)(length(shape))
+
+curve(dgamma(x, shape = shape[1], rate = 1),
+ from = 0, to = 5, col = col[1], lwd = 2,
+ xlab = expression(tau),
+ ylab = expression(f(tau)))
+for (s in 2:length(shape)) {
+ curve(dgamma(x, shape = shape[s], rate = 1),
+ add = TRUE, col = col[s], lwd = 2)
+}
+legend("topright", legend = sprintf("%0.3f", shape),
+ col = col, lty = 1, lwd = 2, bty = "n",
+ title = expression(alpha))</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>curve(h(x, shape = shape[1], rate = 1),
+ from = 0, to = 10, col = col[1], lwd = 2,
+ ylim = c(0, 2.5),
+ xlab = expression(tau),
+ ylab = expression(f(tau)/(1 - F(tau))))
+for (s in 2:length(shape)) {
+ curve(h(x, shape = shape[s], rate = 1), add = TRUE,
+ col = col[s], lwd = 2)
+}
+legend("topright", legend = sprintf("%0.3f", shape),
+ col = col, lty = 1, lwd = 2, bty = "n",
+ title = expression(alpha))</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+</div>
+<div id="verossimilhanca-e-estimacao" class="section level2">
+<h2>Verossimilhança e Estimação</h2>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Função de log-Verossimilhança da Poisson Generalizada na
+# parametrização de modelo de regressão.
+
+MRDCr::llgcnt</code></pre>
+<pre><code>## function(params, y, X, offset = NULL) {
+## # params: vetor de parâmetros;
+## # params[1]: parâmetro de dispersão (alpha);
+## # params[-1]: parâmetro de locação (lambda);
+## # y: variável resposta (contagem);
+## # X: matriz do modelo linear;
+## # offset: tamanho do domínio onde y foi medido (exposição);
+## #----------------------------------------
+## if (is.null(offset)) {
+## offset <- 1L
+## }
+## alpha <- exp(params[1])
+## eXb <- exp(X %*% params[-1])
+## alpha.eXb <- alpha * eXb
+## alpha.y <- alpha * y
+## # returns the log-likelihood.
+## ll <- -sum(log(pgamma(offset,
+## shape = alpha.y,
+## rate = alpha.eXb) -
+## pgamma(offset,
+## shape = alpha.y + alpha,
+## rate = alpha.eXb)))
+## # Negativo da log-likelihood.
+## return(ll)
+## }
+## <environment: namespace:MRDCr></code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Gerando uma amostra aleatória da Poisson, para teste.
+
+# Offset = 2, lambda = 3.
+y <- rpois(100, lambda = 2 * 3)
+
+L <- list(y = y,
+ offset = rep(2, length(y)),
+ X = cbind(rep(1, length(y))))
+
+start <- c(alpha = 0, lambda = 1)
+parnames(llgcnt) <- names(start)
+
+# Como \alpha foi fixado em 1, essa ll corresponde à Poisson.
+n0 <- mle2(minuslogl = llgcnt,
+ start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Para conferir.
+c(coef(n0)["lambda"],
+ coef(glm(y ~ offset(log(L$offset)), family = poisson)))</code></pre>
+<pre><code>## lambda (Intercept)
+## 1.167827 1.167827</code></pre>
+<pre class="r"><code># Estimando o \alpha.
+n1 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+coef(n1)</code></pre>
+<pre><code>## alpha lambda
+## 0.06600289 1.17278958</code></pre>
+<pre class="r"><code># Perfil de verossimilhança dos parâmetros.
+plot(profile(n1))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Covariância.
+V <- cov2cor(vcov(n1))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+</div>
+<div id="numero-de-vagens-produzidas-em-soja" class="section level2">
+<h2>Número de Vagens Produzidas em Soja</h2>
+<p>Resultados de um experimento fatorial (3 x 5), em delineamento de blocos casualizados, que estudou a influência de níveis de potássio na adubação de soja em combinação com irrigação em casa de vegetação. As variáveis de contagem registradas nesse experimento foram o número de vagens viáveis (e não viáveis) e o número total de sementes por parcela com duas plantas de soja.</p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Carregando e explorando os dados.
+
+data(soja, package = "MRDCr")
+str(soja)</code></pre>
+<pre><code>## 'data.frame': 75 obs. of 5 variables:
+## $ K : int 0 30 60 120 180 0 30 60 120 180 ...
+## $ umid: Factor w/ 3 levels "37,5","50","62,5": 1 1 1 1 1 2 2 2 2 2 ...
+## $ bloc: Factor w/ 5 levels "I","II","III",..: 1 1 1 1 1 1 1 1 1 1 ...
+## $ ngra: int 136 159 156 171 190 140 193 200 208 237 ...
+## $ nvag: int 56 62 66 68 82 63 86 94 86 97 ...</code></pre>
+<pre class="r"><code># help(soja, package = "MRDCr", help_type = "html")
+
+# A observação 74 é um outlier.
+soja <- soja[-74, ]
+
+xyplot(nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ ylab = "Número de vagens por parcela",
+ xlab = expression("Dose de potássio aplicada"~(mg ~ dm^{3})),
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>soja <- transform(soja, K = factor(K))
+
+#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(nvag ~ bloc + umid * K, data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: nvag
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 73 322.68
+## bloc 4 14.284 69 308.40 2.9785 0.02684 *
+## umid 2 92.911 67 215.49 38.7485 3.157e-11 ***
+## K 4 136.060 63 79.43 28.3719 8.316e-13 ***
+## umid:K 8 14.150 55 65.28 1.4754 0.18750
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = nvag ~ bloc + umid * K, family = quasipoisson,
+## data = soja)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -1.9681 -0.6393 -0.0195 0.4854 2.3306
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 3.95369 0.07547 52.389 < 2e-16 ***
+## blocII -0.02928 0.04479 -0.654 0.516036
+## blocIII -0.07265 0.04529 -1.604 0.114420
+## blocIV -0.12544 0.04592 -2.732 0.008457 **
+## blocV -0.10795 0.04705 -2.294 0.025606 *
+## umid50 0.13404 0.09597 1.397 0.168117
+## umid62,5 0.21656 0.09418 2.299 0.025303 *
+## K30 0.27427 0.09300 2.949 0.004670 **
+## K60 0.30797 0.09233 3.336 0.001530 **
+## K120 0.32883 0.09192 3.577 0.000734 ***
+## K180 0.25540 0.09338 2.735 0.008376 **
+## umid50:K30 0.06322 0.12654 0.500 0.619324
+## umid62,5:K30 -0.10747 0.12631 -0.851 0.398532
+## umid50:K60 0.16561 0.12449 1.330 0.188897
+## umid62,5:K60 0.10735 0.12286 0.874 0.386028
+## umid50:K120 0.14920 0.12414 1.202 0.234563
+## umid62,5:K120 0.11839 0.12487 0.948 0.347229
+## umid50:K180 0.30370 0.12439 2.441 0.017873 *
+## umid62,5:K180 0.19838 0.12325 1.610 0.113208
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 1.198902)
+##
+## Null deviance: 322.684 on 73 degrees of freedom
+## Residual deviance: 65.278 on 55 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 4</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = nvag, offset = 1, X = model.matrix(m0)))
+
+# Usa as estimativas do Poisson como valores iniciais para a PGen.
+start <- c(alpha = 0, coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -259.6165 -259.6165</code></pre>
+<pre class="r"><code>cbind(coef(m2)[-1], coef(m0))</code></pre>
+<pre><code>## [,1] [,2]
+## (Intercept) 3.95368723 3.95368724
+## blocII -0.02927855 -0.02927854
+## blocIII -0.07265048 -0.07265048
+## blocIV -0.12543798 -0.12543798
+## blocV -0.10794857 -0.10794857
+## umid50 0.13404356 0.13404356
+## umid62,5 0.21656458 0.21656458
+## K30 0.27427290 0.27427290
+## K60 0.30796674 0.30796674
+## K120 0.32883188 0.32883188
+## K180 0.25540441 0.25540441
+## umid50:K30 0.06322288 0.06322288
+## umid62,5:K30 -0.10747272 -0.10747272
+## umid50:K60 0.16561471 0.16561471
+## umid62,5:K60 0.10735066 0.10735066
+## umid50:K120 0.14920392 0.14920392
+## umid62,5:K120 0.11838578 0.11838578
+## umid50:K180 0.30369921 0.30369921
+## umid62,5:K180 0.19837927 0.19837927</code></pre>
+<pre class="r"><code># Gamma-Count estimando o alpha.
+m3 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llgcnt]: alpha+(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
+## Model 2: m2, [llgcnt]: (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 20 518.65
+## 2 19 519.23 0.5802 1 0.4462</code></pre>
+<pre class="r"><code># Estimaitvas dos parâmetros.
+c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0</code></pre>
+<pre><code>## PoissonGLM PoissonML GCount
+## NA 0.00000000 0.12875777
+## (Intercept) 3.95368724 3.95368723 3.95487435
+## blocII -0.02927854 -0.02927855 -0.02925363
+## blocIII -0.07265048 -0.07265048 -0.07259276
+## blocIV -0.12543798 -0.12543798 -0.12534177
+## blocV -0.10794857 -0.10794857 -0.10785674
+## umid50 0.13404356 0.13404356 0.13388357
+## umid62,5 0.21656458 0.21656458 0.21632039
+## K30 0.27427290 0.27427290 0.27397250
+## K60 0.30796674 0.30796674 0.30763762
+## K120 0.32883188 0.32883188 0.32848139
+## K180 0.25540441 0.25540441 0.25512492
+## umid50:K30 0.06322288 0.06322288 0.06321988
+## umid62,5:K30 -0.10747272 -0.10747272 -0.10732539
+## umid50:K60 0.16561471 0.16561471 0.16553912
+## umid62,5:K60 0.10735066 0.10735066 0.10734196
+## umid50:K120 0.14920392 0.14920392 0.14914452
+## umid62,5:K120 0.11838578 0.11838578 0.11838048
+## umid50:K180 0.30369921 0.30369921 0.30351780
+## umid62,5:K180 0.19837927 0.19837927 0.19829595</code></pre>
+<pre class="r"><code>splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+abline(v = 0, lty = 2)</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 0.061875318 0.003256596 0.022121891</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Testes de hipótese.
+
+# Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))</code></pre>
+<pre><code>## [,1]
+## [1,] 15.96558</code></pre>
+<pre class="r"><code># Teste de Wald para interação (poderia ser LRT, claro).
+# É necessário passar um objeto glm mesmo fornecendo o restante a parte.
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))</code></pre>
+<pre><code>## Linear hypothesis test
+##
+## Hypothesis:
+## umid50:K30 = 0
+## umid62,5:K30 = 0
+## umid50:K60 = 0
+## umid62,5:K60 = 0
+## umid50:K120 = 0
+## umid62,5:K120 = 0
+## umid50:K180 = 0
+## umid62,5:K180 = 0
+##
+## Model 1: restricted model
+## Model 2: nvag ~ bloc + umid * K
+##
+## Note: Coefficient covariance matrix supplied.
+##
+## Res.Df Df Chisq Pr(>Chisq)
+## 1 63
+## 2 55 8 15.966 0.04288 *
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+X <- LSmatrix(m0, effect = c("umid", "K"))
+pred <- attr(X, "grid")
+pred <- transform(pred,
+ K = as.integer(K),
+ umid = factor(umid))
+pred <- list(pois = pred, quasi = pred, gcnt = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "link")
+pred$gcnt <- cbind(pred$gcnt, exp(aux[, c(2, 1, 3)]))
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.1),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de vagens por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="numero-de-graos-produzidas-em-soja" class="section level2">
+<h2>Número de Grãos Produzidas em Soja</h2>
+<p>Análise do número de grãos por pacela do experimento com soja.</p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+
+xyplot(ngra ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ ylab = "Número de grãos por parcela",
+ xlab = expression("Dose de potássio aplicada"~(mg ~ dm^{3})),
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># NOTE: Essa contagem é alta e uma análise preliminar não retornou
+# Hessiana para o modelo Gamma-Count ajustado com a mle2. A suspeita que
+# é seja pela ordem de magnitude dos dados. Sendo assim, vamos
+# considerar um offset artifical de 10 apenas para correr as análises.
+#
+# Warning message:
+# In mle2(llgcnt, start = start, data = L, fixed = list(alpha = 0), :
+# couldn't invert Hessian
+#
+# Warning message:
+# In mle2(llgcnt, start = start, data = L, vecpar = TRUE) :
+# couldn't invert Hessian
+
+soja$off <- 10
+fivenum(with(soja, ngra/off))</code></pre>
+<pre><code>## [1] 9.20 14.70 17.05 21.60 27.10</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ngra ~ offset(log(off)) + bloc + umid * K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: ngra
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 73 761.43
+## bloc 4 28.34 69 733.09 3.0962 0.02273 *
+## umid 2 185.06 67 548.03 40.4318 1.584e-11 ***
+## K 4 380.32 63 167.71 41.5466 5.186e-16 ***
+## umid:K 8 42.99 55 124.72 2.3480 0.03004 *
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = ngra ~ offset(log(off)) + bloc + umid * K, family = quasipoisson,
+## data = soja)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -2.6297 -1.0707 -0.0873 0.7428 3.2810
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 2.49937 0.06773 36.902 < 2e-16 ***
+## blocII -0.01939 0.04017 -0.483 0.631230
+## blocIII -0.03663 0.04035 -0.908 0.367964
+## blocIV -0.10559 0.04107 -2.571 0.012884 *
+## blocV -0.09313 0.04218 -2.208 0.031433 *
+## umid50 0.13245 0.08611 1.538 0.129739
+## umid62,5 0.18548 0.08506 2.180 0.033517 *
+## K30 0.29799 0.08299 3.591 0.000703 ***
+## K60 0.34434 0.08218 4.190 0.000102 ***
+## K120 0.36493 0.08183 4.459 4.1e-05 ***
+## K180 0.29542 0.08303 3.558 0.000778 ***
+## umid50:K30 0.04344 0.11318 0.384 0.702600
+## umid62,5:K30 -0.13669 0.11386 -1.201 0.235081
+## umid50:K60 0.11559 0.11136 1.038 0.303817
+## umid62,5:K60 0.09174 0.11027 0.832 0.409039
+## umid50:K120 0.11860 0.11088 1.070 0.289461
+## umid62,5:K120 0.16266 0.11145 1.460 0.150096
+## umid50:K180 0.28832 0.11085 2.601 0.011917 *
+## umid62,5:K180 0.21569 0.11021 1.957 0.055430 .
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 2.28854)
+##
+## Null deviance: 761.43 on 73 degrees of freedom
+## Residual deviance: 124.72 on 55 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 4</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = ngra, offset = off, X = model.matrix(m0)))
+
+# Usa as estimativas do Poisson como valores iniciais.
+start <- c(alpha = 0, coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -321.6692 -321.6692</code></pre>
+<pre class="r"><code># Poisson Generalizada.
+m3 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llgcnt]: alpha+(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
+## Model 2: m2, [llgcnt]: (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 20 631.29
+## 2 19 643.34 12.051 1 0.0005176 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code># Estimaitvas dos parâmetros.
+c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0</code></pre>
+<pre><code>## PoissonGLM PoissonML GCount
+## NA 0.00000000 -0.52305059
+## (Intercept) 2.49937463 2.49937463 2.49649191
+## blocII -0.01939070 -0.01939070 -0.01943043
+## blocIII -0.03662632 -0.03662632 -0.03669577
+## blocIV -0.10559332 -0.10559332 -0.10578690
+## blocV -0.09313375 -0.09313375 -0.09331619
+## umid50 0.13245136 0.13245136 0.13282522
+## umid62,5 0.18548293 0.18548293 0.18598885
+## K30 0.29799144 0.29799144 0.29876306
+## K60 0.34433662 0.34433662 0.34520871
+## K120 0.36493092 0.36493092 0.36585027
+## K180 0.29542405 0.29542405 0.29619069
+## umid50:K30 0.04343930 0.04343930 0.04341282
+## umid62,5:K30 -0.13669277 -0.13669277 -0.13709575
+## umid50:K60 0.11559375 0.11559375 0.11568092
+## umid62,5:K60 0.09174072 0.09174072 0.09174645
+## umid50:K120 0.11859658 0.11859658 0.11867938
+## umid62,5:K120 0.16266223 0.16266223 0.16275434
+## umid50:K180 0.28832017 0.28832017 0.28870557
+## umid62,5:K180 0.21568848 0.21568848 0.21591249</code></pre>
+<pre class="r"><code>splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))
+abline(v = 0, lty = 2)</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 0.054983277 0.002893857 0.020065055</code></pre>
+<pre class="r"><code># Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))</code></pre>
+<pre><code>## [,1]
+## [1,] 25.28744</code></pre>
+<pre class="r"><code>linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))</code></pre>
+<pre><code>## Linear hypothesis test
+##
+## Hypothesis:
+## umid50:K30 = 0
+## umid62,5:K30 = 0
+## umid50:K60 = 0
+## umid62,5:K60 = 0
+## umid50:K120 = 0
+## umid62,5:K120 = 0
+## umid50:K180 = 0
+## umid62,5:K180 = 0
+##
+## Model 1: restricted model
+## Model 2: ngra ~ offset(log(off)) + bloc + umid * K
+##
+## Note: Coefficient covariance matrix supplied.
+##
+## Res.Df Df Chisq Pr(>Chisq)
+## 1 63
+## 2 55 8 25.287 0.001389 **
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+# Por causa do offset, não tem como usar a LSmatrix.
+pred <- unique(subset(soja, select = c("umid", "K")))
+X <- model.matrix(formula(m0)[-2],
+ data = cbind(off = 1, bloc = soja$bloc[1], pred))
+i <- grep(x = colnames(X), pattern = "^bloc")
+X[, i] <- X[, i] * 0 + 1/(length(i) + 1)
+
+pred <- transform(pred,
+ K = as.numeric(as.character(K)),
+ umid = factor(umid))
+pred <- list(pois = pred, quasi = pred, gcnt = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "link")
+pred$gcnt <- cbind(pred$gcnt, exp(aux[, c(2, 1, 3)]))
+
+# Junta o resultado dos 3 modelos.
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+str(pred)</code></pre>
+<pre><code>## 'data.frame': 45 obs. of 6 variables:
+## $ modelo: Factor w/ 3 levels "pois","quasi",..: 1 2 3 1 2 3 1 2 3 1 ...
+## $ umid : Factor w/ 3 levels "37,5","50","62,5": 1 1 1 1 1 1 1 1 1 1 ...
+## $ K : num 0 0 0 30 30 30 60 60 60 120 ...
+## $ fit : num 11.6 11.6 11.5 15.6 15.6 ...
+## $ lwr : num 10.7 10.2 10.4 14.5 14 ...
+## $ upr : num 12.6 13.1 12.8 16.7 17.3 ...</code></pre>
+<pre class="r"><code>key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count")))
+
+xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$K), f = 0.1),
+ key = key, pch = pred$modelo,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por parcela",
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE),
+ panel = panel.cbH)</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="numero-de-graos-por-vagem" class="section level2">
+<h2>Número de Grãos por Vagem</h2>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Número de grãos por vagem (offset).
+
+xyplot(ngra/nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por vagem",
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ngra ~ offset(log(nvag)) + bloc + umid * K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img 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f2wTXTaicePH0+cONHd3Z09+OfPn0UPePDgwaFDh7IHYbPEUnpzKU+BVCEnJ6d58+b04OPGjRMIBJJpoqKiCCFNmjRJSEhQ4qlZCjfN8t85NblMOc/y7t07Pz8/0YFSo6Ki0tPT27Rpw645ePAgTazYbVBZWblixQp9ff358+dHR0dHRETMnTuX7jVw4EBZE1DVxq8pYCEghIbh6dOnksN2mZubDxw4cOXKlWfOnElKSpIVH549e9bAwMDNze3Jkye09qyoqHj06FH//v3F2shFixYRQo4dO0b/FAqFsbGxfn5+9HQdO3aUevwqWriUlBQXFxfRY1IPHz6kzbCvr6/UCr1qirU6lZWVgwYNIoTMmzdPrKwuX75Mh0fT19d/8uSJ2I61VICxsbHs14OS9u7dm5eXFxUVdfr0aRsbG1klXN2LioqKOn78eGBgID1gr169Zs2a5ejoeODAgRcvXsTGxm7cuJEtXl9fX/mLFwAaAcnaNScn59GjRz///DP96dmjR4/Y2FjJHatV2ycmJjZt2tTBwaGoqEg0cW5urpub24ABA+if8tSBDMM8f/68TZs2ZmZmV69eZVcKhcLw8PAOHTqwlapYQLh69Wo6VxPdKhYQHj16dNWqVeyw3pJxkXKbSzkLpGqbNm1igwqpCc6dO0cI+eWXX5R+akqxprm6vxMUu0z5z5KZmfnXX3/t3buX/ar/4sWL3bt3J4Swz4LPnTtHd1fgNuDz+V999RUhZMeOHaLrpc7jYmxsTOPDWvo1BSwEhNBgXL582crKSlb8QAhxcnI6evSoWFQQGhpKCGndunVxcbHYASsrK+3t7ffv38+umTFjRteuXcWOwOPx2KekHz58kMyYrBauoqKC1qEjR46U3GvUqFFiFav8FGt1Vq5cSavXwsJCya2bN2+mx7S3txd9PqeCAuzbty/dmpeXJzXn06ZNk1rCCl/U+/fv2dtm8ODBZWVlonvR7jFVZBgAGivR2jU0NJR942FoaDhnzpyYmBipTx6rW9vTCe4nTZokmXjv3r0jRowQW1lFHfjs2TN9fX0Oh/P06VPJo5WXl48cOZLuK3Viek9PT7pVLCCkPnz4QLdKBoTKbS6rWyBSZWZm0llDdHR0srOzJRPMmzfP3Nxc7AWUUk5NKdA0K/A7QYHLVOzXyJQpU+h6V1fXYcOGff78uby8/MiRI4SQmzdv0jQK3Aa//vorIaRZs2ZiLa9QKOzWrRvdq2PHjn379u3bt+/hw4cVzj9UC74hhAbD39//48ePp06dmjt3bpcuXSRni3r//n1QUNDq1avZNWlpadOnTyeE/Pjjj+zcBixNTc1WrVqZmJiwa3r37r169WqxkaMNDQ3ZzycSExPlz/Dx48fv3btHCJk0aZLk1okTJ9KF//73v/IfU2FpaWm0Fp48ebKRkZFkglmzZtHn38nJyQcOHGD3qsMCZMma5FexiyKENGnShC7o6+ufOnWKbcUpX1/foUOH0mXR0BEA1Mrw4cN79OhBl8vKysaPH+/n5yd1aoHq1vaPHz8mhKSnp0sm7tq1a+/evcVWyqoDhULh5MmTS0pKRo8eLfoykKWtrT1jxgyp+1KyxnamqphUQ7m1fXULRFZu6Vis5eXlkq+bGIa5evXqrFmzxD5WV8qpFabA7wQFLlOxXyNsQ1leXh4aGmplZaWtrR0UFBQWFta2bVu6qbq3AcMwu3fvJoS0a9dOrOUVneTzu+++i46Ojo6Onjx5ssL5h2pBQAgNia6ubmBg4K5dux4+fFhYWPjgwYOdO3eOGzdONCbZsGHDo0eP6PKBAwfy8vIIIezYIWJ++uknHx8f9s/AwMCAgADJZLSjAhEZcFweISEhdEHq9Il2dnZ0ITY2Vv5jKuzEiRN0gFYPDw+pCYyMjNjHgWytWrcFyJI1ya9iFyV6QC8vL6njBNKHkYQQ9gE5AKgbLpcbEhJC55bg8/ljx47Nz8+XmrK6tT0dGu3q1atbtmwRGzrb09Nzzpw5YkeQVQfevXuXHrOKSSmqnhyPnUu9uluVW9tXt0BkYeOQP/74g2EY0U0PHjxITEyUHB1HWadWjGK/E6p7mYqdhb3rpk+fLnonjBw50sLCgi5X9zbIyclJSkoiMp41tGrVii68evWq5vmHasE8hNBQ6ejodO3atWvXroSQ7OzsVatW0VdAQqHwzJkzXbp0IYScPHmSEGJhYSH5dotin/5KokNsxcbGPnv27O7du3Sl/CNPMgzD7pWXl6etra2vr6+vr8/WsNbW1nSBHdvtypUrYpUga+jQoaLfcysgOjqaLrAdOST17t17+/bthJCHDx8KBAIul1uHBSgPxS5KdKusn1l0OAFCSNUD9AFA42Zubn7ixIlevXoxDJOUlDRt2rTTp0+LhVgK1Pb+/v4XLlwghCxdunTz5s19+vTp3bu3n5+fi4tLtSY3P3PmDF1o2bJlDa6ypmpe2yurQLp3796+ffvnz5+/fv363r17oi3Un3/+OWbMGPbfQumnVoACdw5VrctU+Cws9n1g1eS5DdgmNSUlRfII7DtDNuBUSv5BHggIoTEwNzfft29feno6HQr5zZs3hJDKysqEhARCiKWlpfyHYhgmPDz8zJkzkZGRJSUlnTp18vT0HDRoEH3rKP8siAUFBWxi0fdXGhoatI2hT/WMjIzatWtHCOHz+VOmTPn8+bPkobS1tdkeEQr7+PEjXWA7gUhif1IIhcKsrCwzM7M6LEB5KHBRVX+GyhKLGwFAbfn6+q5YsYJOMhEWFnbgwAGxTpjVre0JIVOnTo2Ojj579iwhJCcnJzQ0lH6tbW5uPmTIkPXr10vGLVKxfdrZUWdUSYm1vbIKhMPhzJo1i74fO3DgABsplZSUnDp16saNG7V3agUocOdQ1bpMhc/CkvVEmKrWbWBnZ6elpVVZWfnixYuCggLR7l2EkBcvXtCFr7/+Won5B3kgIIRGgsPhLFiwgAaEtAdIRkYGrSbkf8nz4sWL2bNn37lzx8vLa/fu3UOHDqXPq548efLTTz9VKz+iJ42NjRXtbqGhoaGpqampqWlubs5+GRIZGSk1GiSEjBs3TvRpmWJoz09CyKdPnzp37iw1DftajBCip6dXtwUoDwUuSul5AIBG78cff4yKiqIfm82fP7979+7u7u7s1urW9oQQLS2tsLCw8PDw0NDQK1eusG82srOz//zzzzNnzkRFRdF+LlVjv3zLyMiQFbfU0lz2yq3tlVUghJDx48cvWbKkqKjo9OnTO3bsaNq0KSHkr7/+8vDw6NSpU62euroUuHNY8l9mTc7yRdW9DTQ1NYcNGxYWFlZUVLRhwwZ24DdCSGlp6c6dOwkhK1euFH0nWav5BxYCQmgYSkpKtLW1ZXXwo1xdXekC7VDOjo+cmppaXFws9VMxUZmZmYMGDUpLS/P09Lx27ZrUQUrkZ2VlxeFwaEBlbm5Ov0KpQkBAgNiXAMplYmKSk5NDCPn3339lpWGL18DAwNjYmJ3ptU4KUB4KXFRtZwkAGh8tLa2QkJCOHTsWFxeXlZUFBgY+fvyYrRKrW9tTHA5n2LBhw4YNEwgEDx48uHTpUnh4OP1qoLCwcP78+XQUjaqxD7k+fvwo61PqsrIyefJTLbVR2yulQAghRkZGEydO3Lt3b1lZ2YkTJ+bOnUsHMhEdcK6WTl1dit05lPyXWZOzVE2x2+CXX365d+9eWlraL7/8UlxcPHv2bHt7+7i4uAULFmRkZKxbt44OHq6C/IMoDCoDDYO/v/+pU6eqTpOcnEwX6MR0pqamtHoSCASiEwnI8uOPP6alpRFCNm/eXPPmTVtbm31eS7uw1olp06Zt27aNEOLo6EjXVDFsJtunv1evXhwOp24LUB4KXJQKcgUAjY+TkxMdHZEQ8ubNm3nz5rGbaljbc7ncHj16bNiw4eXLl7dv36Yd4GNjY+V5s8ee959//pGVRs4uHhUVFZIrS0tLpSau1dq+JgVCzZw5ky4cOHCAfoGWn5/Pjh1dq6eWE22aa3jnyHmZtfdrRLHboGXLlrGxsTNnzrSzs/vtt9/c3NwMDQ2DgoJ69uz58ePHVatWibXU9eTXVKOHgBAaDKmfIIt6+PAhIaRFixYDBgwghGhoaLAT3P32229fPD7t787lctkRJlkCgUCBDLPPa//8808Fdq85hmGioqJod9M+ffrQladOnZL1wJgdHprO217nBfhFClwUAEAVquipMWnSJHbGs0OHDok+o6xubT9mzJgTJ05Irvfx8aEDI2tpacnzAIudOH7fvn3FxcVS00RERFRxBENDQ7ogdVDQmJgYqXspvbZXVoFQ7u7udPjrly9fPnjwYPfu3d9//72sHkbKPbU8RJvmmvxOkP8ya+nXiMK3gaWlZXBwsK2t7aJFi+Lj4wsLCz98+LBt2zZZH/nX+a8pdYCAEBqG/Pz827dvV5EgMzNz/fr1hJCdO3eynUXnzp1LFy5fvvzFF4z0YwyBQCD2TLS0tHTJkiVV7MhWfGI14Pz58+lCaGgoO0ZWzTEMI2eL++LFi+TkZNqBdtKkSXTmxqysLDp2qKRjx44RQlxdXceNG0fXqKYAWUVFRVLXyyphxS6KEMLn88UWZPliAgBoNBiGYbvKS/6/z+Fw9u/fz45pPH36dHZamurW9mVlZbJe3NEf9L6+vqJBiKw6cNiwYTR9Tk7Orl27JI928+ZNtm6U2nDQb88IIU+ePBHbVFhYuHjxYqn7Kr25rG6BfNHs2bPpwtq1ayMiIr799ltZKZV1asWa5hr+TpDzMhU7C3s5sp6SKHwbREVFeXh42NrabtmyxcnJ6YtvF2vp1xSIQkAIDUNubu6VK1e2bNkitefG58+fAwMD09PTf/755xEjRrDre/fuzb4Xmjhx4rFjx8TqNaFQyH6U7+TkRBfWrVvHJnv9+nXPnj3NzMzon1IfwWZlZdEF+j0bq1+/ft26dSOECASC4cOHR0ZGiu2YnZ29dOlSdtxwOaWmpsoZpYSFhRFC7O3tCSHW1tZsv/y1a9dKPgx+//796dOnDQ0N//vf/7JjbKqmANmZkdlpJJKTk0X/odncipWwYhclesDs7GzJ/Ij6YgIAaDSKiorYuqugoEAygamp6fHjx2l4wOPxAgMDaU/L6tb2paWl58+fl2zOSkpK/v77bw6Hs2rVKtH1supAe3v76dOn0+Xg4OAjR46IVtFXrlwZPXr00qVLpe5LscNubdq06e3bt+z6ly9f+vj4sP0PxWpCpTeX1S2QLxoxYgSd6S4iIiIwMLCKkaiVdWrFmuYa/k6Q8zIVOwv7j8U+JRGj2G1QXFw8fPjw7Ozsz58/i7X1stTSryn4PxiAhoD9fN/Dw2Pnzp3Pnj3Lz8/PzMyMiYlZu3atoaGhoaHhoUOHhEKh2I5FRUX9+/dnb/jOnTtv2rQpLCzs+PHjNG8huAAAIABJREFUwcHBrVq1mjdvHk156NAhNpm/v//atWuHDRvm6Oh4+/btK1eu0PWjR48WCAQ0fWVlJY/Hy8zM9PT0pFvnz5+fn5/P4/HYbKSnpzs7O7OH9fHx2bRpU0hIyK5du6ZNm2ZoaOju7l5QUCB/ORQXF4t2fQwICFi8ePG2bdt+//337du3b9iwYfXq1UuXLh07dmzbtm05HI6GhkZFRQXdl06sTHd0dXWNi4tjD/v06VNra2sbG5sHDx6orABZ9NUuIURTUzMgIKB3796mpqYpKSnylHB1L+rTp0+0awrdxdDQ8PHjxx8/fszPzxfNEh12nBDSvXv3+Ph4+jMRABqlsrIy+ttUdMzDsWPHfvjw4fPnzzweTyz9ihUr2GRDhgx58+aNQCCoVm1Pp+3+z3/+Ex8fzx72xYsXffr04XK5Bw8epGvkqQOLi4tFO+x16dIlODh49erVfn5+TZs2jYmJuX//Plt7Z2Zm8ni8yspK9qQpKSkaGv/zbkBXV7dPnz4TJ07s3LmzlpbW1q1bP336RDfp6ek9e/aMrQmV3lzKWSDVsnz5cnouyXZNlFJOXZOmuYa/E+S8TPnPIvmPtXDhwtzcXB6PV1ZWJnpMxRr9W7duERG6urrN/682bdr85z//+eeffxTLPygGASE0DH/++ae/v7/UzvFmZmZLlixJSUmRtW9lZeXWrVvZ11AsTU3NkSNHspGAQCBge19Q48aNo1tFe0tyOJwhQ4YwDEOnspWqtLSUPXtRUdGSJUske0Q4OTnt3LlTtGGWh7e3t6yTStWiRQvR3QUCwa5du9hHd507dx41apSLi4uxsfGSJUuys7NVWYCswsJC0emDtLS0rl27Jn8JV+uipA47TgjZuHGjaDI2IGTl5eVV618KABqKqKioKmrRNWvWiKWvqKjo2rWraJoLFy4w1ant6esOysbGxtPT09raWlNTMygo6P3792wyOetAHo83Y8YM0eH4CSEtW7Z88+YNwzCS3xDS3LIOHTokNtGcnZ3d33//zTDMu3fvxPYNCQlhaqG5lLNAquXjx48cDsfCwkLyKaQopZy6hk1zTX4nyHmZ8p+lin8s9vkvpVijX1FRMWvWLHYOelk0NTWvXr2qrFKCL/qfgVwBGoS8vLwXL178+++/qamp2tra5ubmHh4e7dq1Yx9wVqGysvLevXuvXr0qKCho0aJF69atXV1dxSZFJYS8fPny0aNH+fn5nTt39vX1pStLS0vLysr09PQ0NTVLS0uFQqHkjlUrKyu7ceNGYmJiYWFh8+bNO3To0L59+7oa9LKiouL27dtv3rwpLCw0MzNzdnbu3r07/RivCrVagJWVlZcvX05ISOBwOP369Wvfvr1qLkoWPp9fWVmppaWloaHB5/P5fL6enh4GKQUAqqysrLKyks76QOsK9nmlnLV9Zmbm/fv309LS8vLymjdv3qpVq7Zt20o+d5NfTk7OixcvkpKS0tPT7e3t+/fvT4/G1mZcLldWJZaTkxMXF0e7jLq6unbr1o2GiHw+v6CgQE9PT0dHp6KioqysTFdXl53rQrnNpdILRH51eGpRqvmdoPSzKHAb0Mk8QkND+/Tp4+DgoKurq6WlxePxcnNzHzx4kJCQQJO1bt06Pj5eLG/16tdUY4KAEAAAAAAAahfDMAcPHgwODrawsLh8+bLkpIIMw1y6dGnEiBH0w0V29B2obRhUBgAAAAAAateRI0emT5+elZV15swZqVPMczicwYMHs8OlfnG+MVAWBIQAAAAAAFC7jh49Sgjx9fVt06ZNFcnYYQVkzUwISoeAEAAAAAAAald8fDwhROq7QVF00hc7O7uWLVuqIluAgBAAAAAAAGobHQ9ccvRaUfQzQkLIzJkz5RkyEJQCBQ0AAAAAALXr66+/JoQ8ffqUHUpU0m+//Xb//v327dsvXLhQhVlTdxhlFAAAAAAAahePx/P09ExISPDy8oqKihKbkkQoFJ44cWLq1KmOjo43btywtrauq3yqIQSEAAAAAABQ69LS0qZPn37p0iULC4uVK1d27drVzs4uOTn51atXBw8efPLkybRp07Zs2WJoaFjXOVUvCAgBAAAAAEBFYmNjf//99zdv3iQmJmZnZ5uZmTk7O/ft2zcoKAgTD9YJBIQAAAAAAABqCoPKAAAAAAAAqCkEhAAAAAAAAGoKASEAAAAAAICa0qzrDIAU06dPP3v2rFAorOuMAACIs7S0vHLlioODQ11nBBoztIMAUD+VlZUJhcLo6GgfH5+6zovSICCsj86dO5eTk1PXuQAAkCIvLy82NhYBIdQq+dtBJyenLVu23Lx5c/v27bWdKwAAKjw8HAEhqEJERETr1q3rOhfQ8AgEgps3b6anp48bN05ya25ubmho6MWLFxcvXuzn56f67EGDNmbMmMePH2N4alANedrBkpKSrKys0aNHz5kzRzW5AgB15uHhwePxGlk7iICw/mrRooWjo2Nd5wIanh07dixYsGDEiBHBwcGi6xmG+euvv5YsWbJw4cJ79+6ZmJjUVQ6h4dLV1a3rLIAakacdzMrKysrK0tXVRYsJACqgodEIR2BBQAjQAKSlpaWnp+vo6NjZ2RkZGVWRMj09ff/+/YQQbW1tsU3r1q3bt29feHh4p06dajGvAAAqpK+vz+VyDQ0N6zojAAANVSOMcQEajbKysm3btrVp06Z58+adOnVq166dubl5QEBAXFycrF2Cg4OXL19OJALCgwcPrlmz5uLFi4gGAaAxMTAw8PX1dXJyquuMAAA0VAgIAeqpjIwMX1/fRYsWvX//XlNT09bW1tzcvKKi4sqVK15eXr/++qvkLvfv3zcwMOjQoQP5vwFhenr6okWLpkyZ0rFjR9VdAAAAAADUe+gyClAflZSUBAQExMbGWlhYbNy4cfTo0bSnaHx8/C+//HLo0KHFixdraWl9//337C4CgeDnn38+efJkUlISIURHR4fdtHnz5sLCwlmzZhFCGIYRCoVcLlfVlwQA6iolJWX16tXFxcXy75Kfn08IwbQTAAAqgIAQoD76+eefY2NjbWxsbt++LTpSQps2bQ4ePOjq6rpo0aIlS5YEBASwQ/AdPHgwMDCwSZMm9E8tLS26IBQKQ0ND9fX1W7RoMW3atIsXLxYWFvbo0WP37t3Ozs4qvi4AUEMnT548cuSIAjs+ffq0Xbt2ys4OAAD8HwgIAeqdkpKSXbt2EUIOHjwoddy8hQsXXr9+/dKlS9u2bdu7dy8hJDc39/Lly+fOnWPTsO8A4+PjP336ZGVlNX78+CFDhgwZMuT06dMhISE9evR4//5906ZNVXJNAKC+Zs6caWZmVq3XfTNnzmQYRp7BkCsqKt69e9esWTMrK6sa5BEAQH0hIASod27dulVSUuLo6Ojv7y8rzdy5cy9dunT16lX655o1a9auXSt1KORPnz4RQrS0tE6fPk3DvyFDhpSXl4eFhe3fv5+OQAMAUHtMTEymTp1arV1mzZol5zRfBQUF2dnZfD4fASEAgGIwqAxAvZOYmEgIqXo40M6dOxNCkpOT+Xx+XFxcXl6eubl5ampqampqRkYGIYTH4/3777+pqak8Ho8Q4uvry74M5HA49HvC58+f1/a1AAAAAEB9hoAQoN6hHauqnvmUw+GwiefPnx8SEmL7vwYNGkQIOXDggL29/ddff21ra0sIMTAwEN29VatWBJOMA0DDR7vHY6AsAACFocsoQL3TsmVLQsjTp0+rSEO3tmjRQltb++effy4sLGQ3JSYmzps3b9iwYd98842hoaGjoyOHw/n8+bPo7nQEP3d391q5AAAAVTE1NW3fvj0mpgcAUBgCQoB6p1evXvr6+u/evYuMjBwwYIDUNLt37yaEfPXVV4QQX19f0U102vpWrVqNGjWKrhk9evTVq1dLSkr09fXpmlu3bjVp0mTcuHG1dxUAAKphZmZW11kAAGjA0GUUoN4xMDCg3/hNnTqVDgkjZv/+/efPn9fU1Jw3b57k1g8fPpD//RCRWrt2rba29rJly+ggDe/evfv1119/++03S0vL2roGAAAAAGgIEBAC1Ec//PCDi4tLSkpKp06dTp06VVlZSddnZGTMmjWLhotr1qwRm0hw7dq1/v7+U6ZMIYSEh4d7e3svWrSIENK2bdvHjx+np6d7e3uPHDnyhx9+CAsLw+tBAAAAANAkhHz8+PHBgwdjxoxhh6kAgLplYmJy9erVYcOGPX36dOzYsUZGRi1btiwtLU1ISGAYhsPhrFq1atWqVWJ7rVmzRtYBHRwcQkNDaznXAACqxjBMZmamsbGxnp5eXecFAKBB0iCEzJkzZ9y4cdHR0XWdGQD4/+zs7O7fv79161Z7e3sej/f8+fP3799raGj079//zp0769atwxMcAIDc3NzXr1/Hx8fXdUYAABoqTUIInaZMdJRCAKgPdHV1Fy1atHDhwtevX6enp+vo6LRu3RqTLwMAsOg8PfS/AACgAOmjjO7fvz82NrYmx9XQ0Bg5cmS/fv1qchAAIIRwOBw3Nzc3N7e6zggAQL2DvhIAADUkJSBMTU2dOXNmzQ8dGRlJRzsEAAAAqA0mJiZWVlbm5uZ1nREAgIZKSkDYokWLAwcO1DyWw+tBAAAAqFVaWlouLi51nQsAgAZMepfRadOmqTgfAAAAAADqgMfjxcTE0NEBnJ2du3Tpgs7PUIekB4Q1UVlZqaWlpfTDAgAAAAA0aFlZWT/99NOhQ4dKS0vZla1bt16zZs348eMRFkKdUObE9AKBYNiwYbq6uj/99JMSD1snzp8/b2lpaWZmVtcZAQAAgKoIBAKGYeo6FwBf9uzZM09Pzz179pSWlrq6un799dcDBw5s2rRpQkLChAkTxo8fX1lZWdd5BHWkzIDw7du34eHhQqFw69atSjysEt2/fz8oKMjDw6Nly5aDBg0KCQnh8/lSU/L5/MzMzNzcXBXnEAAAAORXVFR0+/btd+/e1XVGAL4gPT09ICAgNTXV09MzLi7u1atX586du3r1amZm5t69e3V1df/666/vv/++rrMJ6kiZAaGTk1O/fv24XG79/ATx119/9fHxOXbs2LNnz5KSkiIiIr755psePXpgNlsAAIAGqrS0lGEY0d53APVTcHBwWlqau7t7TEyMh4cHu15TU3PWrFlnz57V0NDYv3//w4cP6zCToJ6U+Q2htrZ2VFQUj8czMjJS4mGV4tWrV0uXLqUT17Zp06Zz584Mwzx79uzRo0deXl7nz5/v3bt3XecRAAAAABqMGzduHD16NDY2tri42NTUtHfv3lOnTm3Tpo1kyvz8/GPHjhFCDh06JPV3sr+//+TJkw8dOrR79+6uXbvWetYBRCjzDSFVD6NBQsimTZtoNLh79+43b96EhIScPHny5cuXt2/f7tix48CBA//73//WdR4BAACgevT19blcrqGhYV1nBNRLRkbGwIED+/Tpc/To0RcvXiQmJj558mTLli1ubm4LFiyQ/BQwJiamsrKyQ4cOXl5eso5Je9hFRkbWbtYBJCh/lFFCCJ/P19SslSMr7Pnz54SQiRMnzpkzh13J4XB8fHyuXbu2bdu2SZMmlZSUTJ48ue7yCAAAANVjYGDg6+tb17kA9ZKent6tW7fk5GR9ff3Zs2f37dvXzMwsKSnp77//PnXq1I4dO+Lj48PDw7lcLrtLSkoKIaRt27ZSD5iVlRUbG5uRkUGXS0tL9fT0VHMtAKSWAsK2bdsmJCTUxpEVRvMzevRoyU1cLnfJkiWdOnUaMWJEaWnp7NmzVZ47AAAAFUlISLh06dLbt28zMjIyMjKysrKMjIwsLS0tLCwsLS2dnZ0HDBjQokWLus4mQP01fvz45OTktm3bXrhwoXXr1nSll5fX6NGjv/3222HDhl2+fHnDhg0//PADu4uuri4hpLy8XOxQcXFxy5cvj46Oph3ZqCFDhmzevLlTp061fykAhNRGQMgwTHFxsdIPW0P0IY29vb2sBH369Ll9+7a/v39JScnixYtVmDUAAABVSE9Pnz179rlz576YcuDAgWvXrsWHTACSoqOjr1+/rq+vf/HixVatWlVUVERHR8fHx1dWVlpZWQ0aNOj333+fMGHCli1b5syZ07RpU7qXs7MzIeT+/fsCgYB9c3jq1KlJkybRKLFt27ba2tq0R9u1a9e6d+9++PDh8ePH19FVgnqRGRC+e/du3rx51T1caWlpampqenp6zXKlfG3btn38+HFGRoa7u7usNO7u7nfu3OnXr19xcbGrq6sqswcAAFCrcnNzvb29k5KSCCE6OjpeXl729vbGxsZGRkbGxsYMwxQUFBQWFubm5j569CgiIiI6Ovr333+vn8OGA9ShU6dOEUKmTJlib2+/bdu2jRs3Zmdns1s1NTXHjx/ftm3bt2/fXrx4ccKECXR99+7dLS0tMzIyTpw4ERQURAiJiYmZOHFiZWXliBEjtm7dam9vTzs/T58+PTc3NywsbNKkSRYWFv3796+LqwT1IjMgtLW1vXXrVqMZxzkwMPDx48d//PFH3759ORyOrGQODg63b9/u168fum4DAEBjsm7duqSkpMDAwDlz5nh5eeno6MhKyTBMYmLi4cOH586d2759+3r+nrCiouLdu3fNmjWzsrKq67yAWnj69CkhxM/Pz9/fPzo6mhBibW3dvXt3DQ2NxMTEf/755+jRowYGBjQlGxBqamquWLFi/vz5c+fOdXR07NKly9SpUysrKydMmHD06FGhUDhv3ry7d+8aGRmtXbvW0tJy5syZBw4cmD59+ps3b2h3U4DaIzMg1NfX9/Pze/ToUUBAAL2tqezs7DNnzhgYGAQGBmppaRFC6Pw/nz9/vn79ep8+fdq3b8/j8VSR9+qYPXv2oUOHTp8+LRAIFi5c2LVrV9EvfUVZW1vfvHlz0KBBKs4hAABA7Tl//vzixYu3bNnyxZQcDqdVq1br169v1qzZr7/+evr0aRVkT2EFBQXZ2dl8Ph8BIahGfn4+IWTPnj0xMTHGxsbbt28PCgpif1U+efJk+vTpcXFxhJBPnz6J7jhnzpyIiIgrV6707dvX39//w4cPVlZWv/zyy9WrV3/++ef79+9zOJzDhw/TO3nnzp2XL19OSko6f/78mDFjVH6VoF6q+obQw8OjY8eOGzZsEF3566+/njlz5o8//hg7dqxY+ri4uIkTJ+7du9fJyUn5Oa0ZPT29y5cv79+/PykpadGiRZ06ddqzZ4+sxObm5teuXRs8ePCdO3dUmUkAAGgcKisr6TPT+uPTp0/Lli2r1i5TpkyRJ4AEUCuWlpYfPnyIiYnR1dWNjIwUe4XeuXPnO3fu2NnZ5eTkvH37VnQTl8s9c+bMjBkzjh8/Hh4eTghJT0+3tramW42NjQ8fPjxy5Ej6p66u7oQJEzZu3BgdHY2AEGpbVfMQent729jYiK08ffp0u3btAgMDJdN37NjxwIEDQ4cOpc9O6hsHB4eNGzf+9ddf9+/fryIapExMTCIiIlauXKmavAEAQOMgEAiGDRumq6v7008/1XVe/g9jY+MmTZpUaxcul5uTk1NL+VEW+mZGVq8fAKVjpzmZO3eu1A7VXC6Xfp306tWrgoIC0U16enrHjh2LiYmxtLRkV9rZ2S1fvjwhIYGNBik67AX97hegVlUVEA4dOlR01j7q9evXo0eP1tCQvqO3t7e5uXnj+AZdX19//fr1dZ0LAABoSN6+fRseHi4UCrdu3VrXefk/3Nzc7t+/X61dQkND2dcX9ZapqWn79u3pEI4AKkCHhCGEtGnTRmqCn3/+OTs7W0tLi8/nS+1r5ufnRyPJXbt2lZSUJCcnb9y4sVmzZmLJ6Oz22traysw9gDRVBYRSaWlptWrVqooELVu2pJ/YNnT0/0MAAAD5OTk59evXj8vl1rdno5MnT548efKrV6/kSSwQCA4fPjxz5swhQ4bUdsZqzszMrIoxcgCUi/1adcGCBWfOnBHdVFFRsXr16g0bNnA4HE9PT0JIamqq1IPQ2QtfvHghdRTDioqKP/74g/ZTu3Hjhpub2+LFixMTE5V7IQCsas9D2KdPn5SUlCoSPHnypIphPBsEgUAwYsSIixcvrlmzZvXq1TU82ps3b1asWFGtuRnz8vJoNmp4agAAUDFtbe2oqCgej2dkZFTXefk/JkyYEBoa2r59+y5duvTt27dTp05NmjQxMTExMjLi8/k8Hq+wsJDH48XHx9++ffvOnTsFBQVmZmb4dAJAjJ6eHofDYRimqKho1KhRHh4effr0MTc3//jx49WrV1NSUjgczsaNG69fv04IER2XUdSwYcO2bdt28uTJ1atXt2jRQnTTw4cPx44d+/HjR/pnWVnZ69evX79+vXv37hUrVqxevVpWN73aVl5efvPmzWfPnhUUFNjb2/fu3ZuGtdAYMAzTs2dPQkhYWBgjhzt37nh7e/P5fKlbz549Swjp0KGDPIeqt16+fEkLx8jIqOZH++WXXxT7pzl+/HjNzw4AoETVai+gvikvL583b56mplzPglu3bv3s2bO6yir9yRseHl5XGQCoAu0rFxQUJPldrp2d3YULF0pLS01MTAgh//zzj6yD+Pj4EEK8vb3z8vLYlbdu3aKvu+lUE+7u7rQX+pgxY+j/FFOmTKnVS4uPj1+/fv2IESP69es3YsSIDRs2vH//ns/nb9261dTUVOxie/XqFRcXV6v5qYfov+zixYvrOiPKVO03hD169DA2Nl6yZMmGDRtE50Xh8/knT56cOXMmIaR79+7VPWy9Qjv83LhxQykdfr777jtHR0ehUCj/LoGBgcz/3nAAIEkoFP76669hYWGvX782Nzf39vZet26do6OjZEqBQHDlypXU1FRaOwGoDJ/PlzP0Uhltbe0dO3bMnTs3JCQkIiIiKSkpIyNDtDeKsbGxtbW1h4fH0KFDR48eXd8GSpWKYZjMzExjY2NMIAwqQ9/vvX//Pikp6cKFC7GxscXFxaampt7e3v3799fT09u2bRt9jdaxY0dZBzl8+HC3bt3u37/v6em5adOmgIAAhmFGjx5dXl6ur69fUlLSpEmT0NBQZ2dnZ2fnIUOGjBo1auzYsYcOHerVq9c333yj9IuqqKhYtGjRvn37+Hw+u/Ls2bOrV69u3rx5cnIyIcTe3r5v376ampppaWlRUVExMTHe3t4nTpwQGw4HGh6m+k98Y2NjtbS07Ozs5syZs3379i1btsyYMYN9a6ytrZ2cnFxrEazqFBYW1tWp8WQUoGrDhw/X1NTs169fQECAmZkZIcTQ0DAxMVEy5fbt2wkhI0aMUH0mGyW8IZRfq1at6joLXyYQCDIzM1+8eJGQkFBcXFzX2fn/5G8Hs7Ozr1+//vTpUxXkChqP16+ZHTsYRe/5z58/0z7hM2bMkOw0d+HCBToSzJEjR6o+zrNnz1q2bMn+Jhd9qOHg4BAbGyuWnk4DQ18zKJZzWcrLywcOHEgI4XA4AQEBdO7uQ4cOsfNyc7ncP/74QyAQsLukpKQMHTqUEKKrq1vFi9DGp1G+IVQkIGQY5vDhw1JHPdLT0/v7779rLbfqAgEhQBWEQqGJicmTJ0/on3l5eX369CGEjB8/Xizl58+f27ZtSwgZM2ZMFQd8/vz5N9988/XXX/v5+Xl4eGzbtq2ysrK2ct/AISCUk1AotLKyqutcNGDyt4OZmZnXr1+X/OkMUJVx4xhCmCFDGEVr+3PnztG7tFu3bqdOnUpOTs7IyIiJiZk2bRrtGjBhwgR5jlNcXLx582bRYXItLS03bdok9QFNaWlp06ZNCSEPHz5ULNuy0GkFjI2NIyIiRNc/fPiQHRlk+fLlYnsJhUIaE/r6+io3P/VZowwIFezNMnny5C5duuzatevq1aufPn3icrkODg7+/v6LFi2ytbVV7JgAAPLIycnp1atXp06d6J9NmjTZs2ePq6vrkydPxFIGBwcvX7580qRJUh9gPX36dOvWrZcuXaJTpxobGw8YMGD69Olz585NT0/fvHlzbV8I1H/v3r2bN29edfcqLS1NTU1NT0+vjSypUmVlZf3vNdrQx7GDuvH99+T8eXLhApk+nRw6RKp/F3399dehoaFBQUEPHjyQnDh+5syZu3fvluc4+vr6S5cuXbp0aVZWVvPmzSsrK//555/mzZtLTayrq+vj43PhwoUXL1506dKlunmWJTExcd++fRwOJzQ0dMCAAaKbDhw4wDBM//79o6Kitm3bNnPmTHt7e3Yrh8P5/fffIyMjb9269ebNGxcXF2VlCVRM8c8b3Nzc9u/fTwgRCAQaGhqokQFANTgczooVK0TXODs76+rqlpSUiK68f/++gYFBhw4diMQ8TkKhcPXq1Rs3bhT9uLewsDAsLCwsLKxz584HDx7ctGmTWLX2/9g784AYu+iPn5mp0SqplBCFiBYhLbIlvEUqW8gab2Qt+x7vaylk33cRioRkKa0qbVKJiKR93/dmeX5/3N87v/nN1Ji2abufv/Q8Z+5znjEz9zn3nvM9GRkZnp6ev379otPpioqKs2fP1tTUbP3bw3QkBgwYEBISUlNT096OCJrWVdtmMpmRkZFNUtsmCIJPSykpKQUFBVlZ2Wa5humu6OqCtzeYmsLt2yAqChcvNmOMOXPmGBgYnDlzxtvbOyUlhUajycvLT5kyZf369c1Q05CQkEANz3r27MnDDG1PlZeXN8Phxnjy5AmdTv/rr784okEACAoKAoAdO3YwmUx/f39PT88tW7awGygqKk6ePPnNmzdBQUE4IOy8tEK9O4VC4Thy7ty5TZs2tXzkdsfR0fHQoUPt7QUGg/l/yMjIoLpBFtXV1bW1tWPHjmUdYTAY//7774MHD37//g0AHD3Kdu/effz4cRKJZG1tHR4erqKi8u7du8TExPPnz9+4cSMmJoZCoTCZTNaPW0lJyfbt2+/cucMuv7F///5p06adO3cOZaViuiRiYmKc7gchAAAgAElEQVSTJk2KiooyNTVll48vLCz09PQUFxe3srJCe2gEQdTU1OTk5AQEBBgZGWlqalZUVLSf4y0FCRsCwMmTJ1seEF6+fBklpDUVfp56hYWF8WMopjkYGcGdO2BtDZcuwYABsGtXM8ZQUFBwcnJycnJquTuioqK9evUqLS1NTU3lsdqYkpICAIqKii2/Iovo6GgAMDU15T6Vk5MDAEOGDJk5c6a/v39UVBS3zdChQ9+8eZOdnd2KLmEETJsIoJ09e7ZrBIQ3btzAASEG0/F58eIFmUzetm0b68iNGzesrKxYguDsaW/h4eEoGrx9+/by5cs1NDQCAwPRQ/zVq1dnzZplbm7OYDC8vb0tLCwAID09ferUqT9//iSRSBMmTJg8ebKwsPCnT59evXrl5+enq6v77NmzKVOmCPiWMQJj1KhR2traR48eZT/o4uLi6el5/fr1RYsWcdh/+vRp2bJlly5dGjp0qADdbGVaV21bS0tLR0enSWrbHz9+hP+U9zGYtmLhQiguhvXrYc8ekJODVava153Jkyc/e/bs3r17SDyGm+TkZFTUh8q5W4uioiIAkJeX5z4lKSlZXV1dUVGhoKAAAIWFhdw2aOGG98YmpoPz54CwsrLy7du3BgYGffv2BYC4uDh2OVoOamtrMzMzu8YiAUEQnXp9F4PpJlRXVx85cuTw4cOsFJ3i4uJXr155eXmxbNgTGdCTva2t7fLlywFg5cqVW7dunTZt2sGDB7dt25aQkDBy5MjExMSjR49aWFjQaDQLC4ufP38OHjz4/v37enp6rHHS0tJsbGwCAgLmzp376dMn9rIKTFdCX18/PT2d46CHh4e6urqVlRW3vba29rVr12bPnv3hwwfuHmWdBSqV6ufnV1FRgaQUW4ihoWGDGws8QLv0DVb/YjCtybp1kJkJx47BmjUgLQ1z5rSjL7a2ts+ePbtw4cLChQtZdfIs6HS6ra0tk8mcOXNm6+4QoqSbBp/eR44cmZeXFxwcXFtbCwDcudkMBiMwMBAA1NXVW9EljID5c0C4bdu2q1evqqurf/78GQCsra2/fv3a9o61JpWVlW/evGnSS+h0enh4OA4IMZiOz8aNGwcMGLBz507WEZTsjfTfOKiqqnr37h0AsKogHBwcsrOzXVxcDhw44OLiMmDAAB8fHxUVlZiYmKysrJcvX3769KlPnz5BQUH9+/dnH2rgwIGvX7+eOHFiZGTkgQMH7t6925Z3iWk3kIYeB1+/ft2+fXuDnzEA0NfXl5WV/fvvvx8/ftzG3rUtrRINCgCsZYBpEUeOQH4+3LwJS5bA27fQqptvTcLExMTMzMzb23v69OnXr1+fwxadZmRkrFy5Mjg4uGfPnqdOnWrd6+rq6j558uT58+f29vYcp+bMmRMQEHDq1Cm0LcS+Koq4e/duenq6tLQ0zpTp1Pw5IEQJG6zWKFZWVo6Ojm3rVGtDo9FWrFjRpHJ2DAbTKXB1dY2IiHj//j3r0fzTp08lJSWysrKZmZkAkJeXBwAVFRXp6elkMrmioqKurk5GRkZVVRXZk0ikDRs2BAYG9urVKyAgoKysTFdXt1+/funp6T9+/Lh58yYA7N+/nyMaRFCp1IsXL44dO9bDw+PChQud5ekZ03KEhYUHDx7Mw0BZWdnb21tg/nRnKisrY2JiFBQUcDUvppmQSHD1KpSUwNOnYGYGwcGgpdWkASorK69du/b48ePU1FQGg9G/f39zc3M7O7sGkzB5c//+/ZkzZ4aGhs6dO1dTU3P8+PGioqLfv38PCAioqamRlJR8/Pgxa/5qLaysrPbt2xcUFPTs2TNUK8Fi1apVp06d+vXrV2pqqoiIyIIFC9jP+vr6ovJgR0dHnODduSH+1Feqvr4+MDCwrKwM/RkdHU0mkz08POLj41O5SEpK8vX1FRMTE0jPjCbg4ODQ7PdH8OA+hBgMP8THxw8fPjw9PZ394MSJExv7Oo8ZMyY+Ph4A2BvEvXv3rl+/fvHx8QRBxMXFTZs2Df4Tsvf29kb/yM/P5+EGCgzevXvXRrfZocB9CBFz5849duwYDwM1NTVpaWmB+dP1wH0IMYKmupqYMIEAIBQVidRU/l/n7e3dp08f7hlHQkLi8uXLzXCkrq7u0KFD3CuMkydPTkpKasaA/LB9+3YAkJSU5P55d3Z2RlOhlJTUqVOnYmJivn//7uPjs3LlStRxcc6cOewN67s83bQPobCw8OTJk1l/qqury8rKzp8/vzH74cOHo8LTDoWDg8P58+fj4uJGjhzJjz2NRgsLC8Pb3xhMhyUtLW3p0qVPnz7l6H3677//sisT/vr1a/Pmzebm5kuWLJGQkBgwYACJRMrPzy8sLJSVla2url6+fPnOnTuRpJuWltabN28WLlyIMv0kJCQIghATE5OTk+PhiYqKSkpKShdoOofhHwcHh+3bt2/fvp1bZxsAvLy8kpKStJq4ydAxwWrbmO6CqCh4e8PkyRAXB9OmQVgYNBTmceDu7r548WImkzls2LBNmzZNnDiRQqF8/Pjx4sWLERERdnZ2hYWF+/bta5IjVCr1wIEDW7Zs8fb2/v79e11dnby8/OTJk0eNGtXce/szR44cSUxMfP369bx58/T09ObNmycpKYm6MUVGRgKAqKhoWVkZR88JEon0999/X7x4sbH8eUyngWj6iq+Pjw9vA1dX1xbGqW3B3Llzd+/e3aSXyMrKtpEzvME7hBgMb4qKisaOHRsREfFHy9jYWADYsmUL64iOjg4AnDx5kiCIkJAQAPj27Rv7S44dOwYAPXv2LCkpAQASiVRTU8PjEqj0/+XLl829m84E3iFkMWPGDAcHB47PBo1Gu3v3LiqysLOzay/fWhFFRcV2uS7/82BlZWVwcHBycrIAvMJ0fbKyiEGDCABCR4eoqOBtm5aWJiYmBgBr1qypr6/nOOvs7IxmkJCQkDZztzWh0Wh79+7lzvwUFRU9cOBARUXFuXPnjIyMFBUVpaWlhw0btnr16g8fPrS31+1AN90h5KbBRiXsLF26tBnDtjUrV660sbFxdHTk6EjGA/4tMZ2d8vLy6Ojo4uJicXFxdXV1JSWl9vYI0yjV1dVmZma/fv1av349x6kJEyacPn2a/Qhq2fTr1y/Wkc2bNy9ZsuTgwYOTJk1CWtvs3QWTk5OR3re5uXmvXr0GDRr0+/dvX1/fBpVFACAvLy8+Pp5EInWN7SAM/xw7dkxXV9fT03P27NmDBw+m0+k/f/709/f/+fMnAFCp1F3NamvWoSA6g9q2uLg4j0RxDKZpKCqCnx8YGkJ0NFhYwKtX0LjU7dGjR6urq6dMmXLp0iXuLbIdO3YkJyffvHnzwIEDSIezgyMkJHT48OF169Y9f/48IiIiOztbUVFRX1/fwsICpf5t3Lhx48aN7e0mpk1ohT6EhYWFBw4c+Pz5s7a29tKlS9HqewdkxowZZDLZy8tr4cKFfL7k4sWLbeoSpiOQkpKyZ88eLy8vGo3GOqirq3v48GFjY+N2dAzTGDt37gwPDweA4uJijlPsStyHDh2KiIhAli9evNDX1zcwMHBxcVm8eLG7u7u3t/fUqVMPHDhAIpHCwsJGjBjBZDI9PT3Xr19fXFzco0cPJOO2cOFCJyenw4cPm5iYsDczZL8KnU7X19dvUHUG04XR1ta+evXq2rVrL1y4wHFKVFT00aNHHWpdCattYzD8MmQIeHuDkRH4+8PKlXDvHjSUD8lgMDw9PQHg4MGDjSVMHjp06Pbt2yEhIbm5uR2wnKpBFBUV7ezs7Ozs2tsRjGAhmpgC9Pjx4wkTJpiYmDg5OREEwWQyp0+fzhqtR48eXl5ebbqn2RI+fvyYk5PT3l78GZwyKjCQtiT69CorKxsZGWlpaaGiIBKJhD7kmK5HRUUFK9oXFRWlUqm6urpIUxsAREREWPmfhYWFvXv3BoD58+fX1tZyjOPk5AQAZDI5ODhY4DfRPuCUUQ4SExNtbW2VlJQoFAqVSlVVVd28eTOH0FFHAKU/NPs5QfDgeRDTRjCZzNjY2Hv37l29evXJkyfZ2dkN2717R/ToQQAQ69c3eD4jIwM99/LWU0HSFd1Edayb0CVTRpscEM6fP19WVtbLyys3N5cgiLCwMDRhrFix4tWrV1u2bJGUlCwqKmpbr7s6eCIUDF+/fu3ZsycATJgwISEhgXU8Pz+ftTZ269atdvQQ03bU19efPHmSY8mWSqWOHTs2JSWF3dLPzw9ljw8ePPjEiRPBwcHh4eHXrl0zNDREr3J2dm6vuxA8OCBsDDqdzmQy29sLXmC1bQzm4cOHHA1jSCSSiYlJYmJiA9YPHhBkMgFANPQjj5pyy8jI8L4imimePn3aKv5jOgI4ICQIghg4cODDhw9Zfx4+fBgA+vTpU11djY7Y29v/888/beFr9wFPhIIBlZ3MmDGjrq6O++yRI0cAoGfPnnl5eYL3DSMYGAzGx48fvby8nj59GhERQafTGzT78OGDsrIy94OylJTU3bt3Bexz+4IDQv45e/Zse7vw/0hPTxcSEmr4wbchUNOpjh8Q1tXVJSQkdIr0H0w7wmQyWV3XxcXFjYyM5s6dq62tjT5pEhISb968aeBlFy8SAASJRNy8yXEGqY6RyeSSkhIeF0WFDPxIoGE6C10yIGyySmxeXh67uALaIVy4cCGrc72NjY2/v39Th8VgBMzHjx9DQkLExcXv3r1LbahkfPfu3QYGBuXl5ag1eZeEIIivX78GBAS8f/8etXHvbpDJ5NGjR1tYWFhaWurq6jbYQgAA9PT0vnz5cuHCBRMTEzU1taFDh06YMOHQoUPfv39ftmyZgH3GdBbOnj3b3i78PwYMGGBubu7m5sanPWo6JSsr26ZetZyysrLCwsKcnJz2dgTTofnnn3/OnDlDJpMPHjyYn5/v7+//5MmT2NjYHz9+TJ8+vbKyct68eZ8/f+Z82bp1sHMnEATY2oKXF/uZXr16aWhoMJnMR48eNXbRoKCg7OxsSUlJbW3ttrgpDKa1aLKojIKCAtLYBQAGg4ECwhkzZrAMBg4cyC7oh8F0TN69ewcAM2fOlJeXb9CARCLZ2NiEh4e/e/du9+7dgvWuzamurj59+vTFixfZn6JGjx69Z8+euXPntqNjHRZRUdH169dz65piugmVlZVv3741MDBAtaZxcXF0Or0x49ra2szMzOzsbAE6yBdYbRvTPUlJSUFZPzdu3Fi5ciX7KRUVFR8fH0tLy5cvX65bty4kJAQ1Yf8/jh2DwkK4eROsrcHXF/4rFgCAVatWobS4WbNmceuKVVZWoj3JZcuWNbjujMF0HJocEMrKyiIhWgD48OFDeXk5lUqdNGkSy6CoqAg3aMZ0fNLT0wFgxIgRPGxQLfjv378F45LAyM3NnTlzJmrQJy4urqKiUl9f/+PHj9jY2Hnz5q1Zs+bixYuN7ZVhMN2Tbdu2Xb16VV1dHe0hWFtbowqizkWXVNtGP1b4JwvDg5s3b9JotJkzZ3JEgwghIaEbN24MHjw4NDQ0Pj6es/87iQRXr0JJCTx9CrNmQUgIaGqiM3Z2dq6urrGxsRMnTnR3d2eX2U9JSbG2tk5ISOjfv//Bgwfb8N4wmNagySmj5ubm9vb2paWlRUVFqMmSoaEhu3bZmzdvkCgfBtORQS0E6uvredigsx1nYa+2tjYmJubdu3cRERHN1oKvqamZNWtWbGysgoLCw4cPi4qKEhISvn37lp+fv3//fgqFcvXq1S7QPw2DaV1Qs2ZWcYSVlVW7utNMhISEfHx8Jk+ezP9LzM3N28yd1qF3796amprDhg1rb0cwHZeAgADg2SVbXl4eJbshS04oFLh/HwwNoawMTE0hLQ0dplKpL168UFVVTU1N1dXV1dfX37Rpk4ODg7GxsZqaWmRkpJyc3IsXL/jPu05NTb158+b+/fudnZ1fv35dW1vb1DvFYJpHk3cI169fr6GhIS0tzTpia2uL/kEQRHh4uKOj45AhQ1rNQQymbUCf0oiICB42Hz58AIChQ4cKyKfGSUtLc3R0fPLkSVVVFTpCpVJnzpx5/Pjxpn7dnJycPn78qKioGBoayi6UIiMj888//2hqalpZWbm4uMybN09XV7c17wGD6cycOHHCwsJi9OjR6E9TU9NDhw49evRo2LBhSKyYndra2oyMDAsLC4G7+WdYt9CVkJGRaW8XMB0aVCTPe9VATU0N/sseagBRUXj5EiZNgvh4mDYNQkOhTx8A6NevX3h4+JYtW+7fvx8REcH+UGFqanr+/HkVFRV+PExMTNyyZYufnx/7QSkpqZ07d27fvl1IqBXahmMwPGjyJ0xaWjoqKmrLli2hoaEUCsXBwWHBggUA4OPjY2Njk5+fD2whIgbTYTEzM9u8eXNQUFBMTMzYsWO5Daqrqy9dugQA7f5UFxQUNGfOHCRoJisrq6SklJeXl5WV5eXl5evre/v27fnz5/M5VH19PRK6uH79eoOymfPmzbO1tb1y5YqLi4uHh0cr3gUG06lBCiusP9XV1WVlZXl89YYPH95Z+lBjMF0etMNfU1PDw6a6uppl2TBSUvDqFRgYwI8fYGYG/v4gIQEAMjIyd+/ePXLkyNu3b9PS0hgMRt++fadPn66qqsqnez4+PlZWVlVVVcLCwpMmTaqurs7MzMzLyysrK9uzZ4+bm1t4eDj3whMG05oQrSojXldXl5WVVVpa2vKhujO47USrExoaumrVKk1NTRUVldGjRzs4OCQmJqLskSFDhmRkZHDY19XVoUe9gQMHcrcjFySfP3+WlJQEAAMDgw8fPrAanX358gXp/QoJCb19+5bP0UJCQgCgX79+PBqmodpCKSmpVvAe0+XAbSdY+Pj48DZwdXUVjCddEjwPYloRU1NTADh+/DgPG1QBePv27T+MlZxM9OlDABCmpkR9fct9S0xMRIVXJiYmp06d6tWrF/ezeq9evb58+dLya2FaBdx24v9gMpk/fvx4/PgxalLEgkKhKCoqoncKg+kIFBUVmZubGxoa3rx5MyEh4devX7GxsadPn9bU1KRQKMrKyj9//tTW1j59+nRhYSEA1NbWenp66ujoPH78mEql3rt3rx1F9giCWLVqVUVFhYmJSUBAgJ6eHkv9bMSIEc+ePfv777/pdPqqVavQ0uYfQQI5GhoanCpqbKirq5PJ5LKysqKiota4CQyma4IeMXnAo2AJ04oQBJGXl8d78wfTzbG0tASA8+fPV1ZWNmjw7t276OjoHj16zJw58w9jDR0KL1+ChAS8egUrVwKT2ULftm3bVlVV9ddff5mYmGzdurW0tFRLS+vEiRM+Pj5eXl7oZ6S0tFRHRycqKqqF1xIwdXV1fD6cYNofoukrvt++fRs3bhx6uYGBAfuptWvX3rp1q7Wj1m4HXhltLQoLC1HOBpVKtbGxefHihZ+fn4eHh6WlJYqI9PT0GusOJCMj4+fn177+owUXSUnJwsLCBg3q6uoGDRoEAHx+7+7fvw8A06ZN42FTW1uL3pzi4uLmOI3p0uAdwsYoKCiws7MzNDTcuHFjVFRUe7vT6eF/HiwsLAwICIiLixOAV5hOSm1t7cCBAwFg9uzZ1dXVHGe/fv2K2sls2rSJ3xH9/AgqlQAgtm9viWPp6ekkEklISMjLywsVCu7Zs4fBYLDb/P333+ixRFFRsby8vCWXEwy/f//evHnz0KFD0be4f//+K1eu/PTpU3v71Wp0yR3CJgeExcXFcnJyrIdmZWVl9rNJSUnS0tK5ublt4my3AQeErQVKqlRWVk5MTOQ45e/vjxIzkJr8+PHjWarlqqqqe/fuLSoqahef2UH9D1euXMnD5t9//wUAKysrfgYMDw9HsS6dTm/MJjQ0FNk02V1MNwAHhIjHjx9PmDDBxMTEycmJIAgmkzl9+nTWzNijRw8vL6/29rFzw/88mJ+fHxAQEBsbKwCvMJ2X8PBwVB84dOjQW7du5eTkFBcXJyUl7dmzB2VsamlpVVRUNGFENzeCTCYAiBMnmu3VvXv3AGDChAlGRkYAsGTJEm4b1PEbhYuHDx9u9rUEw8WLFxvMqyKTyVu3buXx7NGJ6JIBYZNTRg8fPlxYWLh06dKgoKDU1FSW5iFi+PDh+vr6t2/fbuqwGEyrExER8eLFCyqV6u3tjToKsmNkZIQ+qBcuXJg9e3ZoaGh1dfXv37/Ly8u/f/9++PDhjtA9BWV4amlp8bBBO5ypqan8DDhu3Dh5efmioiI3N7fGbJDqjJmZWZNcxWC6FR4eHklJSba2titWrACADx8++Pr6AsCKFStevXq1fv36ZcuWFRcXt7OX3QMeCfAYDAt9fX0/P7++ffv++PHDxsamb9++vXv3VlNTO3r0aFVV1bRp0/z9/SUkJJow4uLFcPYsAMCOHdDc596srCwAUFRUDAwMpFAoTk5O3DZI6pzBYAAAj7m7I3D69On169fX1dUZGxu/fv26qKiouLg4LCzM2tqaIAgXF5c1a9a0t4+YhmlyQBgUFOTs7Ozq6jpp0qRBgwahDyg7GhoaT58+bSX3MJjm8/DhQwBYvHgxdzSIsLCw0NPTq62t9fLyAgAqlTpw4ECk4NJBQGvkBEHwsGEymSzLP0KhULZu3QoAmzdvRv21Obhy5crjx48pFMq2bdua4zEG0z2Iioo6f/68hYWFvLw8AKDs7j59+ly6dMnExMTFxWXVqlUdv6V710BKSkpBQaF///7t7Qimo2NoaJicnHzs2DEdHR3UYVhKSmr27NlIsrs5zUs2bICNG4EgwM4O/r+mBp+gEDQrK4sgCG1t7X79+nHboLbDYmJiAJCUlFRVVZWXlxcXF5eYmFhWVtaMi7YRX79+3b59OwAcPXrUz8/vr7/+6t27t7S0tIGBwf3799Gjxc2bN9ETF6aj0eSA8OfPn3Z2dqw/uQNCOp3+48ePlvqFwbSY+Ph4AECtZhsDnY2LixOQT01k8ODBABATE8PDBp3lvxvh5s2bJ0yYUFpaamBgcOTIEdQqBgCQ7Cr6djs6OjYWRWMwGADIy8tDGekIlNO1cOFCVud6Gxsbf3//9nGumyEsLKympsZezILBNIaEhMSuXbuioqKqq6vLyspKS0ufP3/eouZSZ86AlRXU1YGlJXz82NRXq6urA0BiYiIANNa/PigoCAA0NTVRyuuECRMUFBS0tbU1NDT69Oljbm4eHR3dfP9bj2PHjjEYjLlz56JqFw7mzp27a9cuAEB1LpiORpMDQo48OhqNxmEQGRlZX1/fIqcwmNagtLQU/tSwGD1DoBZ/HZBZs2YBgKenZ2OtcisqKq5fv86y5Acqlfr8+fPp06dXVlbu27dPUVGxd+/evXr10tDQuH//PolEOnjw4L59+1rrFjCYLomCggJasAcABoOBAkL25aeBAwf++vWrfZzDYDB/gkKhtE5nPzIZ7t4FIyMoKwNTU2jijsj48ePl5eXR4wpKH+Wgurr6+PHjADBp0qTa2loA+PTpE4VC6d+/v7y8fH19/YsXL3R1dY2Nje/fv5+bm9sKd9RE/Pz8rKys+vfvj9JZk5OTr1692qDq79atW4WFhT99+oTKYTAdiiYHhKNGjUIzHwDQaDQ6nc5+NjQ0NDQ0FEk5YTDtC0rlysjI4GGTlpYGAEherAOio6NjZGRUW1u7cOHC8vJyjrP19fU2NjY5OTkyMjLHjx8XFxcnkUh9+vSZM2fOy5cveQwrLS39+vVrNzc3AwMDACgpKSkrKxMXF587d25MTIyjoyOuycFgeCMrK5udnY3+/eHDh/LyciqVOmnSJJZBUVFRuzycYTAYQdOjBzx7Bjo6kJ8P06dDQ3FdYwgJCR06dAj9OzEx8du3b+xnq6urFyxY8P379379+nl6egIAhUI5f/58fn7+t2/flixZguRbCILw9/dfunSpoqLiwoULMzMzW+/eeJGVlTVlypTp06d7eHigrFcA+Pz589q1a+Xk5O7cucNhLy0tjXZEOW4T0xFockBoZ2e3b98+lLXMsQDw4cMH1MubXWwNg2kvxo8fDwA8KlrpdDr6hUWWHZMrV6707t37w4cPY8eOffnyJdqTZzAYoaGhhoaGT548IZFIRUVFsbGxqNtPQUGBl5eXmZnZrFmz0KJjg5DJ5MWLF4eFhZWWliYkJCQnJxcXFz958mT06NGCuzf+SEpKWrt2rbKysrCwMJVKHTx48Pr167tnXnppaamHh8ehQ4d27dp16tSpqKgoZotbYGGah7m5ub29fWlpaVFREcqDMjQ0RFqFiDdv3nQEYapuApLpb28vMN0YSUl49QrU1OD3b5g+HZrSxdfW1ha1SSQIwsjIKDAw8NevXz9+/Lhy5YqWlpaPj4+wsLCpqSma9Xbs2LFhwwaCIKZMmeLi4lJXV6ehoTF58mQ0FIlEcnd319XV/fLlSxvc5P8jIyNDV1cXpbMCgJKSEgAICwujApaqqqqVK1eyYl0WKLECbXViOhZEE2XEmUymsbGxkpKSo6Pj2bNnhYSE3NzcnJ2dp06digakUqk/f/5sI1HUbgJuO9Eq/PjxQ1hYGACePXvWoMGxY8cAoE+fPk1TmhY4sbGx6KcWAERERJSVlTmU0NTU1FxdXfPy8oqLi798+bJjxw5UyKSjo8PdcKlzcezYMVY7EHaEhYVPnTrV3t41QEZGxqVLl/bs2bN///5bt2411kCyqdTX1+/fv5893kBoaWmFhIS0yiX4BLedQBQXF3PIPzx69AidYjKZoaGhcnJy+vr67etkp4b/ebCioiIwMDApKUkAXmEw7BQUFNy4cWPfvn179+69fPlybnQ0oaREABA6OkRTGgbW1dUtWLCgwad0RUXFO3fuoIcZRUXFuro6Op1uaGiInl7evHmDRkByxyYmJpqamgAwaNCgNm2dxWQyUYYRAIiJiXl4eFRWVqLJOicn5+XLl8hhAHB3d2e9isFgoDqdmJiYtvNNAHTJtjp+bkAAACAASURBVBPNaUyfmZnJIyn02rVrbelwtwAHhK0FqmwWERG5d+8e+3EajXb06FH0Pru6uraXe/xTXl7u6Og4YMAA1hetd+/eKCycNWsWd9QXFRUlLS0NADt37mwXh1uFw4cPo5udM2fOq1evsrOzs7OzX758ySqYPNGC7k+tTlZWlrW1NYfcK5VK3bx5c1lZWUtGrq2tZRWnDR8+3NbWdtu2bRYWFkgRl0qlskIRAYADQhZZWVlWVlb9+vVTUlI6ffo0k8kkCOLly5d9+vRB/1l79+5tbx87MbgPIaYjU1JSsn79elbYgyCTydvmzGHIyxMAhJ4e0cS15hMnTrAWQHv06DFkyBBzc/O5c+eiq5DJZLTqcevWLQCQlpZmLYLQ6fQrV66g6cDW1lZBQQEANm7c2OBVqqqqvL29z5w54+zsfPfu3bS0tGbc/osXL1i3zApK9fX1AeD48ePEf/0VAaBv376sRxRUzMK7E3KnAAeE/0dBQcHy5ctZcmoIIyOjgICANnO1G4EDwtaCTqejNGYAUFdXt7e3P3bs2Nq1awcNGoQO7tmzp719bAIMBuPnz58xMTHfvn1D3QIHDx7c2B7g8+fPAUBUVLSkpETAfrYKYWFhZDKZRCKdP3+e+ywqsqdQKB1kofHTp0+oElVYWHjq1Kn29vYbN27U19dH1ZhqamoZGRnNHnzVqlUAICkp+fjxY/bjRUVFixcvRo8O0dHRLb4JvsABIT/U1dVlZWWVlpa2tyOdGBwQYjosv3//VlVVReHQ+PHjN23aZG9vP2XKFNQ7fmafPgwxMQKAMDMjaLQmjRwZGclduIHmEQMDA2SD4i5WjkxQUNCIESOAC2Fh4fz8fIIgfHx85syZg7bmhISEuJtUzZo168ePH03yE009ADB37lzWQSQqIykp+enTJyaTid4iAHj+/DlBEDk5OejRi2OljMlkenh4zJw5E+XYi4uL6+npubi4VFVVNcklQYIDQk4qKysTEhL8/f0TEhJauASOYQcHhK0Ig8E4dOgQd65dnz59bt261d7eNZ9p06YBwLlz53jYoOrthw8fCsyrVsTY2BgA1q5d25jBsmXL0EwmSK8apKCgAPVAGzVqVGJiIvup6OhoFRUVABgzZkx9fX0zBo+OjiaRSBQKxd/fn/ssk8lcuHAhABgaGjbT+yaCA0J2GAxGcnKyh4cHx2JoZ1//7gjwPw9WVlYGBwcnJycLwCsMpra2FqVlqqiohIeHs5/6/v27trY2ACyRlyeoVAKAWL6cYDKbND6TyQwICHBwcLCyslqyZImjo+PJkyfRpgtBENXV1azMTIIg3N3dUUPF3r17o6/Mrl270OMBACgrK5uamnLHimgZ0dTUVF9fH42GpAr4d5IVgrq5ubF7jjREpKWl3d3dN27ciGx27NgRHByMpsJhw4axF+kUFRVNmTKlQQ+VlJTi4+Ob9NYJDBwQEgRBvH//PiAgID4+vrVqY7oDaFeHf9BqEA4IW5HCwkJXV9ctW7bY2tru2LHD09OzsrKyvZ1qESgC+fjxIw+btWvXAsDBgwcF5lVrUVJSIiQkRCKRfv361ZhNUlISmtXa/b/SwcEBAEaMGFHeUNFIWloa6i516dKlZgz+999/A8CKFSsaM8jNzUXJGhyxaBuBA0IW3759GzduHHp2YS3eI9auXdup15s6AnhhFNMxOX36NAD07dsX6WpyUFxcjBoI3503jxASIgAIO7sWXjEyMhIA5OTk6HQ6amYjISGBjiOVUWtr6/DwcLS9hgSWxowZw4qsREVFt27ditZYJSUl161bh8I5ERGRiIiI5ORkpKvXp0+f9PR0Pl1SVFREg3MUsRcWFrJ+FVHUBAC9evVC/xg0aBB7rW9ZWdmoUaMAoGfPno6OjkjcLjs7+9q1a8rKyuiFHbM2GAeEBMH2IXB2dm5j37oId+/ebXDx44+wr7tgMByg5Arev5Vbt24FgB07dgjMq9YCtdkdOHAgbzNUKZGQkCAQpxqmvr4ezXZ+fn6N2Vy8eBEAtLS0mjH+0KFDAeDdu3c8bMzMzADgwoULzRi/qeCAEFFcXMzeCV1ZWZn9bFJSkrS0dG5ubnu51wXAASGmYzJ8+HAAuHnzZmMGqL5OTk6OcfcuQSYTAMShQ+wGr169WrFihaampoqKyujRo9euXRsaGsrjinQ6HVUm379/Py8vDwAoFAqNRps4cSIAzJs3j8lkoqVDCwsL9BL2gPDIkSOvXr0CADExscjISIIgampqZs+ejSbZmpqa6upqPT09AFi4cCGfbwLaCAUALy8vjlM1NTUHDx7k6PHYo0eP9evXc+wkrV69GgD69u379etXjkFKS0vRXKOpqdkBEy5wQEgQBIH2fJctW9bGjnUdfH19ZWVlpZsC+v5w1AthMOxoaWlB4wKqiJkzZwosTmhdkJL1iBEjeJuhhViOpB0Bg9Zu+/bty+TKCyooKIiLi4uPj09NTUVPt82QfUPSQTx2SgmCsLe3B0EVxOKAELFlyxYSibR06dKgoKDU1NQ+ffpwGJiamh47dqxdfOsa4IAQ0wHJyckBAGFhYR7i5DQaDa0SxsfHE+fPEwAEAHHmDEEQ+fn5jWVILliwgEe2CxJFl5GRSUpKQktRDx8+RJ5kZ2ejBlQA8P79e4IgiouL2dVuTExMUPi3e/du1oDV1dXoeR6lriQmJqLaBD6z/zZv3owGb6yso6ioiLVDaG9vz/12ZWRkoDygsLCwBkcoLi5GYXAHLHvpkgFhk/sQbtiwAQB4NytjrRxgAGDatGkFBQXFTQFNhCgTAINpECMjIwBwdXVtzCAzM9Pf3x8AWC1hOhFI0D8tLa2urq4xm+rqatR+l118VfCg54NBgwah+Rjx5s2byZMny8vLjxo1SktLa8iQIUhsABk3CSQlWl5ezsMGNYblWJHFtClBQUHOzs6urq6TJk0aNGgQg8HgMNDQ0ODRBBWDwXRG0G94nz59OJo/saivr/f09ERPcba2tltTU3NsbAAAtmypunVrwoQJgYGB4uLimzdv9vb2jo6O9vT0tLGxERYW9vDw+Ouvvxqb8uzt7XV1dYuKivT19VHCJ1Lh1tHROXPmjJWVFUEQmzZtQu0ojh49iloWIxGXsLCw4OBgAFi0aBFrQFFRUbSS+OTJEwAYOXLkqFGjUItjft6HlStXoinv1q1b379/5zZwdHREE5O4uPi+ffu43y4fHx86nT5x4kRW+woOpKWl7ezsAAAp5GHaHKLpfQgdHBx0dXVra2sbs+FInsE0Fbwyivkj3759ExYWJpFIDX5z6XS6iYkJABgbGwvet5bDZDJRbxuOfiHsXL9+HQCGDRsmSMe4CQgIAICRI0eiP2tqapYuXYp+XUkkkqKiIlIfRVhbWzdVWgbV6J88ebIxAzqdjmZ9Hx+fFt0Jf+AdQkTPnj3Z17x79erFYbB161bugxj+4X8erKurS0hIQBobGEybgrrD9+zZE6WE1NfXP3z4cP78+bq6unp6ehMmTGDPJGfxXFmZAKCTyX8BKCsrcwsgRUREyMjIAMDmzZsbu3R+fj6K99hhLUSuW7eORqMRBHHnzh2WjihqTsiCQ5M8ISEBAOTl5dGfqBEi/ylFKEkVABQUFL59+8Y6XlVVhbaOEPv372/w5WiPkXdii5+fHwBoamry6ZLAwDuEAABxcXGLFy/W0NAYP378vXv3IiIi2NVQ3r9/7+bmlp2d3dRhMRhMkxg2bBjqMbho0SJnZ+fa2lrWqR8/fpiYmLx+/VpCQuL8+fPt6GSzIZFIaGlwx44dDf6epKWl7dmzBwDWrVsnaOcAAIDJZEZHR586derp06ckEunr169oRly5cuW9e/dERESOHj2ak5OTlZWVnZ397Nkz9Co3Nzd0X/yDJmkXF5eSkpIGDW7cuPH7929ZWdnOuBXceUFFvCzQejw7kZGR9fX1AvSo+1JWVlZYWNiM7XcMpqkoKSlJSUmVl5dHR0cHBwePGDFi0aJFjx8/joyMjIiIeP/+fUFBAUrXpFAo586dW716tbi4+NzU1FdUKoXJfAQQ4OKCKsPZ0dXV9fDwIJFIly5dSktLa/DScnJygYGBly9fZn85QRDDhg27c+fO1q1bfX19zczMVqxYwWQydXR04L9wUUREBEmJVlRUsA+I1NerqqrQnygPhVuSvTHOnz+P0l9zc3PV1NS0tLRWrFhhaWnZv3//CxcuIJvp06cfOHCgwZej6/K+HIeHmLaFaOKKL6uvyB+HxTQbvEOI4Qc6nY5aLwCAtLS0hYXF/PnzDQ0N0edHQkJCMFtGbURVVRVqm6GkpBQYGMh+ytfXF+WUjhkzhkeqQtvx/v17pI3GjrCw8JIlSwCASqWyO8xS4p42bRp6UHj9+jX/16qvrx8yZAgATJ48mbsE0cfHB0mMnj59ulVu7Y/gHUKEhYUFqx1zfX19jx492M++f/8eANTU1NrDtY5IeHi4hoaGSlNAX6unT5/+cXDchxAjSJYvXw4AOjo66PdcQUFh7969R44cQUEXq0H3qFGjkH1mZubo0aNFAAJQMaG8PPH7d4Mjo0W9s2fP/tGHpKSkNWvWNPj4LSwsfOjQIRSSoTnUwMAACeF4eHiwD/L69WsAGD58OEEQtbW1qO4xKiqK/7eCTqfv2bMHFURwQCaTN23aVFdX19hrHR0dAWDp0qU8xr958yYATJo0iX+XBEOX3CFsckC4f/9+HBC2NTggxPDPnTt3UHYl+w+xmZkZewpHJ+X3799qamropjQ1NZctW7Zs2bKRI0eiIxoaGpmZmYL3ysPDA/V9kpSUtLCw2LZtG6rXZ3HgwAGWMYPBQL2YREVFf/36tXv37mZMb3Fxcag+UEFB4eTJkzExMcnJyS9evJgzZw5aALawsEBS4wIAB4SIt2/fjh07FrWeLysrYw8Iw8PDkf4tj+yv7sa5c+f4eXLghkfSOIuioiLUDUsAN4LBJCcnoykAAJYsWYKUYJDg55IlSw4dOoROiYmJsbo45ObmUqlUCYBUWVkCgFBXJxrq3X306FEAsLGx4dMTtFWoqKgoKSnZo0ePkSNHOjg4oBbz3759g/92CM+ePbtv3z4A0NbWRjULpaWlp0+fRpIt0tLSpqam8+fPB4BBgwZxq6P9kdLS0j179mhpacnLy0tLS2tpae3du/eP7SJCQkIAoFevXsXFxY3ZTJo0CQD+/fffprrU1uCAkCAI4sOHD2Qy2cPDA0nncZCUlOTr6ysmJtbGbndxcECIaRJMJjMmJub69esnT550d3fvSmL3ZWVlW7duZa25IsTFxXfv3s1D5K3tiImJERERAYDFixez79f9+++/LPcMDQ2/fv36+fPnW7duoY5MZDIZ6aRlZWWRyWQKhVJSUtKk637+/JnVCJgdCoVib2/fvJb3zQMHhAgmk2lsbKykpOTo6Hj27FkhISE3NzdnZ2dW4i6VSv3582d7u9lRYDAYsbGxbdePt7CwsF2SBTDdE1Ytn56e3p07d96+fYt+jVFYCP+puaxZs4b1EiR+ZqCqSgwZQgAQEycSXJ/YK1euAIClpSWfbiA9GDKZfPHiRY5TBQUFSLJeVFS0oqKisLAQxTDLly93dXVF9YrcsMuQtjUMBgOJpVtbWzcYhV69ehX53y4rv7zBASFBEERVVZWcnBxvGxUVlVZwrRuDA8JOSnFxcVhYmJ+fX2xsrCCf0bs85eXlHh4eJ0+edHFxefz4cbuEggj0a2lpack9gW3btq3BKVZWVtbb25tlhpJdm5HeRqPRXF1dZ8yYoaioKC0tPWzYsA0bNgimGT07OCBkkZmZybE5z861a9fa28HODZ4HMR2TmpoapJnJaqvAjoSExK1bt5Cqp7S0NOtJAJXbUSgURmIi0asXAUCsWMEx8o4dOwBg3bp1/Dvj4OCArqurq3vjxo03b96cOnXK0tISeYhWVaZOnZqamurt7Y2SWhHo1OTJk6dMmcJSpqFSqYKsNAkODkZpt5aWlmlpaazjFRUVe/fuRd46OTkJzB/+wQHh/8L+cNMgrq6uLfWre4Mnwk5HRETE9OnT2X9tpaSkNm3axCMXAtPp+PLlCwCIiIhkZ2dzn0UJMGj/UERERF5eXkdHx9HRkaPwD60Tx8TECMrrVgYHhOwUFBQsX76cYwfbyMgoICCgvV3r9OB5ENMxiYuLAwA5ObmSkpLjx4+PGzcONQeSkpLavn072s5iMBgoZmBlTqIuEYC60QYGElQqAUCwtSql0WioXPzRo0dN8ufUqVONSbP0798f/TpRqdRJkybp6+s3aEYmkzdv3mxtbY3uQpBJRg8ePEAt1igUypQpU+bPn29mZobeTwDYtGlTM1JYBQAOCDECAk+EnYsLFy6wQsGBAwdqa2uzFAgHDhz46dOn9nYQ0zpcunQJAGbOnNng2fT0dABA652DBw9u0CYvL49CoZBIJD6b/3ZA8HzBTWVlZUJCgr+/f0JCQllDpUGYZoDnQUzHhKPVEEEQ7u7uAGBoaMhuhgr8WF3XIyMj0VPB/5bFnj1LABAUCvH8OTI4cuQIAMjLy/NoT98YkZGR8vLyaHxhYWF5eXlVVVW0OgkASkpK7G1ykQ1qW9W3b9/Vq1cnJCQQBEGj0caPHw8A9vb2zX1vmkNsbCy3RPawYcM8PT0F6UaT6JIBYQPSQBgMhn8ePny4ceNGgiCWLl168OBBJI7HZDKDg4Pt7e0TEhJmzJgRFRXFI7UM01lAuvYs/UMOBgwYoKGh8fnzZwBorPXOtWvXGAzGuHHjGivhwHQWQkNDaTSajIxMv379ZGRkNDQ02tuj7gtBEPn5+T179uTYqsVg2gKkxYL6XqJAC9WKR0ZG5uXlocCMTqfn5uayjAEgOjoa/WP16tUlJSV269YJff8Oly7B8uV1YWFH3d3RFuKxY8f4b/yAKCsrW758eV5eXv/+/S9fvjxz5kzkVU1NzcWLF/fu3Zuenr58+fLRo0c7ODgQBOHm5rZgwQL2hCaEkJDQgQMHZsyY4e7ufurUKY4Ysu3Q1tZ+9+5dZmZmaGhoRkaGrKzsmDFjNDU1BXN1zP9B4BXfjgdeGe0sFBQUIKXmvXv3cp+tqKjQ09ODxveUOg50Oj0sLOzKlSsuLi5eXl4407VBjh8/DgDLly9vzODu3bvod7V3797cZ0NCQtADK4f2d+cCzxcIRUVF9H/t7Ozc3r50TfifBwsLCwMCAuLi4gTgFQZDo9GQXktISAjrIJKTYQmE+vj4AIC8vDzSfy4oKOjfvz8AjB07Fv1uDBw40GH9+syBAwmA70JCEgAAsGvXrmb4gyoPBw4ciGJUDl68eEEmk0kkEmpKPGLECN63hpJcGiyLwLDokjuEOCDsiOCAsLNw7NgxABgzZkxjae4/f/5EP69fv34VsG98QqfTz507x8o2QQgJCVlbW7MkszGIV69eAYCSkhKdTm/QgMFgIC1QMpns4uLCyvwpLy8/evQoqpRYsGBBxyyK4BM8XyDQRvGyZcva25EuC//zIO5DiBEwdnZ2ADBu3Liamhp0JDw8HLXj2759e1lZGdLPRDtyqA8hCsZqa2svXLggKyuLplpFgEwAAuCJhETzFgprampQxR2rLSo3q1evBgCUDsqR18oN8q3DPrF0ELpkQEhu+R4jBtNt8fX1BQBbW9vGkisGDx48bdo0lmX7UllZefXq1blz5+rp6enr61tZWV27dm3mzJmbNm1CiS5z5syZP3++jo4OnU53c3MbPXp0eHh4e3vdIjIzM48ePTpt2rSxY8dOmjRp69at8fHxzR7NyMhITk4uPT39+vXrDRqUlZWVlJQAAJPJ3Lp1q4yMjLq6+siRI2VkZPbs2VNXV2dlZXXnzh2BpeJg2o4NGzYAAHrOawxtbW1BudOtwV8ojIA5cOCAnJxcVFTU7Nmzi4qKAEBfX//8+fNkMvnEiRN9+/aNj4/v1avXwIED//7772HDhsXGxvbt2/fZs2c9evRYv359Wlqau7v7li1bZtnaei9aRFAocysr5zOZzfAkLCysoqJCSUnp8+fPkyZNGjp06IgRI2bPnu3m5kan05ENamGP5j5U694Y5eXlxcXFAIA6qbYd+fn5Dx8+dHFxOXXqlKenZ2lpaZteDsMXBF7x7XjgHcLOgrKyMgBERkbysNm7dy90gBbVT58+5dgGZCEiInLlyhUajcYy/vTpk46ODgDIysqyi0F3Iuh0+oEDB1hV9SxIJNLixYubrfxx+vRpABAVFX358iXHqaKiosmTJwPA0KFDXV1dOUogVFVV3dzcOvXeIALPFwgmk+ng4KCrq8uj/Z2ysrIgXepi8D8P1tfXf/36NT8/XwBeYTCI0NBQlrjoypUrz549e/bs2alTp6LPLQfTp0/PyspqdKxDhwgAomdP4sePprpx69Yt+E/MjANVVdWoqCiCIOrq6tCiiZiYGACEhoY2Nhpa62TXy2l1cnNzly1bxvEuUanUDRs2dCJFri65Q4hFZTCY5oN+ZAmC4GHDZDIBoMFJQmDcuHHD1taWIAhVVVU7Ozt1dXUAePz48bVr1wCARqMpKCigdBfEqFGjQkJCJk6cGB0dvXv3bjc3t3ZzvVkwmcyFCxeipr0mJiaWlpaDBg0qKCjw9/d3c3N78OBBfHz8+/fvUR1Ik9i0aVNISIiXl5eZmZm1tfXixYuHDBlSXl4eHBx88uTJnJwcSUnJx48fa2lpLV26NCUlJSMjg0QiDRgwoDEpGkwnJS4ubvHixRUVFePHj9+8efPQoUPZv0E1NTXp6emNaQthWhdhYWE1NbX29gLTvRg/fnxISIiNjc2nT59u377Nfmrw4MEjR46sra0VFhYePHiwubm5kZERr7H27YPQUPDzA0tLiIwEMTH+3UCFDDQaTUtLa82aNaNGjaqvrw8MDLxy5UpycvLEiRNfv36tq6uLnlKsrKxu3769adOmsLAw7tXSnJyc/fv3A8CKFSv4d6BJ/Pz5c9q0ab9//yaRSNra2pqamkwmMyYmJikp6cKFC8HBwX5+fo2tXGPaHKJZK74MBiM5OdnDw4Oj21JjpTWYJoF3CDsLKB30woULLbRpUxISEtDy4Zo1a9i3AefPnw8ASBpbSkqKe/0yLi6ORCJRKJSCggLButxSnJ2dAUBUVNTd3Z3j1JcvX5SUlADA0tKyeYPTaDR7e3tuiTYAGDly5OfPn1vsfocG7xAiVFVV+ZxhMc0Dz4OYjg+DwfDz89u+ffuiRYsWL168Y8eOgICA5mSCZGYSsrIEANGUZKLAwEDW1l9dXR37qcjISJTQLikp6erqCgB9+/bNyspCJYITJ07kyP2JjY0dNmwYmsVYhZGtS3l5+fDhwwFg+PDhHz9+ZD8VEBDQr18/ANDX12d/SumwdMkdwuYEhN++fUMauwBgYGDAfmrt2rW3bt1qfTe7GfxMhGFhYdbW1kjRWFRUdNy4cefOnWujrzGmMc6ePYt+3err6xs0iIuLo1AoZDL59+/fAvaNxZw5cwDA3NycY5ZCnQ/Cw8MNDQ1RuMj92lGjRnW6p//S0lL0Y93Yb9GnT59QhBweHt7sqyQmJm7cuHHYsGHS0tKKiorTp0+/d+9ed1gRwwEhAi2l44Cw7cABIaZ74e1NkEgEmUz4+vL5CgMDA/gvEfTOnTvooK+vL0vLFIGCxgULFhAE8f79eySNLiYmNm/evEOHDh04cMDExAQtcSorK6ekpLTR/e3ZswcAhgwZ0mB2d0pKipycHLTr6jn/4ICQIAiiuLgY/Z8hOGokkpKSpKWlc3Nz28TZbgPvibC6unrZsmUNPnwMHDgwIiJCwN52Z8rLy1FMbmtri9Sl2cnPz0eak4sWLWoX9wiCqKysRJkhHKJhNTU16DNTVlYWEhICADIyMtzxzKJFiwDgzJkzAnS5pdy7dw8A1NXVeSzTrly5EgA2bNggSMe6BjggRHz48IFMJnt4eMTHx6dykZSU5OvrKyYm1t5udmKaFBDS6fQuUKCL6e5s3EgAEAoKBB9P0b9//wYAYWFh1MBQSkoqOjp67969rD3DyZMno8ZXCAkJiVevXhEEkZyc/Ndff3E8PVIolBUrVhQWFnJcpb6+/v79+4sWLdLS0lJTU5s9e/b58+dLSkqaemd0Oh3FDl5eXo3ZXLx4Ec3dTR1c8OCAkCAIYsuWLSQSaenSpUFBQampqX369OEwMDU1PXbsWOt72p3gMRHW19dPnToVAISEhFatWvX+/fuUlJRv376dO3cOtT4XERHBMaEgef78Ofr/mjJlSnR0NHooqampcXd3R32HBgwY0GB3IMEQFRWFfOA4zmAw0C5ZTk4Og8GQkJAAAO6lwdmzZwPA9evXBeVvK2Bvbw8AO3bs4GGDygv19PQE5lWXAQeEiKqqKjk5Od42KioqgnGmS8J/QFhRUREYGJiUlCQArzCYNqS2ltDSIgCI6dMJriVmDp49ewYAurq6NBoNVaagzkYkEsne3r6srCw6OnrevHko3hs8eDCKElndWT5//nz48GE7O7sNGza4uLg0mMQUFhY2ZMgQ7r2H3r17u7q6NunOEhISAEBaWppHRmhJSQnaqOz4VSpdMiBssqhMUFCQs7Pz9u3b0Z8MBoPDQEND4+nTp7t27WrqyBh+cHZ29vf379mz56tXr1BXGcSwYcNWrly5cOFCHx8fKyurb9++cVcMY9qC2bNnP3jwwMbGJjAwUEdHR0pKSlpaOicnp66uDgDU1NSePXvW1grOPEAS0qyuRyzIZLKqquqXL1/CwsLmzp0rIyNTWVlZXFzMrn1Co9FQ2wm0z9lZQI0f2BMZuEH/I0guHINpBmJiYkjfjwcHDx4UiC/dHVQrwcp6wGA6Kz16wIMHMHYs+PrCyZOwYwcP27KyMgDo3bu3kJDQ06dP0eMfABAEcePGjUuXLtXX17OM/fz8Nm7c6OPjs3HjxtDQUABQV1dH8nKN4efnMRyjAQAAIABJREFUZ2ZmVldX17dvXzs7Oz09PRKJ9P3796tXr37+/HnZsmV5eXnbtm3j886ysrIAQFlZmV18i4NevXrJy8tnZ2dnZmZyP7Rg2pomB4Q/f/5EHTkR3AEhnU7/8eNHS/3CNERVVdWJEycA4MqVK+zRIEJCQuLhw4fq6uppaWm3b99m/2/CtClWVlb6+vqHDx/28PAoKytDP9ODBw+2s7Nbv359+0bmKKM1MzOTIAiObl3m5uZfvnw5fvz4X3/9lZubyzJmcf369cLCQgUFBV1d3Zb4gGTE3r9/X1BQICYmNnz48BkzZqAFtrYAhYJo+mmMzMxMAMBqZpiWMGvWLN4GS5cuFYwnGAymk5Kamop6A/6vGPWIEeDiAuvWwb59MGUK6Og09kI0f6WlpQGAhISEnp6ej49Pr169KioqKisr0cEpU6Z4e3uTyWRFRcXr168PHTo0LCwsJiaGo8gQAGpra319fVNSUhgMhqKi4tixY62srOrq6mbOnPno0SOUQwQAxsbGdnZ2u3btOnHixM6dOw0MDAwMDBISEj5+/FhYWDhgwIAJEyYgeRgOxMXFAaC6upr3u1FVVYU85/v9w7QeRBNTgAYNGlRRUcH6U1xcnMPA0NAQF060kMZSZby8vABAVVWVR7HEmTNnAMDIyKiNfcQ0QG1t7devX2NiYlJTU9vbl/+lrq4OhV7BwcEcpwoKClDfhSlTpgCAkpIS++fq7du3KJS9cuVKSxwIDg7m6MgHAJKSkidOnOCuumw5VVVV9+/fBwBlZWUeqSkLFiyAtsz3qK+vz8zMTE1NraysbKNLtBc4ZRQjGPhPGa2srAwODk5OThaAVxhMq8BkMt3d3bW1tdlnRm1tbXd3dyaTSZibEwDEkCFEeXljI5SUlFCpVABA0tbol/nOnTuVlZWpqamZmZn19fVI9w61nSD+kxY/evQo+zi1tbWHDx9GSjMsUOqmpqZmY1KFS5YsAQANDQ2kTcqCRCIZGxt/+vSJwz4vL49MJpPJZB79GGNjY9HjAYdiagekS6aMNjkgtLCwePPmDfp3fX19jx492M++f/8eANTU1Frd0W5FYxPhkSNHAGD16tU8XhsXFwcA8vLybekgpjOB9orHjBnD/cv+6tUrVvuEOXPm/P79Oy8vLyQkxM7ODlUYLliwoCVSDQ8ePEDj9OzZ09LSctu2bba2tqz5A6WjtOzm/pfs7OwtW7awFibRXuimTZsaNA4ODkYzE/ek1XJ+/PixatUq1uRKoVCMjY19fHxa/ULtBQ4IMYIBq4xiuiqVlZVI/RsAqFTqyJEjR44ciaI7ALC0tKxKTyf69SMAiBUreIyDVN+mTp1aX1+vrKwMAJGRkayzGRkZaBfx8uXL6MihQ4cAYO3atSyboqIifX19dN0BAwZYW1uvWLGCtYYrJyf3+fPnmJiYy5cvOzk5Xbx4MSIiAq3koha7rBVeMzOz+fPnT5kyBT1RiIiIPHjwgMPbyZMnc1ydA6RZYG1t3Yy3VMDggJAgCOLt27djx44tLS0lCKKsrIw9IAwPD0eVOZub0kdFwNBoNO59iZycnI0bN+rp6Y0bN27t2rUcDVIET2MTIRLt5f32pqSkAICEhERbOojpTGRlZaEOE8bGxih3lEVKSgrH8h47NjY2jbXT4IeIiAhU47506dLi4mL2U6wUFFtb22aPz8LV1VWskU6+48eP5wiDfX19UbTWYJuNFnLhwgUUAHMzb9489tyKzgsOCDGCAQeEmC4Jk8m0tLQEAHFx8fPnz7PmhYqKivPnz6PUSgsLC+a7dwSZTAAQHh6NDZWSkoIiEzMzM9QZlZUKlJCQgPRgxo4dy0qW2b17NwDY29ujPxkMhrGxMQDIyMg8fPiQtfiLpAcQ3DOaiorKkydPnJyc0J+LFi1in9rS0tIsLCzQC0NCQti9RV0TSSQSd2MJJpO5b98+ABASEuJQRO+Y4ICQIAiCyWQaGxsrKSk5OjqePXtWSEjIzc3N2dkZSV8CAJVK/fnzZxu73Rx+/vxpbGwsKioqJia2evVqlmxueno6RykRiUTauXNnW+Sz8UljEyHS5DU1NeXx2tevXwPA8OHD29LBjkhMTMyFCxecnJwuX7785cuX9nanYxEUFCQpKQkAoqKi1tbWTk5OTk5O8+bNQ0uSvXv3trGxUVdXFxERIZFICgoKCxcu5E4xbSpo3bGxPcbAwEAhISESicQSPWset2/fZsV+z58/LywsLC4ujo6O1tDQQMd79uy5a9euK1eu/PPPP2iFEgCmTp1aW1vbkutyc+HCBTS4iYlJcHAw+gFJSUnZvn07CoynT5/eKVru8gYHhBjBgANCTJfk0aNHACAiIhIeHk6n04uLi9kXXiMiIlBM+PDhQ2L3bgKA6N2b+P9N5Nnx9fVFq6tIrMXY2Hjfvn3Tpk1DO3WqqqoZGRks44kTJwJbGcjDhw8BQFJSMjExER2Ji4uzs7MbNGgQ/JdoAwA9evSwsrKytbVdvHhx7969OQLFhw8fcrjEZDIXL14MAFpaWhwP0mhXAwBmz5795s2bnJycrKysR48esdpjXLx4sYVvr2DAAeH/kpmZiTocNMi1a9fa0uFmkpeXhz7HUlJSKioqFApl7NixZWVlTCYTdfYEAE1NzZMnT545cwalWTs5ObWXt41NhF++fEFfTh5J2CiFwM7Oro197EC8efOGu0rNwMAgLCysvV3rQHz58gV90zkwMTFpi4rH+Ph4ABATE8vLy2vMBrXTbMlnNS0tDRU67tixgzvs3Lp1K4eODgBQqdQ9e/a0emCWkpKCout///2X+2xERASas8+ePdu61xU8OCDECAYcEGK6JGPGjAGAefPmGRoaog85AIwZM+bChQuohsLZ2RkdIWg0Ql+fACD09IjGs3USExNZaZ8sSCTSihUrUDYf4sOHDyQSiUKhpKenoyOGhobwX0lhbW3tmjVrWP6wQ6FQWIvsVVVVu3btQhMrmvICAwO5XSouLkaZOBybhARBnDhxgpUcy46EhMSdO3da9M4KEBwQ/h8FBQXLly8XFRVl/+80MjIKCAhoM1dbxNatW3v37v3y5Uv01JiRkWFmZrZo0aLnz58j5xcuXMjelTswMFBGRqa9pEF4TIToP2v27NncPcQJgnj58iUqjmrhrksnwtHREf02SUtLm5mZ2dra/vXXX6wFs86y2iQwoqKijhw5snTp0uXLlzs5OcXHx7fRhVAtu4WFBQ+bN2/eQMt2szds2AAAU6dObazQ8ejRowAgKSlpaGiorKzcq1cvtAU6e/bs+/fvt2IWACrUNDExaczgypUrANC3b992TD1oFXBAiBEM/AeEdXV1CQkJ7djuFYPhk9zcXJQ2yR0RAYCqqurnz5+LiopQ+kxOTg7x6xchJUUAEDw76zKZzICAAKQSp6ys7Ozs/P37d3aDlJQUJSUlAPj777/RkerqarSLmJWVRaPRpk+fDgBkMnn16tXPnj1D+41qamrIpmfPnt++fWONhroaAkCPHj0aK4VAGsuOjo7cp1JTUzdv3jxo0CAhISFhYeGhQ4fu2bMnNze3qW9mO4IDQk4qKysTEhL8/f0TEhLKysrawL1WQ1NTk2PtgUajGRsbo+9P//79q6qqOF5y8uTJVilwagY8JsL4+HiUTjBr1iz2ejA6nX716lW0W8JKEO/yXL9+Ha2E7d+/v7q6mnW8tLQUPaCTyeRuu8Ds4+Njbm6OPuFIftrV1bXBdYS2AHUi3bJlCw8b1J+mZ8+ezb4KUpHx9fVtzKCmpoaHgLW2tnZKSkqzr86OoqIiAPj7+zdmQKPRUJLChw8fWuWK7QUOCPnH1NRUYN+4JvHjx48zZ86sXbvW0tLSwMBg6NCho0ePNjExWb58+Y4dO27evMmeZtZe8B8Q5ufnBwQEdJ9lUEzn5dWrV2j2kZGRcXJy+vXrV3FxcWZm5rlz59B0Ji0t/f37dxRxhYeHEwRBeHoSJBJBIhEvX/IePCoqCu3TaGlpubu75+fnMxiMnz9/uri4IB2BkSNHsp7Vf/36Bf/pTfz7779o5RRNYQ8ePEBO9u/ff9y4cejfmpqarNXMoUOHooMs/VJu0GrsqlWrWuNt63DggJAgCKK8vNzV1TUoKOjXr1/caVeVlZVRUVGt72aLERcX55C1IAji5cuX6DPNkmBiJyMjQ0VFRSDeccJ7Inz58iWS0KBSqZMmTVq1atX8+fP79u2L7mXBggVdoE6JH4qLi1G001hyL2qZOmjQoI4vYdy6FBQUzJgxo8EQSEtLSzDi7Pwo4sbExKApp3mXqKioQDfFvhbAQUlJCfqy9OjRY/v27R8/fkxJSfn8+fM///yDwjN5efnfv383zwEWqOkTAHCvK7GD/lPu3r3bwsu1Lzgg5BMGgyEpKdkSkd62ICcnBwla/JEZM2b8D3vnHRZF0sTh2mWJSo4iURGzgqCAYEZPxIgC5sPAKWfO+cwnegaMmANiAjEroKggGBAUFEQkCEoQkJwk7G5/f5Q3394mQUnivA+Pjzvb01Mzuzs91V31q2fPnjWiqbRDSNP8wDx2SUlJPoE3QkheXh5mMFlYWKBk6P9/gJhMqKREvjWDGRISgr6fIL169eJdhcvOzgYAFouVn5+PEgOULugff/wB/1b0xWUG9H8uXbpECMnJycH2ADBy5EhRlqBIzLx582p/kX4CmqVDWOvC9EeOHFm2bJmsrKyRkdG5c+co5QaExWLZ29vfuHGDyhBtIigrK+PCGi+HDh3Ct4SWD27VqlVOTk5DGFdL7O3tw8LCFixYEBoaGhISEhISgttVVVXXrl07f/58oVHgzY8LFy4UFBR079592bJlQhts2bLl4sWLqampd+7cQdmrZkZxcXFAQEBERERxcbG8vLy5ufnQoUOZTGa/fv3i4uLk5OTc3NwmTJhgaGiYlZV19epVDw+PV69eWVtbh4eH43hTf3Tp0gUAHjx4wOVyRX0h79+/DwCC+Z81pKKiAgCYTKbQhARkwYIFWAl3/fr1KLBGmTdz5kx7e/uoqKipU6dSP6KaU1RU5O3tHRAQkJWVhUE1DAYDw2xEgdIy1dXVtT0WTZPl4cOHoaGhycnJWE+Zory8/OPHjyUlJaJiwxqF/Px8Kyur1NRUAJCWlu7Zs6e+vr6CgoK8vDwu1BcVFRUXF+fn5z9//jwwMDAoKMjT09PV1bWxDf8G+AOkKujQ0DRNYmJicKzhcrmC6p0qKiq+vr4dOnQIDw9nMpkMBqNNmzZf39uyBSIiICgInJ0hLAykpfn2LSgoiI+PLysrU1FRiYmJ2b9/v5+fX0JCAgBISEhYWlq6uLi4uLjwjlBqampqamq5ubkeHh4lJSWdOnUaP348vpWZmQkAixYt2rdvX1ZWFgCoqqoWFRVt3rzZ39/fz8+Pmo3l1SPlIywsDAA6d+783ZeLpqEhtZzxNTExAYDg4GBRDaZPn/7777/Xkb9aZwwcOJBvsvPBgwd4BaytrYVO4sbHx+vr6zeQff+lhjOjCQkJJ06ccHd337t3b2BgYJ2rJjZxsIzPrl27xLRZsmQJAMydO7fBrGow9u3bR+l9USgqKmKAh66u7tu3b/l2ycrKMjc3BwArK6v6Nq+8vBzNO378uNAGubm5qO773XnkXC4XV/9EicomJCRQvui9e/cEG6SmpmIPYkI9hXLq1Cmhs7BmZmZiEo/RCQ8KCqrVsZoa9AohUl1dXZOltia1Qrho0SIAcHZ2Dg0NFT9ecLncpKSk1atXS0tLN9Y6Ya1EZXJzc3+1EZDmp2PTpk0AgGPHmjVrBBsUFxej1hoA9OzZkxBSUlLyNUkvLY2oqxMA8t/6ujExMXZ2dryenoKCwty5c/Py8iorK/Pz88VkrU+bNg0AsDoF71Kes7MzAOzdu3fBggVCb2tUDuGgQYOE9hwaGoozpE0h+PybZGVl7d+/f/z48ba2tiNHjly1alVERIT4XZrlCmGtHcIWLVoMGDBATIMtW7aYmJjUjXV1x/79+62trSnBpcTERAzXlpGRsbS0FCo9MmPGDPEFHuoPWl2tJuAqtPirdPToUfiWtMlPB5fLxQxJAGjfvv3q1avd3d3Xrl3bqVMn6n79NfdAgLS0NMypCwwMrG87d+zYAQBycnL+/v58b+Xm5qL+dfv27X8kwnnYsGFibsqo1QYAsrKyooI58UrWSul0w4YN2K25ubmHh8edO3f8/PyonAo1NTVBV5wQcvfuXbwaYgJcU1NTt27damtra2xs3LNnT1dXV8FL1+jQDiGya9cu/MTl5OR69+7t5OTkLIwmpSFkaGhY2yeYPXv2ODo61pM94qHHQZpmBhZjmDFjBgBISkpSt/fKysp9+/bhcguFhoaGgoIC/l9JScnZ2Tl+//6vlQkPHcIdjx8/TgXI6OnpmZqaUtPEurq63yypnZSUJP3vYiOvg4ophb169cJV9wMHDuDcuoyMzIYNGx4/flxdXU0JcPAKmSJv3rzBJKY5c+bU3cWrL3bt2iVUaGDMmDGCiWYUtENICCH6+vriL4Gbm9uPqETUE1VVVe3bt2/duvXUqVOdnZ0xKhq/6NHR0ZKSkn/99RdVmTAvLw/VC2/evNko1tIDYU0YOHAgCKuBw8vu3bsBYNKkSQ1mVQOAfg6Lxdq3bx/v4yaXyx03bhx+sbdv3y5q93nz5gGP1Fj9wWazR4wYAQAMBmPq1Kn+/v4JCQkRERE7d+7EtUEFBYWYmJgfOQQm6MvIyISFhQm+iyVYxA9Lly5dAoC+ffvW/IioEbd161bei//o0SNqIGnRosXUqVOvXLlCVZfKysrCKdVFixYJ7ZbD4axfv15aIBAIAHr37t1YcsdCoR1CBBfb7e3txRRWaWpISUl9/vy5VrsUFxdra2vXkz3iocdBmmbG2LFjAcDT0xPTlFgs1sqVKyMiIihXUHzYM4PBuGlrSwAIk0muX/fx8cGI9IkTJ1LVvzkcTnBwMHaopqb2/v178SadPn0aO9HU1PTz80tLS8vKyjp+/Dh1UFw5vHr1KgCYmpriXgkJCZQjamhoePTo0czMzPz8/ISEhL/++gszDDt37ixKgLTpsHjxYjyLnj17bt269cKFC56ens7OzhjQ26lTp7y8PKE70g4hIYSMGDFC/CXo1asXyhY1NdLT06mSg8jatWsxnufw4cMSEhJSUlLt2rVDZV4AGDt2bGNF+9ADYU1Ap33WrFli2owcORIAtm7d2mBW1Tc5OTk4m4UFPzMzM1++fBkbG1tcXEwIwalH9EkyMzOF9uDn54duRgNYW1VVNW/ePKE5hF26dBEV6lkr0Otr2bLlyZMneT208PBwnF5VVVUVdU8n/7qUZmZmNTwcZk3z+XXv378fNGiQ4DkaGxsHBQUFBgZiKkiHDh0EJ1MJIVwud9KkSbjLwIEDvby87t27d+fOnYULF+Jnra6unpiYWEML6xvaIUQUFRXl5eWFfqBNFjU1tdouyJeVlUlLS9eTPeKhx0GaZgZGYM6fP7+iomL69Om8gwUmDfJuQeVqBoNx5syZJ0+euLi4YIOnPXoQAG6LFn0VFQFgyZIlggcqLS21trYGgOHDh3/TqnXr1gkOXoiysjKq0KEriwr2aWlpqBFgYWGhq6srdMd+/fo1/TIS3t7eACAhISEYJPj69Wv0BUTFCdIOISGEnD9/vk+fPqLevXLlCgB07969zgysU6qqqh49evTPP//s2LEjOjqa960nT56Ym5vj9IyWltamTZsaUS6cHghrQnBwMADIysqKWj+JiIjAm2xsbGzDmlaPHDlyBADMzc3PnDljampK3X9lZGTGjRtnZ2cHAOh+iKqBjrGLDfkjjYmJmTNnTvv27ZWVlbW1tX/77Tdvb++6+n2Vl5fjWQOAmpqanZ3dqFGjjI2NqSsjPqXZw8MDAEaNGlWTY7169QoAWrRowVtlJyYmRk1NDT8CTMbAUZxPM6BLly6iJmtR3YrFYgmmU3748AGT8k1MTJpI8CHtECJKSko2NjaNbUXt6Nevn2CdaPGcPn3awMCgnuwRT83HQS6Xm5WVJSYYm4amKYCFrzU1NTGFITAwEL0+yiekxvSpU6dyOBzMaFBUVMzNzWWz2Vu2bGEwGCwG45OZGQFIBxjUoYOokTQlJQUX8eLi4sRbxeVyMd9EQUFBSkpKQkJCR0dn/PjxmFfVsmXLcePGMRgMJpPp4+Ozfv16rDjfunXrjIyMsrKynTt3WlpaomqjioqKvb29j49Pk8qdFkpFRQXGte7YsUNog7dv36LEgNDEDdohJISQ6urqtm3bClVODwoKwvDl1atX17GZDUVZWVl6enqjf5Vr5xCGhpJnz0gtA4GaB6jg3L1794yMDL63EhISUMPD2dm5UWyrJzDjnBIfY7FYurq6KA+NfggA2NjYAICTk5PQHg4cOAAA9vb2DWx5/VFdXb19+3Y+lRdJSUlctdPT0xOlNsHlcs3MzADAw8OjJgc6efIkAAwdOpTaUl5ejp+FhYUFlq/Ys2eP4HTpjBkzSktLhfZZUVGBAbSibEhPT8f7qvjo6AaDdggRJyen9u3bi2/z5cuXhjGmhpw+fbpt27Y1nCBjs9knTpyQkZFpLOH4mo+Dubm5Dx484JvkpaFpalRWVmLuwB9//MHlcnNycrAAvZeXV3R0dG5uLj60yMrKYgYTm83u0aMHAPTt2xenHRFVgCQmkwBktm1LRGspYYSUeOE9JDg4GGVpxo4dS63sZWZmYqq/IL169frw4UNdXZZGISAgAAB0dXXFBE1gQOnUqVMF36Idwq/4+voCgKOj46VLl54/f37//v1Dhw4NHz4cvygKCgqfPn2qT5ubP7VwCIODCcDXPwUFYmJCHBzIsmXE05MEBpLERPJvFlOz5MOHD1paWgCgqqq6a9eu2NjY/Pz8qKiozZs3YxS7sbGxmHDBn5HBgwdTP7QDBw5QEWsJCQlU2CGWphW1km9hYQEAO3fubECrG4Lq6uqQkJDTp08fO3bs5s2bhYWFX7580dfXB9GZe7g8qKCgUMM0MNQRmTJlCrXln3/+AQADAwMq+7y4uBg/BV9fX19fX4zbEeN+44Ktjo6OmGEJZWxquIxZ39AOIZKRkaGrqyu+7q6qqmqD2VMTOByOvb09k8m0tLRcs2bNlStXHjx48OLFi4SEhLi4uPDw8Hv37l25csXd3d3e3h6feFRVVRtrQKfrENI0P4KCgtD1mjBhwsGDB+FfNdGCggKs/gcA+/fvp9rjEINoaWlRVZraA+Thg5+TExGxhrF+/XqogbILm80+efIkFd4CAMrKyra2ttOmTaM2ysrKMhiMVq1ajR49+uLFi00kXOVHQOGcGTNmiGmDlbE6duwo+BbtEP6fNWvWCJ02kJGRuXPnTr1Z26BUNZ4rVQuHMC+PDBtGdHQIg/F/z5D3j8UihoZk0CDi6kq2bSM+PiQykoiWTvrpeP/+PU6hCTJw4MCfSO+hhmDsfosWLYRKWe7cuZM6fawYy+FwQkJCtm7dumLFii1btixcuBAAWrZs+YvM2ty6dQt/TbNmzaJUowgh5eXl69evxwVVT0/PGvbm5eWF3ytqC6YUnjx5ktoSFxeHTia+TE5OZjAYEhISOTk5Qvt0d3eHb8W1Pn36FAAaqwoOH7RDSPH69WtLS0vB8ASkqqpKTk6ugU36JpWVlQsWLBBfMJPCyMjo1atXjWVqzcfBz58/0w4hzc+Cl5cXJhTgN7xt27bW1taUopiioiLVMjs7G5P0mEzmjRs30A3DWU55efmBAFX4mPfXX0IPhMmB4lf4379/z6duyoeiouLevXsbPW6uzsFnIfHxjG/evAEANTU1wbeapUNY68L0yJYtW3r06LFp0yZMqgEABoNha2u7Y8cO8d+tnwIOh+Pg4HDr1q3169f/9ddfP9hbdnb29u3b+coWi4cQUtOmKipw+/bX/xcUwPv3Qv5SUiAlBe7f/8+OUlKgowNt2vznr317ECa/25QxNDSMiIi4cOHC6dOnnz17Vlpaqqio2KdPH1dXV4yXaE5UVVUlJycDQLt27Tp06CDYYMmSJT4+Ps+fPweA9PT08+fPb9y4EavT8jJ+/HhcWW322NvbHzhwYO7cuUeOHPH29raxsdHT08vKygoLCysoKACAVatWzZ49u4a9oSpVWFhYdna2pqZmeXl5TEwMAPB+01CzB2uiAECbNm26dOkSExMTERGBRTL4QDN4w4EEwZBgMSWAaRqeYcOGFRcXp6amGhoampqa8rlY5eXlGRkZ5eXljWWeKKSkpDw8PObNm3fu3LnAwMDU1NTs7GwOh0M1UFBQaNWqlYmJyciRIx0dHQXLZzdBFBUVtbS0xP+IaGiaCFOmTGnbtu2yZcuePHkCAMnJyTisGxkZJSUl8X6N16xZk5aWBgDy8vIo2Q0A6Dp27tz5wbNncwCOAsDmzdChA/yrqk0RGRkJPDUDBcnMzOzTp09GRoaamtry5csdHR0VFRXDw8M9PT0fPHhQWloqLy8fEhLSvXv3ur0CTQHMMcnMzBTTJiMjA/4df38JyA/M+HK53NTU1EePHoWFhdVWzLopExsbixdHXl7+x3vbtm3b9300p06d+vGjky9fSHIyuXGDuLuTP/4gtrakTRvCYglfTgQgysrEzIw4OpIVK8iRI+TePZKcLCoggaaBuf+vV89gMIKDg4W22bt3L98XSU5OTkdHhyq1gqxcubKBjW9EAgMDUZqFF319/YsXL9a2K7xb4oLex48fAYBXgzElJQXz/c6ePUtttLW1BYBp06ahWByfBgBWRhFf6g0/d2Nj42+ax7sKWk/QK4SIk5NTTW7jjW3mt+FwODk5OTExMUlJSaLKdTYKtLgaTfMGK0gZGxufO3cuLi4OfT8pKSnUDC8oKJCUlMQwlh49euAuJSUlKBWDEY8tW7bcjk9uMjLk2TPezmNiYiQkJBgMBlWRQhC2mYi6AAAgAElEQVRM9erSpYugJvnnz5979eoFANbW1nV93k0CTNZo1aqVKIkB8q+UvYuLi+Bb9AohPwwGQ19fH9evebG3t79x44b4gipNmXbt2tna2j58+NDV1fXHe5sxY4aEhASXy635LqtWrSKE8IlkfCcyMl9X//6dXgIAqK6GtDT+hcTkZCgshIICePECXrz4TyfS0tC6Nf9yYseOICdXBxbS1Jj3798DgL6+/ocPH5ydna9du0atRCEvXrzAEEReysvLcaXCwMBg9+7d8fHxa9eudXd3NzAwmDVrVg0P/fnz5wsXLoSGhhYWFrZs2dLS0nLixImiJKebGkOGDImJiYmOjn7+/Dnab2pqamFh8R33qB07dvTt2/fMmTPy8vKbNm0CgMrKysLCQiUlpTdv3owaNSo/P9/a2hoLEH/48GHVqlXozp06derUqVMAoKWltXbtWjc3N3zexSTDe/fulZSUYOKrIFgDClsKwmazvby8zp8///Tp0/LycllZWUtLS2dn5+nTp/8Uyzs/KePGjfPx8bG2tjY2NqbqR1OUl5enpKQEBQU1im21gslkqqur/0Kz4DQ0TYMJEyasXLkyOTnZxMSkY8eOANCxY8e3b996e3u7ubk9ePCgurpaXl6+pKTkt99+w128vb2xqvaiRYsOHjyYlZW1CqBHixa2ZWXg6AgREaCpCQC5ubkTJ07kcDiOjo6iVgijoqJu3bolJSXl5+eHepu8qKmpXb58uWPHjo8fP3748OGAAQPq80o0Av3799fT0/v48aO7uzsmW/IRExNz7NgxAEAlv18CUtczvhwOR15evhkEHOMkTaPQaDOj+fkkMpL4+PxnOVFConbLiTT1BtacGDlyZM+ePQGAyWQ6Ozv7+fmhFMTkyZP5PJz58+cfOXLE3d39wIEDoaGh1NrUjh07AEBFRaUmC0ocDufvv/9uKRBLLCUltXTp0srKyno+6SbHyZMnMT5QR0cHZ20mTJgwevRo3GhsbIz5maGhobxzOiNHjnRwcNDQ0MCXw4cPRwlKDoeDq5dubm5CD/f8+XOcEg4JCRF8Nzk5WVQ8T6dOneLj4+v89OkVQuTjx48tW7YUM9JxuVwqlfTn5efIpaehadpERUUtXLjQ1NRUTU2tXbt2zs7OPj4+HA5n/PjxANC9e3eUJcMSRMrKyu/evUMNMwCQk5NLS0sjhCQmJiorKwMA1s27ffs2jvjyDEZ5mzYEgPTr96WkxNfXF2voaWtri8pwJv9mGE6YMEGM2Thl3Fg6w/UN1iFkMpk7duzgi9x58uQJzneLEoSjVwj/z8OHD0NDQ5OTk/lS48rLyz9+/FhSUsJXYfNnRNRsfXNGWRnMzMDM7D8bhS4nJiZCcbHw5UQZGdDW5l9O7NQJZGUb8lSaJahJHRMT8/r16z///NPb2/vSpUuXLl2iGjAYjEGDBlHSWLt37xa6CLZkyZKzZ8/GxMT4+vqKXwbncrkTJ07EQ5iZmTk5ORkYGHz69MnPzy80NHTnzp2RkZEBAQFUQvyvwLRp0/T19efOnfv27VvccuHCBQBgMBiTJ08+cOCAoqJiSkoKrhYqKysXFBQMGTIEK1Cx2ewjR44sWbLk1q1bs2bNOnPmDJPJ3Ldv3+DBgz09PVks1vbt22V5fin37t0bP358VVXV+PHjBRXAMzIy+vTpk5mZqa6ujhkgCgoKpaWlfn5+27dvj4uL69Onz/Pnzw0MDBro0vxK6Ojo9O/fX8xIx2AwUHPoJ6Vuc+mLiorOnj1b21z6kSNHSklJYcoutb26ujo7O5vL5TKZTE1NTVwG53A4TCYzJyensrISAJSVlXlH8OLi4sLCQgCQlpb+ZldIdnY23RXd1Y93paysvHjx4uPHj2OY2KBBgzQ0NLhc7rp167Zt27Z///7g4OBXr15NmDBh6dKlQ4cOdXNz8/T0tLKywuwDRUVFT09PNpt97dq1xYsXFxQUWFlZ4ahtZmZ28eLFy5cvR0dHm717F8FgtAgJOaqkdMjIyMrKavTo0S4uLrx1DvlOMD4+Hv4NPBF1ggMGDMD4l5r8BpvUZa9JV5MmTUpJSYmNjY2KinJxcTE2Nm7Xrl1BQcGtW7eePHkycODAsWPHurm5VVdXC3aloKBQVFQEzYtaO4RsNtvJyQlDmMRACGkGPiENAICk5Fenjg+hGjapqVBR8fX/fLRqBZ07/8dLbNsWlJQa5iSaB3369JGXl09JSXn8+LGXl9eiRYsuXrz49OnTzMxMLS0tS0vL8ePHYykFAJgwYYKokEgmkzlx4sRVq1Z9My56+/btly5dkpWVPXz48IQJEwICAu7evZudnW1oaNi2bdurV68GBwcvXrwY5bN/HQYOHPj69et79+7dvHnTy8urrKxMV1fXy8sLC2MCwMqVK/Pz8zU0NHJycqSlpXFJFgBYLNacOXPatm07YsQILy+vmTNn9unTZ+DAgTt27Fi2bNn+/ft9fX2dnZ1btWpVXV0dGBgYFhYGAGZmZkePHhU0w9XVNTMzs1u3boGBgZRKkLKy8sKFCydNmjRs2LDIyEgXF5fg4OAGuCa/GgwG4+bNm/j/ioqKDx8+VFRUUIvGCH58Pynx8fE3btwAgJ07d/64Q3j06NHly5fXdq8JEyZISUnFxcW1aNGCClJIS0v78OED/r+qqqpNmzalpaWRkZGqqqq5ubm4XU5ODuvrIHFxcV++fMH/i+8K/19aWopywXRXdFc/2NXjx4+PHj3KZDLHjx/v4uKC4R4AkJmZOXny5JEjRx4/fnzevHkY4JOamuro6BgSEhIXF4cqYqgAl5KSoqioOGDAAHV19atXr0pKSqJVqqqqs2bNyszMnDt37rTCwksA8zmctuvXy2lpAUBhYWFpaamoE0QHSUZGRswJqqmp4SLhN3+DTe2y17ArW1tbKhdj5syZ7/99cHV1dZ0wYQIAZGRksFgswa6UlJQw57M5UWuHcN++fegNysnJmZiY6OjoCHX8mqxDmJSUdPv27fj4+Ozs7Ozs7M+fP8vLy2tqampoaGhqarZv337IkCE6OjqNbebPgNDlxKoqSE/n9xLfvYPSUvj0CT59EtIJ31pimzagrw8/bQJqvSIjIzN37txt27bNmjUrLCzM1NTU1NSUt4G3t/f58+cZDAYhpI2gD88D5hWIl9jKy8tDSaTDhw+rq6t36tQpKSmJtwE6nEeOHFmwYIGxsfF3n1dTIycnJzAwMCsrS0pKytjY2NbWVjAZj8Vi2dnZ2dnZubm59e/fPy0tbdSoURMnTuzVq1dFRQUWa83JyZGQkDh27BhfVOfQoUNdXV09PT0PHTqEEZhLliwxMjJauHBhamoqryyQpKSkm5vbtm3b5ATydSMjI/39/aWlpf38/AQ1Y9XV1TEDJCQk5NGjR6LqC9P8IOnp6evWrfP19aXWvnr06LF06VJnZ2eMePx5qdtc+jFjxrx//75WufTHjh27f//+uHHjjIyMeL//mpqa1dXV1P8BAKOv2Wy2np4em80GAAzoojAwMMDpfBaLJb4rRE5Oju6K7urHu3r58uWJEycUFBSuXbs2YMAALpebkpKCXWlra1tYWISHh2/cuPHly5dnz56Ni4urrKwsLS1NTExkMBgsFqu6uvru3btycnIMBkNaWrpbt24HDx5EfTi06tq1a5mZmSidnZKSkrVnT6ujR83OnStatQrU1MSfID7ovn37VswJJicnv3v3zsjIaMiQIT/RZa9tV1VVVampqYMHD05NTVVWVjY1NR0+fDg1ny60q9LSUmh+kFrmhJibmwOAvb39T1fh7dOnT2PGjKnJNfntt9+e/VevqYFpbrkTVVUkKYncvUsOHybLlpGxY4mpKVFUFJma2KIFMTEhzs5k3Tpy7hyJiCCNl8/ZFCgqKrp06dLChQudnJzc3NwwtF1HR8fHx4dK4cvJyVmxYgV+czA9/dChQ2L6PH78OACMGDFCTBvMqO7Ro8f+/fuxZwMDA8xl3759O+8dc/ny5XV5wo1Henr61KlT+VZW1dXV9+zZw5djwEt8fLwZ38wIAABoa2uL+hVjaUENDQ3ejZWVlf7+/itWrJgwYcLs2bMPHz6cnp4u6qCrV68GgIkTJ4o5nZkzZwLAggULvnXetYDOIaR4+fKlKC0WJycnMeJ1PxE/RS49XZiepglSVFSE0YkXLlwQ2iArKwvjQi9dukQIqa6ujoyMvHLlyv3793NycjgcDsqZKCkpXb16VXAA2rhxIwDIyspihiEhhHC5ZPRoAkAMDUlennjzLl++jIMUzqcIwmazcZ73xIkTtTrxX4FmmUNYa4dQUVFRXl6+sLCwng2rY/Ly8qhEGmlpaRsbm0mTJrm5uS1fvnzLli2bN29eunTpH3/8MW7cOEzGlZCQOHr0aGNZ29wcQlF8/kzCw8mFC2TrVjJjBunfn+jpESZTuJeorU0GDCCzZ5Pdu8mdOyQpiYh+QG82cLlcDw8PzCPnhfJYWrZs2a1bt3bt2uF3hsFgLF++HCWzHBwcxPSMueyoZysKdCdcXFzwcMuXL+dTmHj58iWOZ6qqqnVzwvVMaWnp+/fvMzIyqqurBd8NDw+nRF/Mzc0dHR3Hjh1LLb4NGTKktLRUVM9cLtff33/OnDn29vbt27cHgN69e4sR8cfygwwG47vdBgcHh2+6/WfOnMEZru87hFBohxApKSnBwQIALC0t582b5+HhcfTo0dWrV+MlEqUSRFNDaj4OlpaWhoSEJCQkNIBVNDQ1BHPLO3XqJEZ6CoOxx44dK/Td4uLibt26AYCKisqePXtQeIYQ8vz581GjRuHN5/Dhw//Zp7CQtGtHAEj//kT0gEUI+fLlCz4Vz5kzR2gDnHPU0NAoKioSf6a/ILRDSAghSkpKNjY29WxV3bNo0SIAcHZ2Dg0NFf8ExuVyk5KSVq9eLS0t3VjrhL+KQyiUykoSH09u3CD//ENmziR9+xINDeEuorQ06dyZODiQVavIqVPk6dNvTonVN+np6e7u7sOGDTM3N7exsZk+ffr169e/qbjL5XIjIiJ27969YsWKDRs2XLhwAe/7XC538uTJeNPv0KHD6tWr3d3d165d26lTJ9zIW1qQwWD07Nnz/v37hJDY2FgGgyEhIfH69WuhR3zz5g3GQEZERIgxDFfU8al35syZQtt4enqiAbdv367RNWoM2Gz2iRMnevbsSUXxKSoqTpw4MTY2lmqTlpaG3qCZmVlkZCTvvseOHcOJXjHVAtlsdn5+PjrMeE3EO+Tp6ekAICkpmZub+30nZW9vD9+qVoqRq/369fu+QwiFdgiRnTt3AkCvXr3CwsIE33306JGiouKrV68a3rBmwy89DtL8/KxZswYA5s6dK6ZNSEgIALRr105Ug8zMTCsrKxy2JCUllZWVqSI3LBZr3759QvZ59Yq0aEEASJ8+RGxl0YCAAJztnTx5clZWFrU9Ly9v9uzZ+Fzh4+Pz7VP99aAdQkIIcXJyat++vfg2ohagGxFDQ8PafnJ79uwRXy26/qAHQn4KCsizZ+TMGbJ6NRk7lnTtSqSlhXuJ6urExobMmEG2bydXr5K3b0lDyabv3LlTMNELHYxk0dU4Hj9+zJcHCABycnKrV6/GyrMsFmv//v0cDofahcPheHp6okf3559/3r9/PzQ0lE9dGvOhDQwMEhMT+Y6YnJyM6YWiZiUpcIUQAFq0aEHNTfJx8uRJbDNu3LhvXKBGIj8/n9J6AYCWLVtSCYEsFouaXv3999/xwyovLxfs5MmTJygGcPfuXd7tlZWV+/bt69WrF+VqdunSZfr06QDQqlUr3k+NIjMzc/78+byrvu3bt9+yZYuY5UehYK7/ypUrxbTBmKIpU6bUqmfx0A4hYmVlZWJiIiZYxtfXt8kuEiYmJnp4eMyePXvMmDG9e/du165djx497Ozsfv/99+XLl584ceL/QWiNBz0O0vzUzJ8/HwDWrl0rps3r168BQFNTU0yb6urqI0eOmJubU8IcSkpKkyZNevv2rdD2HA7njadnlYwMAfhkbp7L4+kJQlVRYrFYlpaWjo6O1tbWONgxmUwPD4+anOkvCO0QEkJIRkaGrq7u8+fPxbRpgvFjUlJSnz9/rtUuxcXF2tra9WSPeOiB8NtwOOT9e+LvTzw8iJsbGTiQ6OgIdxFZLNKuHRk+nCxZQo4cIcHB5NOnOjdnxYoVeKe2trbet2+fv7//5cuXFy5ciHcNDQ2NpKQkwb0uX76MBRtatmw5atSoJUuWzJo1i1oAxKm7Y8eOCT0iVjmXlZUVWmiooKAAMwnl5eVXrlwZEhKSnJwcEhKyevVqNMnY2DjvWwuqWPYQAEaOHCmqDRW40lg/FvGUlZWhpJiSktKuXbvwWrHZ7KdPn44ePRotP3PmTEFBAXqJL168ENUVRhmMHj2a2pKamoolBAXBn/Dx48f5Orl//74Sj7Iu7xqvkZHRu3fvan5qWAvE0NBQVCnI6upqIyMjADh9+nTNu/0mtEOIKCoqik9aKy0t7datW4PZU0PoXHoamoYBJdkmTZokpg1qNJqamtakw8LCwlevXiUnJwtNeSCEcDicgwcPYpX53gBlAAQggMGYOWZMSkqKqG5DQ0N5hTcRU1PTe/fu1cSqXxPaIfzK69evLS0tRdW7rKqqkpOTqzMD6wg1NTVRPyFRlJWVSUtL15M94qEHwu+kpITEx5M7d8jOncTVldjYEFVV4V6iggIxNycTJ5KNG8mFC+TFC1JS8t2H9fPzQx/gwIEDfG99+vQJ5Ua6du3K9w18+fIlVpxzdnbmixu8cuUKugpqampijotyybt37xb6bm5uLkYVCn3Uq8n8SFZWFrpJgwcPFtogODgYY1MBgMVifTM4tuHBLAh1dXXe6FAKDOmRk5PDdU7xj+9RUVEAIC8vjy8zMjL09fUBQFtb+9ChQ7iCWlZWdu7cOcwhRH8vKCiI6iE8PJz6WAFARUUlPz+/oKDAy8sLczl0dHQyMzNreGrl5eUYzSuqajCq/Ldq1arkB77bgtAOIaKgoCD+C8/lctXV1RvMnppA59LT0DQYWHVGRUVFjDKTo6MjACxcuPDHD1dRUUHNz6qrqzs4OGyzsSmXkCAA7wBMlJRCQkLE7J6cnHzx4sWtW7cuXbrUw8MjJCSkechi1RO0Q0gIIXZ2dtbW1lpaWlJSUhYWFtb/xdTUFPNw6tnsWtOvX79Hjx7VapfTp08bGBjUkz3ioQfCuuTzZ/LoETl6lCxeTOzsSJs2REJCuJfYujUZMIDMmkV27SI3b5KEBFKDSQQOh4P14jdt2iS0QU5ODs7Y8T1a9e7dGwCcnJyEPlYOHToU7+xibuK7du2Cb8VqBgUFTZw4UV9fX1lZWU9Pz8HBwc/P75snRYEupYSEhOBewcHBGPfo5OQEAoKZTYEvX75ghSJRPyUul2trawsAAwcOhG/F0FZUVOAnglGCw4cPB4COHTsKunDFxcX9+vXDxpKSkn/++WdUVFRWVhZ+T3CFkMlk3rx5k9olJycHxQNGjRpV8xO8ffs2euNTp05F2efS0tKioqLc3FwsFcBgMK5cuVLzDmsC7RAiOjo6BQUFYhqEhobKyso2mD01obnm0ldWVr5+/fpTPYR+0NB8N2w2G0NIXF1dhTbw9/dnMpkSEhJ1kmyMqQpycnIHDhz4v/xbdHRl69YEIBOgr4KC0Egl5MGDBzY2Nrzl4hQVFZcsWfLNSKJfE9ohJIQQfPj7JvVsdq05ffp027Ztha4SCIISFDIyMqKm3usb2iGsXyoqSGws8fMj7u5k+nRibU3U1IS7iFJSpFMnMmIEmTOHbN9Ozp8nYWHk40degVOsH6CioiImdXbPnj0AMGjQIGoL1jaVlZXNyckRusuQIUPwpzR16lRR3aJsdJ8+fb7rKtSI0NBQ6kfdv3//f/7559KlSx4eHsOHD8eRo1+/fps2bQKAoUOH1p8Z30dAQAAAGBoaimmDtcXRYxd/Cnl5eejIVVVVYeKHpKSkqCDPvLw81F8ViqKi4tWrV/l2effuHeZyxMTE1Pwcjx8/jnsxmUy+YolMJnP//v0176qG0A4hMm7cOC8vL1HvZmdnGxkZde7cuSFN+ibNNZeeLjtB0zR5+PAh3p9nzpzJq9XJ5XK9vLwwRKhOlgefPHkCACwWy8vL6+TJk+7u7nv37g0MDKyoqCB5eVxrawJQCvB3796C+3K53FWrVuGALikpaWZmNmDAAKxuBQB6enpRUVE/bmEzo1k6hLUuTD9u3DgfHx9ra2tjY2NK7IiivLw8JSUlKCiott3WN1OmTPH19e3WrVuvXr0GDRpkZmampKSEJTTYbHZJSUlxcXFJSUlCQkJoaGhYWFhRUZGqqirGm9E0N6SloXNn4Mv+ys+HxER49w4SEiAx8eu/ZWUQFwdxcfw9sFigrQ16eqCvL52b+ydA6/btZRITQVcXeDLEKH777TcAePnyJbXl0aNHANC/f39Rdcwo0RFsKZTPnz8DQHl5+dGjR1H+V1tb+9unXxt69+7dtm3b5ORkCQmJ4ODg4OBg6i0mkzlz5sy1a9f27NkTALCORZMiKSkJALB0qijQ+JycHAB49uxZZWUlZnUKguduZGQkKSl569YtABg5ciSWaRJERUXF1dV1+/btdnZ2CgoKDx48wA9LQ0PD1dV14cKFGDXKi7Gx8bBhw27cuHH79u0uXbrU8BxnzJgRHx+/e/duLpfLV/WbEJKcnMxms/GJhKZumTZtmrOzs7q6+m+//cY7rc7lcm/durV69eqkpKRVq1Y1ooWCZGRkUNnONWTGjBn//PNPPdlDQ9O86d+//9GjR11dXY8fP3758uUxY8ZoaGhUVlYGBATEx8cDwJgxY+rk93Xo0CEA0NDQwNKFFCoqKqtXr1505065vX2LsLAlT54U7d6tuHgxb5sdO3Zs27aNwWDMnz9/48aNVJb7s2fP3NzcoqOj7ezsIiIisJB9M4TDgfz8r3+lpWBuDgKFvn4Rav2gYGlp2bJly9DQUN4hkBdCiJKwZ+LGhclkXrlyZfny5QcPHnz27Nk32xsZGfn5+VElyGiaPyoqYGEBvKnVhMDHj/DuHXz4AGlp8OEDfPwIaWmQng6VlfDxI3z8CGFhpgAHAeDpU+jWDQBAXh709EBODrS0oHVr0NKCVq1at2jRE+BTYSGnslJCWhoAPn36BAAYQyiUHj16oGpIZmam0AZPnjxZt24dALx48QIFJ5lM5rBhw9zd3UUpnXwHTCbz77//dnZ2JoQ4ODgwmczCwsKWLVuampo6OjoqKira29vn5OSYmppSFTKaDmw2GwD41s34QGeJEKKtrZ2ZmXnkyBGUhuODw+HgsO1kbw8FBQnx8QAgmIjPi6WlJQAUFRXduXMHAHr06BEVFXXmzBkqGFjoLjdu3EhMTKzJ2SEHDhzA+gdWVlZ9+/bV1NSUl5dXUFC4deuWt7e3h4dHQUHB6dOna94hTQ2xs7MbOHCgnZ2diYlJz549dXR0SktLU1NTo6KicCZCTU0NQzSbDgoKCrUdnSUkJHBtvCmDgdNUdVYamqbDtGnTdHR0FixY8PbtW5SCQxQUFFasWLFixYof/N6mpqa+efPm2rVrAJCZmSklJWVlZdW2bdvS0tKwsLDMzMylS5c+efLkYmDgbX19+9xcqSVLIDoaDh2Cli0BICUlBWshHjp0CEtNUFhaWoaGhtrY2Lx69Wr58uXnz5//ETsbmurq/7t5ov7y8iA/H4qK/rPjpEng7d1IRjc2pJYhQFwud/jw4eLbWFtb/+DCZf2RlJS0cePG3r17a2tr8/0OFRQU2rdv7+zsfO7cuaqGqlUgFDpktEnD5ZLMTPLsGfH1Jbt3xwwadAXgnYKCyHqJvH8MBtHSIt26pXTocBrgaufO5MABcu0aCQ8nGRm8kahJSUn4/VRUVBQ0YdeuXVSdA1NTU1tbW0qTWkZG5sKFC3V7xkuXLsVj2djY7N+/39/f39fXd/78+Rgj0KpVq/fv39ftEeuEK1euAID4sL379+8DgK6u7vHjxzUBektJvVizhnh4kIULiYMDGTCAmJoSQ0Nxn6mEBFFWJoaGpEMH0rMnsbUlDg5k5sxkR8dVAOsMDMjdu+TFi6EdOrAAeDVmBEGfU0yQMB/v3r1Dd3fjxo2C7169ehXd3UuXLtWww5pAh4xSFBUVUaHdfBgYGDSuRKdQmnEufW5uLq2BQdNkYbPZjx8/3rFjx4oVKzZu3Hj58uUfr/bu7++PknUUTCZz9OjRlKAoh8M5duwYKpnNnTt3movLSgAOk0kASIcO5PFjQsiSJUsAwM7OTtRRoqOjmUwmk8nM+PiRPHtGfHyIjw+5cYPExDRYTS9+ysvJ27ckIICcOEF27iSrV5PZs4mTExk0iJiaEn19Ii//7YcxvgczVVXSrh2xsCDXrtXEhGYZMvo9KqPf5Ge5L3M4nJycnJiYmKSkpDKx5TsbGNoh/ImIjY0FAFlZ2c+fP5MvX8i7d+ThQ+LtTTw9ycaN5M8/yahRH1u3/ghQjTdiMX9MJtHRITY2ZMoUsm6du7HxQIB2EhJhDx/yHtGbZ/pq8uTJ1PaEhATUgJGUlHz4311+nEOHDuEdkI+BAweKEhxudAoLC7GektDS4aS8nDx5cqpHj9MAGcrKREamdkNI7f84AKUKCsTUlNjbE1dXsmkTOXOGhISQjx8Jh0MIwWifv/76q4Yn6OLiAmKLgqxfvx4AunTp8l3XTzi0Q8gLm8328vKytrbG6RsZGRlTU9O1a9c2qQGFgs6lp6FpHmzcuBGngCUkJFA7jUJVVfXx48dUS6w+z2AwUEHNb/Fioqv7dVSystqgrd0O4La3N8nP///fhw8kOZm8eUPu3SNHjnjp6t4FqJSV5R/UJCWJsTEZNYosX05OnCCPHpEaq2TXiKIi8vo1uXGD7N9Pli4ljo6kVy+iqVnTMZfFIhoapPIuE/cAACAASURBVEMH0rs3GT6cTJlCFiwgGzeS/fvJuXPE35+Eh5PERCKixrJ4mqVDyCCE9O3bNzQ09PLly2PHjhU62VlbTExMoqOj66SrXxMJCQkul3vjxo0RI0Y0ti0036ZXr14RERG///670Ni8+Ph4c3PzsrKy69evj7SyguxsyMxkZ2Rsmz9fsbTU3sSkrZwcpKdDVhZUVQntnwNQICcHBgYVbdpkKyv/dfHiy+rqLABDQ8MbN27w5psRQn7//fezZ8927NgxJiambmOo8vLyvL297969m52dLSsra2xs7ODgIKqyRRPBzc3t8OHDxsbGT548UWWx4OVLiI6GmBh48QLi4oDN/k9rJrNQVjaurOwjwEeANIAsgEKAAoDqFi3+2bt3iIMDyMmBtPSDq1fHOTioqqq+ePFCQU4OiouhsBAqKqCkBEpKoKCA+/nz6b174fPnwZ066TKZkJMDOTniDJWS4rRu/SgtLZHNHjp7tl6/ftC2LRgZiUlm4HK5ampqBQUFjx8/RsVaQUpKStTV1SsrKxMSEtq1a/c9V1CAOh8vmgdsNrugoEBFRaUpBy5yudyRI0f6+/vXKpc+Nja2UbIn6HGQhkYohw8fdnNzA4CFCxdOmDDBwsKCyWRyudytW7fevHnz2bNnysrKz58/xzq0ADB9+vRTp07JycmVl5c/ePBgQLdusHQpXLgAlZW1O7CqKnTvDkwmlJRAWhoIzWfR0IDu3aFLFzAy+jqK6etDTfLY09Ph7VuIiYHXryEuDhITobBQZGNFRdDXB319UFUFFRX+P9wooHJShygpKRUVFS1durRZpViT753x5XA4nz9/jouLi+EhOjra39+/RYsW9eG8/jrQM6M/FyEhIfgU6ObmxlfzLSwsDCt6DRgwgK+8xL59+wBARkbm+vXrXzd9+kTCw8mlS+UbNtzQ0bkDkCgpWSWiSEYWQCDADoA1urrB//xD/q1OXlRUhEI1/v7+DXL2TZjs7EIfH3dl5YsA7yUlCYPBdw1zAQIAHlhZkStXSHIyBsCEhoZOmDChVatWTCZTWlq6U6dOK1euzMrK4u2Y0hOfNGmS0KohmN6pqqpKxQUVFRV1VFHpCnBi3Dhy6hTZuJHMnEkGDyZGRkRKSuQcp6oqsbAgEyeSzZvJtWskPp6K0sE0VBaLxeaJNBakV69edXszoVcIf2oqKysXLFhQQ50hIyOjOhHE/z7ocZCGRpD09PQWLVoAwPbt2wkhR44cwZ8qAJiamlJFj3irB9+7dw9/0Wpqav/Ph8rKIlu2RLFYxYLjTsuWRFmZKCsTPT0yenRohw5zAU7Ono2RLP+noIA8fkyOHiULF5LBg4mBgciaXsrKpF07YmlJhg0jU6aQhQvJ5s1k2zaydClxciJmZkRRUfiO6urE3JyMHUsWLyZ795Lr10l0NBFb76dhaJYrhN/jEN66dWvAgAHi50Hr0+bmDz0QNjpcLvfly5d79uxZuXLl+vXrvb29xVdy9/T0xE9NTU1tzpw5Bw8e3L59+4ABAzCoo1OnToLlJbhc7rhx4wCAwWCMGjXq+vXrkZGRz54927x5MxbzbNmyJQqpv75798DkySv19bcyGFcA3gFUC9w3qyUkiKUlcXUlO3bsHz68NcDixYvr8QI1NaqqSGIiuXOH7NtH3NzIwIFES0twdMmUkHiopHRSU9NZQsIAAADmzp3L4RvkakZwcDDm7w0bNiw+Pp7anpGRMW3aNLwN8pUluHDhAn4fnJ2deeNsX0dHjzYz6wvgKi39adYsMnUq6duXaGsLHyAlJUn79mTUqMI//5wAYCkrS80FCKV///4A4OPjw7e9srIyPT09JSWltsGNtEMois+fP7u5udnY2MybN+/58+eNbY44mlkuPZfLzcrKKi8vbwCraGgaF9SA6f1vAQl8OXPmTFSunjhxYlJSEuZKUMHhFy5cwF/33r17+XpDabTTp0+LOSLWyN22bdvbt28rxQ43pKyMREQQLy+yZAkZNYp07lyLXAwWixgbEwcHsmED8fUlMTGkSQbeI7RDSAjPF0s89Wx2M4d2CBuXyMhIlIjkRVpaetGiRWKeOQICAgSLELBYLFdX1+LiYqG7VFdXL168WOjcSseOHXnn5hMTE7EQBU4N3rp6lbx5Qy5erFi0KNHAIF/Y7bVUSor07Uvc3IinJ3n06PsC5ZsiVVUkIYHcuUP27iVz55KhQ4mREWGxhAwwUlLExIRMnvxl48bTzs6dVVWpy8tgMCwsLO7cufMjhly6dAkLSTEYDDMzM1tb2969e1OChzt37hTc5dChQ1TZwK5duw4aNKht27ZokrKy8t27d//TurSUREeTy5fJ9u1k8mRiakpatBA+jnboQMaNI+vXEx8f8uIF5SJyOBwM9nv69CnV6/Pnz8eMGYNfJDTVxsbm0qVLQpc6BaEdQsTX17dPnz52dnbu7u6EEC6XyyswIy0tLVhqsmnSDHLpc3NzHzx4EB0d3QBW0dA0LpggcObMGXy5fft2APj999+DgoJwjtLU1NTU1BQAtmzZEhYWNnfuXNwuJSUlOPu5detWADAzMxM6MZqbm8tXe1xeXn7KlCmJiYm1sDgvj7x7R54+JbdukTNnyO7dZM0a4uZG/viDLFtG9uwh16+TN2/ITyI+gtAOIaEad+vW7caNG+/fv2/fvv2Xf7l7966trW1GRoaoYs00NYR2CBuRgIAAOTk5AJCTkxs+fPjixYvd3NxwhgwAevfuLcq7I4RUVVXdu3dv9erVEydO/OOPPw4cOPDhw4dvHjEuLm7ZsmU9e/ZUV1dv27atg4PD2bNnq6uredtgFk2fPn1sbGwEf61eXl4GAOMkJHLnzSPjxuVraLBFxR+amRFHR7J6NTl2jNy4QZ49I9nZ/HEgTYRPn8jLl+TGDeLpSdatIy4uZMgQ0ratcN8PgMjKkm7diIMDWbGCnDtHYmPJf68hh8OJjo6+evXq3bt3M+so9z02NnbEiBG8Lj2Dwejbt69wGRtCCCEvX74cNmwY7y6ysrLTp09PS0v79vG4XPLhA7l7l+zbR2bPjlJSyhG1imhiQlxcYv/4oy+ArqIitdSzZcsWqmKQtLQ05RYCwOjRo2viD9AOIeLo6Kimpnb16lUMJ378+DFeRhcXlzt37ixevFheXj4vL6+xzfyJoQvT09AIgvUAX7x4ERMTExQUtGPHDgAwNDTkcrkBAQFi6sr06dNHsLf8/Hyca54zZw5f9kF0dLSmpibuy2KxDA0N5eXl8aWcnNyVK1ca6oybIs3SIax1HcKEhAQlJaXg4GD8DklISHA4HHyqGDx4cGJi4uXLl4UW8qKhafq8e/fO0dGxvLx8xIgRx44do+6GABAQEDB58uQnT55MnTr16tWrQneXlJS0tbVFLa+a07FjR7yniyIlJeXmzZuSkpKnTp1yd3cPCwsLDw/nlfSYMmWKr6/v5Zs3dVms3b6+M8eOvXPlyoE//5xhYQGxsfDmDSQlQWoq5OVBXh68eMF/AAYD1NRAVRXU1EBGBiQk/pONLSkJ/xUxg6oqyMkBLhfU1L7+qauDhgaoqYGsLABAWRlUVUF5OVRWQkUFfPkClZVQXg6EAIMBysogL8+fZV5VBampkJICKSnw/j1kZoqS2AEAkJMDI6Ovf+3aff3Pt8rmMpnM7t27d+/eXXyzWtG5c+cbN27k5+eHh4enp6dramqam5tra2uL2cXU1PT27dtZWVkvX74sKytTVla2sLCgBtpvwGCAnh7o6cHgwQCQOHCgqZOTXosWdz082nO58PYtvH4NL15AURFER0N0dGeAEABSVMTo1AlMTUNLSh4HBGgC/Pb77wsWLDAxMWEwGKmpqWfPnt22bdu1a9fGjx9/7do1qqIJjRieP3++f//+0aNH48uHDx8CgIaGxqFDh2RlZe3s7Lhc7sGDBzGblKZeEVUVmYam+YExJsOGDcvOzqY2pqSkbNiwYePGjYmJiXv37j1y5Mjnz58BQFNT09ra+smTJ1lZWU5OTvfu3Tt27NijR48oZbjRo0fv3bvXxcXl4MGDr1+/3rJlS+/evVks1osXL/r3719aWgoAbdq0iYyMVFZW5nK5ERERa9euDQoKcnZ2DgwMHDBgQGNdB5q6h9RyxldOTs7FxYV66eTkxKtvW11d3bFjR96MGprvgF4hbCzs7OwAwM7Ojm+BDnn58iUuHt68ebMhrcKs8YEDBxJCrl+/DgCqqqp8iw/oo3bu3Dk+Ph4HDH41iOLirwrOe/aQP/8kI0cSS0uiry8otdJU/iQkiLY2sbAgo0eTefPItm3Ey4sEB5P09Ia8+E0ZFI0EAEVFxfPnz3+N+eFySVLS282bDykr3wbIEbqgqqVF7OzIqlXE1xev5+PHj3Fez9PTU/xB6RVCREZGhndBFW8d8+fPp7a8fv26X79+jWBZc6Hm42BVVVVcXJxgnjYNTTPj/fv3VJEJBQWF7t27GxkZURMi06dPx2Z4lz527FhpaSmOEa1btx4zZoxQL0BZWXnVqlVUtywWi3eC0sbGhu+XxWazsUKSrq7uL5u4S68QAgC0adNGh2cm3sbG5tq1a5ToOYvFMjMzmzNnTlBQUG17pqFpXDIyMgICAlgs1uHDh4Wq8Jmami5cuPDvv/8+fvz48OHDG8ywtLQ0AEBZy+HDh/fo0ePly5djxoy5desWdePu2rUrAHz48MHBwYHNZo8ePZoKc/2KvDx07Qpdu/L3zuVCXh4Ww4CsLKio4G9QVQVlZf/ZIiEBqqogJQW5uZCbCzk58Pnz1/+jjDWDARi4IiPzdc1QURF4152Ki4HD+U+fTCa0bg2GhtCmDRgagr4+aGlBE1bwbwowGAxvb+9Ro0Y9fPhw4sSJCxcuNDc3l5SUjImJef/+PQAYGRkFBgaqt2gBUVGXVq1iREf3lZfXKiuDrCzw9wd//68d6en1trI6N3fu6O3bt27dOmvWLHrJ5ZtoaWnh9BAAcDgcDBn97bffqAb6+vr4KdDUN5KSkh07dmxsK2ho6peCgoLffvsNV+20tLQSExPRi0tLS7OyssrIyDh58mRMTIyLi0tYWJiEhEROTk6XLl1SU1OlpaU1NDSuXr0qLS3t5uY2ffp0HR0dNpt9//59d3f3V69e7dix4/Tp0xERERcvXszJySkpKQEABoOxbdu2ZcuW8cWMSEhI4DJjamqqt7e3q6tro1wNmrqH1HLGd82aNTNnzqRevnnzRl1dPTk5GV9WV1d36dKFLjvxg9ArhI0CCiZR4l1CwQKbysrKDWYVIWTLli0A8Mcff+DL+Ph4zBMwNjY+c+ZMZmYml8u9e/cuAOA3R19fPzs7uyEtpKkJeXl5W7ZssbS01NLSUlVV7dKly4IFC348nqKysnLz5s18qSNSUlJubm6UNC6Xy8Ug/+fPn5PiYhIaSvbtI9Omka5dKaFwzrhxOOsZFRUl5nD0CiFibm5OScWGhobiNS8tLaUavH//XlJSspGsaw7Q4yANDS9z584FAENDQ0xmmTRpEpUc/uXLF6wwJIient6sWbMAoGXLlo8ePeLrs7KyEmVjVFVVCwoK2Gx2ZmbmkiVLAGDs2LFijNm2bRsAODg41NfZNm2a5QphrR3C9PR0LS2ts2fPoiQdl8vt3r27trb21q1bfX19sUp1mzZt6tfq5g49EDYKu3fvxpusmDbFxcV4k/2OSIn09PQNGzbY2NhoaWnp6enZ2dkdPHiwJjIePj4+ANCtWzdqy8uXL1u3bi307t+pU6eUlJTa2kZT31y+fFlouj+LxVq7du33lb7gpaqq6uHDh6dOnTp+/Pjt27f5pI8wn4TJZAqJhS4tJaGh5OBB8v69qBoVvNAOIbJ582ZHR8eCgoLc3Fxra2v4N6ib4tChQ5qamo1lXjOAHgdpaCgKCwulpaUBICQk5N69exjE1LNnz3v37mEpiM+fPxsaGuKwwmAwlJWVBwwYsG/fvoKCAhx6zp07J7TnysrKLl26AMDWrVtxy4wZMwBg27ZtYuzB2obdu3ev8zMVT2lp6Y4dO3r16oUBGqqqqiNGjPDz86uhSnZdQTuEX9m4cSMAzJo1C18GBgbyPeIsX768vuz9NaAHwkbh+PHjAGBvby+mzYcPHwBAWlq6tnefXbt2YYkCPrS1te/duyd+34KCAhkZGQAIDAykNhYXF2/atAnv4xQjR46s+Km0m38Rzp07h0GYJiYmXl5eSUlJycnJAQEBo0aNwg9u3rx59WpAZmYmAEhKSor/3g4ePFjMcwNCO4RIfn4+36TMxYsX8S0ulxsWFqaurm5lZdW4Rv7U1GocZLPZDfxESEPTkPj5+fHOC9++fZuaYZSQkFDg0YGTlpa+c+dOUlISzjPiI7q+vr6YH8jp06cBwNzcHF9iKV0sqCMKzAvr2rVr3Z3it3n8+LEozbZBgwaJLxZdt9AOoUguX76sp6cHADIyMq6urrxhMzTfAe0QNgrPnj0DACUlpS9fvohqc/LkSQAwMzOrVc8rVqzAe1bfvn3Pnz8fGRkZERGxd+/eNm3aAACLxfrmZ409qKurx8TE8L1VXl7u6OgIAFpaWmJKYtA0FmlpaTgXMGPGDMEFumPHjuHv/fbt2/VnA5vNRhvi4uJEteFwOK1atQIAXp0wQWiHkCIjI8PZ2bl169Z6enp79uzB561bt25paGjg733NmjWNbeNPTM3HwZKSkocPH759+7YBrKKhaRR27twJAFOnTqW25OTkLF26lNdBUlFR4fWRNDQ0li1b5u7uDgATJkwQ03lSUhIAyMvL48tNmzYBgJOTk5hdUBp91KhRdXJ2NSE8PBxnxtu1a3fixIlPnz7l5+e/e/duzZo1qIjWtWvXBnsEoh3Cb1BYWMhXxoTm+6AdwkaBw+FgxAUVOMFHWVlZu3btAGDHjh0179bf3x8AGAzGwYMH+d6qqKiYMmUKACgoKGA1M1F8+fLF0tISW27duhWTl6qqqm7dumVhYYGLP/fv36+5VTQNxrx58wCgX79+om6Pq1atgvqPvcFSlrwymHzgDLSqqqpQiV0K2iGsCZWVlRkZGYWFhY1tyE8MXYeQhoYCU1omT57Mt53D4Xz69OnUqVPooiCGhoboO+EcNwDwan8I8unTJ5ybxkXFyMhIAJCVlf348aPQ9pWVlUZGRgBw9OjRujpB8VRWVuIEuq2tbUlJCd+7r169wmm4OXPmNIw9tENYU/bu3VtXXf2a0A5hY3HmzBm8LZ4/f57vrZKSEnykbtWqleD9SAzm5uYAsHjxYqHvVlVV9ezZU/ydJT4+3t3d3cHBgW/+j0JeXv7OnTs1N4mmIUFZ5rt374pqUFRUhMkhlDoXUlZWtnPnTktLS5z+VFFRGT58uK+v7/eFxj148AC/2wEBAYLvfvz4EZcH169fL74f2iFEQkNDHzx48OrVq9zc3Ma2pXlCO4Q0NBTXrl0DgI4dOwq+FRoaKiUlBf+KjXfo0IEQUllZefv27a7/6opT4aBCwdHB0NCQ2oIFBvv27Ssoc8DlcmfPno3PQjURQagVbDZb6CrfqVOnAEBHR0fUGiCGsEpJSYmfW68raIewptCiMj8I7RA2ItOnT8cb6NChQ/38/CIjI8PDw93d3TFfSEZGJjQ0tOa9JScn4/IdX9lAXm7cuAEAenp6gm8VFhZOnTpVTKFwAwODxYsXf/r06XtOlab+KSgowPVhMXHIhBBc/r1+/Tq1JSoqSldXV+iHPnDgwPz8/O8wBjNDpKSk/v77b8qeqqoqb29vLS0tfJ74ZsA/7RAiVKTW9u3bG9uW5knNx8HS0tKQkJCEhIQGsIqGplEoKSlBGZWgoCDe7VVVVbhY5+TkNGjQIABYtGgR714448xgMMT8QFxcXPhWEd++fYtLi126dAkODqZmIZ8/f46p5kwmsw4LMhcWFm7atMnU1FRSUhJnP8eOHcs7zT169Gj4ls4NRksdP368rqwSwy/qEJaUlFy+fDkzMxNfRkVFRYgmNDT0woULMjIyDXcGzRHaIWxEOBzOunXr8K7ER9u2bcPDw2vVG9aR79Wrl5g2ZWVlqDhSUFDAuz03NxeLazGZzOHDh+/fv//IkSMbN27EsNXmdzNqlnz8+BEApKWlxTcbMmQIAJw9exZfxsXF4XjTpk0bT0/Pd+/e5ebmRkZGrlu3DitPmpmZfcfUbEVFxcSJE/HLIycnZ2lp2bdvX2rZ2dTUVFSAEC+0Q4hg/BJvSg9N3UKPgzQ0vCxbtgwAdHV1U1NTqY3nz58HAG1t7Q0bNgCArKzshw8fePdKT0+XkJAAgO7duwtVR7927RqTyWQymXxr7E+fPsWwEQBQVVXt0aMHJaMlKyvr7e1dV+d19+5dNTU1obOfI0eOxMD79u3bA4Bg2QxesFrGsmXL6sowMfyiDiEWMOnSpQu+7NSpk9CPjY+GO4PmCD0QNjqJiYmrVq2ysLDQ0NAwNDQcOXLkiRMnUNy5Vpw9exYAhgwZIr4Zhvvz3cexyLWenh6fF1pdXb1t2zb8kly6dKm2JtE0JJWVlTgYi/e1MHkVs0DZbDbG+fTr16+oqIivZWxsLA7Sc+fO/T6TLl682LlzZ97btaam5rZt22pYSYV2CBFM6fHw8BDTxsTEpMHsaX7Q4yANDS/FxcU4NGhpaZ0+fRpTV3COr3v37ngzP3LkiOCOlJy1paVlbGwstb2ysnLPnj0Ybrpw4ULBHXNzc5csWcKbqyIrKztp0qTExMS6OqmgoCAsodG5c2dvb+/s7Oz8/PzY2NglS5bgc5GVlVVFRQXGy0RGRorp6q+//oKGSiP8RR3CBQsWAEDPnj3xJdacoB3CeoUeCJsNGNdubGwspk16ejoASEhI8DqcWGheVlZWlCzkmjVrAMDAwEC8BAhNo2NjYwNiJbyfPn2KnzWGa547dw6HfFGSJI8ePWIwGCwWKz09/butio2NvX79+uXLl588eVIrMTDaIUS4XO6iRYssLCzEFHrhzcmhqS30OEhDw0dmZibmFwCApKSknp4eelP4cv/+/UL3wtkrdPwYDIaVlZWjo+OYMWNUVVVx37Fjx1I17gWpqqqKjIy8d+/ekydPBOcof4SSkhJNTU0AmDhxouCEe1RUFFq4du3a3r17w7dKIjk5OUFDxfD/og4h1jumvgQRERFMJtPHx+fVq1cpArx9+/bu3btycnINdwbNEXogbDaUlJSgXkhUVJSoNijf/D/2zjweqi98/M/M2LfI3qpoF5WWD1qE9qJN2rWotGrTokVaKNq0q7QvspU++pQoEVFpkRZJpUT2MBhmu78/zvd7f/OdMZNlxljO+49e3PPcc5+rmfvc55xnsbS05D04d+5cAHB1dRV2VmVlJSqr9fjxY3FqjBE3aJe4TZs2nz9/FhytrKzs168fACxZsgQdQVbN09NTxJzDhw8XthgsabBDiHj9+vXLly+dnZ3NzMyuXLmSmJjImz0RFxd37dq1v4YKY0SA7SAGIwiTyTx8+DAKWScZPHjwu3fvhJ1y9OhRALCzs5s2bRqKWCFp3769v7+/WHp4fv/+ffv27ZaWlkZGRr179544ceLZs2dFN0ZGnmrPnj2FiaHa18rKyps2bQKAMWPGCJsqPz8f5VOI3kUUF63UIeSDwWDo6OiIlsFFZRoINoQtifnz56NQjRpD8jIyMlA8xoULF3iPo0RB0Z0kkNPo5eUlZo0xYoXD4aBNQn19/YiICN6h9+/fozx4HR0d1EqEIAgUFMRXOYAPd3d30esFkgM7hIju3bvjYBmJUns7WF1d/e7dO1xbC9OqyMrKevXqFUot2bt3rwhJJycntM9GEERBQUFISMihQ4f8/f2TkpJQn4mGs3//frT2zUfnzp1fvHgh7KwRI0YAwJkzZ0TM3LNnTwA4deoUiiCtsdEFi8Wys7MDAHNzc7E4t3+lRTqEQqsXCkNBQQGVfxUBym3FYDAA4OXlpa2tnZSUNHbsWFRihCQhIcHKyqq4uHjYsGHIbyQpKioCAN6es4KgDO/CwkIJaI0RG1QqNTQ0tF+/fr9//544caKxsfHSpUuXLVs2cuRIExOT58+fa2lphYeHk//XlZWVAIAKygkDNaKoqKhoBP0xNeLo6ChtFTD/Q2lpaWFhIeqlhsE0R3Jycq5du3bw4MGjR4/euXOHTqf/9ZQOHToMGDBg1qxZAHD+/PmqqiphM4eEhADA+PHjAUBLS2vatGnr169funTpkCFDRNQwrz3u7u5btmyprq62tbW9ePFiYmJiTEyMl5dXx44df/z4YWVl9fz58xpP/PTpEwCgBVNhoNHi4mIPDw8AcHFx8fDw4LV9379/nzRp0t27dxUUFE6dOoVK9GHqgUw9zkGfKhGgXtsYDAYA2rdvHx4ePmHChLi4uO7du48YMaJPnz5MJvPFixcvX74EgL59+4aEhPAFcmhqahYXF+fl5aHlsRrJzc0FAGHluRqZwsLCd+/elZaWdurUydTUlExswACAjo5OQkLCrl27jh8//uHDhw8fPqDjFApl+vTpBw8e7Ny5Myncvn37r1+/fv782dzcXNiEaWlpAIA6HGKkwvjx4/ft2xcYGNijRw81NTW+0aqqqqysLFQqHYPBYITx8+fPDRs2hIaGEgRBHlRUVFy1apWnp6eioqLo0x0dHXfs2JGZmbly5cpz587xOXgMBmPevHkVFRVDhw4VYVAaQkREBKpyd/LkSdSfEGFlZbVmzRoHB4f79+9Pmzbt06dPKKSTTz0AEH2PaG20qqpq9+7dmZmZ/v7+u3fvPnr0qJWVlby8fH5+fnx8PIfDUVRUvHr1Ksq/wNQToo4hQOPHj5fsnmWL4+7du2g5v64EBQVJW3eM2Pj06ZO1tTXff7GMjMySJUtqzNJGpcM2bdokbMKqqiqUjS06trD25OfnHzp0aOLEiYMGDbK0tJw3b15wcHBtyo3ExsZaWVnxOrQaGhpr167Fvd891QAAIABJREFUDbsFKSsru3379t69e3fu3Hn58mUyTJQXFGExcuRIYZMUFRWhDlF1aokpLnDIKKKiokJbW1u0DM6eaAi1DxktKip6/PhxSkpKI2iFwYiRlJQU1AOWSqUOGjRowYIFc+bMQX0FAWDIkCF8zahq5P79+8j+2trakkVEuVxufHw8SkBQUVERUcWggaDmWDt27KhxtLKyEvUm2L17t7BzefsNvnz5cs2aNcOGDTMzMxs9erSPjw8KKyUjRW/evGloaMj7HkWhUMaOHZuamiqJuxNGiwwZrbNDKKLsIaZGAgMD67eFffPmTWnrjhEzHz58OHbsmLu7+86dOy9cuEC29xTk33//Rc9xYc1k9+zZAwAdOnQQURys9vj7+wuu3gGAsbHxhw8fRJy4Y8cO9PGmUqkmJiZmZmZkq6IOHTo0Tnp3C+Pnz58oWaLGBrtcLhfFCPXr109c6R91AjuEJH/ty3zlypXG0aRFUqdc+sLCQtHlKzCYpkZBQQHqpjBgwAA+OxsREYFif8aMGVObpLhbt26RWQbt27cfMGAAX9iCkpKSnZ3ds2fPxHsL79+/BwBlZWVUIrtGUN1sExMTwaGVK1cCwMyZMwmCKCwsnDp1qrD3Yb5GF2/evAkICPD19b1582aN66qSBjuEBEEQACAjI7Ny5crv379LVrUWRElJSXFdQG/YuKhMK2fUqFEAYGBgwNs4iCAILpfr5+eH3pYCAwMbfiFvb2/0zB04cODhw4f/+++/sLAwNzc3VPFZXV1dWPmygwcPAgCFQlm2bBnZAoHL5UZGRqJFQR0dHd4WuphasnfvXgCg0WgeHh68r7mZmZkoClFWVlYq24MEdgjrAnZReGEwGNgOYjAkKMDS1NS0xiih9+/fI6dOdK8Fkq9fv86bN08w/FJRUZG33Mv27dvFWHYFOXs2NjYiZPLy8pA5E2yRlZqaSqPRKBTKuXPn0L6ojIzM7Nmzb9y4ERkZefToUdKtdXJyapxqMbUEO4QEQRBKSkrr168fNmyYgoKCg4OD2NcbMASuMoohCIIgCgoKUAKhrKzszJkzz5w5c/Pmzb1795qZmaFHpIiA0toTHR2NPm/e3t58D9yioiL0cOjatSsqkfrz58+DBw86ODjY2tqOGTMGJQrW2PuITqcjPadPn95wJVsbXC531apV6H9ZS0trypQpzs7OI0eORHFBCgoKN27ckJZu2CGsPaamptJWoalw69at+pWvwJEymBZJZWUl2tNLTEwUJrN//34AGD58eO2nLSsrQ8kpcnJy27Zt+/r1K0EQXC43JSXF2dkZLbKI7mlUJ06dOgUA06ZNEyHDZDLRd7m4uFhwFPWTQIp17dqVXH1OS0tD3ZUUFRVlZWUB4OTJk+JSu+Fgh5AgCMLCwgL9UFJScvr06UGDBv3zzz9BQUG4O7YYwQ4hBlFYWDhp0iTBlyRVVVU/Pz+xXMLU1BQA1q1bV+NoaWkp6nd04MCB7du3C9aVplAoTk5OFRUVgue+f/8eLf79+PFDLKo2CxgMxtmzZydOnGhgYKCrq2tubr59+/b6bZMGBwej7iO8jBo16u3bt2JXu/Zgh5APDodTUFDw8ePHVB7evn17//59ZWVlaWvXVAgNDa2fQ3jr1i1p647BiJ8nT54AQJcuXUTIoLLkMjIygk3bhYHa3srLy8fExAiOnj17lkKhUKlUcaUUoj6BZmZmImRQCTQFBYUat/hYLNbIkSPRl71NmzaTJ092cHCwtLREjws1NbUHDx6gPora2to1vmlIBewQEgRBCC5mpKSkLF68uGfPnocOHSoqKhK/jq0P7BBieElKStq8ebOdnZ2tre3MmTNPnDiRl5cnlplR0Wd5eXkR39yzZ88CAGqWCADDhw/38fG5desWyhVEC3vm5uY1dlnkSwdv8Tx9+rRTp06CL7Xy8vL79u2ra8RLTk7OypUrkeEh7aWzs7N0HWzsEJJERESQ27bCkLaOzZja20Eul5ubm1vjIwiDaZqgYEtbW1vRYiifvPbPfFSm5cCBA8IEFixYAACOjo510FU4ubm5VCqVSqUKK3ZA/G+9g1GjRolWia+KAZVKnTx5MpqWzWZ36dIFAG7fvi0WtRtOi3QI61wa/p9//uE7YmJicv78+YKCgrNnz/bt29fCwsLJyWnixIl1nRmDwdTIkCFDUPtysfPmzRsAMDc3J/09QSZMmAAAxcXF8vLyly9fJtuvofyH69evr1mzJjExceXKlRcuXOA7t1+/frGxsZmZmZJQvqnx6NGj8ePHM5nMTp06ubq6Dhs2jEqlfv/+/cyZM48ePdq2bVtOTs6JEydqOduzZ8/s7e1Rk0lFRUV9ff28vLzS0tLz588HBweHhITY2tpK8m4wfyEwMBBV98FIneLi4o8fP7Zt2xbFO2AwTR9UfL68vFyETHV1NYq3VFFRqc2c6enpnz59UlRUXLJkSXR09MuXL0tLS1VVVc3MzKysrJBvuXbt2kuXLt27d4/FYqFQzIagq6s7ceLEu3fvrly5kix2yqeSj48PADg7Owub5NWrVwAQEhKioaGRlpbGYDC0tbUtLS11dHSQAI1GGzNmzJkzZ5KTk3EvH8khnl5hbDY7ISHh6dOnqAMmWjwWy8wYDEZyFBcXA4C2trYIGfIRf+TIEd5m3MiWmJiY/Pvvv0OHDr106dLq1av79+/Pey6LxSIlWzYlJSUzZ85kMpkTJkwICgoiC76ZmZlNnz791KlTq1atOnny5MiRI6dNm/bX2d6+fTt27FiUh+nt7T1y5EgZGRkOhxMfH+/u7v7s2TM7O7u4uLiBAwdK+LYwQkHJMyYmJnv37jU2Nh43btzbt2/R0NOnT318fC5fviz6bQ8jLrhcLvkvBtMsQHXX3rx5U1ZWJtjIFBEXF8flcvX19UWs2PLy5csXAGjXrp2JicmvX794h3R1dffu3evs7GxqaqqoqFheXv779+8a41lEk5eX9+DBg2/fvrFYLD09vZEjR3p7ez969CgqKmrq1KmnT59u164dKfz48WMnJyc6nT58+HAHBwdhc5LvIf379x80aFCNMqg5B5LESIg6O4T79+/fsmUL+WtWVlZAQMC5c+dycnLQkXbt2i1btkxsCmIwGImBVuCys7NFyFy7dg0AKBTK0qVLeY8bGRnl5+cnJyc7OTlNnTo1ODg4MDCQzyF8/vw5AAgmwrU8jh49WlhY2Ldv35CQELQQy8uKFSt+/frl7e29c+fOvzqEXC530aJFdDp91KhR4eHhZNU4Go02YsSImJgYR0fHO3fuODk5paSkoLo+mMYnPT1dXV39yZMnGhoaAECj0TgcDlr1HzVq1JcvX0JCQtasWSNtNVsF9WvshMFIkW7dupmYmLx79+7AgQP79u0TFOByuajcdG3WEBFoBfbr168AoKura2Nj07Fjx5ycnMePH2dnZy9ZsuT9+/dHjx6VlZVlMBhIuPaUl5dv2rTp/PnzfCeOHj36yJEjrq6ud+/ejYqKmjRpUt++fRkMxqNHj9ALgLGxcXBwsIgvqba2dnZ2dnZ2Nt/7Ay/IvyX3DDESgahjTsg///xDEASHw7l//769vT1vmviIESOCgoLE0hWtlYNzCDGNQ1ZWFoVCodFoIlIULCwsAKBz5858x5GtMjMz43A4KB3CysqKVyA2NhYAZGVlCwoKJKF8k8LY2BhEdgGh0+lo21BYDw+SqKgoANDQ0BCW2Emn09FyaWhoaIOUrhc4hxChpKS0YMEC8tcZM2YkJCSQv7JYrF69eqWlpUlDtRZC7e0gk8n8+PFjfn5+I2iFwYgLVJGFRqNdu3aNb4jNZq9evRoAFBUVf/78WcsJUbYeAOzYsYO35w2TyTxw4AAK9vH09EQXnT59urm5+eDBgydPnnzy5Em+1hfp6emHDx9evHjxnDlzPDw87t27R3prZmZmK1asWL9+/bhx49Dqp4aGRkBAgKWlJZ9/IScnt3r1ajqdLlptlH6ycOFCYQJVVVX6+voA8ODBg1r+KSRNi8whrLNDKC8v7+DggJppIpSVlV1cXFJTUyWsaisCO4SYRgN1O5w8eXKNJU9+/PghJycHAHPnzuUbKioqQnEsy5cvj46OBgBjY2Ny9Nu3b+gpsWrVKsneQBOAxWKh76zoV1JUS+2vTaU2bNgAAC4uLiJkUKnuJUuW1EfdhoEdQoSxsfH27dvJX48dO+bm5sYrMHfuXNHtuTCiwXYQ0+JBvhAA2NnZ3b9/Pzc39+fPn1euXOnXrx8AUCgUQV9RGCUlJaiXvTArg6LchWVwaGlpoRXG3NxcBweHGjf0tLS0njx5wjtnVlaWjY0NALRt2zYzM/PFixe7du1ycXFZvXr18ePHf//+XRvN4+PjkWIvX76sUWDXrl0A0LFjx6bT2RU7hATxfzMDe/To4efnV1JSImElWx3YEGIajVevXqFmEvPmzeNbI0xOTiajPbdu3Sp47t27d9FntW/fvgAwYsQIgiDy8vJOnTqFQjv69u1bVlbWODciCRgMxsOHD48dO+bn5xcZGSmsjCGZ2CA6PgJF/pw6dUr0RadMmQIA/v7+ImQCAwMBwNra+q+3IHawQ4jYtm2bs7Mz+euHDx+0tbVR1y+CIFgslrGxMW470RCwHcS0eDgczo4dO2qM/FdXV69TDMjly5cBQFdXFwC0tbW/ffsmKEMmDWppae3YsSM8PDwiIsLb2xvVJqVSqQcPHkQruVQqtWvXrqhOZJ8+fdBZcnJygipVV1cPHToUvULU+++ACnRpaWnFxcXxHmez2d7e3sg7DQoKqvf8Ygc7hARBEOiDYm9vHxUVVdcq6phagg0hpjG5fv06WjXU09NbtWrViRMnfH19x44diz6HyLUzNjau8fseGBhINiekUqm8yfEDBw6s5QJhE4ROp2/evBmlhJEoKSm5ubnxuc0EQXC5XJTpJ6L0NkEQKOQmPDxc9KXt7e3hb706bt26BQIxuo0DdggRv3790tPTu3r1KvpecLlcU1PTdu3a7du3Lzg4GNXm7dq1q7TVbMZgO4hpJXz69MnV1bVPnz7y8vKqqqpDhgzZu3dvXbu4oTKe7u7uZmZmyCe8desWh8NBo9XV1R4eHsiQKSoq8jX0IyNUketVYysdtP2opKT08eNHvkujelpycnL13h8qLy83NzdHCtja2u7bt+/06dNubm49evRAV9+5c2f9ZpYQ2CEkCILQ0dHJyMiQsFatHWwIMY1MXFwcyoLjhUqlzp0799u3b+rq6gBw5syZGs+9ceMGX3iJqanpsWPHat9Lt6mRlZVF/jWMjIwcHBwcHBy6d++OjvTq1Uuw0TyKvN27d6+wOT9//ozSNQsLC0Vffe3atfC3kNHNmzcDwKJFi2p/U+ICO4QkKBtn2bJl6NfIyEi+b9CmTZukq2Gzpk52kM1m4xVqTEuCwWDUqbUmWoS6ePFiTk4OWatTU1Nz2LBhFhYWvIubqBQIH1wul7emi5GR0ZYtW/bv379jxw7SviOfcPLkyYKnI4t57969et9vRUXF4sWLBX1RTU3Nc+fO1XtaCYEdQoIgCMFUIozYwQ4hpvHhcDiRkZGurq6Ojo5z587dvXs3ud918OBBAJCXlz9//jzfWZGRkchILFy48Pfv31+/fhXcQGteVFVVIbvYoUOHiIgI3qH79++jcBoTExM+U41iONXU1D58+CA4Z3V1tZWVFQBMmzbtrwo8fPgQADQ0NIS5jmRRGal4ZdghFEFISAgKylJQUFiyZEl5ebm0NWrG1N4O0un0mJiYT58+NYJWGIxE+fz58/Lly7t27YrcMAMDg2XLlgluygkyc+ZMAPDz8yMIgsFg+Pr6okIsJGRg6rhx48izKisr//z5g34mO0Z4e3vT6fTjx49bW1sjWwM8yYc0Gk2wUBwKbGm45/blyxdfX18nJycHBwcXF5crV640zaw07BD+fzgcTnp6elBQ0OPHj3mPs9lsMSvYKsEOIaZJweVy582bh4yBhYWFj4/PrVu3/Pz8UJUUALC0tKzTWmZT5siRIwCgq6vLW9uNzWbHxcUdP37c3d0dhcX6+PjwnsXlclFuva6u7qNHj3iHsrOzR48eDQBt2rQhc8xEwOFwUEWBiRMnCu6yslgsZPi7devGYrEacKP1BDuEf6WkpASbwoZTezuYn5//+PHj169fN4JWGIyE4HK53t7eNRZ9kZGR8fT0FL0HjnpXTJo0iTzC4XCSkpJCQ0Pv3LmDCr+h79TmzZt//vy5atUqsjykvLz8iBEjyMudP39edItCvqVSgiDQiuetW7ck8qdpemCH8H9IS0sbPHgw+XbIO+Ti4nLhwgXxq9nKwA4hpqnB5XJ9fX1VVVX5DIOsrOzatWubTu2vhoPq6PA+xy5dutShQwe+G5eTk+Ort5afn08m3w8ZMsTNzW3z5s0ODg4ovVBJSan24TQvX75EZw0cODA6OhrlgXC53KdPn6L0fTk5udjYWDHede3BDiEveG1UcmCHENOq2LFjBzIfkyZNevToUXFxcXFxcUxMDCozBgB8dYz5SEtLo1KpVCo1MTFRcDQ1NZU0XgcOHCDb29YIGjUwMDhy5EhycrKBgQEAWFtbk7GjAQEBvJOXlZWhpkq12clsGWCHkCAIori4WFtbm/zcdOnShXf006dPGhoaubm5ElG21YAdwhZMWVnZo0ePgoKCIiIiBFPRmjgFBQXHjx93cHCwtbW1t7ffu3dvs7sF0fz48QMA5OXlyWA/V1dX9KzT1NS0t7dfsmQJ2gkEABqNdvHiRd7Ty8rKVq5cKbjEO2zYsLdv39ZJk+joaNTVAwC0tbW7du2KyscBgJqamhQfDtghJMFroxKl9nawvLw8NjZWdEknDKYpk5iYiNytGstQBwQEoNGYmBgRk8yfPx8AOnToINjt9tmzZ+hJNWjQIPTNsrKyunfvXklJCYvF+vDhAwpLIbG1tSX7B27btg0A+vXrt3LlSjS6ePFi3slRTruJiUmD/gTNCuwQEgRBrF+/nkKhzJs378mTJ9+/f9fR0eETGD9+vLe3t/g1bU1gh7BF8u3bt1mzZqG2fiSDBg2KjIyUtmqY/wFZTUNDQ/TroUOHkOPn5eXFG71JFpiRkZHhCxAlCCIvL+/y5ctubm6rVq06fPhwSkpK/ZTJyclZsWIF2VoKANTV1Z2dnWvfp1gSYIcQgddGJQ22g5jWw/jx4wUdLV6WL18Of2s1VFpaioq7yMnJubi4PHr06OvXr7GxsWvWrCG3BNEPK1asIAuQIsh9SADQ0NDg7SZfWFiooaEBAKgQKAC0adOGwWCg0XPnzqGv6p07dxr2N2hOYIeQIAhiwIABvMkzmpqafAKbN28eNGiQGFVshWBD2PKIi4tDj1S0kGZrazts2DDkHFIoFBHVKTGNSUpKCgDo6+sTBJGVlYXCYARL6aD8iqlTpwJA9+7dRbcfbCBsNvvTp0/R0dHv37+XStIgH9ghROC1UUmD7SCmlVBWVoZeBkTscv/8+RPVqRbdjqK4uNjOzg5qwsjICP0wZMgQPm+QIIgFCxaQkgoKCnxpIA8ePCAjX9Bepb+/f1hY2MSJE9FBV1fXhvwFmh0t0iGsoRumaDIyMtBCBYLD4fAJsNnsL1++1HVaDKYFk5qaOnHixLKyMktLy5MnT5qamqLjRUVFnp6ex48f3759u7a29tKlS6WrJ6Zr165ycnKoXOqtW7cqKyutra0XL17MK/Pz58+fP3/KysqePHny2bNn6enpMTExqGyMJKDRaD179uzZs6eE5sfUjydPnhw4cMDNzQ39KmgK+/btGxYWtmXLlkZXDYPBNCe+f//OZDJ1dXVRBnuNdOzYsXPnzpmZmV++fBkyZAgAoJoxz549KyoqUlJSMjY2HjVqlIaGRnh4eExMzIULF+Lj40tLS1VUVCwsLBYtWmRhYaGpqclkMgsLC79+/cp7rdzc3BcvXpC/VlVV3b9/f/LkyeSRUaNGzZo168qVKwBAEAQALFu2DA0pKCjs2rVr06ZN9bv3nz9/PnnyJC8vT05OztDQ0NraGq3DYhqfOjuEZFoLgsVi8Qk8f/6cyWQ2SCkMpmWxcuXKsrIyW1vbiIgIso07AGhqah47dqxjx46bNm3asGHDpEmT+OpEYxoZFRUVW1vb//77z9vb++fPnwAwa9YsPhkvLy8AGDlypJ6enr29vb+//5MnTyTnEGKaJnhtFIPBiIWqqioA+KsjhAQYDAYAREZGrl27Ni0tjVdATU1ty5YtmzZtGjlyJFkDnIQgCLS59/Xr1z59+kycOBE5lh8+fAgLC6uoqOAVnj9//vr16y0sLKhU6pcvX/z9/VH4DIVCUVNTKy0tVVRU7Nq168SJE1esWCG6JKkwvnz5sn79+oiICN6DKioq69evd3d3531TwjQOdXYI+/Xrl5CQMGbMGABgsVhsNpt3ND4+Pj4+vlevXmJTEINp5qSkpDx9+lRJSenKlSs1PuPc3NwiIiLi4uLOnz9P1hnDSAsPD48HDx4EBASg/ktkmA3i2LFj/v7+VCp1165dAICSCX/9+iUNTTHSpFmvjWZkZNy7dy8tLS0vLy8vL6+goEBVVVVXV1dHR0dXV7dHjx6jR48WrKzbZGEymZ8/f9bW1iZ7pmEwzQjU/iE7O7u8vFxFRaVGGQaDkZmZCQCdOnU6cuTIxo0buVyuhobG5MmTdXR0qqurHzx4kJaW5u7uHhcXFx4ezletAAA4HA56TI0ePfrhw4e3b9++ffs2OWphYdGrV6+AgAD0K51O9/T0FFSDIIjS0lIAGDRoUFhYmKamZv1u+fHjx1OnTi0tLZWRkRk5cmSXLl24XG5cXFx6evru3bujoqIePHiAOjxhGg+ijjkhkZGRAwcORJ0iS0tL5eXlyaFnz56hx3FrCyYWOzh3oiWBurpPnTpVhMylS5cAYPjw4Y2mFYvFio2NvXTp0rlz5/7999+m2ftVWiBnD7F3715U/vvx48dk2v327duRpIeHBwC4uLhIV+HGBOcQIiZPnvzgwQP0M5PJ5DWFBEE8ffoUAHr16iUN1UTx+/dv3uoRIhgzZkxSUpIUVcVtJzCtB7SPIqKx+4ULFwCgS5cuERER6KuxdOnSsrIyUoDL5V66dAnVjFm7dm2Nk6BVnpiYmNTUVB8fn4ULF86dO3f37t3om85ischlIENDw3/++cfAwIC3aLa6uvq4cePI5hMGBgafPn2qx81mZGSoq6sDgKWl5ZcvX3hvISgoCKXniX5lkjotMoewzg4hl8u1tbXt1KmTh4eHn5+fjIzM9evXDxw4QJZil5OTy8jIkLDaEqGkpOTPnz+8ubbSekvGDmFLYs2aNbwuRI28fPkSADp16tQI+rBYLB8fH97alQAgKyu7aNGi379/N4ICosnJyXn9+nVqamppaWm9J/n+/XtsbGxMTMznz5/rcTqXy923bx9p9niRkZHZvXs32SAYdeM9fvx4vVVtdmCHENEc10aLiopQSzEAkJeXHzp06Jw5c5YvX75p06a9e/fu2bNn48aNS5cunT59OooBo9FoZ8+elZa22CHEtB5OnDgBAFpaWjXWlfn27RtqO+Tr64vCUpYvX17jPBEREaj2TGpqquDowoULAWD+/PnC1EBuZ41MmzattLQUVazp169f165dAaBHjx689UhriYODAwBYWFhUVlYKjj5//hy5tbXv3Nv4YIfwf/j161fnzp2FfWikaD8aCDKBf/78IY+0b99eKppgh7AlsWHDBgDYtGmTCJmEhAQAMDIykrQylZWV48aNQ19VLS2tcePG2dvbk00UOnXqJNHGsi9fvly/fv3EiRNHjRo1f/78wMBAspRZdXX1sWPHevToweujjho1iq/5+18JCgrq3bs37xOpc+fOZ86cESyq9lfOnDkDAFQqVVZWVkZGxsDAYNmyZbwLok+ePEF6ZmVl1XXy5gt2CBHNcW103bp1AODo6Pj06VO+KoJ8cLncjIwMlMkjrX3C2tvBoqKix48f17u/CwYjdZhM5tChQwFAV1eX7zN///79du3aAcCQIUOio6OR7SY75QoyY8YMAFi3bp3g0KtXrygUCpVKDQ8PFxwtLy8nuxHKycmhi9JotDlz5iQmJmZlZdnb2wOAgoLCq1evfv/+jVaX3N3d63SnhYWFNBqNQqF8+PBBmMzWrVsBYNKkSXWauTHBDuH/p6CgwMnJiWxsgrC2tn78+LHEVJU4qOYS74qFYFONxgE7hC2J06dPw9/CQVFY6fjx4yWtzOzZswFARUXl4sWLvD7S8+fPkR/VpUsX0VWt60d2dvaECRME148MDAwiIiIKCwstLCzQERkZmY4dO/J2eNuxY0dtLlFVVTVv3jxykt69exsbGysoKKAjY8aM4V3rqQ1cLnfgwIHIDOfn5/ONpqamInvZquJFCewQ8tDs1ka7dOlS1zeYI0eOODg4SEgf0dTJDhYWFop2cTGYJk5+fr6ZmRl6ehgZGTk4ODg4OJDLtaampr9//967dy+I3OIjCCIkJAQAzMzMahxdtWoVWsfcvXs37+ZeXFxc3759AUBHR4e3IM2gQYOWLl06YcIEVAFBUVGRfPijejAaGhp1arx0584dAOjXr58ImdTUVABQVVWt/bSNDHYI+SkvL3/37t2jR4/evXvXkPguSUOn02NiYuLj41+8ePH27duPHz9++fLlx48fv3//zs/PL/hf0O5Ebm5uQUHBr1+/rl27BgBSURg7hC2JrKwstB4mbKG9srKyS5cuAODv7y9RTe7du4ce6AkJCYKjxcXFKI1h5cqV4r3uly9fUPVUWVnZWbNmnT592t/ff8uWLe3btwcAKpWKgk80NTX9/f3JOO2MjAwXFxcUt7l///6/XmX+/PkAIC8v7+vrS05SUVFx/vx5lK5gY2NT1z5+6enpKGleW1vby8vr48ePRUVFL168WLt2LVoOMzExqUfATLP338/dAAAgAElEQVQGO4S8NK+1UTk5uYKCgjqdUlZW1q5dOwnpIxpsBzGtDTqdvnnzZmVlZd7niZKS0saNG1G64MqVKwHAw8NDxCSvX78GAGEBbiwWi1w5VVJS6tWrl6GhIXJvAEBfXz85OZnNZqNi2nxYWVm9efOGnIrD4ejo6ADA8+fPa3+PJ0+eBIDp06eLkEFlVwGgyVY3wA5hbWkK3ZN5yc7OrjEdqDZIRWFsCFsYKHC/a9euP3/+5BtiMpmosUGHDh1qjKcXIyhYdNu2bcIE4uPjkcdYUVEhrosymcw+ffoAgKmpKV9GX2VlJUqwBAANDY20tDTB00+dOgUAMjIy79+/F3GV+/fvI4czKipKcPTdu3fIJzxz5kxd9U9LS0P6CzJhwoTi4uK6TtjcaeUOIZfLFTRwzWVtVEtLq67WuaKigq9eTqOB7SCmdcJgMKKioi5cuBAQEBAZGcn7YoBiKUUnJz969AgAevfuLULm0qVLyCbyYWBg8N9//xEEgVrmKCsr+/j4bNu27ezZs7zVX0hQmGtoaGjt7+7y5csAMHbsWBEyBQUFAEClUuu099iYYIewthgaGoprKnExatQo7BBipEVhYSHqXqCpqXnw4MG8vDyCIKqqqsLCwvr37488GUlvKXA4HLSPUaPfRYI266Kjo8V1XX9/fwDQ09PLzc3lG6qoqPD19SUXa/T09JycnF6+fMknhhLQnZycRFzF2toaADZv3ixMACUE1i9Lk8ViXbhwYcSIEWjhVkNDY8qUKWSFydZGq3UI6XS6s7Nzu3btKBRK9+7dvby8ml2M4ogRI+Li4up0yqVLlwwMDCSkj2iwHcRg+AgMDAQAY2NjETLu7u4AMHv2bGECdDrd3Nwcmd0ePXqMHz9+8eLF8+fPR9t9NBotICAA9VKSl5cXnX4/YMAAALh//37tbyEoKAi988yYMWP9+vUxMTFkkTaS4OBgAOjTp0/tp21ksENYK7hcrp6enlimEiMZGRmjR4/W09MLCAiIEQJKkEU/379/H9UCkYq22BC2PLKyslBCmiBt27at0/O0fuTn56NnPZvNFiGGMv0uXrworutaWloCwNGjR/mOx8bGohw8PigUytKlS3lftePi4gBAV1dX2CXodLqMjAyFQvnx44cwmcrKSuTO1a/uaEMoLS0NCws7fPiwr6/vtWvXmkIp14bQOh1CJpOJXn14MTMzKywslLZqdeDSpUuGhoaiN9tJ2Gx2QECAgoLC6tWrJa1YjdTeDnK53NzcXElHWGAwUufPnz+qqqoAcPPmzRoFsrOz0dbf7du3hU2C1li1tLT4lqHLy8tdXFyQtxYbG6uhoQEiw0FLSkpQUwoRlpeXnJycadOmCcbrDRw4kHchmMlkooVy0bXZpUuLdAiFNqb//Pmzq6ursFFhMBiMX79+5ebm1vVESWNoaPjgwYOQkBB3d3cnJyc3NzfBFuHofRHVkQeAMWPGnD9/vpH1xLRUOnTokJiYePny5UuXLiUmJnI4HAAwMjKaPn36xo0b693dtfag8iocDqe6ulpJSUmYWGVlJSnccIj/7aiBalWTPHnyZMyYMUwmE+0ctmnTprS01NPT8/fv3+fOnTt79mxOTk54eDh6I0R59nl5ecKa9v769YvNZmtqaqJCwTWiqKjYo0eP169ff/v2jUzTlzTV1dX79u3z9fUlMyIAgEKhzJ8/39fXl7dwDqaJExgYiDJzVFRUevfuXVZWlp6e/urVq/Xr16MIqGbBvHnzgoODTUxMBg8ebGNjY2Zmpq6u3qZNG1VVVTabTafTy8rK6HR6enr606dP4+PjS0tLNTU10YZDU6a4uPjjx49t27Y1NTWVti4YjARRV1ffsmXLtm3bnJ2d27ZtO3r0aN7RnJycsWPHlpSUmJubo4qggkRHRwcHBysqKj58+BD5XSTKysqnT59mMpkXLlxwdXWdOHHi1atXvb29efvX8+Lj48NisQYMGCDC8pKkp6dbW1tnZ2fTaLS+ffu+ffuWRqONHDny+fPnycnJw4YNu3Xrlp2dHZPJXLZs2Zs3b9TV1deuXVvrPwxGHBBCVnwrKir4EuXrOm3TpKysbMOGDb1793748CHfEMoU4j2C205gJAGTyczMzORtKds4oB05wU8+CYPBQKuPvInjDaGkpAQ9EHh3/Oh0OmqpNH36dFSCFSmGuvlFRUUhf5XcVKysrERrisKys9LS0gBAQ0NDtDKooHZkZKRYbu2vFBUVkWE53bt3nzNnzoIFCwYOHIi+3Z06darlRk1To3XuENrY2MjIyPj4+JAb7AUFBaiO0YsXL6SrW52orq52dXWVkRG6FsyLkZGRFHs54D6EGIwgbDYb5UBRqdRZs2b9999/ycnJCQkJ27ZtQ3uDWlpa379/F3b6nDlzQEhTCgS5CXnnzh05OTkA2Lp1q2BU55UrV9A3tDbdAquqqnr27AkAffv2ff/+PZfLRaUTKBSKnZ0dSkRUUlLat28fqmxHo9H+/fffWv9JpECL3CEUFTI6duzYtm3bzp07dxkP06ZNAwBlZeVFixahI0uXLp03b56trS2VSrW1tV2/fv2SJUukcS914N27d0OHDp05c2ZOTg55UNAhXLt2baOrRhDYIcRIBlSgzNraWvDhjvD19QUAQ0NDYQJ1hcvlIovCG1Li4+MDAD179mQwGI8fPwYAtF1PxsCgfD8dHR2UUI5K3WhpaQm7SkVFBbrK169fhcnQ6XS07dk4reE4HI6trS26C75sw3fv3pmYmACAgYGBJDp8SJrW6RB26dJF8BWKy+VOmjRp1apVUlGpIWRkZHh6elpYWLRr145Go/E6gWpqaj169HB0dLx+/bp0KzrU3g4WFBRghxDTemAwGM7OzjXWSjQzMxNt41BJ86dPn4qQQbuLx48fP3HiBJrWxsbmv//+KyoqKi4uTkhImDNnDrr68uXLa6Pw0aNHAaB9+/aogAJBECwWa926deg7zoe2tnbTT9FvdQ7hli1btm7dyncQNUy7ceOG4FyvX782NjZOT0+XkK7ihcvlXrx40dDQ0M/PDxVeE3QIpQV2CDGSIDMzE7lemzZtEnT5IiMj0eiFCxfEeFG0S3b69GnyyODBgwEgICCAIIiqqio1NTVkBkh3js1mo44UqLYNWkoUXVRm7NixACDi1Rx5od27dxfLTf2VmzdvAoCqqmqN24B//vxBXR83bNjQOPqIkdbpEMrIyNSYJ/Pq1auRI0c2vj5ihMPh5Ofnp6amZmRkiLG8cMOpvR1kMpkfP34UbBaKwbRgXr165erq2r9/fy0tre7duzs6OgYHB4uuAUMQBAr9y8zMFCGDqn+jguQnT54UTLBC+5MbN24UXZKABMVyC7ZmTUlJWbFiRc+ePVEuIoVC8fT0bMqFmklanUMYHh6Ogrh4GTx4sLGxsbDP3LNnz3r27FnXBtBSpKioyMXFxczMLCkpCTuEmBZPQEAAeppbWlqGh4fT6fTq6uoXL14sXrwYbRRMnz5d9PYgm81OTEwMDQ0NDw+vTdDjsWPHAKBjx45kAzSUB0i6f2SdVd4ol5kzZwKAn58fStCiUqmiQ9diYmKQWHBwsODo06dP0fageH1dREFBwbVr1zw8PLZs2XLkyJHXr19zuVwUA+Pl5SXsrKioKABo06ZNdXW12FWSKK3TIVRUVKzxe1FdXd2pU6fG16c1gO0gBiN2UE/gV69eiZCZPXs2ABw8eBD9mpmZ6erq2q1bN7QrKCMjIy8v371791WrVtUmYL68vBy9dYju0oRiShstp6OBtDqHsEZUVFQ8PT1FCAwdOlR0x8kmyPPnzwcOHIiWKKStC0FgQ4iRJJcvX66xqAyFQnFxcRHhn1RWVu7fv19PT4/3LGNj48DAQBE+ZHV1NdoN69+/f1ZWFofDQZ5nbm4ui8XatGkTujQAaGlpXblyBSng7OwMAEOGDEFD7u7uf70vFBBLpVJdXV2zsrLQwfz8/D179qAFTnt7+7+untYJBoOxfv16wdXToUOHonvMzs4Wdi6Xy0W7oAkJCWJUqRFonQ6hsCK3ZWVlPXr0EHbWnDlzJKZRIyHFqFFsBzEYsYPaEYtYrGQymchp5O0+lZmZ+c8//9T42jBv3rzy8nIRV/z+/TsAKCkpiVYMFci5evVqXe9IKmCHkCAIQkND49q1ayIE5s2bp66uLh7tGhE2m33ixIn+/ftLWxGCwIYQI2Gys7Pd3Nx69uyJ/BY9Pb25c+cmJSWJOCUrK4usSKatrT18+HBzc3PSsZw1a5aInmxfvnxBbqSysvLixYvbtm0LAE5OTj169EAWxcvLC8WRIhkTExPeilYbN26sjSPHYrHINvcAoK+v3759ezJFYcaMGeINhysrK7OwsECTm5iYuLi4bNiwYeLEieTfRFFRUfQMI0eOBIDAwEAxatUItE6HEABqjHzJz88X0TNGX19fkkpJFjabbWdnR6VSRS8BSw5sBzEYsYOCbrS1tcl0Pj5QekX79u1RLhVBED9+/EAWXE1NbfPmzfHx8cnJyZGRkfPnz0evEBYWFiJeAEpLS5GhF+03oheM2pSoaQpgh5AgCGLatGne3t4iBHr16vXXcn8Y0WBDKEV+/Phx8uRJV1fXZcuW7dixIzo6mnwstjyqq6tFP6MR5eXlqA6Knp5eaGgo6Z4xGIxjx46haMwFCxaImOH79++k+8SLtrY28oiqq6v9/PxQvjuJhYVFbGxsne4oNjZ2zJgxZBFFCoUydOhQSXyVpkyZAgCampp8/kBubi5ZClx0SO2gQYMAICIiQuy6SZRW6xDWfi+Xy+UWFRXFx8fLyMhIVCuJ8v79e/QxVlVVlYoCdbKDbDZbXKWwMJgWDIvFQulRgwcPFoxhuXr1KoqVO3/+PHkQNRPu2bOnYB71kydPUBUA0a6RoaEhAAQFBQkTyMrKolKpFAqFt9BjUwY7hARBEPHx8ebm5sISScPCwgDA1NRUnDpKCRwq09qg0+nOzs58NfcAoG/fvs+ePZO2dtJk165dANCuXbufP38KjkZFRSEH7NGjR6LniY6OdnV1Rfl1VCrVzc1NsPdGSkoK6gBuY2NTb4WLi4vfvXv35s0bCdWZePjwIQAoKCjwttMlYTKZqOqppaWlCA3/Whm1adJqHUIKhUKrHbyl86SteP2prq62tbWl0Wjr16+XigK1t4N0Oj0mJubTp0+NoBUG09xJS0tDrY9VVVXXrVsXFRWVlJR06dKlESNGoKfWwoULSeH79+8DgIqKirA6NOHh4cgaCttyJAgC9TI1MTGprKysUQC18LGysmrgrTUaLdIhrFUzIl4sLS3V1NTc3Ny8vLx4u1ez2ewbN264uLigdf26Ttuk4HA4U6dOjYiI8PDw2LlzZwNnq6iouHjxYkVFRe1PIQiigRfF1JWSkhIbG5vXr19TKJRhw4YNHTpUWVn5y5cv9+7dS01NtbKyunTpEip32dpgs9nHjx8HgBMnTnTs2FFQwNbWduXKlX5+fkeOHLG2thYxlY2NjY2NDQAsWbLk/Pnzp06dMjY2njt3LvkC/ePHjw0bNrx+/bpNmzaoRWH90NDQ0NDQqPfpf8Xf3x8AVqxYMXDgQMFRWVnZadOm3bx5MyEhITs7G+UK8uHl5cVkMk1MTLp27So5PTFihCAIDocjbS0aDzk5uaioKDqdjpqSNWUYDAZBEAwGQ9qKYDDNgB49erx48WL27NnPnz8/cuTIkSNHyCEFBYVt27Zt27aNPBIaGgoAzs7OnTt3rnE2Ozu7wYMHv3jxIjw8fMmSJTXKuLm5Xbhw4d27d1OnTg0KCuJ9pHC53G3btl25ckVGRubAgQPiuUNMvaizQwgA3t7eQ4YMCQ0NtbOzMzQ0ZLPZGRkZjx49ysjIAAA5ObktW7aIW89GJS0t7e7duwBw8ODBhjuEp06dQpUz6kpxcXEDL42pPXPnzn39+rWenl5wcDDawkKUl5evWbPm4sWLCxcu7NatW40OQMvm5cuXRUVFenp6qDdRjSxfvtzPzy86OprNZtem5/XJkyeLiopu377t5OS0bds2CwsLFRWVL1++JCUlsVgsDQ2N0NDQbt26ifU+xMmTJ08AYO7cucIEvLy8bt26xeVyly5devfuXb5t58uXLx8+fBgA9uzZI2FNMWLDwMDAxMREQUGhxvZfvHC53Pz8/K9fv/769atxdJMcTd8bxGAwdaVr166JiYkRERHXr19///49g8HQ0dEZPXq0s7Mz37JvSkoKAKCVXGHY2Ni8ePEiNTVVmIC6unpYWNioUaMePHjQvXv3hQsXDhkyRFZW9v3799evX3/37h2FQjl27BhZSgAjFerjEPbv39/f39/FxYXsWUmiqKgYGBjYqVMncegmNbp162ZraxsTEyNstaNOTJkyJTU1taqqqvanoHAsdXX1hl8dUxsePHhw7949RUXFBw8eoIY5JCoqKgEBAVVVVTdv3ty4cSPyBFoVP378AIDevXvX2EMW0b17d3l5+aqqqry8vBo3xPiQk5MLDQ09ceLEzp07f/36FRQURA6NHz/++PHjTXnfjMlkFhUVAQBfxiMvBgYG5ubmCQkJ//3339ChQ93c3AYPHiwrK5uamnru3Dl0v2vWrLGzs2s8vTENQE1N7ePHj7y1jv5KdXU1isvCAEBGRsa+ffvqESnD5XL/KqmkpESj0VA/GwwGUxsoFMqkSZMmTZokWqysrAwARL+OongcJCkMc3PzJ0+ezJo1KyMjw9vbm+/0EydOoF4XGClSH4cQABYuXDh48OBjx449ePAgOzubRqMZGBiMGzduw4YNNQaVNS/EGypjZGR05cqVOp1Co9GI/82gwDQCqDvfypUr+bxBBIVCOXToUFhYWGxsbEZGhpGRUaMrKE1QijmbzRYhw+VyUTQdEq4NFApl9erVS5YsefLkSXp6OoPB0NXVHT58eFN2BRGysrIKCgpVVVVlZWUizKSWlhYAKCoqJiUlTZs2jW+G7du379ixQ+K6YsSElpZWnbxBAJCXl0d5JhgAuH379qVLl+pxYklJyV9llJWVhw8fXo/JMRiMaPT19T9//vz9+3feyCk+UGOJdu3aiZ5q4MCBHz9+DA4OvnfvXmZmJovF0tfXt7GxmTdvnkRTPDC1pJ4OIQD06dMHJdJwOBxUHUh8WjUJcKhM6+Hp06cAgJqh14i+vv7w4cOjoqLi4uJam0OIQjffvn1bVVXFmzbMS3JyMpvNVldX19bWrtPkCgoKY8eOHTt2rBgUbSwoFIqxsXFycvKjR48WLlxYo0x1dTX6UIWFhSUmJgYFBX379o3D4bRr187Ozm7t2rWt7VPU3Dl06FA9zvL19RW7Jo2Ph4eHp6dnAydZsWJF27Zt65SE6eLiQhAE6lKDwWCkwrBhw548eRIUFDRv3rwaBaqqqlCOVW0WZWRlZWfPno03A5sm9XcISQSrMmIwzQgul1tQUAAAokOdUUZ1bm5uI6nVZOjbt2+XLl2+f/9+8eLF5cuX1yhz9OhRABg/fnzLWxiqkRkzZiQnJ3t7ezs6OpKNB3k5fPhwcXGxgYHB6NGjx44d2/D3aYx0mTx5cj3OahnvPefPn2/4Bxj1IK3TKcuXL8f11TAY6TJ//vz9+/dHRESEhIRMnz5dUGDbtm3Z2dldu3YVXVIO0/RpdUGJGRkZfn5+y5cvnzp1qqWlZffu3c3MzMaPH79gwYLNmzdfuHChBZQBwNQJKpWKdoP//PkjQgzV+GmFiZ0UCmXr1q0A4Obmhna9+PDz8wsMDKTRaM29mlTtWb58ub6+/pcvXxwdHel0Ot/orVu3PDw8AMDT0xMHfmOaNQRBCH7CMRhMK8HIyMjNzQ0A5syZc/bsWd6c3oqKirVr1x4+fJhCofj5+aFGSpjmixh2CJsLubm5K1asuH379l8lx4wZ4+npOWTIkEbQCtMU6NevX2xsLKp/VaNAVVVVbGwsAPTv379xVWsSLF68OCIi4u7duzY2Nm5ubkuWLDEwMCAI4u3bt97e3sHBwQDg5eXVt29faWvaSKioqAQHB9va2kZERBgbG7u5uVlaWiopKaWnp1+5ciUkJAQAFixYgHorYTBNgfLy8gcPHtTpFDab/ezZs6bvEDKZzM+fP2tra+vp6UlbFwympbF79+5Pnz7dvn172bJlvr6+EyZMUFBQKCoqunPnTmFhIYVC2bdv38SJE6WtJqahtBaHsLi42NzcPDMzEwDk5eUHDRrUuXNnNTU1VVVVNTU1giBKS0vLysqKi4tfvHgRGRkZHR19+vRpsVQZxTR9Zs6cGRsb6+PjM3fu3BpTVnx8fIqKirp27do6lwmoVGpgYOCSJUuuX7/u5eXl5eWlrKzMZrOrq6sBQEZGZv/+/Rs2bJC2mo2KpaVlbGzsrFmzvn37tnr1at4hWVnZLVu27Nq1S0qqYTA1wGKxFixYUKc6n82F0tLSwsJCNpuNHUIMRuzQaLSQkJDDhw97eXmhIDtyyMjI6NChQ7hcdsugtTiEe/fuzczMdHR0XLVq1aBBg+Tl5YVJEgTx7du3CxcurF692sTEpHU6AK2NRYsWHTp0KCMjw97ePjQ0VEdHh3c0ICBg9+7dALBnz55WGwGoqKh47do1Jyenw4cPR0dHo9dKJSUltJ3eevYGeRk8ePCnT5+uXLly48aNtLS06upqXV3dcePGrVixwtDQUNraYTD/Bw0NjaVLl/I2ocZgMJjaQKVSN27cuHz58ujo6OTk5MLCwg4dOgwdOtTS0rI2nYcxzYLW8h95586djRs31qbmG4VCMTQ03Ldvn7a29qFDh3g7pGFaKnJycmFhYcOHD4+Pj+/du/fq1auHDRumrKycnp5+7dq1hw8fAsDy5ctbRomIhjBq1KhRo0ZVVlYWFBTQaDQdHZ1WnjYgJyfn7Ozs7OwsbUUwmL+zbt2648ePv337tk+fPrWRZ7FYCQkJI0eOlLRiDQRVtsP17TAYiaKsrGxvb29vby9tRTASobU4hNnZ2Zs3b67TKYsXL24ZRcMxtaFv375JSUmzZ89+/fo1X7CfkpLSrl27Nm7cKCXVmhxKSkqo5ioGg2lGdOzY0d7eHgV+10ZeVlbWysoKddRsyrRt29bExAQ3psdgMJh601ocQjU1tbrWh6TRaEVFRRLSB9ME6dGjx8uXL+/evXv9+vVPnz4xGAw9Pb0xY8Y4Ozv/teMqBoPBNH0WLly4aNEiDw8PEXkTfNReUopoampKWwUMBoNpxojfIWSxWLKysmKftoH06dMnMTFx2LBhtT8lODhYX19fciphmiBUKnXy5Mn16zmGwWAwJE3TFI4ZM4ZKpd6+fXvmzJm1POXkyZMSVQmDwWAwUkecFTI4HI69vb2CggKqwNGkWLhw4cKFCz98+FAbYQ6Hc+HCBRcXl0mTJklaMQwGg8G0JJqyKZSRkbl3756VlVXtT8EpQxgMBtPiEecOYVpa2t27dwHg4MGDO3fuFOPMDWfevHnBwcEmJiaDBw+2sbExMzNTV1dv06aNqqoqm82m0+llZWV0Oj09Pf3p06fx8fGlpaWampru7u7SVhyDwWAwzYmmbAoBYMCAAdJWQcwQBJGfn6+mpqaoqChtXTAYDKZZIk6HsFu3bra2tjExMU2wfR+VSg0LC9u0adPJkyeTkpL+Km9kZBQaGoqbGmFaKgRBpKWl/f79W1ZW1sDAoGPHjtLWCINpITRlUyiaAwcOLFmypMZerE2Z4uLijx8/tm3b1tTUVNq6YDAYTLNEnA6hnJxcVFQUnU5XVVUV47TiQk5O7ujRo6tXr75+/XpkZGRmZmZeXh6HwyEF1NTU9PX1+/XrZ2dn5+Dg0ATTPzCYhsNgMPz8/E6cOJGdnU0e7Nev39atW2fMmCFFxTCYlkETN4Ui2LJly+7du5td83oul0v+i8FgMJh6IP6iMk3cBBoaGu7cuROF8XC53KKiory8PEVFRX19fSUlJWlrh8FIlqysLDs7u7dv3wKApqamgYEBQRAfPnx4+/ato6NjeHj4xYsXW3lrQQxGLDRxUyiMyspKaatQZygUirRVwGCaMVwuNyYmJiIiAgUNdevWzdHRsUePHtLWC9OoSKTtBJvNlpFpBg0tqFSqtra2tra2tBXBYBqDioqKCRMmpKam6ujoHD58eMaMGWgbvLS09OjRo3v37r1x44a6ujouKth6iIuLu3jxYkJCQmFhoZKSUp8+faZOnbpw4UK8KCAWmospbO60adNGT0+v6fdLxGAaEyaTGRsbm5WVRaFQOnfuPHz48BofR4mJiStWrEDLxCS7du1ydHQ8duwYfkNuPUjEVvXs2TMjI0MSM2MwmHrj6+ubmpqqp6f39OlTIyMj8nibNm08PDxMTU2nT59+6tSpWbNmDR06VIp6YhqB8vJyZ2fnW7dukUf+/PmTnZ398OFDX1/f4ODg/v37S1G9lgE2hY2DrKxsr169pK0FBtNUYDAYhw8fPnz4cHFxMXlQW1vbzc3N1dWVd70vODh47ty5TCazTZs2M2bMMDQ05HK58fHxDx48CAwMTExMfPLkiYGBgRTuAdPoiN8hJAii2WUgYDDipaioCGXotW/fvol0TGaz2SdOnACA06dP83qDJJMnT16xYsXx48d9fHywQ9iyqa6uHjduXHx8vJyc3KJFi+bPn6+rq8tkMu/fv3/o0KGvX78OHz48KSmpT58+0ta0GYNNIQaDaXx+//49adKkV69eAYC+vj56jKekpBQUFGzatOnOnTvh4eFoO/39+/dOTk5MJnPWrFknTpzgrSb19u3bWbNmpaWlTZ48OTk5GUc6tAaE/h9//vzZ1dW1rtMxGIxfv37l5uY2TCsMprkSFRW1f//+2NhYVK+IRqONGDFiy5Yto0aNEu+Fnj17dvv27ZSUlLKyss6dO1tbW0+fPl2E8/nq1auioiIdHR07OzthMsuWLTt+/Hh0dDSHw6HRaOJVGNN02B4p5akAACAASURBVLNnT3x8vJqa2r1793id/549ey5YsGDSpEkJCQkzZ8588+YNfg/AphCDwTQXqqurJ0+e/OrVK11dXT8/v+nTpyNTzuFwrl27tn79+mfPnk2bNu3Ro0cyMjJbt25lMBgTJky4du0alfp/2pL369cvOjq6f//+KSkpFy9eJAsm5+bm7tq1Ky8v78+fP6WlpfPnz1+9ejU2Ey0EgiCGDRsGACEhIQQPFRUVDWnpQ2AaAPpm3r17V9qKYOpAdXX1okWL0OefQqG0a9euXbt2ZLWDhQsXVlVVieVC2dnZo0ePFvzSofQ/YWcFBgYCgLW1tYiZORwOyirMyckRi6qYJkhJSYmysjIAhIWF1ShQVFSEOu5cvnxZcLRGe9GCaVWmUE1NrenoXCc7yGazuVyupFXCYJo4R48eBQAtLa1v374Jjn78+BF9x8+fP5+bm0ulUqlU6ubNmwcPHqyiomJgYDBr1qyvX7/yzWZubk4QBJvNvnLlipqaGvnw//DhQ9u2bTdt2tQ4t9akaNOmDQBs3LhR2oqIE6FuvZKS0ogRI168eDF+/Hj09oAoLCwMDQ1VVlZ2dHRE744EQTAYjN+/fz9+/Nja2trExIROp9fbfGIwzZQlS5ZcuXJFRkbGzc1tzZo16JU6Nzf33Llz+/btu3jxIovFunr1agOv8uPHDwsLi5ycHHl5+Tlz5tja2srIyGRnZ1+6dCklJWXlypVfv349dOiQ4Ino7Yq3z4og6KEAAHh7sAUTGRlZUVFhbGw8ZcqUGgXatm27Zs0ad3f3sLCw+fPnN7J6TY1WZQqzs7NDQkKkrUWdKS8vT05O1tPT69mzp7R1wWCkybFjxwDgwIEDXbp0ERzt1avX7t27165di6rFcLlcdXX1Q4cOWVlZDR8+/Pnz5zdv3vz333/fvXuHTp86deratWtfvHiBUk7WrVunqak5bdo0NFvv3r1XrFhx6tSp/fv340q/LQFC+Irvli1btm7dynfw4MGDAHDjxg1B5/L169fGxsbp6elid1tbG615h/DXr1+vXr368OFDeXm5tHWpA3fv3gUAWVnZ+/fvC45GR0fLy8sDwJ07dxpyFQ6HY2ZmBgDdu3fn+6JxOBzyoXzr1i3Bc9+8eQMAbdq0YTKZwuZ/8eIFAGhoaOC19hYMarqzcuVKETIJCQkAYGhoKDjU2nYICWwKpUTt7WB+fv7jx49fv37dCFphME0WVMJKSUmpsrJSmExxcTGK8ERPMFlZ2eTkZDT0588fa2trAJgzZw46wuVy0epwSkoKWm3R1dXlne3MmTPy8vJsNltyN9U0aZE7hP8naJgPc3Pzdu3a8R0MCgoyNjZ2dHQUlO/fv//Zs2ft7OxKSkrq6Z5iWitsNvvs2bN9+/bt0KGDmZlZnz59dHR05s6dm5aWJm3VasX+/fsBYNOmTWPHjhUctbGx2bp1KylWb4KCgl69etW2bduoqKhu3brxDqHAjy1btgDA1q1bBXs0m5qadujQobS09NKlS8LmR/Eh48ePx6t9LRi0bYUCh4SBrF2z2+CSENgUYjCYpk9WVhYAGBgYiIhy19DQaN++PQCw2WwAUFVVRavMAKCuro4qzyUnJ6MjRUVFHA6HQqEcPXoUvV2gxRdytri4uHnz5uGQopaBKIfQzs5u1apVfAc/fvzo4ODAl35KYm5urqWlRaafYjC1IScnZ9iwYcuWLXv//r2srGynTp00NTUrKyuvX79uYmLS9NviFRYWJiUl0Wi01atXC5NZsWIFjUZ7/vx5fn5+vS+E8gBdXV07depUo8COHTs0NTW/ffv27NkzviEKheLu7g4AKK1c8Nxjx47duHGDRqOh5z6mpYLeBr58+SJCJj09HQA6dOjQSDo1bbApbOIoKSnRaDQVFRVpK4LBSBMFBQUAqK6uFi2GBExNTQGgrKyM952kR48eCgoKlZWV6Nf//vsPALp27aqqqorkCYIYNWrUnj17GAzGvn37aDRa039Dw9QSUQ5hjcjKyhoaGooQ6NKlS3R0dANUwrQu6HT6mDFjkpKSNDU1z58/X1xc/OPHj8LCwg8fPkyZMoXFYq1atercuXPSVlMUmZmZXC63Q4cOurq6wmS0tbU7d+5MEMS3b9/qfaGXL18CwPjx44UJKCoqjhw5EgBQyWk+li5dOnr06PLycltb2z179uTl5aHjHz58cHJyQqUUPT09jY2N660hpuljZWUFAJGRkUVFRcJkbt68CQDos4SpEWwKmw7KysrDhw/nC5rAYFobRkZGVCr1+/fvOTk5wmQyMjJyc3Pl5OSGDh06ePBgNpvt4eFBjlZWVlZVVQ0cOBAAysvL9+3bBwA0Gs3T0xMJ9OvXj8vl7ty5U19fPzAw8NSpU7xdDTHNmjo7hNbW1mhXWhjJyck43gxTezw9Pd+/f9++ffvk5OTFixeTq7y9e/cOCwtDjypXV1fU1q9pguIzhe0VkCABwWDO2oPe4EW4nQCAitnU+K5Po9GCgoLGjx/PYDB27tzZvn37tm3bqqurGxsbX7lyhUKhbN++He0iYlowAwYMGDRoEJ1OF9ZNISIiIiQkREZGZvHixY2sWzMCm0IMBtOk0NLSMjc353K5hw8fFibj6+sLANbW1ioqKj4+PlQq9cyZM56engRBAMDdu3epVOrGjRtLSkrs7OzS09Pbtm27YcMGdXV1dPqAAQMGDBhgbW1dWlr6/v37bt268UaQYpo3RB2LBMTHx5ubmwtLIQ0LCwMAU1NTceU4tk5aT1GZsrIyFOz+8OHDGgW4XO7w4cMBoCmXNs7Ly6NQKDIyMoWFhcJkiouLG97RAYXwJSUliZBBpSOPHz8uTIDL5QYGBlpaWpJx/8rKylOmTHn58mW9FcM0L54/f46WdWfOnPn792/yOIvFOnnyJPpKbt68ucZzW2FRmRrBplDStB47iMGIi8jISACgUqnXrl0THPX396dQKBQK5dmzZ+gI6Tr279/f29u7U6dOc+bM2bx5s7a2NgCoqqqOGDGCw+EQ/1uXTkVFJSUlhSCIt2/fou7KMjIynz59asx7bAq0yKIydXYICYIYM2bMunXrGAwG70EWi3X58mX0JrF8+XLxa9qaaD2GEL029enTR4RMaGgoAPTu3bvRtKoHKMRi//79wgR8fHwa/oI4ffp0AHB3dxcmUFZWhlbyyLphIqDT6ampqZ8/f66urm6IVpjmyNWrV5FPqKCgYG9vv3TpUicnJ5ReCADTpk1jsVg1nogdQhJsCiVK67GDGIwYWb9+PQBQKJTFixcnJiYyGIzKysr4+Pi5c+eix7uHhwevfEBAQI01xnr16jVr1qw3b94gscTERPi/rYw5HM7MmTMBQLAIc4sHO4T/w+vXr1Hlj1WrVh05csTX13fZsmVGRkboMyQnJ/fjxw9J6tzyaT2GEBU+nj9/vggZFJclLy/flHshoHIvysrKiYmJgqNJSUmog9nVq1cbcpU7d+6gRbu0tLQaBVBVmz59+jTlvxWmiZCUlPTPP//wvQTo6OicOHFCxOcHO4Qk2BRKlNrbwerq6nfv3vHudWMwrRYOh7Nx48YaQwIpFMquXbsEH+8FBQWzZ89WVVXt37+/hYXFnDlzbt269fLlyzlz5mT9L+htbcaMGT9+/MjKykInouJka9eubfS7lDLYIfz/XLjw/9i777imrv9/4CeEPcKeokwnilhERNRWxVEHKsUPthZHcdQ9UGjduG0VR+vqp9IqRf2ICu6trSBLEXEgKgLKEFDZICPJ/f1xP5/88g0BMsjAvJ6P/oE35+a+cpvck3fuvedECL2RVEdH5+zZszJLqypUpyCkz5tNnz69hTb03YOampr0dQvKicvl0tdq6unp7d27t6qqil5eVVX1yy+/0NXghAkTpH8JPj4+hJCOHTumpqbyL29oaAgNDaWvFbl+/bqUWwHV8ezZs4MHD65cufLnn3++ceNGC9NU0lAQ8kNXKDuYhxBAYgkJCf7+/nTdQggxNjb++uuvBb428NDTDL5584Z/IX23jlDu7u50m7dv3xJCoqKiZP56lMwnWRCqN/f/u2UzZszo16/f3r17r1y5UlBQwGQy7e3tv/zyy+Dg4I4dO0r2nKCC7O3tCSEPHz5soQ39qL29faujtigQg8GIjIycNm3a6dOnFy1atHz5cnrIu5cvXzY0NBBC/Pz8jh49Kv1LiIqK8vb2zsrK8vDw8PX1HT58uLq6en5+flRUFD1+6caNG+miEUAU3bp1o2ccBgmgKwQAJeTl5RUdHU0IqaqqYjAYLUzK8vr168DAwDNnzggcsjZu3FhZWcn754MHD9atW+fm5rZq1Sres127dq1Tp05jxoyRzYsAuZKwICSEuLi4HDp0iBDC4XDU1NQwnBpIYNiwYerq6g8fPhR69RrtwIEDhJARI0bIN5rY9PT0oqOjT548uX379rS0tKdPn9LLnZ2d16xZExgY2CafEQsLi+Tk5Hnz5p08eTI2Npa+iJRmbW29c+fOr7/+WvqtAICI0BUqHD0+FmbHBmjKwMCghUdLS0v9/f1/++237t27CzwkcIawQ4cO69ate/nypbOzs5ubGyEkJSVly5YtUVFRvPOQ0K6JXRC+efNm9uzZmzdvdnd3p5fwH4XLyspSU1NxggJEZGJiMmPGjH//+9/Tp0+/c+eOhYWFQIP9+/dfuHBBU1OzuSHylQqDwQgICAgICMjJyaGvvrC1teXdU9RWTExMTpw4sWbNmrNnz6anp1dWVtrZ2Q0ZMmTs2LH0takAIGvoCpWHiYmJq6srJqYHEEttbe24ceOys7Pnz58v8NCgQYN27drFv+TVq1eEkK5du37//ffq6uo2NjbGxsa3bt2ysbGRX2KQJbELwoaGhqtXr86cOZPXC/JTU1Pz9fX97bffeMMZAbRs69att27dev78uZeX165du0aPHq2urk4Iefv27bZt23755RdCyJYtW9q8rJIpBwcHBwcHmW7CxcXFxcVFppsAgOagK1Qqpqamio4A0M6EhoYmJCQQQkpLSwUe4i/zwsLCkpKS6JYPHz7s16+fp6fnzp075RkV5EDyS0aFMjQ0dHFx2bp1K3pBEJGpqem1a9d8fX2fPn06fvx4Fovl4OBQXV2dnZ1NUZSamtqGDRuCg4MVHRMAQFToCgFAyf3yyy/0b+4tW7dunRzCgMK1XhCWlpbevXvX3Nzc3NzczMysvr6eENLQ0FBXVyfQsrGxMTk5mXfrFICIHB0dU1JStm7devDgwffv36enpxNC1NTUBgwY8NNPPw0YMEDRAQFA1aErBACAT1XrBWF5efmECRO4XC7/wilTprSwiqurq7S5QMXo6upu3Lhx/fr1GRkZJSUlWlpanTt3trS0VHQuAABC0BUqMYqiSkpKWCyWjo6OorMAALRLrReEjo6OEyZMOHPmjIjPqKent3nzZulSfVISExPnzJlTU1Mj+ir0dw42my2zUEqKyWT26tVL0SkAAAShK5QGl8tNTk4Wqx+kKErElqWlpRkZGSYmJr1795YoHQCAqhPpHsIdO3ZMnTrVwMBAU1Pz48eP48aNCw4OpqcnFqCvr9+jRw8TE5O2ztmOpaWlPX78WIIVa2tr2zwMAABIBl2hxPbt27do0SIJVqyoqGi1Df0TqsDJWwAAEJ1IBaHAkImBgYF9+vQZNWqUzFJ9Ur7//nsvLy+x+ioPDw+KolgsluxSAQCAWNAVSqx///79+vXjcDiir5KamkoIEWUyCcz9CAAgJUlGGV2zZo1Yh3UVp6am1qdPH7FWYTAYol8tAwAA8oeuUHQeHh7JyclircJkMrlcrijTzRsaGlpZWZmZmUmaDgBA1UlSEHbq1KnNcwAAALQjvK4wOjr6wIEDL1++NDc3Hzly5IIFCzp06KDYbCpFQ0Oje/fuik4BANCOSTUPIXpBgHbh48ePR44cOX/+fE5OTmNjo7W19dChQ2fOnGlra6voaADtAJvNDggIMDY2trGx6dWr16RJk3gPRUREBAUF0X/n5+enpaUdOHAgKipqzJgxCgoLAAAgnlYKQvSCAO1dfHz85MmTCwoKeEuysrLi4uJ++umnrVu3Ll68WIHZANqFf/7558yZM3p6esOHDzc0NOQtr62tXbNmDf33yJEjP//88/z8/IsXL/r5+f3zzz/9+/dXUF4AAAAxtFIQohcEaNdu3bo1ZsyYuro6BweH77//3tPTU1NTMyMjIzIy8p9//lmyZElVVdXq1asVHRNAqZ06dUpPT+/hw4fOzs78y2/dulVYWEgICQkJ2bZtGz26ydatW6dMmTJr1qz09HQ1NTXFJFYxHA5HTU0No8sAAEimlYIQvSBA+/Xu3buvvvqqrq5u4sSJx44d09bWppd7eXkFBQWFh4cHBwevXbvWy8tr2LBhio0KoMySkpJmzJgh0A8SQh49ekQIMTMzW7t2La8aYbFYkZGRjo6OV69e/fLLL+WdVfVUV1ffv3/fysqqW7duis4CzcrMzLSzs9PR0VF0kP+qra3Ny8vr2rWrooMAKIVWyjYJesGCgoKrV6/KIisAiCU8PLy8vNzd3f3EiRO8apBn2bJlS5YsoSgqNDRUIfEA2ou8vLwRI0Y0XZ6enk4IGTZsmJ6eHv9yIyOj2bNnnzp1Sk75VNvHjx8pivr48aOig4CgvLy8PXv2BAUFdevWrXv37k+fPlV0InL+/PlVq1aNHj3a3Nwcd0wA8LRSEKIXBGi/6E/imjVrNDU1hTZYt26dpqZmampqdna2fKMBtCd1dXVCh0yjfxv97LPPmj7k6uoq7kQLAG2IoqjExMTFixePHj26Z8+eLBZLX1/fyclpwIABM2fOPHbsGH2dl0yVlZWVlZUVFRU9f/5clPYfPnzo0aNHQECA7Gbeev36NUVRycnJtbW1MtoEQHvUyiWjkvWCW7ZsaZNwACCx2trarKwsQsjQoUOba2NkZOTu7p6YmJienu7o6CjHdADtSefOnUtLSwUW1tbWvnjxghAidKZZa2tr/pGcQHZ0dXWZTKYoU9irCDab/euvvx48eDA7O3vChAlfffVV586djYyMSktL8/Ly7ty5c/78+cOHDxNCLly4INOBAF1dXV1dXTMyMi5duiRK+4cPHz579uzly5dsNltDQ0MWkRYsWEAIycvL++uvv5o+2tjYGBISUldX9/PPP0v2jsrJyTE0NDQxMZE2KIB8tVIQohcEaKfKy8sJIerq6i33anS/RTcGAKG6du2alJTk4+PDvzA1NZXL5ZJmfhstLi7GKQj50NPTGzx4sKJTKIvc3Nxvv/327t27o0ePvnr1qp2dnUCDwMDA2traH3/8ce/evfKZKkxXV1fElvR8kp07d5ZRNcgjcHUbT0JCwu7duwkhPj4+X331lVjPmZOTs2LFipiYmNjY2HHjxrVBSgA5auWSUboXFFiIXhBA+ZmbmzOZTDabnZ+f30Iz+mJRKysreeUCaH/8/Px27txZVFTEv/DQoUOEEHt7e1NT06arJCYmWltbyykfACGEkDdv3nh6et69e/e77747d+5c02qQpquru337dkKIsl0YYm1tbWRk1KNHD0UF6NOnT9++fV1cXLy8vMRd99GjR6dPn+Zyuebm5rLIBiBTrRSE6AUB2ikNDQ16ApiTJ0821+bx48fPnj3T0NCQoPMDUB3+/v5OTk79+vWLjY0tLS0tKiratGnTsWPHSDOXZFdXV588ebJjx45yTwqqq7a2dsKECSUlJW5ubgcOHGAymS00VldXNzMzY7FYcosnCgaD4eLiosCCkMVi3bt378mTJzY2NuKua2BgQP+BghDao1YKQvSCAO1XUFAQIWTLli25ublNH21sbJw3bx4hxN/f38jISM7ZANoRNTW1gwcPlpWVTZw40dTU1Nraes2aNRRFaWhoCEzjyeVy37x5M2PGjKKiIszmAvIUERGRlpZGCNm4cWNzA4nxMJnMV69eySWXeHr06OHi4qLoFJLg7XMzMzPFJpGz9+/fJyQk3LhxIz09nc1mKzoOSKiVghC9IED7NXXqVA8Pj9LS0iFDhsTHx/M/lJeXN27cuPj4eENDw02bNikqIUB70bdv3/j4+AEDBvCW0DMtOTg48Jaw2WwzMzNHR0d6gF9/f38FBFU9DQ0Njx8/FriUSdVQFLVv3z5CiLGxsSizXzIYjKanBymKunLlSkBAQKdOneiRUQYOHBgeHl5dXS10i6I3FioxMdHY2JjBYOjr679+/Zpe6Ovr6+Hhwd+svLx8y5Yt/fr1c3R01NHRcXBwCAgIOH36tIhbIYTcvXvX39/f1NSUxWL1798/PDz8/fv3TZvV19c/ePBg06ZNPXv2fPjwobgZeBOf5OfnZ2VlZWVlvXnzhvdoYWHhmjVrXF1d9fX1bWxsvvjii+joaP7VKYoqKCg4derU5MmT6ZF+CgsLAwICTExMjI2N+/fvv3v37ubKLTabfeLECV9fXwcHB319/c8++yw8PLyqqor/ya9fv+7n59e5c2dDQ0MPD48VK1ZIP3bAnTt3hgwZYmVl5e3tPXz4cDc3NwsLi6VLlwrdvaDsKIoaNGgQIeTUqVNUMx4+fCjQC544cYK/QWNjo7GxMe/6hMePHzf3VCAKNTU1Qsi5c+cUHQTavfz8fN7Eu97e3itWrAgNDfXz89PS0iKE6OvrX7t2TdEZoT1ptb/45L18+fLixYsJCQkVFRVCG3A4nNLS0qysLC6XK+dsnxLR+8GSkpJbt249ePBADqmUFj2mNCFk9OjRkj1DZWXl+PHj9fT0/vzzzw8fPnC53Pv37/fu3ZsQYmdnJ7B7xWqck5NDZ7t37x5v4fXr13V1dW1sbGJjY9lsdnOpCgsLbW1t/f398/PzKYqqrq6OiooyNTUdNGiQKC8qLS1t1KhR/fv337x5c2Rk5Lp16/hPP44cOZLX8uLFi5aWlryJtfmjtprhzZs3s2bNontVfrzn37Bhg5WVVVBQ0OrVq6dNm8a7JOfixYu8rYwdO5Y31I23t/ejR486duzYpUsXb29v3sWofn5+TV/jqVOnnJycBg4cuGzZsuDg4CFDhtCNjx49SjfIz88fPny4u7v73bt3ORxOVVXV9u3bGQyGubl5ZmamKLtRKPpJ6G05Ojq6ubnxXlenTp2ePHki8TMrP0NDQ0LI8uXLFR2kLYlUENLQC8oNCkJoQ+Xl5bNnz1ZXFxxSeOjQoZ/2IRtkAQUhyEdbFoTHj1OzZwv/b+VKqrpasP3Hj9SaNc2u8r/v2f/HkyfUggXC28+fT6WlifXaJXDjxg36wB4UFCTB6mw2e9SoUYSQS5cu8S8vKyujz9dZWFjQ5ZC4jSlhBWFsbKympqavr29ZWVnLwSZPnkwIEWgWExPz5Zdftvqi/vzzTw0NjcWLF/MXnBwO59ixY3TpxV8Q0ni33PMXhK1myM7Ojo6OXrlyJb1uVFRUdHR0dHT0/fv36QaEkMjISN66paWlrq6uhJAhQ4bwPyeXy/X29iaEWFlZ9e/fPzk5mV5eVlbGmx3k9u3b/KusWbOGEHLkyBH+L963b9/W0dH5+++/KYp6//69vb19x44dy8vL+VcMDAwkhPTr14/D4bS6J+ls/P/87bff6DyzZs168+YNvZDNZl+5cqVbt26EEFtb27dv34ryzO3RJ1kQCpl2gsvlrlu3TsRZRJujpqY2evToqVOnSvMkACA9Q0PDQ4cOhYWFXbly5enTp3V1dc7Ozj4+Pu30Pg1Fqa+vz8nJqampMTU1tbOz4/0yCgCKRV+d1OwYKhRFvvuO/O9yPiF69yb/+tf/WXL9Otm4sdn2hw+TyZOJwLwI27eTyMhmVykqIqdONftoW+DNMk8X0uI6fvz4lStXevfuTVd6PEZGRuHh4YMGDSopKVmzZk1ERIS4jZuKioqaMWPG6tWrV69e3WrauLg4QgiHw+Ff6OXl1ep31KdPn86ePdva2nrbtm387w01NbWvv/76xo0bQuPxLqgRK4ODgwN9rSb9Tz8/P21tbf7Gc+bMmTJlCu+fxsbGmzZt8vX1vXPnDpfL5e0EBoPRpUuXu3fvlpaWpqam8ga2MTIyioiIcHBwqK2tvXPnzhdffEEvj4mJ2bhxo7+/v8CX7S+++MLZ2blTp06EkODg4Nzc3HXr1tE1DM93330XGRmZkpLy6tUrR0fHy5cv5+fnf//9901f/rt37yIiIk6cOLFlyxb6auSCgoIlS5YQQrZt2xYaGspryWQyR44cmZCQMGTIkPT09KVLlx4/frzpE4JyElIQFhUVbd68maIoKZ/6wYMHKAgBlISVldX06dMVnaJdevbs2YYNG86fP19TU0MvsbGxmTZtWkhICAbjgfYoKyvr4sWLmZmZxcXFxcXF7969MzAwsLS0tLCwsLS07Nq164gRI2xtbRUdU1QmJib0rVnCH2YwyPHjJDNT+KNaWqTpzOzDh5M9e5qtIZ2dBatBQsiqVaSFn9hkOfk7jfd1v6SkRILV6dHjPTw8mv7UNXDgQE9Pz+Tk5JMnTx44cEBLS0usxvyPUhS1cePG8PDwmJiYMaLtE7pYmjBhwvbt2z09PenSztLSkr8OEWrv3r0NDQ2+vr4CtRmtuXkOhQ67KnEGnoMHDwos6dmzJyGEvrCOfxAaOkCfPn0Ehjm1sLBwc3NLSEjgDQVEUdSGDRtIM/cqR0VFdezYsaamhr5T0cTEpKqqSkdHh3etkL29Pf3Hw4cPL168uHTpUj8/P4GCkKKo48ePr1ixYtmyZX///TfvPbZ///7a2trPP/9c6B4wNjaOjIx0c3P7z3/+89NPP2GYyfZCSEFoY2Nz4cKFlucuE4XAbcEAAO3O8ePHZ8yYUV9fTwhhsVgmJiZv374tLCzcunXr8ePHL126RM+kDNAuFBUVzZs3LyYmptWWI0eODAsL8/T0lEMq6QmdBOv/Gz+ejB8vxtNpa5NFi8RL0LUrEbk8eAom2wAAIABJREFUkAX6dBD537WOYl3CwGazExMTCSHN/Qrg4eGRnJxcU1OTm5vr5OQkemOBE25z585NTU21trYWfWKJJUuWBAcHx8fHe3t7Gxoaent7e3t7f/HFF15eXi2/xitXrhBCnJycRNyQLDLwoyjq+fPnN2/evHPnztOnTxsbG+nl7969azoqadNbPMj/djjvd8k3b97QI98InUyyV69ehJBnz57RE4MHBweHhIQQQjQ0NJhMJpPJVFdXt7e3t7a2ZjAYdIXfdGTaTZs2HTx48Ny5c+7u7vzLr127RgiZM2dOcy+2V69e3t7ecXFx169f/+6775rdKaBMhLznCCGjR4+Wcw4AAGVz6dKlwMBADoczZsyY9evXu7u7MxiMurq6K1euhISEvHz5cvjw4SkpKRLMWAUgf6WlpV5eXvQkNFpaWh4eHnZ2diwWy8DAgMViURRVUVFRWVlZWlqakpJy9erVGzduHDhwYNasWYoODq1zdXW1srIqKioqLCxMSkoSa2rZsrIy+npIXrEhwNnZmf6jrq5OrMYCD3Xp0iU1NfXt27fDhw+Pi4sTZc7qpUuX2tjY/Pbbb/Hx8RUVFZcuXbp06RIhZMSIEVFRUc1N8MDhcAoKCgghzQ3LKdZFcJJl4Hf9+vXQ0ND8/PypU6cuXLiwd+/eGhoaOjo6pMmVqC0QKD55Q5jyjyYq4N27d/QfR44c+eabb4S2mTlz5g8//DB9+nSBgvD3339ft25dampqnz59BFahjyFubm4tpO3Tp09cXBzv9lFQfv+/ICwoKGhoaGh17hoAAFVQWVk5Y8YMDoczd+7cffv28TpjbW3tCRMmDB48eNiwYQ8fPly4cKFYA6ADKMqmTZtyc3MDAgIWLFjg4eHRdFBEHoqisrOzIyIiFi5c6Orq2l7OE6oyNTW1b7/9dseOHYSQ9evXX716VfR1TUxMtLS06uvrhc5YSwjR1dWl/7C1tTUyMhK9scBDy5Yt8/T0XLJkyatXr3x8fG7fvm1hYdFyNgaDMXny5MmTJ1dXV//zzz/Xrl07ceJESUnJtWvX1q1bR8+00ZSamhqTyeRwOM3NtfixhXtK2ygDT0xMjJ+fn42NTVJSEu9sXtNqWVy8Ow+fP38udGJwQoi5uTn9R3MX/SUmJurp6dHDw/J//y8qKgoODg4KCmpaDZL/laYtF9VcLpdIekcrKIQa+d+t2IsXL9bT0+vRo0dAQMDGjRtjYmLo8UIVnRAAQAEiIiJKSkp69er1yy+/NL0uyMTE5D//+Y+GhsaZM2devHihkIQAYomNjV2+fPmJEycGDhzYQjVICGEwGE5OTps3b962bdvOnTvlllAyFEUVFxeL9RX/k7Ry5Ur6bNW1a9f27t0r+opMJpO+hjMtLU3otz669uvTp4+pqalYjZs+unjxYvqGuoyMDB8fn1YnrLt48SL9h76+/pgxY/bs2ZObmztt2jRCyKNHj5pbi8Fg0PfI3bx5U+hJwrdv37a8Xekz8NDjr8yfP1/otZ0S69KlC90xXb58ubk2dnZ29B/0RZ4COBzOxo0bw8LC6H/yHxO2b99eWVk5d+5cQghFUQKnMekLce/fv99CPPrRNrlkF+RDjRDy448/jh071t7ens1mP3v27OTJk2vXrqXnrzQwMPDw8Pjuu+/Cw8OvX78u1kdIOWVlZe3Zs2fu3Ll+fn7e3t5dunRxd3cfPXr09OnTQ0NDIyIipL95EgA+AfQtKHPmzGlu9MIuXboMHz6c1xJAyRUUFIg+DAYtKCjo7t27MsrTVkpLSzMyMvC7jLGx8YkTJ+jzPEuWLNm5c2erF0byGtCT19GjDTVtFh8fTwhZvny5BI2bmjNnzh9//MFgMB4/fuzj4/Phw4cWEn733XcCr0JHRycgIIAQIvTkFQ89HubLly+PHTsm8FBaWtrt27dbWFfKDLz7AwkhFRUV9LWdXbp04W9DX3QqDXNz82HDhhFCzp8/f+vWLaFtWCwWffLw5s2bSUlJAo/+/vvvAQEBvKHReAPtcLnc6OhoXV1dW1vbWbNm2djYsFisESNG8EZVHTt2LCFkz549zZ00SkhISE5OVldXp/8vQPvAPwdFQ0PDkydPTp48uW7durFjxzo6Ojb9XVxTU7NHjx6BgYHbtm07d+7cq1ev5DVDhrTevn07ceJEUfbJyJEjk5KSFBgV8xACKFznzp0JIXfv3m2hzerVqwkhixYtklsqhcM8hO2XmZlZY2OjWKvU1NRoaWnJKE/LMDG9ZC5dumRiYkJ/mfn888+vX7/edKI5Lpd7/fp1X1/f//znP/SSwsJC+uyii4tLSUkJf2N60gV/f3/e84jVmKKojIwMOs+dO3d4C48dO0b/1ubm5lZQUCD0tdCjeTU9CAcHB2tpafGm6RPq9evX9Piiurq6sbGxvOWJiYk9e/akS6nBgwcLrPXs2TM6alxcnLgZ6NdOCLlx4wZFUeXl5aWlpWw2m44xZswY+tPHZrN37NhBH0gJIQ8fPuR/WvqW3T59+jR9RXQJyj8B44MHD+gnNzExiYmJ4W9cV1dXXV1NURSvVrS2tuZ/FR8+fBg6dOicOXPYbHZaWhohJDg4mH8nWFlZ+fj47Nmz5+zZs/ScGaampqWlpRRFvX//nh5xdNmyZU0nHi8oKKDPhc6ePbvpq/g0fJLzEJKWH66oqLh///6RI0cWLVrk4+NjaWnZtHwyNjb29vaePXv27t274+LiKisr5RNdLB8+fOCNsaulpTVw4MApU6bMnTs3JCRk06ZNGzduXL58+ezZs/39/emhuphM5m+//aaotCgIARSOHhohISGhhTb0pMALFiyQWyqFQ0HYfn3++ef838hF8eeff9rb28soT8tE7wffvXuHgpBffn7+N998w7u0wczMbOLEiYsWLVq9evXMmTOHDRtma2urra09ffp0/rItISGBvsizc+fOly9frqqqqq6uPnXqlKGh4Zw5cz5+/Mi/CbEa865XPHbsGP/y06dP02elrKysDh06VFNTI/BC6IFhzM3NDx06lJubW1lZ+eTJk2XLlunr6585c6bV/RAbG8u7L87FxWXq1KmDBw/u1q3bixcvli1bRghxdHQUqGd4UY8fPy5uhg8fPtD3T+ro6Hh4eOjo6Fy7do2iqJkzZ9LP2atXr8DAwB49euzZs4d+WkLI5cuX+Z/Ex8eHEGJhYdHQ0CDwcuiC0MXFhT/zxYsXeVNleHp6zps3b9OmTUFBQRYWFikpKXSbQ4cO8fbD4MGDly9fHhoaam9vz2KxDh8+TFGUQEF448YNQkjHjh3p8o+iKC6XS09usXXrVnrJsWPH6DNGX375ZVpaGr2wpqYmMjKSrhScnZ0/fPjQ6v+jdkoVC0IBHA4nKysrJiZm06ZN//rXv3r06NF0Lhd1dfXu3bv/61//EuXjKjdLly4lhAQEBMTFxdXV1bXQksvlZmVlrVy5UktLS1HnCVEQAigc3TH/+uuvLbShp9IKDw+XWyqFQ0HYfv35559OTk5PnjwRpTGbzT58+LC2tvbChQtlHUwo0fvBhoaGjIwMgVNVkJeXt2vXLj8/P2dnZ2NjY3V1dRsbm379+n311VeHDx8uLy9vukpxcXFoaGj37t21tbUNDQ1dXFzmzJnTXKUtSuOjR486Ojrq6enR3w91dHQcHR0jIiJ4Dc6fP6+pqamnpzdx4sS3b98KbKK8vHzlypVeXl4WFhYaGhq2traDBg0KCwt7//69iDvh9evXc+fOdXV1NTIyMjQ09Pf3Lysro/53Io4+b+bk5NTY2Cg06p49e8TKcO7cuZ49e+ro6HTv3j0yMpJeWF1dvWLFCnt7ez09vWHDhj179oyiKN7ll/SYLnV1dd7e3vyzIOrq6pqamvKX1nRBSAhhsVijR4/mLS8sLFy1ahV9zsbAwKB3797Tpk0T+Cnz5cuXCxcu7Nq1q46OjqGhYY8ePdzc3NLS0vLy8vLy8ui7HmbPnv369eu8vDx6WpopU6bwP8PNmzcJIV9//TVvyR9//MG77dDY2NjOzo5Xdrq5ueXk5Ij4/6g9QkEoRH19/cOHD6OiokJCQqysrPgrQycnpzaJ2CYcHBzE/T+3a9euSZMmyShPy1AQAihceHg4/Zsum80W2uDFixf0L2KZmZlyzqZAKAjbL3oCFTU1tf79+69aterMmTO3bt1KTU198eJFRkZGcnLy9evXz5w5s23btjFjxtDfeExNTZt+TZcP9IMqIjs7u+Wf6YHGZrM5HA6Xy+VwOM31SiIaPHgwaYa7uzs9HozABZ/0WEEzZszgX5iVlTV9+nQDAwPe6l27dt27d299fb008ZTfJ1kQCp+HUHRMJvPDhw937949c+ZMUVERvVBPT2/MmDH0wEpKQrKb6X/++WcZ5QEAJffdd99t2rTp8ePHISEhO3bsELihuqqq6ttvv21sbBw3bpzA5MsAyklNTe3MmTMhISH79u1rOsJEU87OzqdPnxb4qRegbTk4OCg6QvvAuwa46ege4tq4cWNlZSXvn9nZ2YsXLx4/fvy3336rr69PDyAiMIpkeXk5+d989zxOTk5//PHH/v37c3Nza2trzc3N6buuoD2SsCCsqak5ffp0dHT0rVu3amtr6YWWlpYBAQGTJk3y8vJqblw+RWGxWLyRlERE17oyygMASs7Q0HD//v1ff/11eHj4ixcvNmzYQA8ox2azL168GBoa+vz5czMzsz179ig6KYCoNDU1d+/evXDhwqioqKtXr+bm5hYXF/OPKc9isaytrd3c3Hx9fSdNmtT0rhAAaO8EzhDS9xA6OTnRNwoSQiZNmnTlypXa2lrerJJ37twxMjISOrs9fYmsjCODzElSEFZVVbm6uvLmJDU2Nvb19fX39x8+fHjLUxspkIuLS2JiIm9YJ1FER0dbW1vLLhIAKLmAgICqqqr58+dfuHDhwoULHTt2NDMzy83NLSsrI4R06tQpNjYWP29Du+Pk5LR27dq1a9cSQrhc7ocPH4qLi3V0dKytrXnf/9oXDoejpqYm/ZkTABX06tUrQkh2djZvSVhY2K1bt0JDQ/fu3ctgMJ4/f75z5859+/YJHVoSPg2SFIRcLrekpIQQ4u3tvXr16mHDhin/j4gzZsyYMWPG2bNnXVxcWm3M4XCOHDkyf/583m3HAKCaZs6c6e3tHRYWduHCBfr+e0KIjY3NtGnTQkJCxL3uAEDZqKmpmZubm5ubKzqI5Kqrq+/fv29lZdWtWzdFZwFoT8LCwpKSkhISEggh586d8/LyGjBgwM6dO7t163bv3r0VK1Z4eXl16NCByWSeOnWqb9++is4LMiRJQWhoaBgSErJ+/frc3NzBgwcrfzVICAkMDIyOjnZ1de3Xr9+wYcPc3d3pIacMDAzYbHZVVVVlZWVVVdWLFy/i4uLi4+MrKipMTU1Xrlyp6OAAoGDdu3c/ceJEfX19ZmZmaWmpra2ts7MzzkWAKmhsbFT+Lp4eifHjx4+KDgLQzqxbt665h+zt7aOjo+UZBhRLwnsIQ0JCDh8+nJeXt2fPnh9//LFtM8kCbqYHAGloaWn17t1b0SkA5ITD4fj5+V24cGHdunX0xaUAAPCpUpNsNR0dnVWrVhFCIiIi2jSPDNE302dmZoaFhQ0YMMDGxkZg5BsWi9W1a9eAgICoqKiMjAxXV1dFRQUAAFCgzMzMc+fOcbncHTt2KDpLK3R1dZlMpr6+vqKDAAC0V5JPOzFz5szc3Nx2d8n+p3czPQAAQNvq3Lmzj4/P7du3lf9eej09vRbmVQMAgFZJXhAymcytW7e2YRT5+wRupgcAAGhzmpqa169fr6qq4p91GgAAPkkSXjKqChobGxUdAQAAQGFQDQIAqALJzxB+wtr2Znoul3vz5s3y8nLRV6EoSsqNAgAAKIn4+Ph58+bV1NSIvgqXyyWENDQ0yCwUAAD8FwpCIeib6QkhO3bskL4g3Ldv36JFiyRYsbKyUspNAwAASCY2NnbOnDlsNvvDhw9SPtXTp08fP34swYra2tqttmloaHj+/Lm5uTkGBgcAkAwKQiHa9mb6AQMGeHt719XVib5KWloal8vt3r279FsHAADgSUxMPHjwYHp6ekVFRdeuXQMDAwMCAtTVhXwZYLPZJSUlbbLR2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width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Medidas de decisão.
+# anova(m0, test = "Chisq")
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: ngra
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 73 34.238
+## bloc 4 2.0264 69 32.212 1.1637 0.33686
+## umid 2 1.7457 67 30.466 2.0050 0.14439
+## K 4 3.8324 63 26.634 2.2009 0.08082 .
+## umid:K 8 2.6490 55 23.984 0.7606 0.63838
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = ngra ~ offset(log(nvag)) + bloc + umid * K, family = quasipoisson,
+## data = soja)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -1.52741 -0.46025 0.06782 0.45274 1.05490
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 0.848160 0.029477 28.774 <2e-16 ***
+## blocII 0.011313 0.017535 0.645 0.5215
+## blocIII 0.036250 0.017615 2.058 0.0444 *
+## blocIV 0.019384 0.017940 1.080 0.2846
+## blocV 0.016100 0.018448 0.873 0.3866
+## umid50 -0.001908 0.037574 -0.051 0.9597
+## umid62,5 -0.031173 0.037124 -0.840 0.4047
+## K30 0.022867 0.036200 0.632 0.5302
+## K60 0.034499 0.035862 0.962 0.3403
+## K120 0.035322 0.035703 0.989 0.3268
+## K180 0.040586 0.036221 1.121 0.2674
+## umid50:K30 -0.018692 0.049385 -0.378 0.7065
+## umid62,5:K30 -0.028459 0.049680 -0.573 0.5691
+## umid50:K60 -0.048182 0.048583 -0.992 0.3257
+## umid62,5:K60 -0.014035 0.048103 -0.292 0.7716
+## umid50:K120 -0.030438 0.048367 -0.629 0.5317
+## umid62,5:K120 0.045524 0.048714 0.935 0.3541
+## umid50:K180 -0.016302 0.048354 -0.337 0.7373
+## umid62,5:K180 0.016911 0.048076 0.352 0.7264
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 0.4353299)
+##
+## Null deviance: 34.238 on 73 degrees of freedom
+## Residual deviance: 23.984 on 55 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 3</code></pre>
+<pre class="r"><code># Declara um modelo aditivo.
+m0 <- glm(ngra ~ offset(log(nvag)) + bloc + umid + K,
+ data = soja, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: ngra
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 73 34.238
+## bloc 4 2.0264 69 32.212 1.2021 0.31880
+## umid 2 1.7457 67 30.466 2.0711 0.13455
+## K 4 3.8324 63 26.634 2.2734 0.07114 .
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson Generalizado.
+
+L <- with(soja,
+ list(y = ngra, offset = nvag, X = model.matrix(m0)))
+
+start <- c(alpha = 0, coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Com alpha fixo em 0 corresponde à Poisson.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+# Mesma medida de ajuste e estimativas.
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -272.6263 -272.6263</code></pre>
+<pre class="r"><code># Poisson Generalizada.
+m3 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+
+# Teste para nulinidade do parâmetro de dispersão (H_0: alpha == 0).
+anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llgcnt]: alpha+(Intercept)+blocII+blocIII+blocIV+
+## blocV+umid50+umid62,5+K30+K60+K120+K180
+## Model 2: m2, [llgcnt]: (Intercept)+blocII+blocIII+blocIV+blocV+
+## umid50+umid62,5+K30+K60+K120+K180
+## Tot Df Deviance Chisq Df Pr(>Chisq)
+## 1 12 517.26
+## 2 11 545.25 27.989 1 1.22e-07 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0</code></pre>
+<pre><code>## PoissonGLM PoissonML GCount
+## NA 0.000000000 1.01872022
+## (Intercept) 0.855552235 0.855552234 0.85824271
+## blocII 0.011126118 0.011126118 0.01116767
+## blocIII 0.036245340 0.036245340 0.03631263
+## blocIV 0.018895822 0.018895822 0.01904826
+## blocV 0.012659290 0.012659290 0.01284491
+## umid50 -0.026631767 -0.026631767 -0.02708107
+## umid62,5 -0.026250165 -0.026250165 -0.02670737
+## K30 0.007448488 0.007448488 0.00687900
+## K60 0.012551823 0.012551823 0.01172824
+## K120 0.039757260 0.039757260 0.03886651
+## K180 0.041632187 0.041632187 0.04072724</code></pre>
+<pre class="r"><code>splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))</code></pre>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABLAAAASwCAIAAABkQySYAAAACXBIWXMAAB7CAAAewgFu0HU+AAAgAElEQVR4nOzdd3QU5eLG8WeTkIQmBPiBiEDoUkQQAQEVkSKoVL2KwoWjNAGlVwGpIiBd6QKiiF71AoqFLqKil6qIoBTpEUKHBEhCsr8/Ftd1swmbZLPvJvP9HE9OMpl595nNBPfJOztjs9vtAgAAAABYT5DpAAAAAAAAMyiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAJCJbty4sX//foMBkpKS9u3b56vRYmNjjxw54qvRAt+xY8diYmJMp8jafHsEBhQ/75rVfvsA+A2FEAB878SJEx988MG///3vwoULN2nSxP8BoqOjly9f3rVr12LFilWqVCkjQ127dm379u1z5sxp3rx5oUKF+vTp46uQgen69eubN29+9dVXq1evXrJkyfXr15tOZFJSUtKsWbPq1KmTJ0+eEiVKbNmyxcsNfXgEBhp/7prVfvsAGBFiOgAAZBPR0dFDhgw5dOjQwYMHo6KinMtvu+02/wSIi4t7+eWXDx06dOjQoaNHj2Z8tC5duuzatWvfvn2JiYk+SRjIZs2atWbNmj/++OPAgQPx8fGm4wSE48ePd+jQYdOmTY4vY2NjL1++nMr6vj0CA4qfd81qv30AzGKGEEB2Nn36dJsXvB/w1KlTTz75ZL58+e69994ff/zR9Vvnz59fvHjx5s2bXdugPyUkJCxYsGDjxo3ev2BNZXcSEhLee++9PXv2WOT16KpVq1atWvXrr7/SBh1+/PHHmjVrOtugq4SEhAEDBhQuXDgyMvKdd95xXZ7WIzCr8POuWe23D4BZFEIA2VnNmjV79OjxxBNP5M2bN/l3K1Wq1L59+wEDBng/4PPPP798+fLLly/v2rWrRYsWrhMmd911l91uT0pKWrlypQ+ip12ePHnsdrvdbt+1a5eXm6SyO47REhMThw8fnjl5A8vq1avtdntsbGw2O78xfZYuXfrwww+fPn26bNmyAwYM6NOnT+XKlZ3fnTJlypQpU86cOXP06NHnn3/e+aeEdByBWYWfd81qv30AzOKUUQDZWb169erVqyfpq6++euyxx1y/VaVKlZ9++ik4ONj70RITE9etW+f88syZMzt27GjQoIHrOjab7d57781Y6oyqWrVqcHDwLecWvNmdoKCg++67L1NSBqRcuXLddddde/fuNR3EGLvdPn78eEcPyZUr19atWyMiIiQlJSVt3LixVq1aktasWeO6yVdffXX//fe7LvHyCMyK/LlrVvvtA2AKM4QALKF69epuS6pVq5amNigpODi4ePHirkvcvnT4v//7v7TG862goKBChQrdcjUvd6dgwYI+S5YVePPUZWNz5sxxzkrVr1/f0QYlBQUFNWrUyPGG2MjISNdNSpQo4TaIl0dgVuTnXbPabx8AIyiEACwhLCzMbUl4eHg6xpkxY4ZzqP79+5ctWzb5Oukb2be8zJBVdsefcubMaTqCMTdu3Bg2bJjzy5T+tDFixIg77rjD8Xm9evXat2+ffJ1sfNj4c9ey8dMIIHBwyigASwgJcf/nLigoPX8Ra9Gixb59+7Zs2VKuXDnH6XNZWjbbHWTQvn37Ll686PwypTZSunTpX3/9df369Xny5GnUqFHyXy4AQBbCP+IALCH5pUTTdHFRV6VKlSpVqlSGEwWKbLY7yIjz58+7fpnK70j+/PmfeuqpzE8EAMh0nDIKAOkUExNjOoIvZbPdQTpcv37ddAQAgL9RCAEgDW7cuPHLL79MmTLlgQceyJcv37lz59I91IEDBwoXLux6O8QXX3wxpTV79+5dqVKl3Llz33bbbRUqVHjhhRe+/vpru92e7kd3yMjunD9/fvDgwWXLlg0PD4+IiKhTp86ECRNSv3G5w6VLl+bNm/fss89WqFChYMGCOXLkKFiwYKVKlTp16vTJJ594c/3GjI8gyW63f//9908//XSZMmXCw8NLliz5r3/967333ouNjfVm81s6d+7cu+++27p165o1azoX7t27t127dpUqVQoPDy9WrFjr1q0/+eSTpKSkVMY5f/78+++//+STTzpv/OC4EGiRIkUiIiKmTp2afJN0Pz9eHlF2u/3QoUMLFix48sknixUr5s0mt5TWgzwxMXH37t27du3KyAU/z58/P2HChEaNGkVGRubMmbNixYotW7ZctGiRry4i6qtjwGPy9P32ZfYuA8iS7ABgAVeuXHH7169bt27eb7569eqePXvef//9bu+qOnPmjMf1XdcpWbJk8hVOnDhRsmRJ5zqPPPJI//79ly9f7rbaxYsXe/fundLbHZs2bRodHe0xgOvgyf+pT9PubNu2zXWdli1b2u32nTt3ul1q0qFEiRK//vprSk/jjRs3xo8fny9fPuf6NpvNbe/KlSv3zTffZN4IDidPnmzRooXHZ9XNihUrUh/K1YYNG958883evXvXrl3bmcpxAMTHxw8ZMsTj2+3q1q178uRJt3EmT57crVu3e++913neZsGCBR3PQOfOnZ3bDh8+3FfPz9mzZ9u1a+e6Zvny5Tu6aNu27eOPP163bl3X8XPnzu3xqUj9CHSVjoP8+PHjzop13333HT9+/NY/m2QP2rdv31y5cnl80LvvvjuVwzj1XfPVMeDgw9++jOwygOyNQgjAEjJYCN1eKDulrxCeO3fOOdsTERGxZs0aj4P8+OOPd955p2O15s2bL1y4cMmSJW5v3Kpaterly5eTb5v6a9Y07U7yl6SLFy9O5eKHFStWTEhISD7O9evXXW8FWa5cuc8+++zChQtxcXErV650vaBlSEjIBx98kBkj2O32pKSkRYsWOStN8eLF27Rp8+yzz3q8wqrSWAgrVKiQfISSJUueOXPm4YcfTukZk1S6dOlz5845x6lRo0bydQoWLJiYmOh2Sc/x48dn/PmJj4+fMWNG/vz5U0mYkgwWwvQd5E2aNHFdoWnTpt7/jOx2+8aNG4sWLZr6fkVGRl69ejUdu+arY8DBV799GdxlANkbhRCAJWSwEP75558HDhxYvXq122U20lEIY2Ji6tSp4/hWhQoV9u/f73GEVatW5ciRw7Ha888/n5SU5FielJTkdmbpgAEDkm+e+mvWNO2O20tSxwxDmTJlevbsOXDgwKZNmyZ/Zbl69erk43Tt2tW5Qmho6KFDh9wexXWOKGfOnHv27PH5CHFxcS+88IJznddee831if3kk08KFCjgti9pKoTff//92rVr+/fv7zpCvnz5HPM599xzT+vWrVO6AWb79u2d4/z444/r1q1z3g/QoUCBAn379nXbavr06Rl/fmbMmJE8T3Jr1649dOhQnz59XBdmpBCm7yC/fPmy23Frs9k8/lkkJY5ba1StWvXDDz/ctm3b+vXrJ02alLwPL1y4MB275qtjwMFXv30Z3GUA2RuFEIAlZLAQOrndmS2thfDatWvO13CNGjU6f/68x82joqJcb0jtVhoPHTrkOn7OnDmT/13fy/kZb3bH7SWppB49esTFxTlXWLt2rdtZcBMnTnQb5IcffnBdoXnz5skfyO0czjZt2vh2BLvd7jq91qlTp+Qj7Nmzx3krdoc0FUKHP/74w+0Zq1Sp0s6dO50rXLlyJXm1s9lsBw8edB0nOjpayURGRg4aNGjYsGGOKc358+f78Pn56quvXFfw+Dviel8KZaAQpvsgv379urNGOoSFhbkekLfkaEc//PCD68Jjx47lzZvXddgePXqkb9fsvjsGfPLbl/FdBpC9UQgBWIKvCmHFihVdB0lTIbxy5UqjRo0cC7t06RIfH5/So/Tr18+5ebly5ZKvUL58edeHWL9+vdsKXhZCb3bH7SXpnXfeeePGDbd1Onbs6LpO//793VZo06aN6wqLFy9O/kBz5851Xcdms504ccKHI3zxxReu3921a5fH56RXr16uq6WjELodbHnz5o2Kikq+mutcpcO0adNcV0hISHCbCmvZsqWzF509e7ZVq1Y7duzw1fNj964Q2u121xaR7kKYkYPcdS5UUq9evTxmSMmGDRv69u2bfPmIESNch33wwQfTt2t23x0DPvnty/guA8jeuMooAKRBSpdkuKULFy40adJk/fr1kl555ZV58+a5zXI42e325cuXO7/0+M6f22+/3fXLo0ePpi9VOnanevXqyc92e+KJJ1y/dJvaSkhIWLNmjesSj++zcjv/zW63f/PNN74aQdJbb73l/DwiIqJatWrJR1AGblDplDt3btcvCxQo4PGHOGLECLe5nb1797p+GRISkjNnTtdgCxYscC4pWLDgihUr7r33Xvno+fFeaGhoOrZye+iMHOTTp0/v27dvkSJFihUrNmzYsDfeeCNNj/7II494vDprgwYNXL+8evVqmoZ15atjwE06fvsc/LDLALIuCiEAZLrTp083aNDAcVJfjhw5WrVqlUrrOH78+JEjR5xf5suXLyYm5urVq1evXr106dLZs2ejoqLcipw3l5v3FY9Xg7zjjjtcvzx79qzrlz/99JPbvRxczxV0KlGihNuL4507d/pqhJiYmA0bNqQU2Le8rJSRkZFuDe3SpUupDFWgQAG3U3ydMv78+FkGD/KcOXNOnTr11KlTJ06cGDduXMYLqkOJEiV8Mo58egy4SsdvX+p8uMsAsi4P1z4GAPjQlStXHnroof379zu+TEhIaN68+f/+9z+3E8+cTp8+7frlqlWr3N7nE4Dc3nfndlO1kydPuq2f/Notkmw2W0RExJkzZ5xLnPdFzPgIR44ciY+Pdy5PqVn5Wbly5Vy/LFKkSPrGyfjz42eBc5AfPnx43bp127Zt27Zt2549e/wfIOPHQOq/fckZ32UAgYZCCACZKy4uzu3s0NOnTz/22GNbtmxxvZ+b0y3/wB8SEpIvX758+fIVLVq0evXqNWrUaNy4sS8Tp13q8yHnz593W5LSXbALFCjgWldiYmJ8NYLbeXQXLlxIJbDflCpVyvXLdN/kPePPj58ZP8iPHz8+ZcqUr776yvmXmty5czds2HDt2rU+fBRvZPwY8HI2MnB2GUCgoRACQOYqVKjQunXr7rvvvqioKOfCvXv3PvXUU19++WXydxK6ndSXL18+t+s6ZjnJ78R9/vx5jzMhbg3ZeVn8jI9w/fp11+UnTpy4de7M5/ZS3nk/krTK+PPjZwYP8sTExHHjxk2cOPHatWuSbDbbs88+2759+4YNG8bHx/t/otJXx0AqAm2XAQQaCiEAZLqiRYuuXLnyoYcecq0l69ev7969+4IFC9xeEbq9Rr906dKlS5c8ziVmFclPX0zpTEW3N8I5T+zM+Ahuz+q5c+fOnz/v8bxKfzp27Jjz89tvv71evXrpGyfjz4+fGTzIhwwZMnnyZMfnwcHBa9eufeSRRxxfup5U7De+OgZSEWi7DCDQcFEZAPCsa9euNpvNV+fU1axZc9GiRW4LFy5cOGHCBLeFZcqUcVuS/F5kWYvjjnmuXM9adOV26mPNmjV9NULx4sXd1nz33Xc9juDPsyhdL6zSuXNnjzcr90bGnx8/M3WQX7hwYfr06c4vn3rqKWc1MsVXx0BKAnCXAQQaCiEAePbdd9+FhIS4XT4+I5599tmhQ4e6LXzllVf+85//uC4pUKDAXXfd5brE9X4JWVGFChXcZqI83u0gKSnJta4EBQU9+OCDvhrhzjvvdLuNwaxZsxISEtxGSEhI+Prrr2+5Rz5x+fLl1atXOz4vVapU8mPDexl/fvws4wf5qlWr2rRp07Jly88++8z7rX799dcbN244v0zeS/3Mh8dASgJtlwEEIAohAHhw/vz5ffv2RUREuJ3Paf/nTec9clvH9cuxY8c2b97cbf2OHTtu2bLFdcm//vUv1y8//fRTt9KY1gwZWc3LoVJhs9natm3ruuSzzz5LPuzWrVvj4uKcX7Zt27ZQoUI+HKFly5auKx88eLBnz56ur5Xj4uK6dev2xx9/pGnvbslxQ4XkyxcuXOi4fXl4ePjixYs93hPSyyc/489Pmh7OJ4dNRg7yBQsWtGjRYsWKFZ999lnLli3ffvttLzd0++G6vZX0yy+/9GaQdPxGpPsYyPhvn092GUD2RiEEYAlub526JUdDc7ueu5K95Sb5FFPydVwrR3Bw8NKlSytVquS6QlxcXMuWLQ8dOuRc0r17d9c7kkvq0KHDtGnT3C4dabfb161bN2DAgOSvGr3Jmb7dSWmo1Nfp06eP683iDh8+/P3337uts3LlSufn4eHhw4cP9+0IPXr0cKv3CxYsuO+++6ZMmbJkyZJhw4ZVqFBh8eLFhQsXTn1f0urcuXPPPvus25mo27Zte/XVVyXlzp37yy+/rF+/vsdtXZ/81JNk/PlRug6bdB9a6T7Ik5KShgwZ4rrOkCFDvCxObhfa+fjjj3/44Qe73b5v375BgwY988wzrt9N6ZaA6fiNSPcxkPHfPp/sMoBszg4AFrBp0ya3f/0aNmz4wT8tW7Zszpw5o0ePfu655/LkySOpdu3aroMkJia63e97x44dyR/L7U/yYWFh165dc13h4MGDya8CUqZMmUOHDjnXSf6GQ0nFixfv16/fnDlzpkyZ0qNHj4oVK0qqX7++W4Br16653ar76NGjyXN6uTsfffSR6zrVq1dPvs6+fftc16lYsWLydWbPnu26Tvny5U+ePOn87i+//OJ6tcN33nknM0bo3bt38mfVKTQ0dMmSJR07dnRdOH369OTj3FLywSMjI8ePH79q1arly5e/9NJLjh9QqVKltm3bltIgbu8DtNls586dS+VBM/78zJo1y3WEZs2aJV/n4sWLbr367Nmzbut4eQSm7yD3eMuK1J8ZJ9c37Dk5ftkltW/f3nV5eHh4YmJi+nbN7qNjIOO/fRnfZQDZHoUQQPa3efPm0qVLJ39VdEtNmzZ1jPDBBx8MGjToiSeecFuhatWq/fv3Hz16tGO1yZMnDxgwIPmFOh555JGBAwcuXLjQGWnDhg3Jrx4RERExdOhQxwpJSUnTpk0LCrrFeRyhoaFr1651Drtw4cKBAwc2bNjQbbVatWoNGDBg8uTJ3u/O9evXBw8e3Ldv38jISLfVnn322UGDBq1evdr5uG4vSSX961//GjRo0IYNG5zrJCUlTZ482bVL5M+fv0ePHmPGjGnZsqXzZLlcuXJ9+OGHHn+OGR/h+vXryU/ZdShSpIhj5qRFixauy//v//6vV69egwcPjomJ8f6QS/kn9rfOnTtfvnzZ4+YzZ84cMGBA3bp13TapUaNGnz59Bg8e7Ijqq+dn+fLlgwcPfumll9zeiBgUFNShQ4dBgwYtX77cbrfPnj174MCBDz30kFuqevXqDRgwYObMmXavj0Bn4HQc5Ha73e2NcHfddZf3P5rnnnsu+UPkzZv3o48+ct6gz6lx48YjR468ePFiWnctg8eAb3/70r3LACyCQgggmzt69Kg3r8w8euGFFxyDtGvXLpXVChYs6FitQoUKqaz26KOPugZzm41xKFmypOs627Zta968uccLD5YsWfL111+Pjo52Xf/RRx9NJUCFChW83x3HW5tSMWzYMOfjJn9J6jB27Fi3H8fWrVsff/xxjx0gf/78vXr1OnbsWOo/0AyOEB8f/8Ybb7jd9qBGjRrHjx93rNCkSROP+3LmzJnUg7ly3TAkJMTtvWFFixZdtWpVKpvXqFEj9Sd/zpw5Pnx+unXrlvrDdevWzW63p35HhBo1ati9PgJdpfUgt9vtGzdudM5xFShQYMuWLV7+XOx2++nTp93+FFK9evUDBw7Y7fadO3d6jH348OF07Jrrd9N6DPj2ty/duwzAImz2DL9fGQCQqS5fvvzdd98dO3bs/PnzefPmLVmyZGRkZOXKlX1+hXq/uXjx4rfffnv8+PELFy7kzJmzYMGCVapUqVatmvd7lMER4uLiNm3atH///itXrpQtW7ZVq1Zu5wFmkOs0XcmSJffv379169bdu3dfunSpQoUKjz/+eFhYmA8fLrmMP8N+ltaD/Pjx459//nmOHDmaN2/u9ja5W7Lb7du2bduzZ090dHTZsmVbtGjh25++g/FjwJV/dhlAFkUhBADAx9zKgMf3cSF74xgAkFVwlVEAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBADAl+Lj412/vHjxoqkkMIVjAEAWQiEEAMCXoqKiXL+8dOkSfcBqOAYAZCEhpgMAAJBNTJky5dSpU5s3b3Zb/uSTT9aoUSMoKGjw4MERERFGssE/OAYAZDnchxAAAN+46667fv/991RWOHz4cGRkpL/iwACOAQBZDoUQAAAAACyK9xACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFkUhBAAAAACLohACAAAAgEVRCAEAAADAoiiEAAAAAGBRFEIAAAAAsCgKIQAAAABYFIUQAAAAACyKQggAAAAAFhViOgD858KFC6YjAAAAAAEnIiLCdARjKISWYLfb77777l9//dV0EAAAACDgVKlSZffu3TabzXQQAzhl1BKuXr2aljZYR7ohJUmPZmImAAAAwDemS3Zpc7q337Nnz9WrV30YKAthhtBaYmJicufOfcvVXnlFr7+uokVX79mjAgX8kAsAAABIj5MnVaaM4uL09dcPPvywPa2bx8bG5smTJzOCZRXMEMKDkSNVpYr+/FN9+5qOAgAAAKRs8mTFxemhh/Tww6ajZE0UQngQFqZ331WOHHr3Xa1caToNAAAA4Mmff2ruXEkaPtx0lCyLQgjPqlfXgAGS1KOHzp83nQYAAABIZto0Xb+uevXUuLHpKFkWhRApcp442q+f6SgAAADAP505o9mzJWnoUNNRsjIKIVLkPHF0yRJOHAWArGSjNoYq9E29aToIAGSi6dMVG6uaNfX446ajZGUUQqSGE0cBICvapV0JStimbaaDAEBmOX9eb70lSa+8YjpKFkchxC1w4igAAAACzcyZunxZ99yjli1NR8niKIS4BU4cBQAAQEC5eFHTp0vSsGGy2UynyeIohLi16tXVv78k9eihCxdMpwEAAIC1zZqlS5dUpYqeesp0lKyPQgivjBrFreoBAABg3pUrmjZNkoYOZXrQByiE8AonjgIAACAQzJmjc+dUoYKeecZ0lGyBQghvceIoAAAAzIqJ0RtvSNLQoQoONp0mW6AQIg04cRQAAAAGLVigs2dVrpzatzcdJbugECINwsK0ZAknjgJAoItQhPMjAGQb165p0iRJGjSI6UGfoRAibe69lxNHASDQtVf7FVoxSqNMBwEAX1q4UKdOKTJSHTuajpKNUAiRZs4TR7lVPQAEplCFtlIrZggBZCdxcZo4UZIGDVKOHKbTZCMUQqRZWJgWLlRwsN55hxNHAQAA4A/vvKMTJ3TnnXrhBdNRshcKIdKjVi0NGCBx4igAAAAyX3y8xo+XpIEDFRZmOk32QiFEOo0ezYmjAAAA8IelS3XsmO64Q127mo6S7VAIkU6cOAoAAAA/uHHj5vRgv34KDzedJtuhECL9OHEUAAJTvOJXauUF8U8zgOzggw906JAKF9aLL5qOkh1RCJEho0ercmVOHAWAwLJUS1urNbedAJANJCXdnB7s21e5c5tOkx1RCJEhrieOfvqp6TQAAEmSY26QGUIA2cBHH+m331SokF56yXSUbIpCiIyqXZsTRwEAAOB7SUkaO1aSevVSnjym02RTFEL4gOPE0ago9e9vOgoAAACyixUrtHevIiLUq5fpKNkXhRA+4DxxdPFiffml6TQAAADI+uz2m9ODL72kfPlMp8m+KITwDeeJo126cOIoAAAAMmrVKv38s/LmVZ8+pqNkaxRC+AwnjgIAAMAn7HaNHi1JPXuqQAHTabI1CiF8hhNHAQAA4BOrV2vnTuXJc/McNGQeCiF8qSq2+1YAACAASURBVHbtm9ODnDgKAACAdBszRpK6dVPBgqajZHcUQvjYyJEqV05RURo61HQUALCqaqqWQzlqqqbpIACQHt98ox9/VFiY+vY1HcUCKITwsVy5tGiRgoI0f77WrzedBgAsqaEaxiv+Zb1sOggApIfj3YOdOqlYMdNRLIBCCN974AENGCC7XR07cuIoAAAA0uDrr/X118qZU8OHm45iDRRCZIoxY25ecZT3AQMAAMB7I0ZIUqdOKlrUdBRroBAiUzivOLpokb76ynQaAAAAZAWbNun775Uzp155xXQUy6AQIrM4rzjauTMnjgIAAODWHO8efP55pgf9h0KITMSJowAAAPDSN99o0yaFhWnIENNRrIRCiEzEiaMAYMRRHW2ndlu0xXQQAEgDx70HX3hBxYubjmIlFEJkrtq11a+fxImjAOBHK7RimZYt0ALTQQDAW5s3a+NGhYVxL2t/oxAi040adfNW9bw5GAD8I1GJzo8AkCW8/roktW/P9KC/UQiR6XLl0sKFCgrSvHnasMF0GgAAAASY//1Pq1crRw7mDwygEMIfHnxQL70ku11duigmxnQaAAAABBLHxUXbt1fp0qajWA+FEH4yYYLKldPhw1xxFAAAAH/79lt99ZVCQzVqlOkolkQhhJ/kzKklSxQUpPnztW6d6TQAAAAIDOPGSVKHDipRwnQUS6IQwn/q1FGPHrLb1bUrJ44CAABA332ntWsVGqrhw01HsSoKIfxq4kSVKaMjRzRsmOkoAAAAMO211ySpfXuVLGk6ilVRCOFXuXJpwQLZbHrrLW3ebDoNAGRTwQp2fgSAgOW8uChTBQZRCOFvDRqoSxclJalLF127ZjoNAGRHrdX6OT3XRV1MBwGA1IwZI3FxUdNsdrvddAZkutjY2Dx58kiKiYnJnTu36Ti6fFlVquj4cQ0cqEmTTKcBAACA323dqtq1FRKi335TmTLGYgTa62T/Y4YQBtx2m+bNk6QpU/T996bTAAAAwO8c04Pt2plsgxCFEKY0a6aOHZWUpM6ddf266TQAAADwo23b9MUXCgnRiBGmo1gehRDGzJihYsX02283bz4DAAAAixg7VpKee47pQfMohDAmXz7NnStJEydqxw7TaQAAAOAX27Zp1SqmBwMFhRAmPfGE2rbVjRt64QUlJJhOAwBmnZXGSPdJEVJuqaLUXzrs000SpanS3VIVqar0gnQi5ZVPS7mk1encGwBIiePssLZtVbas6SigEMK4N99UkSLavVsTJpiOAgAGLZfKSTOlp6VV0vdSF+ltqYq0NM2b7F26N1Shb+rNf6x/XmoijZYWSXukr6UdUjUppbvCviFVlR716W4CsLzt2/XZZwoJ0auvmo4CSdx2wiIC/HK6//mP2rZVaKi2b9fdd5tOAwD+95HUViotrZNKuSzfJd0v3ZA+lZ5Iwyb2G/YWn7aIeCLiXb3797e6SgukuVK3v5b8JFWXSku/SuH/HP+0VEr6r9TMd7sJAFLr1lq5Uu3aaWlKf+3yrwB/newHzBDCvGee0ZNPKj5eHTty4igA6zkmdZLs0qR/VjtJ1aXuUpLUXYpNwya2JNuc7nPCYsP+Xr5HelvKIT3tsvI9UnnpD2lRslSTpbulphneOwBwsX27Pv1UwcEaOdJ0FPyFQoiA8NZbKlBAu3Zp6lTTUQDAzyZKMVKk1MrTd/8tSToh/Sdtm9x54s7a/6n998KNkl0qLUW4rGmTKkqStv1zhGhptjRSsqVtVwAgdePHy27X00+rXDnTUfAXCiECwu23a9o0SRo5Unv3mk4DAH6TKH0oSaqcwv+T75UKSZKWpWGTa4WuSaqzrM7fCx3/tBZJtrJjyb5/LpwsVeZkUQA+9vPPWrlSQUFcXDSwUAgRKDp0UMuWiotTp05KTDSdBgD841fpvCQpMoUVbFJJSdJWKcnbTS6XvCypzNYyNzeRdFmSFJxs5auSpMIuS85Is5geBOB7Y8fenB6sWNF0FLigECKAzJ6tiAj9+KPefPPWKwNAdhD11ydXU17HMYl3RTrp7SZXi1yVFH4l/OYm+uvU0DPJVv1TklTZZclkqZL0WGqpASCtdu/W8uUKCuLiogGHQogAcscdmjRJkoYN08GDptMAgB+E/PVJKjcPdJa6C95ukudknn9sIqmeJOmPf9bI69J2SS6XMD0jvcX0IADfGzdOdrueeorpwYBDIURg6dRJjz6qq1fVubO4JQqA7O+uvz7ZLV3ztMIN6cBfn1/3dpP8B/L/YxNJDaSm0lVplcuay6VL0jN/1UVJU6SK0uNp3AsASNXu3frkEwUFcXHRQEQhRGCx2TRvnvLm1TffaO5c02kAILMVk26TJJ2XFntaYYnLnF5hbzfJcTXHPzaRZJPmSfdKL0vbpSRpk9Rdaiy99dc6Z5keBJApXntNdrvatFGlSqajIBluTG8JWe6Gm7NmafZLmh+se5orT+Fk3w6W2koPJVv+nbRM8nhBmnxSP+n2fy60S7OkX1IIUVl6OdmromhpinTR0/qkIhWpSJW+VFulnyRJOaXHpVIuqQ5J9V1OGe3011Vh3DZ50CVVSps4JEq/Sn9KIdId0tNSd5cV/i2tkVp72pEAea5IRSpSZcFUF05r76d6JUizd6tyZQWaLPc62ffssICYmBjHjzsmJsZ0Fq8kJtp35rfblfJ/VTxtVi3VTUYnW//3VNeX3b432SbjSEUqUpEq81N1s9t32e0z7fYIu73LrfI4/vs4jZskT3XGbg/Kgs8VqUhFqiyS6lg+T4MHgCz3OtnnQlKuioAxQUG6Y6LOv6i1dlVqpqpVk63h8fJ3b0qfpzBimNQ12cJy0izpWAqbFHd5o45TFyleikthE1KRilSkSl+qE9InLiPMk+ZJwdJb0gPSAklSdalJypv8S1KyTSpJzb1ONVUqI7VxWZIk/SQdly5KuaXL0uW/zlZ14CdIKlKR6lapzpzRl4v1hF0hfVIYBKZxymj6RUdH79+/Py4urlixYmXKlMmRI8ettzEki06FT52q/v2VL5/27NGdd5pOAwCZKkqaIK2SoqSiUm1piFRdWia1kyS9J7XP8CYpOSdFSkulln8tOSI9LR2XVki1pd1Sc8kmrZDu9cX+ArCG557TBx+odWstX246Sgqy6OtkH6IQenDlypWxY8eGhYXlzZt30KBByVfYtGnTiBEjvvvuO+eSiIiIJ598ctiwYZGRkf4L6rUseqAnJal+fX33nR5/XJ+n9KcpAMje2kvvSzmkU1KBTNtkmPSltPOvtxvZpQbSN9JaqfFf66yVHpUqSruksDTvBwAL+u03VamipCTt3Klq1UynSUEWfZ3sQxRCD/7888877rhDUpkyZQ4mux3e1KlTBwwY4PF5Cw8PnzBhQu/evf2RMi2y7oH++++qVk3Xr2vpUrVrZzoNAPjZBamkdEUaIL2RaZs4pgffk1r9teRj6WmppPSHy/XIk6Q7pNPSIun5NO0GAItq317vv69WrbRihekoKcu6r5N9hdtOeJDKyZ9fffVV//79nW2wYMGC9evX79y58wsvvFC3bt3Q0NA+ffoMHDiQmu0rFSro1VclqXdvnT5tOg0A+NlM6YpUSBqe5k2+GP7Fhb9vS5+qaVJZl5NFJX0rSar0z5cJQVIZSdIOr8MAsLDfftOHH8pm496DgY6LyniQSiEcMmSI45P8+fOPGDGiZ8+eYWF/nzcTGxs7duzYqVOnli9fvkuXLpke1BoGDtSKFdq2TS+9pI8/Np0GAPxmjzRBkjRNype2Tb6Z9s0T+Z7opV4zNOMWm5yXZkpL/nlt+j2SpCLJVo6Q5HJPCwBI2WuvKTFRLVoE7smicGCG0IOUCuHBgwd3794tKTg4+KuvvurXr59rG5SUO3fuCRMmrFq1qm/fvseOpXTJJ6RNSIgWLlRoqD75RJ98YjoNAPjHWekZ6br0mtcXhnHZZHv77ZK8miGcJpX+5/SgpIKSpCvJVnacqcF9pQHcyu+/64MPZLNp1CjTUXArFEIPUiqE+/btc3wyePDg+++/P6XNH3300ZYtW44dOzZTwlnHZqm2tEmS7r5bQ4dKUvfuio42mgoA/OBPqYG0V+ojDc20TSSdl2ZIryZ7OXCPJOnoPxfGS4631df2enwAVjV+vBIT9cQTql5d+kmqI31qOhNSQCH0IDg42OPypKQkxydNmzZNfYTHH3982bJl165d83EyS/lS2vr3fW+GD9e99+rsWfXtazQVAGS2FVJV6aT0gTTtn2dy+nATh+lSKZdryTh1kQpI26UjLgs/lS5K9VO+tyEASJJ+/13vv+8yPbhe+lEK4OvKWByF0IMbN254XF6xYkXHJ/fcc0/qI1SuXPnq1avffPONj5NZmOPE0Rw5tGxZQF+oCgDSKUlaJzWQnpQekPZIbTNhE1cXUpgelFREWijlkjpJMZKkPdJLUkVpYVoKJwBLev11JSbqscd0r+O2pVxsMbBRCD1ISEjwuLxMmTKFChWSlJiYmPoIhQsXlnTo0CGfZ7OyatU0YIAk9eypC95dOQ8AsoahUgmpo1RPOiStkO7IhE3cTJdKSq1T+G4r6WepqFRPqiF1k16Udvx1oVEASMH+/Vq6VDabRo82HQXeoRB6kFIhDA4Odtynfv369amP8Ntvv0mKiYnxeTaLGzlSlSvrzz/Vv7/pKADgQy9L86Vj0jipVKZt4ia/NDfVFwJlpaXSz9IO6XtptJQzXQ8EwEomTFBiopo2VY0apqPAOxRCD5yF8Nq1a9u3b//tt9+OHz9+4cKF+Pj4Hj16FC5cuHfv3lFRUamM4LgYabFixfwR10rCwrRwoYKDtXixVq82nQYAfOUO6bE03goqHZu46SvVzcDmAJDMH3/cnB7k6opZCIXQA2chjIqKqlmzZsWKFUuUKFGgQIGwsLCIiIhz5879+eefbdq0SemthrGxsXPmzJFUpUoV/4W2jNq11bu3JHXurIsXTacBAADAX8aPV0KCHn2U6cGshBvTe1CgQIGlS5cGBweHhISEhIQEBQXFx8fH/ZNSuBjp5s2be/fu/fvvv1euXPmW155B+owbp1WrdOCAhg7VnDmm0wBA4KmmajmUo6Zqmg4CwEL++EPvvitJI0eajoK0oBB6EB4e3q5du7RuderUqW7dun3++eeNGjV67733WrVqZbNxIbZMkTOn3nlHDz6oefPUpo0aNzYdCAACTEM1jFe86RQArOX115WQoCZNlPLtuhGIOGXUZ/Lnz9+kSZMTJ06sWbOmffv2efLkMZ0oiwuVJIV5/mbduurRQ3a7unYV1+4BAAAw6/BhLVki6a97D7oKc/mIwGOz27kzSPYXGxvrKKgxMTG5c+c2Hcc7p6S3pJ5SUc/fj43VPffo0CH17q3p0/2bDQAAAC66ddP8+WrcWGvXJvveRWmK9LxU2kCwW8qSr5N9ikLoewkJCXa7PTQ01HSQv2XXA33jRjVqJJtNmzbpwQdNpwEAALCkw4dVoYISErRli+rUMZ0mjbLr62Tvccqoj3366acFCxaMiIj4z3/+YzpL9vfII+rcWUlJ6txZ166ZTgMAAGBJEycqIUENG2a9NggxQ+hzpUuXPnz4sKQiRYqcOnXKt4M3bdp0zZo1GRkh+/3l4/JlVami48c1aJAmTjSdBgAAwGKOHFH58kpI0Pffq24WvLspM4TMEPrY7bff7vikSJEivh05KSlp3759GRwkJttdgOW22zRvniRNmaKtW02nAYDAcFRH26ndFm0xHQRA9jdpkhIS9MgjWbINQtx2wueWLVs2bNiwxMTEsWPH+nbkoKCgffv2pW/W8dy5c7Vq1ZKULe+E0ayZOnTQu++qY0ft2qXwcNOBAMC0FVqxTMtCFVpXvEADkImOHtXChZI0ZozpKEgvCqGPRUZGvv/++5k0eK5cuUqXTs/lmbLqPTCOSiW9WnHGDG3YoN9+02uvyddNHACynkQlOj8CQOaZNEnx8Xr4YdWrl+p6x6VinJsYoPixIFDNliKlmV6tmz+/5syRpAkTtGNHZqYCAACAJOnEiZvTgyNHprreR1IJaZQ/IiEdKIQIVMdcPnqheXM984xu3FCnTkpIyLRUAAAAkCRNnKi4ONWvr4cfTnW9o5LS8KIOfkYh9L3Ro0cPHDiwV69epoNYzltvqXBh/fwzlxsFAADIXCdPasEC6ZbTgwh4vIfwFqKion755ZfLly/ffvvtFStWLFSo0C03ee+99w4dOiRp5kzvzneEjxQqpBkz9OyzGjtWrVqpShXTgQAAALKpSZMUF6eHHlKDBqajIGOYIUzR9u3b69evX6xYsaZNmz799NMPPfRQ0aJFn3zyyZ07d5qOhhS1bas2bRQfrw4dOHEUAAAgU5w8qfnzJenVV01HQYZRCD378ssvH3jggc2bN7suvHHjxvLly2vVqjVs2LC4uDhT2ZC6WbNUoIB27dK0aaajAAAAZEdvvKHr1/Xgg2rY0HQUZBiF0IMzZ860a9fOWfnCw8OrV6/eqlWrmjVr5s2bNzExcfz48Y0aNTp79qzZnPDo9ttvVsFXX9XevabTAIAJwQp2fgQA34qK0rx5kjRihOko8AUKoQdz5869ePGiJJvN1qtXr9OnT+/cuXPFihVbt26Njo5esmRJjRo1vvvuu9q1a+/bt890WHjw73+rcWPFxalnT9ntptMAgN+1Vuvn9FwXdTEdBEA2NH26rl9XrVpq3Nh0FPgChdCDL7/80vFJv379ZsyYcdtttzm/FR4e3qFDh61bt86YMePUqVP16tXbsmWLoZhIkc2m+fOVJ482bbr5FywAsJSSKvm+3q+ruqaDAMhuzpzR7NkSFxfNRiiEHvz222+S8ubNO2bMGI8rBAUF9erV65dffomMjGzUqNHnn3/u34DWUFySVCKdW0dG6o03JKl/fx065KtMAAAAljZhgmJj9cADeuwxr7cp4fIRgYdC6MGVK1ckVa1aNVeuXKmsVrp06W+//bZZs2atWrV65513/BTOOnpIP0kvp3+Abt3UqJGuXlXXrpw4CgAAkFGnT2vuXEkaNiwtmz0j/SxxPdJARSH0IH/+/JKKFSt2yzVz58798ccfDxky5Pnnn580aZKd2uFDNukeyZaBAWyaP1+5c2vjRi1e7LtgAAAAljR5sq5eVe3aato0jVtW5fbngYtC6EHFihUlnTx50puVg4KCxo0bN3/+/KFDhw4YMCApKSmT0yENSpXSqFGS1K+fvPt5AgAAwIPoaM2ZI/HuwWyHQuhBmzZtJP34449HjhzxcpMuXbqsWLFi9uzZHTt2TOCG6IGkXz/VqaNLl9S9u+koAAAAWdbkyYqNVa1aatbMdBT4FIXQg27duhUvXjwxMbFFixYHDx70cqsWLVps2LDhiy++OHbsWKbGQ5oEBWnePIWGatUqffyx6TQA4BcbtTFUoW/qTdNBAGQT0dE3Ly76Km8FzHYohB7kypXrv//9b+7cuX/55Zfy5cs3atRo2rRpsbGxt9ywbt2633//ffHixf0QEt67+24NHSpJPXrozBnTaQAg8+3SrgQlbNM200EAZBNTp96cHnz8cdNR4GsUQs9q1qy5b9++NWvWzJ8/v06dOj/99NOlS5e82bBixYo//PBDlSpVMjth9hctTZZO+WawV15RlSo6e1YDBvhmQAAAAIuIjtZbb0nSiBHp2v6iNFU64stI8CEu95Oi4sWLp2+ur1ixYt9+++38+fN9Hsla3pLGShek13wwWGio5s7VQw/pvff073+rUSMfjAkAAGAFb72l2Fjdc096pwfflfpLv0vzfBwMPsEMYabInz//oEGDTKfI4uIlSXE+G69ePfXoIbtdXbvKi/N/AQAAoAsXNHOmJI0cKVv67gcW5/IRgYdCCAuZOFFly+rwYdHWAQAAvDFpki5dUq1aat3adBRkDgohLCRXLi1YIJtNc+dq82bTaQAAAAJbdLTefFPi4qLZGoUQ1vLww+rSRUlJ6tJF166ZTgMAABDAuLioFVAIYTlvvKHixbV/v0aPNh0FAAAgUDkvLjpypOkoyEwUQljObbdp7lxJmjJF27ebTgMAmSBCEc6PAJA+U6YoNla1a+uxx0xHQWaiEMKKHntMzz6rGzfUqZMSEkynAQBfa6/2K7RilEaZDgIgq4qO1qxZEtODFkAhhEXNnKnChbV7tyZONB0FAHwtVKGt1IoZQgDpNnnyzenBZs0yPFb6blYBf6EQIlA1k8pLmXaKQqFCmjZNksaO1a+/ZtajAAAAZDmnT2v2bEkaNcoXwzWUKkgtfTEUMgGFEIGqvvS79EgmPsJzz6lVK8XHq1MnJSZm4gMBAABkIW+8odhYPfCAmjb1xXDVpd8kbmMYqCiEsLRZs5Q/v/73v5v32AEAALC4qKib7x4cPtx0FPgFhRCWdscdN99DOGyYDh0ynQYAAMC0KVN0/boefFCPPmo6CvyCQgir69JFjRrp6lV16SK73XQaAPCFeMWv1MoLumA6CIAsJirq5rsHmR60DgohrM5m0/z5ypNHX3+tRYtMpwEAX1iqpa3VmttOAEiryZNvTg82aWI6CvyFQgioVKmbF9Hq318nThgOAwAZ55gbZIYQQJpERWnOHEkaMcJ0FPgRhRCBarNUW9rkp0fr21d16+rSJXXv7qdHBAAACChvvKHr1/XQQ2rc2Kfj/iTVkT716ZjwHQohAtWX0lbpcz89WlCQFi5UWJg+/1wffeSnBwUAAAgQJ09q7lxJevVVXw+9XvpRWuHrYeEjFELgprvu0tChktSzp86cMZ0GAADAj5zTgw0b+npoLtoX2CiEwN+GDVP16jp7Vv36mY4CAADgLydPat48SRo50nQU+B2FEPhbSIjmzVNwsJYu1WefmU4DAADgF5Mm6fp11a+vRx4xHQV+RyEE/qFmTfXtK0ndu+viRdNpAAAAMtmJE5o/X2J60KoohIC7MWNUrpyiovTKK6ajAAAAZDLn9GCDBqajwAQKIeAuZ04tWCCbTXPnasMG02kAIO2qqVoO5aipmqaDAAh0zulBxz2ZYUEUQsCD+vXVtavsdnXvrmvXTKcBgDRqqIbxin9ZL5sOAiDQTZiguDg9/LAefth0FBhCIUSgCpUkhRl7/EmTVLy4DhzgfHoAAJA9nTiht9+WpHHjMvNhwlw+IvBQCBGoekjDpJeMPf5tt928PevUqdq2zVgMAACATPL664qLU4MGqlcvMx+mgzRcGpyZD4EMsNnt3Coy+4uOji5SpIik06dPFy5c2HScrKRdOy1bprvv1vbtCg01nQYAAMBHjh5V+fKKj9d332VyIQxssbGxefLkkRQTE5M7d27TcQxghhBIzcyZKlxYv/yiCRNMRwEAAPCdiRMVH69HHrF0G4QohEDqChbUjBmS9Npr2rPHdBoAAABfOHLk5rsHx441HQWmUQiBW2jbVq1aKT5enTopMdF0GgDwwlEdbad2W7TFdBAAAWriRCUkqGFD1a1rOgpMoxACtzZ7tiIitHWrZs40HQUAvLBCK5Zp2QItMB0EQCA6fFgLF0rSmDGmoyAAUAgRwI6aDvCXokU1caIkDR+ugwdNpwGAW0lUovMjALhxTA82buzH6cHjUpK/HgtpRCFEoJotRUoBMyPXubMaN9bVq+rSRVyaFwAAZFGHD2vRIkkaPdpfD/mRVEIa5a+HQxpRCBGojrl8DAA2m+bPV5482rTp5lkWAAAAWc6ECUpIUJMmqlPHXw/pOOcrYF7UwQ2FEPBWZOTNU+3799eJE6bTAAAApNHhw1q8WJJGjTKcBIGDQgikQe/eqldPly/rxRdNRwEAAEij119XQoIefdSP04MIeBRCIA2CgvT22woP1xdf6MMPTacBAADw2h9/6J13JKYH8U8UQiBt7rpLQ4dK0ssvKzradBoAAADvjB+vhAQ1bar77zcdBYGEQgik2SuvqHp1nT2rfv1MRwEAT4IV7PwIAJL++EPvviubTePGmY6CAEMhBNIsJESLFilHDr3/vj791HQaAEimtVo/p+e6qIvpIAACxWuv3ZwerFHDdBQEGAohkB7VqqlPH0nq0UMXL5pOAwD/VFIl39f7deW3e04DCGgHDmjJEtlsGjvWdBQEHgohAlVxSVIJwylSMXasKlZUVJSGDDEdBQAAIGWvv67ERDVrZmh6sITLRwQem91uN50BmS46OrpIkSKSTp8+XbhwYdNxvGOXdktVJZvpJCn75hs1aCBJa9eqUSPTaQAAAJLZv1+VKikpSdu2mTtfdLdUSQox9Oipio2NzZMnj6SYmJjcuXObjmMAM4QIVDbpnoBug5Lq19eLL8puV9euio01nQYAACAZx/TgY48Zffdg1QBtgxCFEMigCRNUooQOH+aWPgAAIOD8/rvee082m8aMMR0FgYpCCGTIbbdp7lxJmjpVW7aYTgMAAODCMT34xBO6917TURCoKIRARjVrpvbtlZSkF19UfLzpNAAgbdTGUIW+qTdNBwFg0u+/a+lS2Wycx4TUUAgBH5gyRQUL6pdfNGWK6SgAIO3SrgQlbNM200EAmDRpkhIT1bQp04NIDYUQgSpamiydMh3DO4ULa/p0SRo/XkeOGA4DAABw8KDefVdSAEwPXpSmSkdMx0AKKIQIVG9JA5WFTndq317NmikmRi++aDoKAACwvHHjdOOGnnhCtWqZjvKu1F963XQMpIBCiEDleDNenOEUabJwofLn15o1WrjQdBQAAGBh+/Zp6VIFBen1QKhhcS4fEXgohIDPFC1685/d/v118qTpNAAAwKpGj1Ziolq3VpUqpqMg4FEIAV/q1k0PPqhLl9Snj+koAADAknbv1scfKyhIo0ebjoKsgEII+JLNprffVni4PvlEK1aYTgMAAKxn7FglJempp1S5sukoyAoohICPlS+v4cMlqWdPXbhgOg0AALCSn3/Wf/+roCCNHGk6CrIICiHge4MHq3p1/fmnB4VY/QAAIABJREFUhgwxHQWAJUUowvkRgKWMHi27Xc88o0qVTEdBFkEhBHwvJETz5ik4WAsWaMMG02kAWE97tV+hFaM0ynQQAH61bZtWrlRICO8eRBpQCIFMUbOmeveW3a7u3XXtmuk0ACwmVKGt1IoZQsBqxo2T3a62bVWunOkormymAyBVFEIEqmZSeekx0zEyYOxYlSmjAwc0ZozpKAAAILvbulWffaaQkMB792BDqYLU0nQMpIBCiEBVX/pdesR0jAzIlUsLFshm0+TJ2rHDdBoAAJCtOf4A3a6dypY1HcVNdek3qbXpGEgBhRDIRA0aqEMH3bihTp2UkGA6DQAAyKb+9z998YVy5NCIEaajIKuhEAKZa+pUFSmin3/W9OmmowAAgGxq1ChJ+ve/VaaM4STIciiEQOYqUOBmFRw5UgcPmk4DwBriFb9SKy+Ie6EClvDtt1q9WqGhevVV01GQBVEIgUzXtq1attS1a+rSRXa76TQALGCplrZWa247AVjE2LGS1LGjSpY0HQVZEIUQ8IfZs5U/vzZt0qJFpqMAsADH3CAzhIAVbN6sdesUFqbhw01HQdZEIUSg2izVljaZjuEjd9yhceMkqX9/nTxpOg0AAMguHPegf/55lShhOkpKfpLqSJ+ajoEUUAgRqL6Utkqfm47hO92764EHdOmSevc2HQUAAGQLmzZp40aFhemVV0xHScV66UdphekYSAGFEPCToCC9/bbCw/Xf/2oF/yYCAIAMc5wm2rmzihc3HSUVXEAhsFEIAf+pUOHmH/B69tQF3toDAAAyYONGff+9cubUsGGmoyAroxACfjV0qKpV059/avBg01EAAEBW5rgHfZcuKlrUdBRkZRRCwK9CQjRvnoKD9fbb2rDBdBoAAJA1rVunLVuUK5eGDjUdBVkchRDwt1q19PLLstvVvbuuXTOdBgAAZEEjR0pSt266/XbTUZDFUQgBA157TaVL68ABjRljOgqA7KiaquVQjpqqaToIgEyxerV++EG5cvEOFPgAhRAwIFcuzZolSZMna8cO02kAZDsN1TBe8S/rZdNBAPie3X7z4qI9eqhIEdNpkPVRCBGoQiVJYYZTZJ6mTfXMM7pxQz17KjHRdBoAAJBFrFunHTuUK5f69zcdxUthLh8ReCiECFQ9pGHSS6ZjZKYZM1SwoP73P735pukowP+zd9/xUVT7G8c/m0YgAWkmINIRjTQVuSiCKFa80mwoYKUJUqUIhhKaIBAiHaQoIIheBbm2H1dEwC4gikgRUIqUBDABkkDa7u+PJJiYXZLAJmd293m/eI2b2ZkzTyaJu9+dM+eIiIiHyLx7sFcvz7l78CkYAerdalU2h0NTRXq/uLi48PBwIDY2NiwszHQc+duKFXTuTMmSbN9OnTqm04iIiIi1rVlD+/aUKcPvv1Ohguk0XiEpKSk0NBRITEwMCQkxHccAXSEUMalTJ9q25dw5unVDH86IiIjIRdjtWXcPDhigalDcRgWhiGEzZ1K6NBs3snix6SgiIiJiYe+/z44dlC/Piy+ajiJeRAWhiGHVqjFhAsCgQRw5YjqNiHiFgxzsTOdv+MZ0EBFxG7udqCiAgQO54grDYcSbqCAUMe+FF2jenNOn6d/fdBQR8QqrWb2CFQtYYDqIiLjNypXs3ElYGAMGmI4i3kUFoVjYQdMBioufHwsXEhzM+++zapXpNCLi+TLIuLAUES+Qnp51eXDQIEJDDYe5FIfBbjqDuKCCUKxqDtSAGaZjFJdrr+WllwBeeIH4eNNpRERExEreeou9ewkP54UXTEe5BO9CNYgyHUNcUEEoVnUox9I3vPwy9epx/HhWZSgiIiICpKYyZgzASy/hkdMiZPb58qU3dZ5FBaGIVQQFsWgR/v4sXMjnn5tOIyIiItawZAkHDnD11fTqZTqKeCMVhCIW0rQpvXvjcNCrF+fOmU4jIiIipqWkMH48wLBhBAebTiPeSAWhiLVMnEjNmuzdm9U5RERERHzZwoUcOkSNGnTvbjqKeCkVhCLWEhLC7NkA0dFs3Wo6jYiIiJhz7lzWZMXDhxMUZDqNeCkVhCKW07o1nTqRnk7XrqSlmU4jIh7IH/8LSxHxXPPnc+wYtWrx7LOmo4j3UkEoYkUzZhAWxs8/ExNjOoqIeKAOdOhEp+6oh5mIB0tM5JVXAEaOJDDQdBrxXioIRayoQgWiowGioti3z3QaEfE01am+nOXNaGY6iIhcujlzOHGCa6/lySdNRxGvpoJQrKoqANUMpzCoSxfatOHcObp1w+EwnUZERESK0dmzTJ4MMHIk/p7e+7tajqVYjwpCsare8BP0NR3DqFmzCA1l40YWLTIdRURERIrRjBmcOkWDBjzxhOkol68j/AyjTMcQF1QQilXZoBHYTMcwqlq1rKmHBg/myBHTaURERKRYxMczdSrAyJH4ece79YYQYDqDuOAdv2IiXqtvX5o14/Rp+vc3HUVERESKxfTpJCTQqBGPPGI6ivgAFYQilubnx/z5BAXx/vusWmU6jYiIiBSxv/7KGmM8Kgqbb3eVkuKhglDE6urXZ9gwgBdeID7edBoR8QTrWR9E0Exmmg4iIoU2dSpnzvCvf9G+veko4htUEIp4gMhI6tXj+HFeesl0FBHxBNvYlkbaZjabDiIihRMXx4wZAKNHm44iPkMFoVhVHEyF46ZjWENQEIsW4efHwoWsW2c6jYiIiBSNKVNISuKWW3jgAdNR3CgBpsEB0zHEBRWEYlWzYAjq7nRB06b06oXDQe/enDtnOo2IiIi425EjzJoFMHas6SjutRQGwUTTMcQFFYRiVakApBhOYSkTJ1K1Knv3MmaM6SgiIiLibpMnc/48LVtyzz2mo7hXSo6lWI8KQhGPUbo08+cDREezdavpNCIiIuI+hw9nvcpnTkEsUmw0Q2T+HA7HoUOH9u/ff+DAgbNnzyYnJ6enp4eEhJQqVaps2bI1a9asWbPmlVdeadPAwFL0Wrfm8cdZuZKuXdm8mcBA04FERETEHSZOJCWFu+6ieXPTUcTHqCC8mK1bt86ePXvt2rVHjx69+JZXX331XXfd1bZt27Zt2wYE6KxKEZo5k88/5+efiYlh6FDTaUREROSy/fEHCxeC9909KJ5AXUadS0xM7Ny588033/zGG2/kWw0Cf/7555IlSx5++OE6deqsWLGiGBKKz6pYkSlTAKKi2LfPdBoRERG5bBMmkJbG/ffTrJnpKOJ7dC3LiYyMjDZt2mzYsCHzy4CAgBtuuKFJkyYVKlQIDQ0tXbp0aGhoaGhoRkbGmTNnzp49e+bMmfj4+C1btmzevPngwYOdO3f++uuvZ82apU6kUkSefpq332btWrp144sv0C+aiPxDOcpdWIqIxe3Zw5tvYrPp7kExQwWhEwsXLtywYUNgYGD37t2feOKJxo0blyxZsiA7nj9/fvPmzTExMXPmzKlTp87AgQOLOqr4rPnzqV+fjRtZtIhu3UynERGL6UKX8pRvSUvTQUQkfxMmkJFB27Y0bmw6ivgkdRl1YunSpaVLl964cePs2bObN29ewGoQCA4ObtGixapVq0aPHj1u3Lhzmi1Oikz16owYATBsGHFxptOIiMUEEdSe9rpCKGJ9e/fy9tvYbIwcaTpK0VFXJmtTQejE7t27Bw8efOutt15yC5GRkSVKlFi3bp0bU/mc1lAXHjAdw8IGDeKGGzh1Cl2KFhER8VBjx5KeTtu23Hyz6ShF5y64FtqZjiEuqCB0IikpqUWLFpfTQmBgYERExO+//+6uSL6oJeyBVqZjWFhAAEuWEBjIihWsWWM6jYiIiBTSzz+zYgV+fkyYYDpKkboRdkMH0zHEBRWETlx11VXnz5+/zEaOHj2anp7uljwirjRsyKBBAL17c/q06TQiIiJSGGPHYrfTsSP16pmOIj5MBaETzZo1W7Vq1eW08Omnn+7Zs6dOnTruiiTiSlQU113H0aNefe+BiIiI19m8mdWrCQhgzBjTUcS3qSB0okePHosWLZoxY4bdbi/svhkZGUuXLn3kkUfKlClz7733FkU8kZxKlGDePGw2Zs/mm29MpxERa0gl9QM+iCfedBARcWncOBwOOnXimmtMRxHfpoLQidtvv/2FF17o379/gwYNhgwZ8tFHHyUkJFxk+/T09O3bt8+fP/+ZZ56pXbv2008/nZycPG7cuIIPTypyOVq25LnnsNvp2ZO0NNNpRMQC3uKtDnSIIsp0EBFx7vvv+fBDgoJ0eVDM0zyEzsXExAQFBU2bNm3nzp1Tp04FgoODy5QpU7p06dKlSwcHBycnJ589ezYxMTExMTHv9BLPP/98nz59TAQXHxUdzaefsmMHU6bw8sum04iIaZnXBnWFUMSyRo8GeOopatQwnEREVwidCwgIiI6O3rRp04Vun+fPn4+Li9u/f/9PP/303Xffbd++/Y8//jhx4sQ/qsH69eu/8847c+bM8fPTub08m6ApbDAdw0NccQUxMQBjx7J7t+k0IiIi4tqmTaxdS4kSPnP//09wK2hEdKvSFcKLadGixdq1a48dO7Z27dpvvvlm7969+/fvj4+PT05OttvtNputVKlSZcqUqVmz5jXXXHPTTTfdc8891113nc2m2Tfd4RP4AT6CO0wn8RCPPZY1/8Tzz/PFF+jXUERExJoyu4k+9xzVqpmOUjzWwXewWlMRWpQKwvxVrlz5mWeeeeaZZy6scTgcaWlpgYGBqv3EUl57jXXr2LiR5cvp0sV0GhEREcnjq69Yv54SJRg2zHSUYuMwHUAuSt0aL4XNZgsKClI1KFZTowbjxwO8+CInT5pOIyIiInmMGgXQtavPXB4Uy1NB6H5paWmpqammU4iP6teP227jxAn69TMdRURERHL73//44gtKlfKZuwfFE6jLqJutWbPmySefzMjIWLx4cceOHd3b+OrVq7///vtL2DE5Odm9ScSy/PyYN4/GjXn7bZ54gjZtTAcSkYI7CXPgv7AfUqEaPAB9oKazjc9DPATm+BcAGZAGaZRMK1kprVJwSDClc++VAdPhDXCAH9wMY+FqF3lioSasgvvd/I2K+CaHg8hIgN69qVTJdBqRbDaHQ7163alWrVp//PEHEB4efvz4cTe2bLfbg4OD0y5vmrnjx4+Hh4e7K1LRGgavwiCYajqJBxo5kvHjqVaNX38lNNR0GhEpiFXQFfxhKDSDUFgPYyAd5kPeu4KXO1uZ2ydDPnlg8gN/f/0XPApbYB00gVPQCo7AKrjd2f6D4Sv4FnSHhIg7fPwxDz5I6dL8/jsVK5pOU5ymwFB4Gt40ncSZpKSk0NBQIDExMSQkxHQcA3SF0M0qVap0oSB0b8t+fn5vvPHGL7/8cgn7Jicnz5w5E9B9jz5ixAjef59duxg9muho02lEJF/vwuNQCz7LcT3wBrgTboGnoSw8mHsX//xbvbLElbm+HgbrYR40AaACLIEb4Vn4FYJz7xwLc+B9VYMi7uFwZN092Levj1WDYnkqCN1sxYoVkZGRGRkZ48aNc3vjnTt3vrQd4+LiMgtC8RElSjB3LnfeyfTpdOpE48amA4nIRRyCruCAyXl6h94IvWA69II7Iecn15kv4FdBSZcNNynd5O8vdsBCCITHcmzRCOrCb7AYeufeeSo0UGdREbf54AN+/JGyZRkyxHQUkdxUELpZjRo1li9fbjqFVwgCoIThFJ6rZUuefZbFi3nuObZsITDQdCARceVVSIQa0N7Zs0/CdPgT3oHncqzPfAFfAzcX7CjrwQG1oFyOlTaIgN9gc+6N42AO/EeXB0Xcw27PujzYvz9ly5pOU/xK5FiK9WiUUbGq3hAJfUzH8GRTphAezvbtvPaa6Sgi4koGrASgnovX5Jsgs3fZitzrMzcu+E3COwHIezdD5ppduVdOhXrQusCNi8hFvfceO3ZQvjwDB5qOYsRTMAJeMh1DXFBBKFZVCcZDZdMxPFn58kybBhAVxf79ptOIiFO/wl8A1HCxgQ2qA/AD2HOsz5zeqODDH5wBnN15mDkKdViONSdgNozW5UER90hPz5pkYtAgrrjCdBojysI4qGU6hriggtD9xowZM2TIkH6aBk4soFMn2rQhOZkePdCIwiJWdDT7wUWmB8q8iHcWjuRYmQIU5gphBAAn8qw/BkC9HGumwvXwQJ4tReSSrFzJb78RFkb//qajiDijewjzcfTo0V9++eXMmTOVKlWKiIioWIBhoZYtW7Z//35gxowZRR9QJB+zZvHFF6xfz/LldMlvkHoRKW4XXof/cL3NhTowHqpmP84sCDOvEGbAH7AT/CHCxcfwtwHwOyRDqeyV52ELkGMI0xMwC97R5UER90hPZ8wYgMGD8ckZDcQD6AqhS1u2bGnZsmWVKlXuv//+xx577Pbbb69cufLDDz/8448/mo4mUgjVqhEVBTBgACfyXhwQEbOuy36wHc452yAd9mY/Pp9jfQoEQjpEQ2W4BtrBg1AbbiJubVxnOn/DN39vfyfcD8nwYY5GVsFp6JhdLgLREAH/dse3JiKwbBn79nHVVfTRsAhiVSoInfvkk0+aN2++adOmnCvT09NXrVr1r3/9KzIyMiUlxVQ2kcIaMIDGjTl1SkNdi1hPFSgDwF/whrMNluToTZrzTr8UsEMtGJynI+g2wu4PC48JX8CCv1faYD7cBH1hC9hhA/SCe2BW9jYnYZbuHhRxm9TUrMuDQ4dS0vUMMSJm2Ry6ryiPEydO1K1bNyEhIfPL4ODgiIiI6tWrHzlyZPfu3WfPngWaN2++evVqpz1I69Spk9ll1DrnNi4uLjw8HIiNjQ0LC8t3e6s4mD2Ugly2n3+mSRNC0vh4Mc1aOtuiPDgdCPtk9lgU/2CDKtmzg+RkhyOQ5myXILja2frzOW6jUiql8sFUU2AeAOHwGTTI8dR+aJF9mx+wM8e47fNhMlSGGLgLAuFn+D+YDBkADptj3vJ5vZr2ypXqSpgJG+EQXAGPQS9Iy041Bb6ENTkKQqudK6VSKo9KtfIt+oym5NXs3UtwsIvj+ojDUMWil6KSkpJCQ0OBxMTEEN/s1+uQPMaOHZt5cmw2W79+/U6fPn3hqXPnzi1ZsqRx48ZArVq1du7cmXf32rVrW+3cxsbGZkaKjY01naXAZjscOBzTTcfwIpF9HRk4HK7+BTocP+bZZ63D4ed6lwhnh+nuenscjlF5tj/vcFRSKqVSqux/ZRyOqQ7HFodjm8Mxw+EIdThsrjcu6XAcyXOUdj5wrpRKqTwnlR3HkvHONvMp7zgcOBwjTcdwITExMfN9cmJiouksZmhQGSc++eSTzAcvvvji1KlTcz4VHBz81FNPdenSZdasWcOHD7/ttts++uijZs2amYjp7Q7lWIo7RPbHbybAuWBnHVdKO/tktCKEZY9dkVdtZyur5572+h+q5lkTADVdH0KplMpHUqVDEtjhDAzOXukPQ2EBnAQgKM8kE83gqjxNNYH/5bgdsWzu/p8XSXUO0rL7r+Y0AuKgPNwKL0IZ0+cKS/4ElUqp8qRKSSEoGRt00k25BwG9qbMudRl1oly5cgkJCaVLlz5+/HipUqVcbfb7778/8sgju3fvfvfddx988MIAbeoy6ibD4FUYBFPz31YKJBYq4YCgAH74gRtvNJ1HRHI6CpPgQzgKlaEpDIMbYQV0BmAZFHCg4BTOVTlX8lRJgC+heQF2OQU14C1ol73mADwGh2E1NIXt0AZssBpuKuz3JuJzkpOpU4ddx7gC+A2uMR3IrCkwFJ6GN00ncUZdRi3Zk9e0zLsEGzZseJFqEKhVq9aXX37ZunXr9u3bv/nmm8UUTuSypafTsycZGaZziEhOV8EM+ANS4AC8A5mf2mT2WQkszMSAJThV/1TW4wKOgDYN6kDb7C8d8AxshqVwC9igESyEQ9ClwG2K+LB58zh2DD+90RZPoN9TJ8qWLQtUqVIl3y1DQkL+85//DBs27Nlnn508ebJ1LgmKuGKzUbEimzcza1b+G4uIYfHwXwD6Q/nC7HdNfNaj/F/K4BTMyD246HuwEarDXTk2uxvCYResKEQSER909iwTJwKUKJHfpiIWoILQiYiICODIkSP5bgn4+fmNHz/+9ddfHz58+ODBg+12exGnE7lcr74KEBnJHxeZCFtErGAGnIWKMKJw+9nsNiCpXJLze5z+IQbq5OgsCnwJwPW53yb4Zd8xtbVwYUR8zZw5nDzJddcRlHcMUhHrUUHoxEMPPQR89913Bw4cKOAu3bt3X7169Zw5c55++um0NKfjH4tYxbPPctddJCXxwgumo4jIReyASQDEwBU51p+H2Hx2rbC7ArD14a0E5neUv2AGjMo99swOAMLzbJw5gEeBPi8V8VFnzjBlCsCoUaajiBSMCkInevbsWbVq1YyMjLZt2+7bt6+Ae7Vt2/bzzz//+OOPDx3SIEpiaTYbc+cSHMynn/Luu6bTiIhTJ6EjnIcJecaSWQQ9LrpvEuE7wtOC00JfDs3/QDFQK/flQaACAGfzbJxZiF6ff6siPmv6dE6domFDOnY0HUWkYFQQOlGqVKn3338/JCTkl19+qVu37t133x0TE5OUlJTvjs2aNfv666+rVs07zrGItVxzDZGRAP37Ex+f39YiUsyOwZ2wEwbA8DzPPgQfwSbXu0/A74xf4MTAm2rmNx7oXzAdRuV5O9AIyB4p/oJUyPyMtGl++UV8VXw80dEAI0dqRBnxGPpVda5Jkya7du1au3bt66+/fuutt/7000+nT58uyI4RERHffvtt/fr1izqh98ssq6sZTuFVykDZv0/psGHccAPHj/PSS0ZTicg/rIaGcATehpjcPTkzVYa7oT8kO9v9fzAVBkH/AhzrNagJ7fOs7w7lYQscyLFyDSRAS2hTwO9ExOfExHD6NDfcwMMPA1AVQqCi4VTmVcuxFOvRPIRFIiEh4fXXXx86dKjpIFk8ch5CB2yHhs7eDMklOwKBkP0r8MMPNGuG3c66dbRqZTSYiNjhc3gFNkI7mO1s0vkLlsFTEAG9oAFcCydhJ3wMqyAaehTgf57xUAMWw8POnv0AOsMtsAZCYQfcBRXgQxeTcYv4vBMnqFWLxETWrKFt5iQuJyFZhRAA2+F6CDAdwxnNQ6iC0Cd4ZEEoxaJPH2bPpm5dfv6Z4GDTaUR81nBYBnZ4DrpCzfy2T4Rb4NfcK0tCJxgJ1Qt20NGwGn5y3VtoH0TBLxAAwXA3DIOSBWtcxPcMG8arr9K0Kd99ZzqKFIYKQhWEPkEFobhy5gz16vHnn4waxZgxptOI+Kyj8BPcW5iPzx3wE/wCRyEEasMdUKowB42BptCssFlFxInYWGrXJimJTz6hdWvTaaQwVBCqIPQJKgjlIlav5qGHCArixx+pV890GhEREQ80aBDTptGiBZsuMuCTWJIKQg0qI+LrOnSgQwdSU+naFbvddBoRcYf1rA8iaCYzTQcR8QlHjjBnDsDo0aajiBSeCkIRYfZsypbl+++ZP990FBFxh21sSyNtM5tNBxHxCZMmcf48d9zBXXeZjiJSeCoIxariYCocNx3Dy7wDHztZXbkyUVEAkZHExhZvJBEREU929CiLFgGMHJnnuc9gWbEHsqAEmJZ7GhuxEhWEYlWzYAjq7uRO8fAEPOL8yT59aNKE+HgGDCjeVCIiIp5swgTOneOOO5xN4NQFnoJDBlJZy1IYBBNNxxAXVBCKVaUCkGI4hVdJBYfLU+rvzxtvEBTEypV88EHxBhMREfFM+/ezYAE2G1OmOHs6JcfSl+k8WJsKQhHJUq8eQ4cC9O5NQoLpNCIiIpYXFUVaGg8+yM03m44icqlUEIrI30aMICKCY8cYMcJ0FBEREWvbvp0VK/DzY8IE01FELoMKQhH5W4kSzJ2LzcbcuXz9tek0IiIiFjZ2LHY7jzxCgwamo4hcBhWEIpJLy5Y8+yx2O88/T2qq6TQiIiKWtHkzq1YREMC4caajiFweFYQi8k9TphAezo4dTJ5sOoqIXJJylLuwFJGiEBWFw0HnztStazqKyOVRQSgi/1S+PDExAOPHs2uX6TQiUnhd6LKa1VFEmQ4i4p02beKTTwgKyprFV8SjqSAU8Rm2HMv8PPEEbdqQkkKvXjgcRZlKRIpAEEHtaa8rhCJFJHPoteeeo0aNi25XmFdeb6YzYG0qCMWqWkNdeMB0DG9SER6AzgXdfNYsQkPZuJHFi4sylYiIiEf5/HO+/JKSJRk5Mr9NH4dWUK04UlnaXXAttDMdQ1ywOfThvw+Ii4sLDw8HYmNjw8LCTMcRjxEdzeDBlC/Pzp2Eh5tOIyIiYprDQdOmbN7MwIFMm2Y6jbhDUlJSaGgokJiYGBISYjqOAbpCKCIuDRhA48b89RcDBpiOIiIiYgEff8zmzZQuzcsvm44i4iYqCEXEJX9/Fi0iMJCVK/nwQ9NpREREjLLbs+rAPn2oWNF0GhE3UUEoIhfTqBH9+gH06UNiouk0IlIwqaR+wAfxxJsOIuJV3n+fX36hXDmGDjUdRcR9VBCKSD7GjqVWLQ4dYtQo01FEpGDe4q0OdNC0EyJulJ6eNbjowIGULWs6jYj7qCAUkXyUKsWcOQDTp/Pdd6bTiEgBZF4b1BVCETdasYLffiMsjIEDTUcRcSsVhGJVm6ApbDAdw5vY4VHoeSm73ncfnTpht9OzJ2lp7g4mIiJibampjB4NMGQIoaEF3m0gtIXUIovlKX6CW2GN6RjiggpCsapP4Af4yHQMb3IS3oOFl7j31KmULcv27cye7dZUIiIilrdsGQcOEB5Or16F2e1N+BAOFVEoz7EOvoPVpmOICyoIRXyGI8ey8CpXZtIkgJEjOaTXNhER8RkpKYwbBzBsGIWbpu7yXnm9h86AtakgFJGC6tGDVq1ITKRHD9NRREREisvcuRw8SM2a9O5tOopIEVBBKCIFZbMxdy7Bwaxdy8qVptOIiIgUvbNnmTABIDIiHJZBAAAgAElEQVSSoCDTaUSKgApCESmEunV56SWAAQOI1/iFIiLi7WbO5ORJrruOZ54xHUWkaKggFJHCefllIiKIjWXYMNNRREREilJ8PFOmAIwcib+/6TQiRUMFoYgUTlAQ8+Zhs7FgAV99ZTqNiDhzAzcEEtiEJqaDiHi2mBgSEmjUiMcfNx1FpMioIBSRQrv9dp55BoeDbt1ISTGdRkTyuIu7UkntS1/TQUQ8WFwcMTEAo0fjp7fM4r302y1WlXnfdgnDKbxKENjcdkqnTiUsjD17mDrVPQ2KiIhYypQpJCbStCkdOlxqEyVyLH2ZzoO1BZgOIOJCb7DDC6ZjeJNysAhKu6ex8uWZOpWnnmLcOB55hGuvdU+zIiIiVvDnn8yaBRAVdRmtLIQjUM09kTzYU3ACnjUdQ1ywORyaKtL7xcXFhYeHA7GxsWFhYabjiPe4914++4w77mD9emw202lERETcpE8fZs+mZUs2bDAdRYpYUlJSaGgokJiYGBISYjqOAeoyKiKXbs4cSpZkwwaWLzcdRURExE1+/53XXwcYP950FJGip4JQRC5dnTpERgIMHMjJk6bTiIiIuMP48aSlcc89NG9uOopI0VNBKCKXZcgQ6tXj5ElNSyhiIQc52JnO3/CN6SAinmf3bpYuxWbjlVdMRxEpFioIReSyBAWxaBF+fixezPr1ptOICACrWb2CFQtYYDqIiOcZM4aMDNq04eabTUcRKRYqCMXCDpoO4H3i4Yz7W23alG7dcDjo1Yvz593fvogUVgYZF5YiUnA//8w77+Dn56a7BxPhlDva8QKHwW46g7igglCsag7UgBmmY3iTc1ALGhVJ25Mnc9VV/PYbkycXSfsiIiLFYPRoHA4efZQGDdzRXDOoDvHuaMqjvQvVIMp0DHFBBaFY1aEcS3GLM5BQVNddr7iC6GiAV15h164iOYSIiEiR+v571qwhIICxY93U4iFIAg26lvneQ2/qrEoFoYi4x+OP8+CDpKTQqxea31RERDzOqFEAnTtTt67pKCLFSAWhiLjNrFmEhLBxI0uXmo4iIiJSGBs28L//ERTEmDGmo4gULxWEIuI21atnfbw6aBAnTphOIyIiUmAjRgA89xzVq5uOIlK8VBCKiDu9+CI33sipUwwdajqKiIhIwaxdy9dfU7Jk1seaIj5FBaGIuFNAAPPn4+/PkiV8/rnpNCK+yh//C0sRuTiHg8hIgOefp3Jl02lEip0KQhFxsyZNeP55TUsoYlIHOnSiU3e6mw4i4gHWrGHrVkqX5uWXTUcRMUEFoYi43yuvUKUKe/cycaLpKCI+qTrVl7O8Gc1MBxGxOrs96+7Bvn2pWNF0GhETVBCKVVUFoJrhFF6lDJQtplNapgzTpwNMmsTOncVxRBERkUvwzjv8+ivlyjFkSBG0XhVCQHVmtRxLsR4VhGJVveEn6Gs6hjcpCTvgh2I62sMP07YtqalZ3UdFRESsJj2d0aMBBg6kbNkiOMAXsBPKFUHLnqUj/AwasMeqVBCKVdmgEdhMx/AyVSCs+I42cyahoXz5JYsXF99BRURECmjpUvbuJSyMgQOL5gAVdVksW0MIMJ1BXFBBKCJFpVq1rOl9hw4lLs50GhERkRxSUrJepIYMITTUdBoRc1QQikgR6t+fxo356y8GDTIdRUREJIeFCzl0iKuvpk8f01FEjFJBKCJFyN8/a1rCt97is89MpxHxGetZH0TQTGaaDiJiUcnJTJgAMGwYwcGm04gYpYJQRIpW48b07QvQuzfnzplOI+IbtrEtjbTNbDYdRMSiZs/m2DFq1aJHD9NRRExTQShWFQdT4bjpGF7mHfjYwGHHj6dGDfbty/o4VkRExKAzZ3j1VYDISAIDi/JIn8GyomzfUyTANDhgOoa4oIJQrGoWDEHdndwpHp6ARwwcOSSE2bMBpkzh118NBBAREbngtdc4dYrrruPpp4v4SF3gKThUxEexvqUwCCaajiEuqCAUq0oFIMVwCq+SCg5jp/SBB+jQgdRUunbFbjeTQURE5K+/mDYNYNQo/P2L+GApOZa+TOfB2lQQikgxmT2bsmX5/nsWLjQdRUREfNXUqZw+TaNGdOxoOoqINaggFJFiUrkyY8cCDB3K0aOm04iIiO+JjWXGDICoKPz0LlgEUEEoIsXphRe49VZOn2bwYNNRRETE90yaRFISTZvSvr3pKCKWoYJQRIqPnx/z5xMYyNtv89FHptOIiIgvOXyYefMAxowxHUXESlQQikixatCA/v0B+vQhKcl0GhEvVY5yF5Yikmn8eM6fp2VL7rvPdBQRK1FBKCLFbcwYatXi4EHGjTMdRcRLdaHLalZHEWU6iIhV7N/PG28AjB9vOoqIxaggFPEZthxLo0qVypqWMDqan34ynUbEGwUR1J72ukIocsGYMaSlce+9NG9ejEe1zCuvYToD1qaCUKyqNdSFB0zH8CYV4QHobDoGAPffz2OPkZ5Oz56allBERIrWzp2sWIHNxoQJxXvgx6EVVCveg1rQXXAttDMdQ1ywORwO0xmkyMXFxYWHhwOxsbFhYWGm44gAHD/O9dcTH8+cOfTqZTqNiIh4r0cf5b33aNuWNWtMRxHrSUpKCg0NBRITE0NCQkzHMUBXCEXEjEqVeOUVgGHDOHLEdBoRKzgJY+FmKAchEAGD4I/89voKnoI6UBKuhBawADJcbJwB06AB1IeG8Bz86brlWCgF/3eJ342IRWzbxvvv4+dX7JcHRTyECkIRMaZHD267jTNnGDjQdBQR41bBNTADHoMP4WvoDguhPrzlYpd06A8tIBCmw8fwAvwEPeAeyDuK719wL4yBxbADvoCtcANsctH+FGgIGo9RPNzIkTgcPPoo9eubjiJiSeoy6hPUZVQs69dfufFG0tL4739p08Z0GhFT3oXHoRZ8BjVzrN8Gt0A6rIEH8+w1BKZCDAzIsfJruBPSONz5cOhbobnGlekBC2Ae9Mxe8xPcCLXgVwjO3Xgs1IT3obWbvkcRE779lmbNCAhg506uucZ0GrEkdRnVFUIRMalePQYPBujTh8RE02lEjDgEXcEBk3NXg8CN0Avs0CvPFb+vYCpcD/1yr78NugFUXV514Y8L/16/AxZCIDyWY+NGUBd+h8V5Uk2FBnD/5XxjIuaNGAHQpYuqQRGXVBCKiGEjR1K7NocOMWaM6SgiRrwKiVAD2jt79kkA/oR3cq/PnEvtAWev5J2y/tt0dtO/V64HB9Qi11QUNogAYHPuFuJgDozWYPHi2davZ/16goKIijIdRcTCVBCKVW2CprDBdAxvYodHc3QVs4ySJVmwAJuN115j2zbTaUSKWQasBKCei9fkm6AiACtyrDwGawFo6WyXxtgD7ECDtQ24cF/ITgDC82ycuWZX7pVToZ46i4pnczgYNgyga1eqVzcUYiC0hVRDR7eOn+BW0BCvVqWCUKzqE/gBPjIdw5uchPdgYf4bFr8776RTp6xpCTNcjY4o4pV+hb8AqOFiAxtkvpf9AS5M2vm/7Ae3OdulJCduOAGUO1KOQ9krzwDgn2fjZABy3l1+Ambr8qB4vE8+YfNmSpVi5EhzId6ED/n7z9BnrYPvYLXpGOKCCkIRn+HIsbSe116jYkU2b2bOHNNRRIrT0ewHya63ybyIdxYuTNDyNQDBuft/5nC8yfGsR/uzV2V2DT2RZ9NjANTLsSbz1sQHLhJaxOrsdoYPB3j+eSpXNpfD2q+8xUdnwNpUEIqIJVSsyKRJAJGR/HmRidFEvExA9oOLzDd4oQ6Mz36wF4DSLvc4V+Fc1qMD2asyryX+nrvyPA9bgBxDmJ6AWbo8KB5v1Sp++YXSpbPKQhG5CBWEImIVzz1Hq1acPUv//qajiBSb67IfbIdzzjZIzy7/gPPZDzKv+5Vx2WpaaFrWo7PZq+6E+yEZPsyx3So4DR1zdD2Nhgj4d8G/ARHLSU8nMhKgXz8qVjSdRsTyVBCKiFXYbMydS3Awq1axRreei4+okl3X/QVvONtgSY5rehfu9Mu8VOj6CmFq6exRLC7sa4P5cBP0hS1ghw3QC+6BWdnbnNTlQfEGb7/Nb79RvnzWtEYicnEB+W8iIlJc6tZl6FDmjeXUk5wfQ3De6WED4G6olmf9b7Apx5AbOZWGhyEoz/r/5ehN9w8R0CLPyiRY5eIajlIp1SWnSobbswfQGg6xUCVHqmtgdI6NKwGwJ3tOwjPwuvNUqaHZBWF67lRdYT10hb+gJDwAz2ePYgpEw7XwoFXPlVIpVQFSpX9Cah8awqMDKVvWRTwRyckhPiA2Njbzxx0bG2s6S4G95HDgcAwyHcObHHc4cDhspmPkJznZsTnY4cD1v5bOdou46C6z8my//aLb+zscR/PsMkqplKrYUwU4HN2zH5fP3uW6/FNtf3971pfRBU51wuEIcTjWeOy5UiqlypHqmJ8jIcFZg8XsCocDh+M30zGMm+xw4HA8bTqGC4mJiZnvkxMTE01nMUNXCEXEWkqWpGoT+JKdNqrcwxVX5NmijbPdesMmFy36w115VtaGbnDaxS7hcGWelQ/CbtdDpSmVUl1OqhPwFaTlfsoGXaAfLACgVY5U/QAIyTMWaHaqBhkNstaUKnCqaVA3+zxkprLDfjgBSRAEFaAuBJo+V9b8CSqVNVKlXM2WYG47T8CVzl4+RMQZm8OhgWC9X1xcXHh4OBAbGxsWFpbv9pYwCsbByzDBdBKvEQ8VoISL7jqWMhBeYzh81pjvv8c/78xpIt7nKEyCD+EoVIamMAxuhBXQGYBl0CV741BIgishzkVri6ErAG/D4wU4+imoAW9Bu+w1B+AxOAyroSlshzZgg9Vw06V+jyJFLDqaTYNZA/a78fvMdBogHOLgoLPesD5lBvSHHjDfdBJnkpKSQkNDgcTExJCQvDereD9dIRSr6g12eMF0DG9SDhZdbBQKCxnIOX8+WMLurcycyYABpvOIFIOrYAbMyLP+EwACc18MLANJkOi6tTPZD2oW7OjToA60zf7SAc/AZvgf3AJAI1gI90EX2AYlCtasSDE6c4ZJkzgLW9vTeITpNJkWwhGfrwaBp+AEPGs6hrigUUbFqirBeDA4maxXehYeMZ2hIKpRcirDowEiIzlwwHAcEWPi4b8A9IfyOdZnlnnnsseMyatQBeEpmJF7cNH3YCNUz90l724Ih12woqDxRYrTtGmcPEnN67jhPWhsOk2mNvC86QxWUBbGQS3TMcQFFYQiYlFPPsntt5OcrHHDxYfNgLNQEf5xueOa7Ac7XeyYAEAVZ/dx5RUDdXJ0FgW+BOD63G8T/KA2AFsL0KZI8YqPZ/p0gMhI3WggUjgqCEXEomw25s0jKIj33+fjj02nESl+O2ASADHwj+ExLtzF962LfbcAcFcBZhT8C2bAqNxb7gAgPM/G5QA4kl+bIsVu8mQSEqhfn06dTEcR8TQqCEXEuiIiGD4coFcvzp41nUakOJ2EjnAeJuQYS+aCe7IfOC0IU3D84AD2tN2T/4FioFbuy4NABQDy/tFlzmF0ff6tihSnw4d57TWASZPw03tbkULSH42IWNrw4Vx3HYcPExVlOopIsTkGd8JOGADDnW1wHdQDYANk5Hn2B2wptkPVDk1uNzmfA/0F02FUnrcDjQA4mHtlKuwDoGn+34FIcZowgfPnadmSf//bdBQRD6SCUCzsYP6bSOHE5xhqwsoccCjrYYkSzJuHzcb06WzbZjSVSPFYDQ3hCLwNMS76fNpgJAAHnQ3x8hrA8InD0wLS8jyXZ8ua0D7P+u5QHrbAgRwr10ACtHQxX5yIIfv2sXgxwPjx2auOQaq5QDklwinTGSziMNhNZxAXVBCKVc2BGs5GYJdLdg5qZX/wb3GToTq8kfVVy5Z06kRGBj17kpH3YoiId7DDZ3AnPAzNYUd+8wc+Bj0B6AVrs1emwThYxc/P/7yiU36Dgca7uDwIhMMiKAVdsye32AF9IAIWFeC+RJFiFBVFWhr330/z5gB8B1Wgm+FUWZpBdYg3HcO4d6EaRJmOIS6oIBSrOpRjKW5xBhI85Lpr5s89R9ToaMqVY/Nm5ltyTluRyzUcqsHTcBvsh9VwVX672GAOxIA/3A/XQyuoDtMgmnVz1uV/0NegOnRw8Wx7+Bkqw23QGHrC87A1e6BREWv46SfefhubLcflwcO5upkYdgiS4KTpGMZlvqBb5IcieWhiehHxAOHhTJzI888zfDjt23NVvu+VRTxLX2gB9xbyZdkPBkAP+B/sgwDoD/dAqYLtXhbmXfST4TrwVmHyiBS70aOx23n0URpbZOJBEQ+kglBEPEP37ixdyjffMGgQb79tOo2Ie11VgEuCrpRydhNgQQy81COKWMO33/Lf/xIQkOPyoIgUnrqMiohn8PNj3jwCA1m5UtMSiogIw4YBPPkkdeuajiLiyVQQiojHaNCA/v0B+vfn3DnTaURExJx169i0iRIlNCmRyOVSQSginmTMGGrWZP9+XnnFdBQRC/PH/8JSxPs4HAwfDtCzJ9WqmU4j4uFUEIqIJylVipgYgMmT2bnTdBoRq+pAh0506k5300FEisQHH7BlC6VLM2KE6Sgink8FoYh4mHbtaNeO1FSefx6Hw3QaEUuqTvXlLG9GM9NBRNwvI4ORIwH69ePKK02nEfF8KgjFqqoCoH4gblQGynrIKc386Vd3+fzMmYSG8uWXLF1aXJFERMQaVqzg118pX54hQ5w9XRVslnmxqwohUNF0DOOq5ViK9dgc+oDdB8TFxYWHhwOxsbFhYWGm4xSMA7ZDQ7CZTuJNjkAgWP9XwA47oOHFNomOZvBgKlRg1y59Qiwi4itSU7n2Wg4cYOLErFFGndgDVQs8IWeROgnJKoQA2A7XW3TCu6SkpNDQUCAxMTEkJMR0HAN0hVCsygaNVA26WxVPqAYBv3yqQaB/f268kVOnssYVEBERX7BwIQcOUKVK1qDTzl1rjWoQqKhqMFtDi1aDggrCyxEXF/fVV199/vnnu3fvTktLMx1HxLcEBDB/Pn5+LF7MF1+YTiMiIkUvOTlrDvrhwylZ0nQaEW+hgtCJs2fPDh06dOTIkZMnT3a6wYYNG1q0aBEeHt6iRYu77747IiIiPDy8e/fuBw4cKN6kIj6tSRN69MDhoG9fUlNNpxERkSI2axbHjlGrFj16mI4i4kV0D6ETx44du+qqq4DatWvv27fvH89OmzZt8ODBTs9bcHDwpEmT+l+sE4MZHnkPoUgBnD7N9ddz9CivvKK+oyJ/W8/6+7k/mui+9DWdRcQ94uOpVYuEBJYs4amnTKcRL6J7CNWZ14nAwEBXT3366aeDBg268GWFChXq169/zTXX2O323bt379ixY8CAAX/++efkyZNtNt39JlLkrriCyZPp0oVx4+jYkVq1TAcSsYZtbEsjbTObTQcRcZuYGBISqFePzp1NRxHxLuoy6sRFCsJh2QNalS1bNjo6+siRIxs2bFiwYMGiRYu+/vrro0ePvvTSS9OnT1+4cGFxhfVecTAVjpuO4WXegY9NZyiIPyEaThVo286duftuzp2jd+8iTiUiIobExhITAzB2LP7+F900BWbC9mKJla/PYJnpDFaQANPggOkY4oIKQidcFYT79u3bvn074O/v/+mnn7744oslSpTIuUFISMikSZM+/PDDgQMHHjp0qDiyerFZMARmmo7hTeLhCXjEdIyCiIbBsKCgm8+dS3Awa9fyn/8UZSoRETFk0iQSE7nlFh56KL9N10I/cDpFYfHrAk+B3hIuhUEw0XQMcUEFoROuCsJdu3ZlPnjppZduueUWV7vfd9997dq1GzduXJGE8x2ZY4SkGE7hVVLB4SGnNPOnf76gm9epkzUbVb9+JCQUUSYRETHj0CHmzgUYO7YAW6fkWBpnqTAG6TxYmwpCJ/xd9EWw2+2ZD+6///6Lt/Dvf/97xYoV586dc3MyEXFh+HAiIjh+nFGjTEcRERG3GjeOlBRateKee0xHEfFGKgidSE9Pd7o+IiIi80GjRo0u3kK9evWSk5M3btzo5mQi4kJQEHPnYrMxezbffWc6jYiIuMnu3bzxBjYbE9XhUKRoqCB0wtUs87Vr165YsSKQkZFx8RYyp3bYv3+/27OJiCstW9K5M3Y7ffqQ39+oiIh4hqgoMjJo04Z//ct0FBEvpYLQCVcFob+//9ChQ4F169ZdvIXdu3cDiYmJbs8mIhcRE0PFimzdyuzZpqOIiMhl27aNd9/Fz48JE0xHEfFeKgiduFAQnjt3bsuWLbt37z58+HB8fHxqamrv3r3DwsL69+9/9OjRi7SQORhplSpViiOuiGSrWDHrTcOIEfz5p+k0IuaUo9yFpYjnGjkSh4MnnqB+fdNRRLyXJqZ34kJBePTo0SZNmuR8KjAw0G63Z2RkPPTQQ1999VVAgJMTmJSUNHfuXKC+/u8lUuy6dWPJEr75hoEDNQuF+K4udClP+Za0NB1E5NJt3MjHHxMUhAZuFylSKgidKF++/FtvveXv7x8QEBAQEODn55eampqSGy4GI920aVP//v337NlTr169fMeeESlWthxLj3BJUf38mD+fm27ivff48EPatHF3KhFPEERQe9qbTiFyWUaMAHj2WWrWLMxulnqZ87hX3iKiM2BtKgidCA4O7ty5c2H3On78eM+ePT/66KO777572bJl7du3t9n0638ZWsNqeMB0DG9SER6ACqZjFMSD8Dncd4l716/PgAFMmUKfPrRqRUiIW7OJiEjR+7//46uvKFWK0aMLuect0BAeLpJUhfY4/AbVTMcw7i64FtqZjiEu2BwOh+kMXuL8+fOLFi166KGHKleubDrLP8XFxYWHhwOxsbGZI6CKeLfkZOrX548/GDZMI5WLiHgYh4MmTdi6lcGDmTLFdBrxdklJSaGhoUBiYmKIT36KrILQJ6ggFB/06ac88AABAWzZgrpvi4h4kPfe49FHKVOG33+ngkd0bBFPpoJQo4y6X1paWmpqqukUIr6udWvatyc9nT590AdfIiKeIj2dyEiAF19UNShSHHQPoZutWbPmySefzMjIWLx4cceOHd3beEpKypEjRy5hx1OnTrk3iYhHmDGDdev46isWLaJbN9NpRIpRKqmf8ElLWmrmCfE4y5bx22+EhTFokOkoIr5BXUbdrFatWn/88QcQHh5+/PhxN7Zst9vr1KmT2fglU5dR8TXTpjFoEOXLs2sX+t0X37GYxV3p2o9+05luOotIIaSkcO21HDxIdDQvvmg6jfgGdRnVFUI3q1Sp0oWC0L0t22y2KlWqJCQkXMK+drv99OnT7s0j4hH69+ett9i2jSFDWLLEdBqR4hJP/IWliAd5/XUOHqRqVXr3Nh1FxGfoHkI3W7FiRadOnTp27Pjee++5t2Wbzfbll1/+dUl+++0394YpDpugKWwwHcOb2OFR6Gk6RkGshVvgeze05O/P/Pn4+7N0KZ9/7oYGRUSkiJw9mzUH/ciRBAdfait/wu0wz32xLsdAaAsaWeInuBXWmI4hLqggdLMaNWosX7585cqV11xzjeksHu4T+AE+Mh3Dm5yE92Ch6RgF8V/4Hv7PPY01aUKPHgC9enH+vHvaFBERt5s5kxMnuO46nnvuMlr5Dr6ElW5LdVnehA/hkOkYxq2D72C16RjiggpCEZ/hyLH0CO6LOmkSV13F3r2az0pExKL++ivrf9GjRuHvfxkNWeplzuNeeYuIzoC1qSAUEe9XpkzW+4wJE9izx3QaERHJIzqahARuvJHHHzcdRcTHqCAUEZ/QqRP33ENKCn37mo4iIiK5HT/O9OkAY8dis5lOI+JjVBCKiK+YM4fgYD77jLffNh1FRERyeOUVkpK47TYefNB0FBHfo4KwSMTGxpYtW9Z0ChHJpU4dhg8HGDiQeI3GLyJiDb//zvz5AJMmmY4i4pNUEBYJzfsnYk3DhhERQWwskZGmo4gUpRu4IZDAJjQxHUQkf+PHk5rKfffRvLnpKCI+SQVhkVA1KGJNQUHMnYvNxvz5fPut6TQiReYu7koltS+6ZVasbudOli7FZmPCBNNRRHxVgOkAVpSWlpaRkXFp+zocjjNnzsyaNcu9kXxREAAlDKfwKkFg85BTmvnTv+RZiS+qZUu6dGHZMnr2ZOtWAgOL5CgiIlIQo0eTkcEjj9C4sZtaLJFjaZylwhik82BtKgid6N69+5IlS0yn8Hm9wQ4vmI7hTcrBIihtOkZBDIRQ6FZUzcfE8Omn/PILM2YwaFBRHUVERC7uhx94/30CAtx6efA+GAet3dfg5VgIR6Ca6RjGPQUn4FnTMcQFm8OhqSL/6Ztvvrntttsuvx3rnNu4uLjw8HAgNjY2LCzMdBwR8xYsoEcPSpXi11+pUcN0GhERn9S6Nf/3fzzzDG+8YTqK+LCkpKTQ0FAgMTExJCTEdBwDVBA616pVqy+++CIiIqJcuXK2wkyI43A44uPjd+3ahQpCEQtzOGjRgq+/pl07PvjAdBoREd/zxRe0akWJEuzZQ/XqptOID1NBqC6jzkVGRn7xxRfLli1rfEld2hcvXty1a1e3pxIRd7HZmDePm25izRrWrKFdO9OBRER8zMiRAD16qBoUMUyjjDrXqlWr66+/furUqZe2+x133OHWOCLifvXrM3AgQN++JCaaTiPiVgc52JnO3/CN6SAizn38MV9/TenSWWWhiBikgtA5m83WrVu3d999948//riE3UuVKuX2SCLidqNHU7Mmhw8TFWU6iohbrWb1ClYsYIHpICJO2O0MHw7Qty9XXmk6jYjPU0Ho0pNPPhkQEBATE3MJ+wYEBFxaX1PJ5aDpAN4nHs6YzlAQDjhUHMcpVYrZswGmT2fbtuI4okjxyCDjwlLEav7zH375hfLlGTKkaA5wDFKLpuXCSoRTpjNYxGGwm84gLqggdKlixYqPPfbYV199dWn7btmyxe2RfMscqAEzTBRBWl8AACAASURBVMfwJuegFjQyHaMgJkN1KJZB51q3pkMH0tPp2RO7XqtERIpYenpWN9HBgylbtggO8B1UKcKJiwqnGVSHeNMxjHsXqkGU6RjiggrCi1m2bNmPP/5oOoWvOpRjKW5xBhI85Lpr5s+9uKLOmEHp0mzezOuvF9MRRUR81ptvsncvlSrRr1/RHOBw8XUzyd8hSIKTpmMYl/mCbpEfiuShglBEfN3VVzNmDMBLL3H0qOk0IiLe69y5rHu2IyPxyeH9RaxIBaGICP36ceONnDlTZDe0iIgIzJ/PkSPUqkXPnqajiEg2FYQiIvj7M38+/v6sWMFnn5lOIyLijc6eZcIEgFGjCAw0nUZEsqkgFBEBaNIk6xPr3r05f950GhERr/Paa5w8yfXX06WL6SgikoMKQhGRLOPGceWV7NvH1Kmmo4hcHn/8LyxFrCAhgcyZvEaNwl+/mCJWooJQRCRL+fJZpeArr/D776bTiFyGDnToRKfudDcdRCTL1KnEx3PDDTz6qOkoIpKbCkIRkb899RStW3PunAY8EM9WnerLWd6MZqaDiAD8+SfR0QCvvoqf3nuKWIz+KMWqqgJQzXAKr1IGynrIKc386Vc3c/Dp0wkOZt06Vq40E0BExMtMnMj587Rqxb33Fv3BqoLNMi92VSEEKpqOYVy1HEuxHpvD4TCdQYpcXFxceHg4EBsbGxYWZjpOwThgOzQEm+kk3uQIBIL1fwXssAMaGjv+qFGMG0elSuzaRdmyxmKIiHiB/fuJiCA9ne++41//KpZD7oGqUKpYjnVxJyFZhRAA2+F6CDAdw5mkpKTQ0FAgMTExxCfnx9QVQrEqGzRSNehuVTyhGgT8TFaDwPDh1K7N8eOMHm0yhoiIFxgzhrQ0HnywuKpB4FprVINARVWD2RpatBoULucK4Z49e7Zv316oXRo2bHjttdde2uHkcnjkFUIRo/77X9q1IyCAH3+kQQPTaUREPNPu3dSvj93Oli3cdJPpNCLO6ArhJZbqdrv95v9n787joi7wP46/hlMFNdOkMq+yXE3LSrfWssvaLS1LKyt1y7Y0y4M8M+/7xFssMztMK7vs2DYt18zurDx+VlpZilqBGh6ggDDz+2PAhWAQYeDznZn387GPeUzDd2ZezrAMH75Xy5ZpaWknda/Y2NiDBw+GaW9iEXG8Dh3o0IG33uLhh1m3DpdWVouInLyRI8nJoXNnTYMizlXKgTAsLKxXr14bN248qXu1aNFC06CIBIrERNas4eOPefJJHXRUAswa1tzADTOY0Ze+1i0Suj79lFdfJSqKqVOtU0TEt9JvzDt9+nQ/doiIOM1ZZzFmDIMG8dhjdOyItraWALKBDcc4tp711iES0oYOBejRgwYNjEtEpBhaXydOlQIJ8Lt1RpBZDu9YN5TEbpgB+60zID6eCy8kNZUhQ6xTREQCyrvv8tFHVK3KqFEV+8SZMA9O7jAX5eZ9eN66wQkOwEzYYZ0hPpRpINyyZUtOTk4xCyQmJi5dunTNmjXffvvtvn37yvJcEnLmw2CYZ50RTFLhbrjdOqMkZsAgWGSdARERJCbicrFkCR98YF0jIhIg3O7c1YP9+lX45hWroB8Mrtgn9aUb3ANJ1hnmlsBAmGydIT6UaSBs3rz5dddd9/vvPlfi7Nu37/HHH2/fvn2zZs1OO+20sjyXhJwsADKNK4JKFngC5CX1vvsZxhVel1/Offfh8dCnD8eOWdeIiASC5cvZvJmaNRlc8YNZZr5Lc46KMaTXwdnKusno2rVrW7Ro8YGPv5yPHj36k08+OXDgQJs2bcr4RCIiVqZPp1YtvvuOWbOsU0REHC8ri+HDAR59lOrVrWtE5ET8sA9hcnLyddddN2nSJLfbXeQC0dHRHTp0KPsTiYiYOPVUJk8GGDuWHTuMY0REHG7xYn75hbp16atj3IoEgrIOhN6znLvd7uHDh7dv397XjoI1atQo4xOJiBi6/35at+bIEfr3t04REXGw9HTGjwcYOZJKlaxrRKQEyjoQvvjii4899pj37IIrV6686KKLPvvss8KLVdcWAyISyFwuFi4kMpI33uDtt61rREScau5cfvuNJk3417+sU0SkZMo6EEZFRU2aNGndunUNGzYEdu/efeWVV86aNcvj8eRfTAOhiAS6Zs3o0wegTx/S061rRIpVgxrHL0UqzP79ueegHzuW8HDrGhEpGf+ch/Dyyy//+uuv27VrB2RnZw8YMKBTp04HDhw4vkBkZKRfnkhExNDYsdSpQ1ISkyZZp4gUqxvdVrBiDGOsQyS0TJvGwYNceim3B8QpjkQE8OOJ6WvUqPH222+PHDnS+59vvPHGxRdf/PXXX/vr8UWkrFz5LgOC81KrVs090GhCAt9/b10j4lsUUbdyq9YQSkXatYu5cwHGj8dl+APcUZ8dAffJW070CjhbWQfC/CemDwsLGzdu3JtvvlmtWjXgl19+ad269eOPP/6nzUdFSuRGOA/aWWcEk1rQDrpaZ5TETdAY/mGdUZQ77qB9e7Ky6NUL/WwTETluwgQyMmjbluuvN+24DC6A20wbjrsLroV61hnm2kJjuMU6Q3xwlWVac7lcK1asuPXWW/90+7Zt2zp27Ph93t/P77rrri5dunTo0EGToZWUlJS4uDggOTnZe2BYESm17dtp1oyMDJYupWtADNgiIuXs++9p3hy3my+/pGVL6xqRk5Genh4bGwukpaXFxMRY5xgo6xrC/fv3F76xcePGX3zxxW235f5x5qWXXuqqX5pEJFiccw5DhwIMHEi+faVFRELXmDHk5NCpk6ZBkcBT1oFw3rx5L7744pYtW7KysvLfXrVq1VdeeWXy5MneM1IcPny4jE8kIuIcQ4fSuDHJyYwYYZ0iImLtiy945RUiInTALZGAVKaB8Nprrw0LCxs2bNgVV1wxZcqUP33V5XINHTp05cqVp556almeRUTEaaKjmTcP4PHH+eIL6xqRQrLIeoM3Ukm1DpGQMHIkHg/33st551mniMjJK9M+hCW0Y8eOjh07bty4UfsQWtE+hCLl4c47efllLrmEL77QGbfEWZ7m6fu5vx/95jDHukWC3H//y3XXUbkyP/5InTrWNSInT/sQ+u20E8Vo0KDBp59+umTJkgp4LhGRCjNnDtWr8/XXLFxonSLBIRtehFvgDIiGs+EGWAzZxd7rY7gHGkFlOA3awCIO5BwAilhDmAMzoTk0gwvgX7Db9yMnQxVYWdZ/lgQxjyd3n+qHH9Y0KBKoSr+GcPDgwR988MFJ3eWaa66ZPn166Z5OyiIg1xCug8EwFa62LgkabrgTTgXnTy+rYDTMgUutS05k9mz696daNb7/njPPtK6RgLYD7oBNEA/XQg3YAjPhezgfVsPphe6SDQNhLvwLOkFlWAczII1d1+xq8naTTjGdlpDvr7F/wB3wFayGVrAfroU98DpcWVTSIPgYPtM5xMSn117j9tupXp3t26lZ07rGazd0gS7Qy7oE6A/b4VWIsi6xtREegqEOPfOE1hCWciB0u93Vq1dPS0s7qXvFxsYePHjQe5gZqUgBORAOhakwEBKsS4JGCsRBGOSceFljvWEBjIHR1iUnkpNDq1Zs2EC3bjz/vHWNBK798FfYCR/DZfluz4CbYTVcDe9DRMF7DYYEmAWP5LvxE7gGjrGs67JVS1cVGAh7wiJ4Ah7Mu2UjXARnw7dQqeCDJ0NDeA1u9Nu/UoJMdjbnn88PPzBuHCNHWtcc9yrcAVfBWusSoAYcgB+hkXWJrQQYDPfCs9YlRdFAGHHiRYoSFhb21Vdf7dq166TuVbduXU2DImY8+S4DQiCkhoezcCGXXcbSpdx3H9deax0kAWo0/AwPFZwGgUrwOJwLa+Grgl/9GBKgKfQreJfL4QF4nK7Lum4bsI2L827fAk9BJHTOt/CFcB78AE/DwwUfJwGaww1++edJcHruOX74gdNPZ8AA65T8HPXZEXCfvOVEr4CzlXIgBBo3bty4cWM/poiIBKJWrbj/fhYt4qGH2LyZ6GjrIAk4meBdvXx5UV9tBPUgCb4sOBBOAKBdUUcD6AKPA1yXeB2L825cAx44G2rkW9IFTeAHWF/wEVJgAbyijUXFpyNHGD0aYNgwQnKdikjw0Po6EZGymjKF2rX54QdmzrROkUC0HQ4B4OtYtd5jdeQ/3e9vsAqAq4pa/hLcEW6g+arm//vD/HcAxBVa2HvL9wVvTIDztbGoFGfBAvbs4Zxz6OWEXfVEpAw0EIqIlNWpp+I9Fev48fz8s3WNBJyjeVdWFfVVDyQB0DLfje/lXSlypWJl9rbYC9TYUyP3vvieOY8AkH/v8r2QCKO1elB8Sk3NPQf96NFERlrXiEjZaCAUEfGD7t25+mqOHqV3b+sUCThn5V1ZAu8X+uo62ANXFlwZ+AkAlQpu/5nP761+z722Pe+mJgDsLbTobwCcn+8W766J7UqSLiFq5kxSU2nRgq5drVNEpMw0EIqI+IHLxfz5REayciVvvmldI4ElLu+sD27oAE+AO+9LqdATGsHyguvrfgSgqs+HrFazWu61HXk3edcl/py3StArA74C4Ka8W/bCfK0elOL8/juzZgGMG4eOFSgSBPT/YxER/zj/fOLjAfr25SRPyiMhbyZ4D8uRAQ9BK1gJP8HVcAp8UOgkhN71ftXwpWFsw9xrh/NuugZugCPwdr7lXoeDcGe+TU9nQBNoX7Z/jgS1iRNJT+eqq7j5ZusUEfEHDYTiVN5TuOqAjX4UBa4AeUm9736lEyzlQGPH0qABu3YxYYJ1igSWS+BNqJ73n9/AjfAXiIYP821TelwqUNwawv996fj6QBcshIuhL3wFblgLD8H1MD9vmX1aPSgnsH07CxcCDv4pF53v0pyjYgzpdXC20p92QqR8PQxu0O5YflQDFhf7G6Rz9IdYeMA64+RVqcKMGbx1G/2nkvM44YUP4BEJ4/KdFvy4O4vaecyrFvwbzit44y9wI6T4uEsbKLzZ6nPwaMEjVarKgVXhkJN3PQfWw7UwHS4vWOVdBb0FTvVRFZt3ZTxML/gUGdAawqA5TISH8h1pZiTkwL0+/iFOe61UZVE1ZgzHjtG+PVdc4eNZzP0DxjvmGLlPwR6oZ51h7h7YC/dZZ4gPGgjFqU7PO8uW+FGg/CyuB+OtG0qrUyciGxC3I++gjoV9XegWD3yct86nsFTYUejXvl3wg+9T/X4K2YV+wH8Nyb67VeWoqqh8v6B/BlfAVNhdqCo735P+qer4QHg031FM/2Qi/D3ff+6DZyETMnws78zXSlUVWLVhAy+8QFgYkyf7vou5aBhh3XCctqr1OiWAP9ZDgcvj8fVjQ4JHSkpKXFwckJycXLt27RMuLyJlsXM7N13AkSMkJNCxY6Ev14XCR2k/CPt9PFx03mno/uRX37+4nwqnFLoxm/+dgaAwVdlWpcJ98C3MhJvhVPgVJsCL+ZafDJ0B8MC54IG6sNZH1St5C4+HLiWrGgYr4W3IzLslB16AL2EXnAKtYVihHRf1DoZS1U038c47dO3K0qW+7yISaNLT02NjY4G0tLSYmBjrHAMaCEOCBkKRCjZhAiNHUrMmW7dSq5Z1jTicG66DD2A2xBf80lq4PW8kiIWf4bS86+lwmu+NA5+G+wF4Ee4qQcN+aABL4Za8W3ZAZ9gFK+BS2Aw3gwtWwMUn9++T4LB2LddcQ3Q0W7fSoIF1jYj/aCDUQWVERPxvyBCaNGH/fkaOtE4R51sOH0AD6FPoS1fD6rzDLKXBZ3m3V8u7xYfUQ3kbGjb0uUwBM6ERdMj7Tw90h/WwBC4DF1wIT0ESdMu3ClFCyYgRAD16aBoUCTYaCEVE/C8qiscfx+XiySf57LMTLy8h7RkA7sh3cJf8WuQ7qseOvCveMe8oZBf9kFsPbS2wZPH2w9yCBxd9FT6E+tA232LXQRx8Dy+U4DEluLz9Np98QtWqjBplnSIi/qaBUBxsp3VA8En1faQTR/EUu0+L82XDHq66irvvxu2mVy+yffzWLgJ5x+1o4HuB48dLPH6U4HPzrnxX9D2iDkQBqXVSczcxLd4saJRvY1HgIwCaFvw1IQzOyRcsIcPtZtgwgPh4TqsGv1sHndBvPo6bWvHSfO8FGmp2gdu6QXzQQChOtQAawFzrjGByFM6GC60zSmIa1M9bbRKIBsBZ8B4zZ3LKKWzezIIF1kniZN5zxxfzV4MqeVea5F05vhefj/XPcV/FAd+2/fbEZxT8A+bCqILnHtzifZRCC9cAYM+JHlOCy7JlbNlCzZoMGgT3QB3YYN1UjM+hjmNOXNQa6vs+VGzoeBnqwRjrDPFBA6E4VVK+S/GLQ3AgQNa7et/3gEgtUl5/XBzjxgGMHMke/Q4tvniPFfmD7wX+L2+xv+bdcn3elSIHwkzO+PIMYEOHEvzaPgvOLrh6EKgJ5E2q+XnPT9D0xI8qQSMzM3cz0aFDqV4dksANu6yzirHLSZuZJEE67LPOMOf9QHfImyKFaCAUESlHvXvz179y6BCDBlmniGN5Twa42sdKQg+8CsCofB/af4HzAVib70T2x31JeGZ4Ur2kb2755gRP/QfMKfjIXt5NCf70R5ks+AmAS0/wqBJMFi5kxw7q1qVP4YMeiUhQ0EAoIlKOwsJITCQ8nJde4t13rWvEmQZBJGyDJ4r66hL4ENrnnUbCywXeA9juLOoQL7MBHpv8WE5E4WGx0JIN4dZCt/eAU+GrfIexAd6EA3CVzrUdQg4fZsIEgFGjqFTJukZEyocGQhGR8tWyJT17AsTHk+HrhNESys6FxRAGj8DEfOsJs2Ac/AtughcLHYO0c97RRx+CVXk3HoPx8Dqbem16ocuJDgaa6mP1IBAHi6EK3J93cost0AeawGJOvF+iBItZs9i7lyZNuO8+6xQRKTcaCEVEyt3kyZxxBj/+yPTp1iniTP+E9+EvMAKqQ2toDdVhETwOb+Y7vuhxLlgAsyAcboCmcC3Uh5kwg9ULVp/4SWdDfejo46u3wiY4Ay6HS+BB6AVf5x1oVEJASkruj6xx4wgv8pwoIhIUIqwDRESCX/XqTJ3KPfcweTJdunCOfqWWwq6FzbABvoBUqAkz4NJi/3LrXanYE96DnyAC4uF6qEI44ZB76dMp8ESxj98IlpbyXyNBYOpU0tK47DJuu806RUTKkwZCEZGK8M9/8uyzrFlD796sXGldI84UBpfAJSd5rypF7ATYkY7rWd+DHsXdsf9JPpGEkqSk3PPljB+PSxsJiwQ1bTIqIlJBHn+c6GhWreK116xTJNjVp/4ylrWmtXWIBKqxY8nI4LrruO466xQRKWcaCMWp6gJQz7giqFSDUwLkJfW++/WNK0rPx3fveefRvz/AI4+QllbBTSIiJfXttzz3HC4XkycX+lpdcOX9lHMmb6FDPuzqQgzUss4wVy/fpTiPy+PxWDdIuUtJSYmLiwOSk5Nr165tnVMyHtgMF+hwdn61ByLB+d8CbtgCF1hnlFom/JR3mriCjhyhWTN++YWBA0lIqPAwEZES6NSJFSu4/XZeeaXQ19JhD5xnUHUStkFdqGKdAeyDIxqEANgMTR26s1p6enpsbCyQlpYWExNjnWNAA2FICMiBUCRIvfUWt9xCRARffcWFF1rXiIgU9NlntG5NRATffst5Dh/8RPxBA6E2GRURqVAdOtChA9nZ9O6N/iInIk4zdChA9+6aBkVChQZCEZGKNm8eMTF88gnPPGOdIiKSz6pVrFtHlSqMHWudIiIVRQOhiEhFq1ePESMAhgxh3z7rGglGa1gTRdQ85lmHSCBxu3n0UYCHH+bMM61rRKSiaCAUETEwYABNm7J/P489Zp0iwWgDG45xbD3rrUMkkLzyCps2UaMGw4ZZp4hIBdJAKE6VAgnwu3VGkFkO71g3lMRumAH7rTNKbRvMhvTiFomK4okncLlYvJhPP62oMBERH44dY+RIgAEDqFHD93LfQCJkV1RWKWTCPNhsneH1Pjxv3eAEB2Am7LDOEB80EIpTzYfBaHMnf0qFu+F264ySmAGDYJF1RqmNgv7w+gmWatOGbt3weOjVi2PHKiRMRMSHxYv58UdOPz33dKk+DYA+8N8KqiqNVdAPBltneHWDeyDJOsPcEhgIhU9rKc6ggVCcKguATOOKoJIFngB5Sb3vfoZxRel5X+QS9E+ZQrVq/N//sXBhOSeJiPiWkcGkSQCPPsoJjrqfme/SmRxV6KgYQ3odnE0DoYiImTPPZNw4gBEjSE62rhGRUJWYyK5d1KvHQw9Zp4hIhdNAKCJiqW9f/vpXDh4kPt46RURC0h9/MGECwMSJREdb14hIhdNAKCJiKSyMxETCwli+nJUrrWtEJPRMn86BA7RoQZcu1ikiYkEDoYiIsZYteeABgH79yNQuFiJSgXbvZs4cgPHjCdNvhSIhSf/XFxGxN3kyp53Gjz8ya5Z1igSFGtQ4filSjAkTOHqUq6/mppusU0TEiAZCERF7p57KlCkA48ezY4dxjASBbnRbwYoxjLEOEUfbupWnngIYP946RUTsaCAUCRmufJcBIYBSi3SS/ffdR+vWHDnCgAHl0yOhJIqoW7lVawileGPGkJPDTTdxxRUneU8n/3x2VFvAffKWE70CzqaBUJzqRjgP2llnBJNa0A66WmeUxE3QGP5hnVFqHaEpXHlyd3K5eOIJIiJYsYJ33imfMBGRPF9/zcsvExaWewbCkrodLoJW5VXlB5fBBXCbdYbXXXAt1LPOMNcWGsMt1hnig8vj8Vg3SLlLSUmJi4sDkpOTa9eubZ0jIj7FxzN3Luecw5YtVKpkXSMiweuGG1i1im7deP556xQRU+np6bGxsUBaWlpMTIx1jgGtIRQRcZDx4znzTLZvZ+pU6xQRCV5r1rBqFdHR2ntQRDQQiog4SbVqTJsGMHUqP/9sXSMiwcjjYehQgB49aNDAOEZEzGkgFBFxlq5dufZajh7l4YetUyRgZZH1Bm+kkmodIk70xhusX0/VqowaZZ0iIg6ggVBExHHmzSMyklWrePNN6xQJTEtZ2pGOOu2EFJadzWOPAcTHc9pp1jUi4gAaCEVEHKdpUx55BKBfP9LTrWskAHnXDWoNoRS2ZAnbtlGzJoMGWaeIiDNoIBSnWgeXwlrrjGDihjvgQeuMklgFl8EX1hmlthQuhx/K9BgjRnDmmSQlMX26n6pEJORlZTFhAsCgQVSvXqqHmAtXw+/+rPKz3XAlPGGd4dUfOkCWdYa5jfA30DYvTqWBUJzqP/Al/Ns6I5jsg1fhKeuMkngLvoCV1hml9ip8CuvK9BjVqpGQADB1Ktu3+yVLRELdE0/wyy+ccQb9+pX2IV6ED2G9P6v87HP4CF6yzvB6Ft6GJOsMc6vhc1hhnSE+aCAUCRmefJcBIYBSi1Tm/rvvpl07MjLo1csfPSIS2lJTGTMGYPx4qlQp22M5+eezo9oC7pO3nOgVcDYNhCIizjVnDpUqsXo1L79snSIiAS4hgdRUzj+f7t2tU0TESTQQiog4V6NGDB4MMHAgaWnWNSISsHbvZtYsgAkTCA+3rhERJ9FAKCLiaI89xtlns3s3Y8dap4hIwJo4kaNHad2aW2+1ThERh9FAKCLiaJUrk5gIMHs2mzdb14hIANq6laeeApgyxTpFRJxHA6GIiNPdcAMdOpCdTe/eeLRrvpRAC1pEEtmKVtYh4gijR5OdTbt2tGljnSIizqOBUEQkAMybR0wMH3/MsmXWKRII2tI2i6y+9LUOEXuff84rrxAWptWDIlI0DYTiVFEARBtXBJUocAXIS+p99ysZV5Se90X2a3+9ejz2GMCgQRw44M9HFpHgNnQoHg9du9K8uT8eLjrfpTM5qtBRMYb0OjhbhHWAiA8Pgxt6W2cEkxqwGKpaZ5REf4iFB6wzSm0UNIFOfn7UwYNZupStWxk9mjlz/PzgIhKU3n+fDz8kOprx4/30iFNhDbT106OVh3/AeLjROsPrKdgD9awzzN0De+E+6wzxweXR/ighICUlJS4uDkhOTq5du7Z1joiU0urVXH894eGsX89FF1nXiIizud1cfDGbNhEfz+zZ1jUiTpWenh4bGwukpaXFxMRY5xjQJqMiIgHjuuvo3JmcHB58ELfbukZEnO2VV9i0iWrVGDHCOkVEHEwDoYhIIJk+nZgY1q/X0WVEpDjZ2YweDRAfT61a1jUi4mAaCEVEAkm9erl/7B88WEeXEZ92srMrXT/lU+sQMfP002zbRq1aDBpknSIizqaBUEQkwAwaxIUXkpzM0KHWKeJUK1jxAi8sYpF1iNg4fDj3L0djxlCtmnWNiDibBkJxsJ3WAcEnFQ5ZN5SEB5KsG8oiG/aU48NHRDB/Pi4Xixbx+efl+EQSuHLIOX4pIWjmTPbu5dxz6dnT3w+dCb/7+zH97jfIsm7wSoP91g0OsQu067tTaSAUp1oADWCudUYwOQpnw4XWGSUxDerDM9YZpTYAzoL3yvEZrriCbt1wu+nThxz9zi8i+SQnk5AAMH48kZH+fvR7oA5s8PfD+tHnUMcxJy5qDfUh1TrD3MtQD8ZYZ4gPGgjFqZLyXYpfHIIDAbLe1fu+B0RqkSqkf/p0TjmFr7/mySfL94lEJLBMmEBaGpddRufO5fDoSeCGXeXwyP6yy0mbmSRBOuyzzjDn/UB0yJsihWggFBEJSHFxuWeaHj6clBTrGhFxhp9+YuFCgClTcLmsa0QkEGggFBEJVA89xEUXkZqqo8uISK6RIzl2jBtu4KqrrFNEJEBEWAcEAI/Hk5SUtH379h07dhw+fPjIkSPZ2dkxMTFVqlQ55ZRTGjZs2LBhw9NOO82lP8SJSMUKD2fhQi67jGef5d579fufSKj7+muWLycsjKlTrVNEJHBoICzO119/nZiYuGrVql9//bX4Jc8666y2bdt26NChQ4cOERF6VUWkgrRqxf33s2gR23jsDQAAIABJREFUffrwzTflcAAJEQkcgwbh8dC1KxdcYJ0iIoFDm4wWLS0trWvXri1btnzmmWdOOA0Cu3fvfu6552677bZGjRq98MILFVAoIuI1ZQqnncaWLSxYYJ0ijhFO+PFLCRHvvcfatURH5+5dLCJSQlqXVYScnJybb7557dq13v+MiIho0aJFq1atatasGRsbW7Vq1djY2NjY2JycnEOHDh0+fPjQoUOpqalfffXV+vXrd+7c2bVr108++WT+/PnaiFREKsCppzJpEj16MHIkd9zBmWdaB4kDdKTjetb3oId1iFQQt5shQwAeeogGDYxjRCSwaCAswlNPPbV27drIyMgePXrcfffdl1xySeXKlUtyx4yMjPXr18+aNWvBggWNGjXq379/eaeKiAD/+hdPP81nnzF4MMuWWdeIA9Sn/jL0rRBCXnqJTZuoXp3hw61TRCTQaJPRIixZsqRq1aoffvhhYmLiFVdcUcJpEKhUqVKbNm1ef/310aNHjx8//ujRo+XaGeTqAlDPuCKoVINTAuQl9b779Y0rSq/Cv3vDwkhMJDycF15gzZqKe14RcYLMzNw5cNAgatUq5yerC668n3LO5C10yIddXYiB8n5TnK9evktxHpfH47FucJyaNWvGx8ePGjWq1I9w7NixevXqPfnkkzfffLMfw0otJSUlLi4OSE5Orl27tnVOyXhgM1wA2vDWj/ZAJDj/W8ANWyBwD4qQCT/B+RX9tH37Mn8+TZuycaOOLiMSQubOJT6es87ihx8o8R+xSysd9sB55fwsZbQN6kIV6wxgHxzRIATAZmjq0G0T09PTY2NjgbS0tJiYGOscA1pDWIT09PQ2bdqU5REiIyObNGny888/+yspFLngQk2D/lYnEKZBICyQp0Eg2mAaBCZO5Iwz+O47Zs82eHYRMXHoUO5RZEaMKP9pEIhx/DQINHbGNAjU0jSY5wKHToOCBsIinXnmmRkZGWV8kF9//TU7O9svPSIiJVGtWu7Jx8aMYedO6xoRqRAJCezbR5MmPPCAdYqIBCYNhEVo3br166+/XpZHePfdd7dt29aoUSN/JYmIlES3blxzDUeOMGiQdYqIlL/ffmPmTIDx4wnXSUZEpFQ0EBahZ8+eixcvnjt3rtvtPtn75uTkLFmy5Pbbb69Wrdrf//738sgTEfHF5WLmTCIiePVVPvjAukbsrGFNFFHzmGcdIuVr8mTS07nkEjp1sk4RkYClgbAIV155Ze/evePj45s3bz548OB///vfBw4cKGb57OzszZs3L1y4sHv37uecc86999575MiR8ePHl/zwpCIi/tKiBQ8/DNCnD8eOWdeIkQ1sOMax9ay3DpFy9PPPLFwIMHUqOvOxiJSa9u4s2qxZs6KiombOnPndd98lJCQAlSpVqlatWtWqVatWrVqpUqUjR44cPnw4LS0tLS2t8OklevXq1adPH4vwIJICS6AbnG5dEkyWQyy0t844od2wHLpDTeuS0tkG70IPMDpW2YQJvPYa333H9OkMG2bTICLlbehQsrJo3562bSvwWb+Bz+BBB/8KmQlPwlXOODjZ+/A7/NM6w9wBeBo6QQPrEimK1hAWLSIiYsaMGevWrTu+2WdGRkZKSsr27ds3btz4+eefb968+Zdfftm7d++fpsFmzZotX758wYIFYWF6bctmPgxGmzv5UyrcDbdbZ5TEDBgEi6wzSm0U9Icy7YlcJlWrkpAAMGECO3aYZYhI+fnsM159lfBwJk+u2CceAH3gvxX7pCdlFfSDwdYZXt3gHkiyzjC3BAZCBX+vSok59s87jtCmTZtVq1b99ttvq1at+vTTT3/88cft27enpqYeOXLE7Xa7XK4qVapUq1atYcOG55577sUXX3z99df/5S9/cWm7Db/IAiDTuCKoZIEnQF5S77tf1mP92vG+yKb9d93FokWsWcPAgbz2mmWJiJSHoUPxeOjWjebNK/aJM/NdOpOjCh0VY0ivg7NpIDyxM844o3v37t27dz9+i8fjOXbsWGRkpGY/EXGs+fO58EJef53//Id27axrRMR/3n2XdeuoVImxY61TRCTwabPG0nC5XFFRUZoGRcTJmjShf3+A+HjKfGpVEXEKt5tHHwXo3Zv69a1rRCTwaSD0v2PHjmVlZVlXiIgwejT16/PTT7m7FIpIEFi6lP/7P049leHDrVNEJChoIPSzN998s2bNmjVq1Fi+fLl1i4iEuipVmDYNYNIkfvnFukZEyiwzk1GjAAYPpkYN6xoRCQrah9DP+vfvf/jwYSA+Pv7OO+/074NPnDhx7dq1pbij1liKhKzOnXnmGVauZMAAVqywrpGKUoMaxy8lmCQmsnMndevyyCPWKSISLDQQ+tnpp5/+yy+/AHFxcf59ZLfbPWHChIyy7Qnk8Xj81SMigWLuXJo35403eOcd2jv/LJTiD93odiqnXsVV1iHiT6mpTJgAMGoUlSpZ14hIsNBA6GcvvPDC8OHDc3Jyxo8f799HDgsL++ijj34p1VZfhw4deuCBBwAdCCekufJdBoQASi2SY/rPPZf+/Zkyhfh42rbV75EhIYqoW7nVukL8LCGB1FTOP5/77rNOcczPtyI4qi3gPnnLiV4BZ9NA6GcNGjRYtmxZOT14y5YtW7ZsWYo7pqSk+D2m3N0IK0DHyvejWtAOalpnlMRN8F/4h3VGqXWEH+FK64x8Ro7kpZfYvp1p03J3QBKRwLJ7N7NmAUyYQHi4XcftkAmt7AJO6DK4AG6zzvC6C36AetYZ5tpCY7jFOkN8cGkbwlCQkpLi3YQ1OTm5du3a1jkiYuDVV7njDipXZssWzj7bukZETtKDD/Lkk1x+OR9/bJ0iElzS09NjY2OBtLS0mJgY6xwDOsqoiEhIuP12bryRo0dzT04oIgHku+9YvBhgyhTrFBEJOhoIRURCxdy5REfz1lv8+9/WKSJyMkaMICeHDh244grrFBEJOhoIRURCRaNGDBwIEB9P2Y5YLE6XRdYbvJFKqnWI+MEnn7BiBRERuacVFRHxLw2E5SI5OfmUU06xrhAR+bOhQ6lTh59/ZsYM6xQpT0tZ2pGOYxhjHSJ+4D0QVJcuNG5snSIiwUgDYblwu90HDx60rhAR+bOqVUlIAJg0iZ07rWuk3HjXDWoNYRBYuZI1a4iOZtw46xQRCVIaCMuFpkE/WAeXwlrrjGDihjvgQeuMklgFl8EX1hmlthQuhx+sM3y46y5uvJEjR+jb1zpFRIqVnZ17FKhHHqF+fesar7lwNfxunVGM3XAlPGGd4dUfOkCWdYa5jfA3eNM6Q3zQQFiEY8eOZZTW0aNHk5OT58+fb/2PCHz/gS9Bh77wo33wKjxlnVESb8EXsNI6o9RehU9hnXWGb3PmEB3N22/zzjvWKSLi2/PPs3UrNWsydKh1ynEvwoew3jqjGJ/DR/CSdYbXs/A2JFlnmFsNn8MK6wzxQSemL0KPHj2ee+456woRf/PkuwwIAZRaJAf3n3su8fFMm0Z8PG3bUqmSdZCIFHLkCCNHAjz6KI47LoGDf745qy3gPnnLiV4BZ9MawiL07NnTOkFEpHyNHk39+mzfnrtLoYg4TWIie/ZQr5627haR8qU1hEVo3br1Nddc88EHHzRp0qRGjRoul6vk9/V4PKmpqd9//3355YmIlF2VKkydyl13MWkS3brRoIF1kIjk88cfTJoEMGaM1uGLSPnSQFi04cOHf/DBB88///wll1xSirs//fTT999/v9+rRET86M47efJJ1qxh4EBee826RkTymTqVAwdo1ox77rFOEZFgp01Gi3bttdc2bdo0obSbUl199dV+zRERKRfz5hEZyeuv8+671ikikicpiblzASZPJjzcukZEgp0GwqK5XK4HHnjg5Zdf/uWXX0px9ypVqvg9SUTE75o2zd09qV8/MjOta8R/WtAikshWtLIOkdIYO5aMDK65hptusk4RkRCggdCnf/7znxEREbNmzSrFfSMiIkq3ramISAUbM4Yzz+Snn5g92zpF/KctbbPI6ouORhJ4vv2W557D5WLKFOsUEQkNGgh9qlWrVufOnT/++OPS3ferr77ye1JoiQIg2rgiqESBK0BeUu+7H7jHUfC+yAHSX7UqU6cCjBvHzp3WNSIhb9gwcnLo2JG//tU6pUjR+S6dyVGFjooxpNfB2Vwej84MEvxSUlLi4uKA5OTk2rVrW+eUzO8wH3rDGdYlweQZqAq3W2ecUBIsgnioZV1SOt/CKzAYYqxLSsbj4dprWbuWzp1Zvty6RiSErV3LNdcQEcG333LeedY1RfoC1sBgBx+XMBOmw43ghE213oY90Ms6w9wBmAH3wdnWJUVJT0+PjY0F0tLSYmIC5JPbrzQQhoSAHAhFpAJ9+y0tWpCdzcqV/OMf1jUiIcnj4W9/44sv6NmThQuta0RChgZCbTIqIiKcfz4PPQQwYADHjlnXiISkN9/kiy+IiWHMGOsUEQklGghFRARgwgTOOIPvvss93r2IVKTsbIYOBYiP5wztKyEiFUgDoYiIAFSrxsSJAGPH8uuv1jVSNjvZ2ZWun/KpdYiU1DPPsG0btWoxZIh1ioiEGA2EIiKSq3t3/vY3Dh/Wr6QBbwUrXuCFRSyyDpESOXIkdzPRYcOoXt04RkRCjQZCcTAdAd/vUuGQdUNJeCDJuqEssmGPdUOpuFwkJhIezrJlrF1rXSNlkEPO8Utxvjlz+PVXzj6b3r2tU04oE363bjih3yDLusErDfZbNzjELnBbN4gPGgjFqRZAA9C+TH50FM6GC60zSmIa1IdnrDNKbQCcBe9ZZ5TKRRfRsydAnz46uoxIRdi/P/dcoGPGEBVlXXNC90Ad2GCdUYzPoQ48YJ3h1RrqQ6p1hrmXoR6Msc4QHzQQilMl5bsUvzgEBwJkvav3fQ+I1CIFeP/EiZx2Gt9+y+OPW6eIhIDJkzl4kIsuomtX65SSSAI37LLOKMYuJ21mkgTpsM86w5z3A9Ehb4oUooFQREQKqFEj9+gyI0fy22/WNSJBbedOEhMBJk4kTL+UiYgF/ewREZE/u/9+Lr2UQ4cYNsw6RSSojR5NRgZt23LjjdYpIhKqNBCKiMifhYUxcyYuF0uWsH69dY1IkPruO5YuBRg3zjpFREKYBkIRESlC69bccw9uN71749ah4UTKwWOPkZNDp060bm2dIiIhTAOhiIgUbeZMatVi/XqeeMI6RU5SOOHHL8WZVq/mrbeIjiYhwTpFREKbBkIRESnaqacydizAiBHs3WtdIyejIx270KUHPaxDpGhuN4MHAzz4IA0bWteISGjTQCgiIj716kWrVqSm6ugyAaY+9ZexrDXaEtGhli9n40aqV2fkSOsUEQl5GgjFqeoCUM+4IqhUg1MC5CX1vvv1jStKL4i+e8PCmDMHl4unn+bzz61rRIJCZmbuX1iGDKFWLeuak1UXXHk/5ZzJW+iQn8B1IQYC7l32u3r5LsV5XB6Px7pByl1KSkpcXByQnJxcu3Zt65yS8cBmuABc1iXBZA9EgvO/BdywBS6wzii1TPgJzrfO8J/77uPZZ7nkEr78UqdKEymrWbMYMIC6ddm2jcqVrWtOVjrsgfOsM4q3DepCFesMYB8c0SAEwGZoChHWGUVJT0+PjY0F0tLSYmJirHMMaCAMCQE5EIqIY6Sk0LgxBw7w5JP00F5pImXwxx80akRqKk89xf33W9eIiAZCbTIqIiInVLt27tFlhg5l3z7rGpFANn06qak0a0b37tYpIiKABkIRESmJ3r258EL++INRo6xTRAJWUhKzZwNMnky4zgkiIs6ggVBERE4sPJz583G5WLiQL7+0rpETWcOaKKLmMc86RAoYPZqMDNq25aabrFNERPJoIBQRkRK54gq6dMHtpk8f3G7rGinWBjYc49h61luHyP9s2MCSJbhcTJ5snSIiko8GQnGqFEiA360zgsxyeMe6oSR2wwzYb51RattgNqRbZ5SDGTOoXp3163nuOesUkUAzfDhuN50706qVdUpZfAOJkG2dUYxMmAebrTO83ofnrRuc4ADMhB3WGeKDBkJxqvkwGG3u5E+pcDfcbp1REjNgECyyzii1UdAfXrfOKAdxcbnn0R46lAMHrGtEAsfq1bz7LtHRgb96cAD0gf9aZxRjFfSDwdYZXt3gHkiyzjC3BAZCoH/zBy8NhOJUWQBkGlcElSzwBMhL6n33M4wrSs/7Igduf7Hi42nenJQUHV1GpKTcbgYPBnjwQRo2tK4po8x8l87kqEJHxRjS6+BsGghFROQkRESQmIjLxYIFbNpkXSMSCF56iY0bqV49dwW7iIijaCAUEZGT06YNnTuTk0Pv3ng81jUizpaZyfDhAEOGUKuWdY2ISCEaCEVE5KQlJBAbyyefsGyZdYqIsy1YwI4d1K1L//7WKSIiRdFAKCIiJ+2ssxgxAmDQIA4etK4Rcao//mD8eIDRo6lc2bpGRKQoGghFRKQ0+vfnL38hOZlx46xTpJAa1Dh+KYamTSM1lWbN6N7dOkVExAcNhCIiUhpRUcybBzB3LpsdcsovydONbitYMYYx1iEhLSmJOXMApkwhPNy6RkTEBw2EIiHDle8yIARQapECvb8ErruOTp3IzqZPHx1dxlmiiLqVW7WG0Nbo0WRk0LYt7dtbp/idk3++Oaot4D55y4leAWfTQChOdSOcB+2sM4JJLWgHXa0zSuImaAz/sM4otY7QFK60zqgQs2cTE8NHH7F8uXWKiJNs2MCSJbhcgX8m+j+5HS6CVtYZxbgMLoDbrDO87oJroZ51hrm20Bhusc4QH1we/VE3BKSkpMTFxQHJycm1a9e2zhGRoDJhAiNHUqcOW7cSG2tdI+IM7drx7rvceScvvWSdIiLFSk9Pj42NBdLS0mJiYqxzDGgNoYiIlMmQIZx3Hnv25B5NUURWr+bdd4mODrrVgyISjDQQiohImRw/uszs2Wzdal0jYs3tZtAggF69aNjQukZE5EQ0EIqISFn9/e/cfDNZWfTta50iAGSR9QZvpJJqHRKKXnqJTZuoXj33XJ0iIg6ngVBERPxg9mwqVWL1al57zTpFYClLO9JRp52oeJmZDB8OMGQItWpZ14iIlIAGQhER8YOzz+bRRwH69yc93bom5HnXDWoNYcVbsIAdO6hbl/79rVNEREpGA6E41Tq4FNZaZwQTN9wBD1pnlMQquAy+sM4otaVwOfxgnVHhHn2Uhg3ZtUsH0pAQ9ccfuYdWGjOGypWta8rJXLgafrfOKMZuuBKesM7w6g8dIMs6w9xG+Bu8aZ0hPmggFKf6D3wJ/7bOCCb74FV4yjqjJN6CL2CldUapvQqfwjrrjApXuTKzZgFMn862bdY1IhVu2jRSU2nWjHvvtU4pPy/Ch7DeOqMYn8NH4JCzfTwLb0OSdYa51fA5rLDOEB80EIqEDE++y4AQQKlFCvT+UrnlFtq3JyuLfv2sU0QqVlISc+YATJlCeLh1TXlz8s83R7UF3CdvOdEr4GwaCEVExJ/mzKFSJd57j7fesk4RqUCjR5ORQdu2tG9vnSIicjI0EIqIiD+dcw4DBgD07cuRI9Y1IhViwwaWLMHl0g60IhJ4NBCKiIifjRhBgwYkJTFtmnWKSIUYNgy3mzvvpFUr6xQRkZOkgVBERPyscmWmTweYOpWff7auESlnq1ezciXR0UyaZJ0iInLyNBCKiIj/3X47N9xARobOxmajBS0iiWyFVleVO7ebQYMAevWiYUPrGhGRk6eBUEREysXcuURH89ZbvPOOdUroaUvbLLL60tc6JPi99BKbNlG9OiNGWKeIiJSKBkJxqigAoo0rgkoUuALkJfW++5WMK0rP+yIHbr+fnHsu8fEA8fFkZFjXiJSDzEyGDwd49FFq1bKuqRjR+S6dyVGFjooxpNfB2SKsA0R8eBjc0Ns6I5jUgMVQ1TqjJPpDLDxgnVFqo6AJdLLOcICRI1m2jO3bmTEj9/dmkWCSmMiOHdStyyOPWKdUmKmwBtpaZxTjHzAebrTO8HoK9kA96wxz98BeuM86Q3xweTw6VWTwS0lJiYuLA5KTk2vXrm2dIyIh5PnnueceYmPZupU6daxrRPzn0CEaNWLvXp54ggcftK4RkdJKT0+PjY0F0tLSYmJirHMMaJNREREpR926ccUVpKXlHnhDJGhMm8bevfzlL9x/v3WKiEgZaCAUEZFy5HLx7LNER/PSS6xaZV0j4idJScyYAZCQQIT2vxGRQKaBUEREytc55+TuYdW/P8eOWdeEhp3s7ErXT/nUOiRojRpFRgZt29K+vXWKiEjZaCAUEZFyN2IEderw/ffMn2+dEhpWsOIFXljEIuuQ4LRhA88/j8vFlCnWKSIiZaaBUBxsp3VA8EmFQ9YNJeGBJOuGssiGPdYNDhMby7RpAKNH89tv1jUhIIec45fid8OG4XZz5520bGmdUvEy4XfrhhP6DbKsG7zSYL91g0PsArd1g/iggVCcagE0gLnWGcHkKJwNF1pnlMQ0qA/PWGeU2gA4C96zznCYLl246ioOH2bYMOsUkTJYvZqVK4mOZtIk6xQT90Ad2GCdUYzPoY5jTlzUGupDqnWGuZehHoyxzhAfNBCKUyXluxS/OAQHAmS9q/d9D4jUIgV6f7mZPZvwcJ57js8/t04RKRW3O/d4ub160bChdY2JJHDDLuuMYuxy0mYmSZAO+6wzzHk/EB3ypkghGghFRKSCtGhBz554PPTujVvbDkkAevFFNm2ienVGjLBOERHxEw2EIiJScSZOpFYtvvmGp5+2ThE5SZmZuXPgo49Sq5Z1jYiIn2ggFBGRilOjBuPHAwwdyn4da0ECSmIiO3ZQty79+1uniIj4jwZCERGpUD170rIl+/czdqx1inNkwG+wDw7CETgGHsiGo3AI9sPvcNjHfT+Ge6ARVIbToA0swpXjKnrhHJgJzaEZXAD/gt2+q5KhCqws878uKPzxBxMmAIwZQ6VK1jUiIv6jgVBERCpUWBhz5uBysWABmzZZ1zjEa3AmnAanQAxEQRhEQhWoDrXgDBhf6F7ZEA9tIBLmwDvQGzZCT+64/o6Y9Jhwwgss/wf8HcbC07AFPoCvoQWs81E1HS6Af5TDvzcATZtGairNmnHvvdYpIiJ+pYFQREQqWuvWdOlCTg59+uDxWNc4QfiJFyG60C2PwVyYBYuhPVwLY2AlRFL3g7qrHlzVgx4Flh8Ka2AatAKgJjwH++E+yCj04MmwAEaDj3WNISUpiTlzAKZMIbwkb5aISODQQCgiIgYSEqhWjY8/5uWXrVOcIAKAM+Ec3/+rWvAuH0MCNIV+BW+/PPcMbJcvu7z1N63/d/sWeAoioXO+hS+E8+BnKHyMnwRoDjf45Z8X8EaNIiODtm1p3946RUTE3zQQilPVBaCecUVQqQanBMhL6n336xtXlJ6+e0vg9NMZPhxg0CDS0qxrzHkHwjfhJ9//G1LwLhMAaFfUJ3mXvCuJ+W5cAx44G2rku9EFTQBYX/ARUrR68H82bOD553G5mDLFOsUJ6oIr76ecM3kLHfITuC7EgI5JWy/fpTiPBkJxqodhI/S1zggmlWELfGmdURJDYBPcZ51RagmwRXtendgjj9C4Mbt3M3mydYo576dxbImX/w1WAXBVUV+9JG/CXAXHt8j9DoC4Qgt7b/m+4I0JcD7cWOKeoDZsGG43d95Jy5bWKU7wDGyFi6wzinEZfA9PWGd4fQDfFfwrTGi6EzbBKOsM8UEDoTiVCy7UH6f9rQ7Utm4oiTC4wLqhLKLhfOuGQBAVxbx5AAkJ/PCDdY2tLABiSrz8e3lXLi/qq5WhBQB7ICnvxkNAUTsrHgEK/mTYC4laPZhr9WpWriQ6mkmTrFMcIgbOs244ocZQxbrBq5ZWi+W5IO8PVeI8GghFRMTM9ddz881kZTFwoHWKrUzgZNYQfgJAJd9rHlrlXdmed8W7aejeQkv+BhT8E4Z318R2JY4JXm43gwYB9OpFw4bWNSIi5UMDoYiIWJo9m0qV+Pe/eecd6xRD3oHQu4YwB36Ct+Ad+NnH8j8ChQ4zk1/NvCs78q541yX+nLdK0CsDvgLgprxb9sJ8rR7M9eKLbNpE9eqMGGGdIiJSbjQQioiIpbPPzl09GB9PZqZ1jZVMiIRsmAFnwLlwC9wE58DFebsL5udd71fN5+Ntj81bM3j8dPbXwA1wBN7Ot9zrcBDuzLfp6QxoAjqWJmRm5s6Bjz5KLR0URESClwZCERExNnw49euzfTuzZlmnWMkEN5wNgwpt1bkBboA/vTKpQHFrCHdU3ZF77fj6QBcshIuhL3wFblgLD8H1MD9vmX1aPfg/iYns2EHduvTvb50iIlKeNBCKU6VAAvxunRFklkNAbJW3G2bAfuuMUtsGsyHdOiNwVK7M1KksgyGPgauo/1WGpYXudhTO97G8C86CXwvd5QOo5mP5cLijqLiBEFn+VUMhB5J9v0YD4cO86568766NPquyYrNyF87OV1UfvoG90ArC4Ro4BO9Di7yqGdA4b/NRx75WFVXVfyCfwZgxVKrk+30JQd9AYt73lTNlwjzYbJ3h9T48b93gBAdgZr4t2MVhNBCKU82HwTDPOiOYpMLdcLt1RknMgEGwyDqj1EZBf3jdOiOg3HknN0X6/kzKgH2Fbswu9m9G+yCj0I0HwNc5D91FjR/A775/9/VjVVYRy+byHpfPA8d3YzuW72QSPqqOxR7L/c+YElftg3n5Vg869rWqqCoXtHJx772+C0PTAOgD/7XOKMYq6AeDrTO8usE9+Q72G7KWwEDQGYacSsd/Fafy/noUsjsUlYcs8ATIS+p99wv/LhgovC9y4PYbiToHtnIbDHiby/90NgUXnFLoDlVht+/XOaqoszh0hAOQ4+MuRR7kc0m+LSr/xI9VqZDl4zP5qbxT0n8MKVA7b32XBxrAN0VXuV7J2+izSokctsGGAAAgAElEQVSrhsF5cHO+qn2wGD6BJDgF/goP522navhalf87uOszOl3A+kyIJLzwiTpCXGa+S2dyVKGjYgzpdXA2DYQiIuII3g3z0qDXY2zYQERJPqAqQ+WTfBrfB2IpWvjJn1S6FFXVfX+pH0zN24L6B6gNLqgC6ZDusy3qcFTuteMDT/FV+2EeLM239+AO6Ay7YAVcCpvhZngRVsDFPh6kYl6r8n8HR05ibyagaVBEQoI2GRUREQepXp0tW3jySesO54iGZnnXj/993TsU+dp4EqIPRedeK+HZ82ZCI+iQ958e6A7rYQlcBi64EJ6CJOgW5H/m37CB558nTL8fiUjI0A88ERFxkPvuAxgxgn2Fd+4KWefmXamTd8U75h31uXdc1KGoAksWbz/MLXhw0VfhQ6gPbfMtdh3EwffwQsnTA8+wYbjdtNeJN0QkZGggFBERB7nhBv76V1JTdSrwfNwA1IBz8m45PiJ+V/Q9og9EA6l1UjmtBI8/CxrBLflu+QiApgV/TQjLC/i6RNWB6P33WbmS6GiGDLFOERGpKBoIRUTEQVwuEhJwuVi8mM0OOXB8ucoo9mwTXlsBuA0i8245vhffZ0Xf46yvzgJ+avvTic8o+AfMhVEFzz24BYC4Qgt7d8bbc6LHDEweT+6fIR54gLp1rWtERCqKBkIREXGWNm24+26ys+nXD08x51cIDouhZ7ELpMMWqATD8t14fd6VIgfCTOK+jAOadmh64oBZcHbB1YNATQAOF1rYO7uW4FED0csv8+WXVKvGqFHWKSIiFUgDoUjIcOW7DAgBlFqkQO+34gKYOZPq1fnwQ5YWPm94kOkE/4Z1vheYCIdgcsG9Af8C5wOwtqhzMHwJmVCPmFsKn7ehoD9gDowq9OvAhQDsLHhjFvwEwKUneNRAdOQIgwYBDB9O7doB+AOzgjn5lXFUm76RvPQKOJsGQnGqG+E8aGedEUxqQTvoap1REjdBY/iHdUapdYSmcKV1RsC5Ay6BiwDi4hg5EmDwYA4etM0qZ2fAdRAPR4r66nuQAAMhvuDtLhgJwM6iDvEyG4DJJTi31GxoCLcWuv3/2bv3OJnr/v/jj9kzOyvCbgipdS4d5Cpc4iKdKR2uLolc1y9RzmeRU6uUM6ED0onqqkhcabvwVQmFiwsJtWEdtt1oZWfX2tP8/hi5xOxauzP7/nxmnvdbt7lldufzefjM7JjXzmc+nx5wKWyG/WdduQyOQ+uzzlUYQF56iUOHqF2bfv0AqA7t4RHDVVb0IFwPzUxnFOFmaAIPmM7w+Bu0hVqmM4xrB/XP2xNBLMPhDvzdcYS0tLS4uDggNTU1NjbWdI6IyIXl5XH99ezcyZAhTJ5susav3oZu0BCehGugPhyFXfAvWAJT4Qlvv193w5PwKkTDR7//AiUXXoAx0AtevtB60+EKeL2Ql84fQxe4GZaBE3ZCO6gMy886tk2gOHqU+Hh++4133qGLLX5rJiK+k5mZ6XQ6AZfLFR19oR0rApEGwqCggVBE7Gj1am69lfBwtm+nQQPTNf7jgpvhuz9eWQ4egdFQu/AbFvx+uogT0BAug91wEkbDwGLsozUWlsK2wvcW+hHGwQ4Igyi4FUZc/Hnk7aB/f2bN4sYb+fZbHNq3TSTIaCDUQBgUNBCKiE3dfz9Ll3Lrrfz736ZT/MoN22AHHIFouAraQPni3TYLPocfIQzqQPti33A63AQtShwdIH74gcaNyc1l7VpatzZdIyJlTgOhBsKgoIFQRGwqOZmGDcnKYulS7jv/o25SiBxyPuXT1rSudPpMEVKoBx/ko4/o0IFPPjGdIiImaCDUQWVERMS6atU6fezH/v3J8nrYFfHmHd7pRKdxjDMdYnXr1vHRR4SHB/rnVEVECqeBUERELG3ECK64guRkpkwxnWIf6aSfuZTCuN0MHgzw+OPUr2+6RkTEEA2EYlVfwk2w1nRGICmAh6Cn6YziSISb4RvTGSX2DrSEvaYzbGcKtIWj515drtzpUfCFF9i/v8yrJHB98MHpM9GPH3/e1/KgE/Q1UGV1s6AN/Gw6owiH4BZ4xXSGx0DoCDmmM4zbBs1hmekMKYQGQrGqT+FbWGE6I5AchQ9hvumM4vgEvoHPTGeU2IewvshTjYtXi+D/YKuXrzzwALffzsmTDB1a5lUSoE6dYsQIgKFDqVr1vC8fgY/h9TLPsr534QvYZDqjCBvhK3jPdIbHG7Ackk1nGLcKNsJS0xlSCA2EIkHDfdalLdgo1Su795tSyHabNo3wcD78kMTEsu2RADV3Lvv2UbPm6b1Gz2W7J8wyZuUtY6k2PZA8tAWsTQOhiIjYQKNG9O4NMGgQubmma8Tmfv2VhASA8eMpF4hnVhQRKT4NhCIiYg/jx1OtGrt2MWeO6RSxuYkTSU/nhht47DHTKSIipmkgFBERe6hQgeeeAxg7lpQU0zViW0lJzJoFMHkyIXodJCJBT0+EIiJiG927c9NNnDjBqFGmU8S2nnmGnBzuuIO2bU2niIhYgAZCERGxDYeDOXMICeGNN9i40XSNhV3HdeGEN6OZ6RDLWb+e998nNJRJk0yniIhYgwZCERGxk6ZN6d4dt5s+fSgoMF1jVe1ol0NOX51H7zwjRuB2070711xjOkVExBo0EIpVRQAQabgioESAwyab1HPvRxmuKDnPRrZvvymRZ10WaeJEKlZkyxYWLvRzkgSWjz/mq6+IjubZZy/0rcV+NAYd628ZSxVaKsYgbQdrCzMdIFKIp6AAepvOCCSVYAHEmM4ojoHghMdNZ5TYGGgI95vOsJ2psA7+fOFvjI1l3DgGDGDkSB54gIoV/d8m9peby/DhAIMHU736hb77MngNzj9hvbwIa6Cd6Ywi3A4JcKfpDI/5cBhqmc4wrhv8An83nSGFcLjdOlVk4EtLS4uLiwNSU1NjY2NN54iIlFZeHjfcwI4d9OvHzJmma8QO5syhTx+qVWPvXpxO0zUiYhmZmZlOpxNwuVzR0dGmcwzQLqMiImI/YWHMmAEwZw7bt5uuEcv77TfGjwcYO1bToIjIH2ggFBERW2rblgcfJD+f3r3Rzi5StEmT+OUXGjfmcfvuiy4i4h8aCEsuLS1t3bp1q1ev3r17d25urukcEZGgM20a0dGsW8cHH5hOsZgDHOhCl/WsNx1iCcnJTJsG8MILhIaarhERsRgNhF5kZGQMGzZs9OjRkwo5S9HatWtbtWoVFxfXqlWrW2+9tWHDhnFxcT169Ni/f3/ZloqIBLWaNf93mJDMTNM1VrKUpYtZPI95pkMsYfRosrO59Vbuucd0ioiI9Wgg9MLlck2ePHnChAmvvfba+V+dNm1a27Zt161bd/aV6enp8+fPb9iw4Uwd3MCHDpgOCDzpcMJ0Q3G4Idl0Q2nkwWHTDXaUDakXfaOhQ6lTh0OHmDjRD0m2lU/+mcsgt2UL77xDSAhTplzkLX+FDL8k2dsp+Nl0wwWlQI7pBg8XHDPdYBEHQWeOtSoNhF6Eh4cX9qWVK1cOHjz4zKFZK1eu3Lp168cff/wf//hHixYtIiIiBgwYMHToUB271QfmwhUwy3RGIDkJV8K1pjOKYxLUBvueYm4QXA6fm86wnYehBuy6uBtFRZ3eG3DyZPbu9UeW2NuQIRQU0KUL117Us98JuAL+5KcoO+sGNWCr6YwibIQaljlxUQuoDemmM4z7J9SCcaYzpBA6D6EXRQyEI0aM8PxPxYoVR48e3bt378jI/51lMzMzMyEhYdq0afXq1evRo4ffQwNb8lmX4hMn4Dj8ZjqjODz3u33fIrZ7vynJkA+HoNHF3e6++7jzTlauZMgQPvnEP21iT59+ytq1lC9/8W8gp0OGfoq9SYYCOAjXmy4pzEEr7WaSDJlwFCqZLjHL86NkkTtFzqN3CL0obCD88ccft2/fDoSGhq5cuXLQoEFnT4NAdHT0Cy+8sHz58oEDByYn61EvIlJGZs4kMpLly/n0U9MpYhl5eQwZAtCvHzVqmK4REbEqDYReFDYQfv/9957/GT58+M0331zYzW+//fZ77703ISHBL3EiInKeunXp2xegf39OnTJdI9awcCHff09cHCNHmk4REbEwDYRehBZyUOqCgtMfhr3jjjuKXsLdd9+9ePHikydP+rhMREQKMWYM1avz44+nT1gvQS4jg2eeARg1ipgY0zUiIhamgdCLvLw8r9c3bNjQ8z/XXuiT6Y0bN87Kyvriiy98XCYiIoWIiTn9ObEJEziso7wGvalTSUujXj169TKdIiJibRoIvSjsLPNXXXVVlSpVgPz8CxzIOzY2FkhKSvJ5m4iIFKZrV1q1wuU6fXLCYBZK6JnLIJSScvokExMnUvhx4kREBDQQelXYQBgaGjps2DBg1apVRS9h9+7dgMvl8nmbiIgUxuFg5kxCQ1m8mCDfRaMTnR7hkR4E6fGux4whM5NWrbj/ftMpIiKWp4HQizMD4cmTJzdv3rx79+6DBw+mp6fn5OQ89dRTsbGx/fv3P3LkSBFL8ByMtIYOaiYiUrauv57/9/9wuxkwgAvtzBHIalN7EYta0MJ0iAE7drBwIQ7HxZ+JXkQkKGkg9OLMQHjkyJFmzZo1bNiwVq1al156aWRkZKVKlY4dO5aSknL//fcX9lHDzMzMl19+Gbj66qvLLjrw1ASgluGKgFIBKtpkk3ru/dqGK0pOj96SqQmhcHlpF/Pss1xyCdu2sXChL6rEbp55hvx8OnXiT6U5rXwlcOqn2Jua4Pj9Wc6aPIUWue9qQjRUMZ1hXK2zLsV6HG6323SD5WRnZ3/00UehoaFhYWFhYWEhISE5OTmn/ggYNmyYw+E457Zffvll//79t23b1rhx4x07dpz/DUakpaXFxcUBqampns832oAbtkMTsMQmDBSHIRys/xAogJ3QxHRGiZ2CH6Gx6QzbyYBUiPfBkqZPZ9AgYmPZu5dLLvHBAsUuvviCNm0ID+e776hbt3TLOghRUNU3YYEjEw5DPdMZRdsDNaG86QzgKGRpEAJgOzSCMNMZ3mRmZjqdTsDlckVHR5vOMUADoc/8/PPPPXv2XLFixa233tq1a9f77rvP89iyAlsOhCIiJZWfzw03sH07ffrw0kuma6SsFBRwww38978MGsTUqaZrRMQmNBBql1GfqVix4m233Xbo0KHExMRHH33UOtOgiEiwCQ1l+nSAl19m+3bTNVJW3n6b//6XypVPn4FQRESKQwOhz0RFRfXu3btatWqmQ0REhLZtuf9+8vMZONB0ipSJrCxGjQJ4+mkqVTJdIyJiHxoIfS83NzcnJ8d0hYhIsJs+nfLlWbOGpUtNp5S5NayJIOIlgmh/2RkzOHyY+Hj69jWdIiJiK5b8aKedLVu2rGvXrvn5+a+//vrDDz/s24UfPHhw48aNJbjhiRMnfFsiImJ9tWoxaBATJjB4MHfeSVSU6aAytJWtueRuYpPpkDLy88+88ALAhAlERJiuERGxFQ2EPjZw4MCMjAygf//+vh0ICwoKmjRpcvz48dIsxE7HEEqDt+BRuMx0SSB5H5xwt+mMCzoE70N3qGy6pGT2wEroAcH40fRS+Ba2wBMQ6rNFjhzJW2+xbx9Tp57en1ACUkICGRm0aMFf/+q7hS6GynC77xYYGP4DG6CnhV9CnoLXoLU1DlX9b/gZuprOMO44vA73wxWmS8Qby/4029Vll122b98+wHNUTx8KCQnp3Lnzt99+W4Lb5uXl/fe//wUschqMYpkNCZAOz5kuCRjp0Bki4aTpkguaCjMgF0aYLimZMfBPqKwXARepH3wDjaC1zxZZrhwTJ9KlC88/T9eu1NLB3wPRrl289trpM9H77F+5n6ELVIR0Hy0wYAyCLyDewqNyIvSD2yDRdAnwKKRB66A/88RbMBj2wKumS8QbDYQ+tnjx4lGjRuXn5yckJPh84XPnzi3ZDc+cdsJOPB/DPGW4IqDkgNsmm9Rz72cbrig5z0a2b78pp8669J3OnXn1Vb78kqefZtEiHy9crGDkSPLy6NSJ5s19t1D/PBoDgfW3jKUKLRVjkLaDtWkg9LErrrhikV5xiIhYhsPBjBk0a8a779KzJ7fcYjpIfGrNGpYtIzz89GcIRUTkYukooyIiEuCuv56//x23mwEDyM83XSO+43YzYgRAz57Uq2e6RkTEnjQQiohI4HvuOSpWZOtWFi40nSK+8957bNrEJZcwdqzpFBER29IuoxfmdruTk5OTkpL279+fkZGRlZWVl5cXHR1dvnz5ihUr1qlTp06dOlWrVrXT8VpERIJMbCxjxjBoEKNG8eCDVKxoOkhKLTubkSMBhg+nShXTNSIitqWBsChbtmyZM2dOYmLikSNHiv7Oyy+/vF27dh07duzYsWNYmLaqiIjl9O3L66+zcyfPPsu0aaZr/KwSlc5cBqrZs9m/n9q1GTjQdIqIiJ1pl1HvXC5Xly5dbrzxxoULF15wGgQOHTr05ptvPvDAA/Hx8YsXLy6DQhERuShhYUyfDvDSS+zcabrGzx7l0aUsHcc40yH+cuwYzz0HkJBAVJTpGhERO9N7WV7k5+d36NBh7dq1nj+GhYVdd911zZo1q1y5stPpjImJcTqdTqczPz//xIkTGRkZJ06cSE9P37x586ZNmw4cONClS5evv/569uzZ2olUrMVx1qUt2CjVK7v3m+LP7XbrrXTowPLlDBzIv//txxUZF0HEfdxnusKPJkzg+HGaNqVLF/+swHZPmGXMylvGUm16IHloC1ibBkIv5s+fv3bt2vDw8B49enTu3Llp06blypUrzg2zs7M3bdo0ffr0uXPnxsfHD9ReLKVxJyyFu0xnBJIqcBdUNp1RHPfAaguf9fiCOsEPoNMbXKyHIBSu9+9Kpk/n889ZtYrly+nQwb/rEj/54Qc85+WdMoUQP+3qVB3aQ23/LNzWHoRT0Mx0RhFuhibwgOkMj7/B3qA/Kz3QDurDvaYzpBAOt9ttusFyWrZsuWPHjsTExOYlPcftuHHjZs2adfjw4WJOkv525sT0qampsbGxpnNEREwaMYIXX+Sqq/juOyIjTdfIxfvrX/ngA+6+mxUrTKeIiP1lZmY6nU7A5XJFR0ebzjFAnyH0Yvfu3UOGDCnxNAiMGjUqMjJy1apVPqwSERGfeOYZqlcnKYkZM0ynyMX7+ms++ICwMKZMMZ0iIhIQNBB6kZmZ2apVq9IsITw8vGHDhj/99JOvkkRExFecTiZOBJgwgWIcNUwsxO1myBCAf/yDBg1M14iIBAQNhF5Ur149Ozu7lAs5cuRIXl6eT3pERMS3unbl5ptxuXj6adMp/pFDzsd8nE666RAfW7KEjRuJiSEhwXSKiEig0EDoRYsWLZYsWVKaJaxcuXLPnj3x8fG+ShIRER9yOJg9m5AQ3n6bb74xXeMH7/BOJzoF2GknTp1i2DCAwYPRx+FFRHxFA6EXTzzxxIIFC2bNmlVQUHCxt83Pz3/rrbcefPDBChUq3Hbbbf7IExGR0mvalG7dcLvp3ZuLf7K3Os97gwH2DuGrr/LTT9SseXosFBERn9BA6MUtt9zSu3fv/v37X3PNNUOHDl2xYsXx48eL+P68vLzt27e/+uqr3bt3v+qqqx577LGsrKyEhASLHGLUrr6Em2Ct6YxAUgAPQU/TGcWRCDeDfd+3eQdawl7TGbYzBdrC0bJb4QsvcMklbNnC22+X3UqlZH79lXHjAMaOpSz+dc2DTtDX/yuynVnQBn42nVGEQ3ALvGI6w2MgdIQc0xnGbYPmsMx0hhRC5yH0bvr06REREdOmTdu1a9eUKVOAqKioChUqxMTExMTEREVFZWVlZWRkuFwul8t18uTJc27eq1evPn36mAgPIJ/Ct7AC2pguCRhH4UMIgVdNl1zQJ/ANfAY3mS4pmQ9hPXwJ9UyX2Msi2AZboX0ZrTAujpEjGT6c4cO57z4uuaSM1isl8OKLpKdzzTV0714m6zsCH0N5eKlMVmcj78JG2ASWPY3nRvgKQqCX6RLgDTgOyRDknyJaBRthqU5FaFF6h9C7sLCwqVOnfvnll2d2+8zOzk5LS0tKStq2bdvGjRu3b9++b9++X3755Zxp8Oqrr37//ffnzp0b4q9z5YqUlPusS1uwUapXdu83pWy324AB1KtHairPP1+m65WLcuAAs2YBTJpEaGiZrNJ2T5hlzMpbxlJteiB5aAtYm94hLEqrVq0SExNTUlISExPXr1//ww8/JCUlpaenZ2VlFRQUOByO8uXLV6hQoU6dOnXr1r3hhhvat2/foEEDh8NhOlxERIolIoKpU+nQgRkz+H//j3p6U9eSRo0iO5vbbuOOO0yniIgEHA2EF1atWrXu3bt3P2snFbfbnZubGx4ertlPRMTu7rmHO+9k5UoGD2b5ctM1cp7Nm1m8mJAQJk82nSIiEoi0W2NJOByOiIgITYMiIoFh1iwiI1mxgpUrTafIeYYMwe2mWzeaNDGdIiISiDQQiohIsIuPp3dvgH79OHXKdI2cZflyvviC6GgmTDCdIiISoDQQioiIMG4c1arx44/MmWM6xReu47pwwpvRzHRIqeTmMnQowIAB1KhhukZEJEBpIBQRESEmhoQEgHHjSEkxXVNq7WiXQ05fm59Hb8EC9uzhsssYMcJ0iohI4NJAKFYVAUCk4YqAEgEOm2xSz70fZbii5Dwb2b79pkSedWlC9+5cey0ZGTz7rLEGOSMz8/SI/vTTOJ1lvnrTj0brsv6WsVShpWIM0nawNh1lVKzqKSiA3qYzAkklWAAxpjOKYyA44XHTGSU2BhrC/aYzbGcqrIM/G1t/aCgzZ9KmDfPm0asX115rrESASZM4coS6dell5PTil8FrUNXEqi3uRVgD7UxnFOF2SIA7TWd4zIfDUMt0hnHd4Bf4u+kMKYTD7dapIgNfWlpaXFwckJqaGhsbazpHRMS6Hn2URYto3pyvv0YHkzblwAEaNCA7m+XLuece0zUiEtAyMzOdTifgcrmio6NN5xigXUZFRET+58UXcTrZsIHFi02nBDHPmejbt9c0KCLidxoIRURE/qdGDZ5+GmD4cFwu0zVB6dtvWbyY0FCdiV5EpCxoIBQREfmDIUOoW5fDh5k40XRKSR3gQBe6rGe96ZCL5nYzYABuN489po9xioiUBQ2EIiIifxARwaRJAFOm8MMPpmtKZClLF7N4HvNMh1y0pUvZsIHo6NOHGBUREX/TQCgWdsB0QOBJhxOmG4rDDcmmG0ojDw6bbrCjbEg13fC7++7j9tvJyWH4cNMpJZJP/plLGzl16vSZ6IcOpXp10zW/QobpBgs6BT+bbrigFMgx3eDhgmOmGyziIBSYbpBCaCAUq5oLV8As0xmB5CRcCbbYBWsS1IaFpjNKbBBcDp+bzrCdh6EG7DKd8bvp0wkPZ+lSEhNNpwSNuXP56Sdq1mTYMNMpJ+AK+JPpDAvqBjVgq+mMImyEGpY5cVELqA3ppjOM+yfUgnGmM6QQGgjFqpLPuhSfOAHHbfK+q+d+t0WqV3bvNyUZ8uGQ6YzfNWx4+gx4gwaRm2u6JggcO3Z6N9Fnn6VcOdM16ZChn2JvkqEADprOKMJBK+1mkgyZcNR0hnGeHyWL3ClyHg2EIiIi3o0fT5Uq7NrFK6+YTgkCCQmkp9O0Kd26mU4REQkmGghFRES8q1Tp9HtWY8dyVL/j96e9e5k7F2DKFEL02kREpAzpSVdERKRQPXpw7bWkpzN6tOmUgDZiBLm5dOhAmzamU0REgowGQhERkUKFhjJnDg4H8+bx3/+arglQq1ezdCnh4ToTvYiIARoIRUREitKyJQ89RH4+vXvjdpuuKZ5QQs9cWlxBwelTTfTsSf36pmtERIKPBkIREZELmDqV6Gi+/poPPjCdUjyd6PQIj/Sgh+mQC1u0iK1bufRSxo83nSIiEpQ0EIqIiFzA5Zeffhdr8GAyM03XFENtai9iUQtamA65gKwsnn4aYMQILr3UdI2ISFDSQChWVROAWoYrAkoFqGiTTeq592sbrig5PXpLpiaEwuWmMwoxbBhXXMGhQ/qcmy9Nm8bhw8TH07+/6ZRzVAKnfoq9qQmO35/lrMlTaJH7riZEQxXTGcbVOutSrMfhtsvnIaQU0tLS4uLigNTU1NjYWNM5xeOG7dAEHKZLAslhCAfrPwQKYCc0MZ1RYqfgR2hsOsN2MiAV4k1nFO6DD/jrXylXjl27uOIK0zX2l5JCvXq4XLz/Pn/9q+ma8x2EKKhqOsNqMuEw1DOdUbQ9UBPKm84AjkKWBiEAtkMjCDOd4U1mZqbT6QRcLld0dLTpHAP0DqFYlQOu1TToazXsMA0CIXaeBoFITYMlEmPpaRB46CHatOHkSYYNM50SEMaOxeXiz3+25DQI1NQ06E205adBoL41pkGgiqbB3zWx6DQoaCAUEREpvtmzCQvjgw9Yu9Z0is3t2MHrr+NwMGWK6RQRkeCmgVBERKS4GjemRw+APn3IyzNdY2cDBpCfz8MPc9NNplNERIKbBkIREZGLMGEClSvz3XfMm2c6pXBrWBNBxEu8ZDrEu88+Y80aoqKYONF0iohI0NNAKCIichEuvZRx4wCeeYZjxwzHFGYrW3PJ3cQm0yFe5OUxaBBAv346No+IiHkaCMWq0mAK/Gw6I8C8D/8y3VAch2AqWPWl9oXtgRlgh7PVWcu38DLkm84ohiefpEkTfv1V51IviQUL+P574uJ45hnTKUVbDImmGyzoPzAHrLy/9Cl4CbabzvD4N7xtusEKjsM02G86QwqhgVCsajYMxaq7O9lTOnSGB01nFMdUGAIW3h/vAsbAQFhiOsN2+sFTsM50RjGEhjJ9OsDcuezYYbrGVk6cYMwYgDFjiIkxXVOEn6EL/M10hgUNgj6w2nRGERKhHww1neHxKHSDZNMZxr0Fg0G7iFuVBkKxqhwAThmuCCg54LbJJvXc+9mGK0rOs5ZzacoAACAASURBVJHt22/KqbMuLa9tWzp1Ij+fAQNMp9jKiy+SlkbjxvTsaTqlaLZ6NJYp628ZSxVaKsYgbQdr00AoIiJSElOnEhXFmjUsXWo6xSYOHGDaNIAXXiA01HSNiIgAGghFRERKpk4dBg8GGDyYbL0hXAyjRpGdTfv23HOP6RQREfmdBkIREZESGjmSWrXYt4+pU02nWN769SxeTGgokyebThERkbNoIBQRESmh8uVPn0nv+edJ1nEjCud2M2QIbjePPca115quERGRs2ggFBERKbnOnbnlFrKyePpp0ylnqUSlM5dWsGQJGzYQHU1CgukUERH5Iw2EIiIiJedwMGkSDgfvvss335iu+d2jPLqUpeMYZzoEIDeXUaMABg6kenXTNSIi8kcaCEWChuOsS1uwUapXdu83xYbb7aab6NYNt5v+/XG7TdcAEEHEfdxnkXcIX3mFPXu47DKGDTOdUny2e8IsY1beMpZq0wPJQ1vA2jQQilXdCfXgLtMZgaQK3AVdTGcUxz1QH243nVFinaAR3GI6w3YegqZwvemMEpk0iUsu4ZtveOMN0ykWc+wYY8cCTJxo7TPRn6M6tIdHTGdY0INwPTQznVGEm6EJPGA6w+Nv0BZqmc4wrh3Uh3tNZ0ghHG6L/DJT/CktLS0uLg5ITU2NjY01nSMiEoAmTWL4cOLi2LuXChVM11jGgAHMnEnTpnz7LSH6LbSIWE9mZqbT6QRcLld0dLTpHAP03CwiIuIDAwZQrx6pqaePOyrA3r3MnQswZYqmQRERi9LTs4iIiA9ERDBpEsC0afzwg+kaaxg+nNxcOnakTRvTKSIiUggNhCIiIr5x773cdhs5OQwfbrgkh5yP+TiddIMNq1fz8ceEh5+ek0VExJo0EIqIiPjM9OmEhbF0Kf/+t8mMd3inE50MnnaioIChQwF69qR+fVMVIiJyYRoIRUREfKZRI3r0ABg4kLw8Yxme9wYNvkO4aBFbt3LppYwfbypBRESKRQOhWNWXcBOsNZ0RSArgIehpOqM4EuFmsMw5vi/aO9AS9prOsJ0p0BaOms4otQkTqFyZ775jwQLTKYZkZfH00wBPP82ll5quKZk86AR9TWdY0CxoAz+bzijCIbgFXjGd4TEQOkKO6QzjtkFzWGY6QwqhgVCs6lP4FlaYzggkR+FDmG86ozg+gW/gM9MZJfYhrIcvTWfYziL4P9hqOqPULr2UZ54BGD2a48dN15gwbRqHDxMfT79+plNK7Ah8DK+bzrCgd+EL2GQ6owgb4St4z3SGxxuwHJJNZxi3CjbCUtMZUggNhCJBw33WpS3YKNUru/ebEhDbrU8fGjfml19ISDCdUuZSUnjxRYDnniMiwnRNidnuCbOMWXnLWKpNDyQPbQFr00AoIiLiY2FhTJ4M8NJL7NljuqZsjR2Ly8Wf/8xf/2o6RUREikEDoYiIiO/deSd33kluLoMHm04pQzt28PrrOBxMmWI6RUREikcDoYiIiF9Mm0Z4OP/6F5/Z9wOxF2nAAPLzefhhbrrJdIqIiBSPBkIRERG/aNCAp54CGDSI3FzTNf63ciVr1hAVxcSJplNERKTYNBCKiIj4y9ixVKnC99/zStkeBP86rgsnvBnNymyNeXmnd47t358rriiz1YqISGlpIBQREfGXSpVOn5l97FiOluEpFtvRLoecvmV4Hr0FC/j+e+LiGDWqzNYpIiI+oIFQrMpzsPJIwxUBJQIcNtmknns/ynBFyXk2sn37TYk86zKA9OzJNdeQnn56MgxIv/3GmDEAY8YQE2O6xicC9NHoA9bfMpYqtFSMQdoO1hZmOkCkEE9BAfQ2nRFIKsECsMVrtYHghMdNZ5TYGGgI95vOsJ2psA7+bDrD10JDmTGDdu14+WWeeIJrrjEd5AcvvkhaGo0b07On6RRfuQxeg6qmMyzoRVgD7UxnFOF2SIA7TWd4zIfDUMt0hnHd4Bf4u+kMKYTD7dapIgNfWlpaXFwckJqaGhsbazpHRCTo3Hcfy5bRti2rV5tO8bUDB2jQgOxsVqzg7rtN14iIXKTMzEyn0wm4XK7o6GjTOQZol1ERERG/mzaNyEjWrGH5ctMpvjZqFNnZtG+vaVBExJY0EIqIiPjdlVfSrx/AwIGcOmW6xnfWr2fxYkJDmTzZdIqIiJSIBkIREZGyMHo01aqRlMTs2X5f1wEOdKHLetb7dS1uN0OG4Hbz2GNce61fVyUiIv6igVBERKQsxMTw7LMA48fz88/+XddSli5m8Tzm+XUtS5awYQMxMTz/vF/XIyIifqSBUCzsgOmAwJMOJ0w3FIcbkk03lEYeHDbdYEfZkGq6wc/+8Q9uvJGMDMaO9e+K8sk/c+knp04xbBjAkCHExflvPeb8ChmmGyzoFPj51xk+kAI5phs8XHDMdINFHIQC0w1SCA2EYlVz4QqYZTojkJyEK8EWu3VNgtqw0HRGiQ2Cy+Fz0xm28zDUgF2mM/wpJIQZM3A4mD+fLVtM15TOnDn89BM1azJ0qOkUfzgBV8CfTGdYUDeoAVtNZxRhI9SwzImLWkBtSDedYdw/oRaMM50hhdBAKFaVfNal+MQJOG6T910997stUr2ye78pyZAPh0xn+FnLljz4IAUF9O+PfU/8dOwYCQkAzz5LuXKma/whHTL0U+xNMhTAQdMZRThopd1MkiETjprOMM7zo2SRO0XOo4FQRESkTE2dSvnyfP01S5aYTimphASOH6dpU7p1M50iIiKlo4FQRESkTNWsycCBAEOHkp1tuubi7d3L3LkAU6YQotcRIiI2pydyERGRsjZiBNWrs28f06ebTrl4w4eTm0vHjrRpYzpFRERKTQOhiIhIWXM6mTgR4PnnOXLEdM3FWL2ajz8mPJxJk0yniIiIL2ggFBERMaBrV/70J1wuRo3y/cJDCT1z6UMFBQwZAtCrF/Xr+3bZIiJihgZCERERAxwOZs7E4eCtt/j2Wx8vvBOdHuGRHvTw7WIXLWLbNi69lPHjfbtgERExRgOhiIiIGTffzCOPUFDAgAE+PgVFbWovYlELWvhwmZmZPP00wNNPU6mSDxcsIiImaSAUq6oJQC3DFQGlAlS0ySb13Pu1DVeUnB69JVMTQuFy0xll67nnKFeODRv46CPTKRcyezaHD1O7Nr17m04pA5XAqZ9ib2qC4/dnOWvyFFrkvqsJ0VDFdIZxtc66FOtxuO17WlwptrS0tLi4OCA1NTU2NtZ0TvG4YTs0AYfpkkByGMLB+g+BAtgJTUxnlNgp+BEam86wnQxIhXjTGWVu9GgmTKBOHXbtIirKdE0h0tKoV4/ffmPRIh55xHRN2TgIUVDVdIbVZMJhqGc6o2h7oCaUN50BHIUsDUIAbIdGEGY6w5vMzEyn0wm4XK7o6GjTOQboHUKxKgdcq2nQ12rYYRoEQuw8DQKRmgZLJCYYp0Fg5Ehq12bfPl580XRK4UaO5LffaNUqaKZBoKamQW+iLT8NAvWtMQ0CVTQN/q6JRadBQQOhiIiIWeXK8cILAC++yIEDpmu82bKFhQsJCWHmTNMpIiLiaxoIRUREDPvb32jVipMnGTnSdIo3Q4ZQUECXLlx/vekUERHxNQ2EIiIi5s2cSUgI777LunU+WNoa1kQQ8RIvlX5Ry5axdi3R0UycWPqFiYiI5WggFBERMe/663nsMdxu+venoKC0S9vK1lxyN7GplMs5dYrBgwGGDKFGjdJWiYiIBWkgFKtKgynws+mMAPM+/Mt0Q3EcgqlwzHRGie2BGZBpOsN2voWXId90hjkTJ1KhAv/5D2+/bTrld3PnkpRErVoMH246pewthkTTDRb0H5gDeaYzinAKXoLtpjM8/g2W+XE26ThMg/2mM6QQGgjFqmbDUHyxu5P8Lh06w4OmM4pjKgyBeaYzSmwMDIQlpjNspx88Bb7YYdKm4uJOn/l9+HBOnDBdA0eP8uyzAAkJlCtnuqaM/Qxd4G+mMyxoEPSB1aYzipAI/WCo6QyPR6EbJJvOMO4tGAza7dyqNBCKVeUAcMpwRUDJAbdNNqnn3s82XFFyno1s335TTp11GawGDaJuXVJTLXEKivHjOX6cZs3o2tV0StnTo7Ew1t8yliq0VIxB2g7WpoFQRETEKiIiTp+CYto09u0zWfLdd7zyCg4HM2fi0ClhRUQClwZCERERC7n/ftq3JzubYcNMZgwfTl4eDzxA8+YmM0RExN80EIqIiFjL5MmEhvLhh3zxhZmAxET+9S8iI5k0yUyAiIiUGQ2EIiIi1nLttTz+OMCAAeSX+WFX8/IYNAigXz/q1CnrtYuISBnTQCgiImI5CQlUrMi2bbz+ekluXolKZy4v1oIF7NrFZZcxenRJVi0iIvaigVBERMRyqlY9PY898wy//XbRN3+UR5eydBzjLvaGv/12er1jxxITc9HrFRER29FAKBI0HGdd2oKNUr2ye78p2m6/69uX+vVJS2PChIu+bQQR93FfCd4hfP55fvmFa66hR4+LXmlAsd0TZhmz8paxVJseSB7aAtamgVCs6k6oB3eZzggkVeAu6GI6ozjugfpwu+mMEusEjeAW0xm28xA0hetNZ1hGeDhTpgDMmsXevWWxxh9/ZMYMgBkzCA0tizVaV3VoD4+YzrCgB+F6aGY6owg3QxN4wHSGx9+gLdQynWFcO6gP95rOkEI43G636Qbxu7S0tLi4OCA1NTU2NtZ0joiIFNedd/LZZ3TsyLJlfl/XQw/x4YfcdRf/+pff1yUiYhGZmZlOpxNwuVzR0dGmcwzQO4QiIiLWNW0a4eF88gmJif5d0Zdf8uGHhIczdap/VyQiIpaigVBERMS6GjakVy+AQYPIy/PXWgoKGDAAoGdPGjTw11pERMSCNBCKiIhY2vjxVKnCrl28+mpxb5JDzsd8nE56Mb//nXfYupXKlXn22RJGioiITWkgFBERsbRKlRg7FmD0aI4dK9ZN3uGdTnQq5mknMjMZORJg1CgqleTMhSIiYmMaCEVERKzuySe55hrS04v7Dp7nvcFivkM4eTKHD1OvHn36lKZRRERsSQOhWNWXcBOsNZ0RSArgIehpOqM4EuFm+MZ0Rom9Ay2hTM4TEFCmQFs4ajrDkkJDmT4dYO5cdu705ZKTk5k0CWDSJMLDfblke8uDTtDXdIYFzYI28LPpjCIcglvgFdMZHgOhI+SYzjBuGzQH/x8qWUpGA6FY1afwLawwnRFIjsKHMN90RnF8At/AZ6YzSuxDWA9fms6wnUXwf7DVdIZVtWvHPfeQl8fAgb5c7OjRnDxJ+/bcq1OEne0IfAyvm86woHfhC9hkOqMIG+EreM90hscbsBySTWcYtwo2wlLTGVIIDYQiQcN91qUt2CjVK7v3m6LtVrgZM4iMZNUqPv3UNwvctIm33yY0lMmTfbPAwGG7J8wyZuUtY6k2PZA8tAWsTQOhiIiIPVx1Fb17AwwaRG5uaZfmdtO/P243jz3GtdeWvk5ERGxJA6GIiIhtjB3LZZexZw+zZ5d2UR99xIYNVKjA88/7okxEROxJA6GIiIhtVKjA+PEAzz7LL7+UfDnZ2QwbBjBsGHFxvmkTERE7CjMdYANutzs5OTkpKWn//v0ZGRlZWVl5eXnR0dHly5evWLFinTp16tSpU7VqVYfDYbpUREQC3+OP89prbNnCmDG8/HIJFzJrFvv2Ubs2gwf7NE5EROxGA2FRtmzZMmfOnMTExCNHjhT9nZdffnm7du06duzYsWPHsDBtVRER8ZeQECZO5LbbmD+fvn1p1MjL91zHdeGEN6OZ1yUcO8YLLwA8+yxRUf5sFRERy9Muo965XK4uXbrceOONCxcuvOA0CBw6dOjNN9984IEH4uPjFy9eXAaFIiIStNq3p0MH8vIKfX+vHe1yyOlbyHn0xo0jPZ0bb+TRR/0YKSIitqD3srzIz8/v0KHD2rVrPX8MCwu77rrrmjVrVrlyZafTGRMT43Q6nU5nfn7+iRMnMjIyTpw4kZ6evnnz5k2bNh04cKBLly5ff/317NmztRNpqUQAEGm4IqBEgMMmm9Rz79v3jQvPRrZvvymRZ13KhcyYweef89lnfPIJHTtexA137ODll3E4mD2bEP1auDB6NBbG+lvGUoWWijFI28HaNBB6MX/+/LVr14aHh/fo0aNz585NmzYtV65ccW6YnZ29adOm6dOnz507Nz4+fqBvTx4cbJ6CAuhtOiOQVIIFEGM6ozgGghMeN51RYmOgIdxvOsN2psI6+LPpDJu48kr692fSJAYN4vbbiSz2K60BA8jPp3NnbrrJn312dxm8BlVNZ1jQi7AG2pnOKMLtkAB3ms7wmA+HoZbpDOO6wS/wd9MZUgiH261TRZ6rZcuWO3bsSExMbN68ecmWMG7cuFmzZh0+fLiYk6S/paWlxcXFAampqbGxsaZzRETEBzIyqFePn39m2jSK+RvIf/2Le+6hfHn27OHyy/3cJyJiB5mZmU6nE3C5XNHR0aZzDNDOIl7s3r17yJAhJZ4GgVGjRkVGRq5atcqHVSIiImeLifnfKSiOHr3w9+fmnv7M4cCBmgZFROQ0DYReZGZmtmrVqjRLCA8Pb9iw4U8//eSrJBERkfM9/jhNm3L8OOPGXfibX3mFPXuoVo0RI/weJiIidqGB0Ivq1atnZ2eXciFHjhzJy8vzSY+IiIhXISFMngzwyivs3Pm/6w9woAtd1rP+zDXHjjF2LMCECTidZZwpIiLWpYHQixYtWixZsqQ0S1i5cuWePXvi4+N9lSQiIuLVX/7CffeRn8+AAf+7cilLF7N4HvPOXPPcc6Sn07Qp3buXfaOIiFiXBkIvnnjiiQULFsyaNaugoOBib5ufn//WW289+OCDFSpUuO222/yRF0QOmA4IPOlwwnRDcbgh2XRDaeTBYdMNdpQNqaYb7GnqVCIjWb2alStPX5NP/plLYO9eZs8GmDJFp5ootl8hw3SDBZ2Cn003XFAK5Jhu8HDBMdMNFnEQLvpltZQR/bPgxS233NK7d+/+/ftfc801Q4cOXbFixfHjx4v4/ry8vO3bt7/66qvdu3e/6qqrHnvssaysrISEBIscYtSu5sIVMMt0RiA5CVfCtaYzimMS1IaFpjNKbBBcDp+bzrCdh6EG7DKdYUNXXknfvgCDBpGb6+Ubhg0jN5d776VNm7Its68TcAX8yXSGBXWDGrDVdEYRNkINy5y4qAXUhnTTGcb9E2rBONMZUgidh9C76dOnR0RETJs2bdeuXVOmTAGioqIqVKgQExMTExMTFRWVlZWVkZHhcrlcLtfJkyfPuXmvXr369OljIjyAJJ91KT5xAo7Db6YzisNzv9v3LWK795uSDPlwCBqZLrGhMWN45x127+bVVznn359//5tly4iMZOpUQ3F2lA4Z+in2JhkK4CBcb7qkMAettJtJMmTCUahkusQsz4+SRe4UOY/eIfQuLCxs6tSpX3755ZndPrOzs9PS0pKSkrZt27Zx48bt27fv27fvl19+OWcavPrqq99///25c+eGaKccEREpKzExpw80OmYMx87aRS0/n6FDAZ56iquuMpImIiKWpncIi9KqVavExMSUlJTExMT169f/8MMPSUlJ6enpWVlZBQUFDoejfPnyFSpUqFOnTt26dW+44Yb27ds3aNDA4XCYDhcRkaDz+OPMncv27UyYwOXTT1/5xhv8979UqcKYMUbjRETEqjQQXli1atW6d+/e/azjsrnd7tzc3PDwcM1+IiJiEaGhzJhB27bMmcOgkVCV3FxGjgQYO5aKFU33iYiIJWm3xpJwOBwRERGaBkVExFL+8hfuvZfcXJYvB9i5k7Q0GjemVy/TZSIiYlUaCH0vNzc3J8ciRzsWEZHg4jkFxa4docD3O0OBSZMI0/5AIiJSCA2EPrZs2bLKlStXqlTp/fffN90iIiJB56qr6NkTlnZi8SP5r/Ro25a77jLdJCIiFqbfGfrYwIEDMzIygP79+z/88MO+XXjXrl3Xr19fghsWFBQAJPGnyn8KJfScr1am8ru8exV/OPxcEkmd6XyskNOptqDF27x9zpVv8MaLvJjj7VywEUSMYMRjPHbO9V3puh7vf6OxjO1Gt3OuNF5lzW1VzKoqVPmGb9y444m3TtXZAqbqcz6vSU2rVVlzW6nKH1UF0wkZSMEvlUOPxk394y8nta2KXwWc4lSjQs6CErTbahnLrubqc640XmXNbVWZyhvZGPLHd1+sUGVqW33FV93pbrWqrnT9uvzXJFHIBgsObvGp5s2bezZskyZNfLvk/Pz82NjY0t3Zhf63xr3mnNWtdq8u4vtj3bH57vxzbtLL3auImzzpfvLcv5E7P9YdW9j3957d243bPdNaVdbcVsWsKpdVLr1i+v7a+y1V5X1bTXS7cbtft1hVsbfV//X5Pzdu92fWqrLmtvpDVQe3O9Sd/53Fqqy5rYpX1WGaFausua3OrfrNnefM211/t7WqLLCt/vnQP90Ot/s/1qr6w7ba4HY73O6ulqhyXe1yR7vdv1p1W5VZ1XtuN+6po6daq+qcbZWKy+VyByWH2+32wVgpv9u/f/+oUaPy8/MTEhLq1q3r24WnpKQcOXKkBDc8efJkq1ataMpXX31Vrly5c75ajnJefwO6i10nOXn+9UB1qlej2jlXZpP9Hd8V1tCYxlFEnXNlCilH8P43Kucu12h7I5rAH4/dY7jKmtuq2FXhh8Pd4e682DxLVZ3xv6oC2AlNLFZ1lgtUnWoc9WMUjS1WZc1tdXZVBqRCvMWqfme7qoN7y91zZaPzPz2obVXcqoPsidrjquqyVpXpbRWdGd3gcAPqWavq3G21B2pCeQtUHW1EFtT6w/Xmq4w8rraT0ijlSJjFqiCFlKSTSa1ateIIrh9c0dHRhd08gGkgDAqZmZlOpxNwuYL0gS4iIiIicj69TtZBZURERERERIKUBkIREREREZEgpaOMXpjb7U5OTk5KStq/f39GRkZWVlZeXl50dHT58uUrVqxYp06dOnXqVK1aVeepFxERi1jDmju4YypT+9LXdIuIiFiaBsKibNmyZc6cOYmJiRc8lMvll1/erl27jh07duzYMUwnABYREaO2sjWX3E1sMh0iIiJWp11GvXO5XF26dLnxxhsXLlxYnAN7Hjp06M0333zggQfi4+MXL15cBoUiIiIiIiKlpPeyvMjPz+/QocPatWs9fwwLC7vuuuuaNWtWuXJlp9MZExPjdDqdTmd+fv6JEycyMjJOnDiRnp6+efPmTZs2HThwoEuXLl9//fXs2bO1E6mIiIiIiFiZBkIv5s+fv3bt2vDw8B49enTu3Llp06bnn7vPq+zs7E2bNk2fPn3u3Lnx8fEDBw70d6qIiIiIiEiJaSD04q233oqJiUlMTGzevPlF3TAqKqpVq1atWrUaN25cQkJCr169ijlJioiIiIiIlD19htCL3bt3Dxky5GKnwbONGjUqMjJy1apVPqwSERERERHxLQ2EXmRmZrZq1ao0SwgPD2/YsOFPP/3kqyQRERERERGf00DoRfXq1bOzs0u5kCNHjuTl5fmkR0RERERExB80EHrRokWLJUuWlGYJK1eu3LNnT3x8vK+SREREiq8Slc5cioiIFEEHlfHiiSeeaNOmzTXXXNOnT5+QkIubmfPz8xctWvTkk09WqFDhtttu81OhiIhIER7l0Uu5tDWtTYeIiIjVaSD04pZbbundu3f//v1fffXVu+66q3Xr1n/+858rVqxY2Pfn5eXt2rVrw4YNGzZsWLt27YEDB4CZM2fqEKMiImJEBBH3cZ/pChERsQGH2+023WBFeXl5w4cPnzZt2plroqKiKlSoEBMTExMTExUVlZWVlZGR4XK5XC7XyZMnz7l5r1695syZc7HvLvpPZmam0+kEXC5XdHS06RwREREREUvQ62QNhEX56quvJkyY8Pnnnxf/JldfffXo0aMfeughh8Phv7CLpQe6iIiIiMj59DpZA+GFpaSkJCYmrl+//ocffkhKSkpPT8/KyiooKHA4HOXLl69QoUKdOnXq1q17ww03tG/fvkGDBpYaBT30QBcREREROZ9eJ2sgLAm3252bmxseHm7B2c8rPdBFRERERM6n18lW+ZCbvTgcjoiICLtMgyIiEmxyyPmYj9NJNx0iIiJWp4FQREQk0LzDO53oNI5xpkNERMTqNBCKiIgEGs97g3qHUERELkgDoYiIiIiISJDSQCgiIiIiIhKkNBCKiIiIiIgEKQ2EIiIiIiIiQUoDoYiIiIiISJAKMx0gZer48eM5OTmmKywqLy/P5XKZrhAR8YFfL/mVS3G5XPt+2We6RUQCU2RkZLly5UxX+EBWVpbpBMMcbrfbdIP4XWZmptPpNF0hIiJlZTBMgbehm+kSERGbcLlc0dHRpisM0C6jQaF8+fKNGzc2XSEiImVlG+TCJtMZIiI20bhx4/Lly5uuMEPvEIoAfPrpp3ffffeNN964aZNeQElp9e3bd/bs2WPGjBk/frzpFrG9+Pj4pKSk9evXN2/e3HSL2NvevXvr169fsWLF9PR00y1iezNnzhwwYEDnzp0XL15sukVKS+8QioiIiIiIBCkNhCIiIiIiIkFKA6GIiIiIiEiQ0kAoIiIiIiISpDQQioiIiIiIBCkNhCIiIiIiIkFKA6GIiIiIiEiQ0kAoIiIiIiISpDQQioiIiIiIBCkNhCIiIiIiIkFKA6GIiIiIiEiQ0kAoIiIiIiISpDQQioiIiIiIBCkNhCIiIiIiIkFKA6GIiIiIiEiQ0kAoIiIiIiISpDQQioiIiIiIBCkNhCIiIiIiIkEqzHSAiCU0aNAgJiamWbNmpkMkEDRt2jQsLOyGG24wHSKBoFmzZunp6VdddZXpELG96tWrV69evXHjxqZDJBBcd9114eHheuEUGBxut9t0g4iIiIiIiBigXUZFRERERESClAZCERERERGRIKWBUEREihks8gAAGbxJREFUREREJEhpIBQREREREQlSGghFRERERESClAZCERERERGRIKWBUEREREREJEhpIBQREREREQlSGghFRERERESClAZCERERERGRIKWBUEREREREJEhpIBQREREREQlSGghFRERERESClAZCERERERGRIKWBUEREREREJEhpIBQREREREQlSGghFRERERESClAZCERERERGRIKWBUEREREREJEhpIBQREREREQlSGghFRERERESClAZCERERERGRIKWBUEREREREJEhpIBQREREREQlSGghFRERERESClAZCERERERGRIKWBUALZunXrunXrFh8fX65cuapVq7Zq1WrevHn5+fk+Wfj3338/bty4zZs3+2RpYnG+eizl5eW9++679957b7Vq1SIjI6+88so77rhjwYIFeXl5/sgWi9uwYUP37t1zc3NLvAS/PsuJvZTm4XTy5MkZM2a0bt06NjY2PDy8SpUqLVu2fO65544ePerzTrGF0j87ncPlcr355pu7du3y1QLFl9wigSg3N7dfv37AP/7xjxUrVqxevXrs2LFOpxP4y1/+4nK5SrzknJycxYsX33LLLQ6Ho02bNosWLfJhtliQDx9L+/btu/HGG8PDw4cMGfLpp59u2LBh3rx5DRs2BBo3bpySkuK/v4VYSkFBwapVq/7yl794/iE+efJkCRbiv2c5sZfSP5w2b95cq1Ytr68SK1Wq9Omnn/ojW6zJJ89O53vuueeio6OB9957zycLFN/SQCiBaciQIcD06dPPvnLdunXh4eFAly5dSrbYnTt3Xn/99cDDDz+8a9cuX5SK1fnqsXT06NErr7wyNDR0w4YNZ19/8uTJW2+9FWjTpk1ubq7PusWSjh49On369EaNGp39mrtkL7n89CwnNuKTh1NycrLnlXpISEiLFi0eeuih5s2be36z4BEZGblp0yY//RXEOnz47HSOrVu3hoSc3idxyZIlpV+g+JwGQglAX331FdCoUaP8/PxzvvTkk096npK2bNlysYudPXt2ZGRkjRo1Vq9e7aNSsTofPpZ69+4NPPnkk+d/6YcffvAs6pxZUQJM165dIyIiQkJCHn744c2bN3veHC7ZSy4/PcuJjfjq4ZSYmAhcffXVP/3005krMzMzBw0a5HA4PMts3bq1j+vFYnz47HSOgoKCli1bhoaGeha4YsUKnwSLb+kzhBKAJkyYANx1111nfiN1xiOPPOL5nzlz5lzUMmfOnNmnT586deps3ry5bdu2PukU6/PVY+nUqVNvv/020LJly/O/Gh8f79lf69tvvy1lsFjZzp07n3jiiR9//PG9995r2rRppUqVSrwofzzLib346uGUnJwMLFmypE6dOmeuLF++/NSpU/v06eP54xdffJGSklL6ZrEsHz47nePtt99OSUm54447PH+MiIjw1ZLFh8JMB4j4WEpKiuf3na1btz7/q02bNg0LC8vLy0tMTHS73Wd+/Vm0N954Y8CAAbGxsWvWrLnssst8XCxW5cPHUlJS0okTJ4AzvyU9R40aNZKTk3NycnwRLhb1n//85+w/FvP553z+eJYT2/HVw+nAgQNt27atW7fu+V9KSEiYN29ednY2sH379mrVqpVsFfL/27v34Kir+//j700CuRMgoBgwEqlVxCmUOxJSdbE1JaCVUVoZWovFaBubqeViy1SxpFLaQIG0VmzwwlgBsRZwOioEAigTCBjChBITQmpEAjXARjdhc9nL94/z+32++WYvgeSTbLLn+fjr5HzOnpwzc+az+/pcez+zllM7X3755dKlSzdt2vTqq6+qGgJh78QZQoSa3bt3q4LPUzHR0dHjxo0TkXPnzqnDoh0qKyv7yU9+IiKbNm3i61ArJq4lh8OhCup3fDsej0f1MHHixK4MGJowfS8HnX322WcZGRk+NyUkJBiXDqpDWsA1WbFixeTJk2fNmmXUqJuc0dsQCBFqDh06JCJRUVH+LniYNGmSKpw5c6bD3jwez1NPPeVyudLS0vx9ZSJUmbiWRowYoQqbN2/es2dPu60HDx48d+5cWlqazxM+QDvm7uWguVWrVj3++OP+tt50002qwNUxuFYnT57Mz89ft25d20rOEPZOBEKEGvV8jvj4eH8NEhMTVeHTTz/tsLdt27YdOHBARH7xi1+YMz70HSaupeuvvz4tLU1E3G73nDlzXnrpJbfbrTbZbLbHH3/8a1/72rZt27i6D1fD3L0cNJeUlKSeMurTuXPnRCQiIsI4VQhcDY/Hk5WV9ctf/vLmm29uW08g7J0IhAg16oj4gAED/DUwnqZtt9s77G3Dhg0iEh0d/Z3vfMeoVO8G6OpA0euZu5bWrl2rfnU1NTU9+eSTkyZNev/996uqqu66666BAwcWFhZyAB5XydyVCfjT1NT0ySefiMjs2bOHDBkS7OGgL9m6dWtNTc2yZcva1RMIeycCIUKNzWaTgMfOjU1XrlwJ3NW5c+eKiopEJC0tLTo62mazLVmyJDk5uX///lFRUVOmTHn55ZedTqd5Y0fvYuJaEpEJEybs3LkzISFB/VlSUpKenn7bbbdFRkYeOHDAuKYU6JC5KxPwZ/v27Xa7PTw8fPny5cEeC/oSu92+ePHi9evXR0dHt9vEPYS9E4EQIcXj8agfQFFRUf7aGMfOO8xy77zzjip84xvf+Oijj8aNG5ebm3v27FkRaWlpKS4uzszMzMjIaG5uNmf06E3MXUuK1Wo9fvz42LFjjRqXy3X06NF77rlH3RUGdKg7Vibgze12r1+/XkSWLl06YcKEYA8HfcnKlSvHjh07e/Zs703+HrWN4CIQIqS0traqW7MCHBc3fioFuGtCOXz4sCrs37//e9/7XlZW1unTp+12+4cffvj9739fbfrggw/UVyZCjLlrSXE4HPn5+ZWVlY899ticOXOM+qKiotTU1D/84Q9ciowOdcfKBLz95S9/+fjjj1NTU5977rlgjwV9SXl5+V//+tf169dzV3wfwnsIEVL69etnsVg8Hk9DQ4O/Ni6XSxViYmIC91ZbW2sUjh07ZjxsLTU1dfr06UlJSWvXrhWRnJychQsXcn9FiDF3LYnIxYsX09PTS0pK3njjjR/84AcicurUqZycnC1btqgG6l6LpUuXmjB6hC7TVybgrbq6+plnnklJSXnnnXciIyODPRz0GerZ7NnZ2T7fbIleizOECCkWi0X9AArwKAVj08CBAwP3ZgTClStXGmnQ+EfPP/+8epSf3W4/cuRIV4aNXsjcteR2ux9++OFjx46tXbtWpUERuf322998883CwkLjmZArV66sq6szYfQIXeauTMBbY2PjQw891L9//3/9619Dhw4N9nDQl/zjH/84ffr0r3/962APBNeGM4QINQMGDGhsbAxw7Nx4u25KSkrgri5duqQKU6dO9d4aFxc3f/589RjS8vLytu9dRWgwcS1t27atsLBw5MiRWVlZ7TbdddddBQUFU6ZMaWlpaWhoKCoqans1KeDNxJUJtON2u3/0ox+Vl5cXFBTwqglck8bGxqeffvrhhx8uLi5ut8k41nn48OGqqqrm5uaEhITU1NQeHyN8IxAi1KSkpJw/f97hcDidzogIHyv86n8qxcbGqkzo77KrW2+9VRXUk2YQYkxcS6+++qqIPPTQQz7vpx83blxmZmZeXp7w4jhcBRNXJtDOc889t2PHjh07dtx5553BHgv6mBdeeOHs2bNr1qxZs2aNvzbGNTJWq7WgoKCnhoYOcMkoQo1x2fqpU6d8NqivrxeR4cOHd3gljNHg4sWLPhsYrwoYPHhwJ4aKXs7EtfTxxx+LyMiRI/01SE9PV4UA7xIAFBNXJtBWfn5+Tk5Ofn5+RkZGsMeCvmffvn3BHgI6iUCIUDN+/HhVUK8Q9Hbs2DERsVqtHT7/6pvf/KYqXLhwwWcD4xKIO+64oxNDRS9n4lpS93QFeAeAcRaaa7TQIRNXJmB49913MzMzV69e/eijjwZ7LOiTioqKPH7MnTtXtamqqmpsbLx8+fL27duDO1q0RSBEqLn33ntVwedPpebmZnVp+9XcpnXPPfeoQkVFhc8G//nPf0Skf//+Vqu1c6NFb2biWho+fLiIVFZW+mtQVlammk2ePLlzo4U+TFyZgFJUVDRv3rzs7OwlS5YEeywIZeHh4TExMYMGDRo0aFCwx4L/RSBEqLntttvGjBkjIvv37zeevW4oLi5ubm5OTk6+//7729bX1NSkpqaOGjVq165dRuUDDzygntH3xhtveP8jt9u9c+dOEVm0aBGP8gtJJq6lb3/72yJSUFDg8yShx+N5++23ReTZZ58NC2O3rAvjtZMB3j/pczl1bmUitHV6OYlIeXl5RkbGgw8+mJuby1llSNeWk0/Gnsp7l4Vewd+5XaDv2rp1q1remzdvbrfpwQcfFJG///3v7eofeeQR9ZH4+PiWlhaj/s9//rOqP3ToULuP/POf/xSR5OTkS5cudccs0BuYtZYqKyv79esnInl5ed7/5bXXXhORWbNmOZ3O7pgFeifj8uALFy74a+Nv19SJlYnQ1unl9Pnnn994443q62xUQCtWrOip2SDIurJ38mn69Omq8ZEjR8weLExAIEQIcrvdmZmZIhIbG/v++++rypaWlt/+9rci8sQTT3h/ZN68eWpXFRMT09zcbNQ7nU61y7vxxhtLS0uN+l27dsXExAwfPrysrKy7p4MgMnEtbd68OSwsLDw8PCcnp7W1VVU2Nzc///zzYWFhGRkZX331VQ/MCMFVV1d3/vz56urqV155xTgym5WVVVFRUVtb6/3by99y6sTKROjp+nKy2WxXfw/84sWLgzFL9BCz9k6GS5cunT9/vqam5q233jKesD137tzy8vLa2loOpvcqBEKEJpfL9ac//WnAgAEiMnr06LvvvvuGG24YOHDgmjVr3G63d/vKyso77rhj6NChW7ZsabeptbX1d7/7XUxMjMViSU1NnTt3bkpKSnh4+KOPPnr+/PkemQ2CycS1tHfvXnWlX0xMzLRp06ZNmxYVFTVixIiNGze6XK4emQ2CbMKECQF+cCckJLRrH2A5XevKROjp+nJavXr1VaZBEXnqqad6fIroOSbunZTAj1ewWq3dPydcLYvH/8XBQF935cqV3bt3V1VVRUREpKSk3Hvvvf7eKNihhoaGPXv2VFdXu93u5OTkmTNnJiYmmjta9GZmrSW32338+PEjR47YbLbExMSxY8dOmTKF+wbRaSbu5QAAeiIQAgAAAICmOCwNAAAAAJoiEAIAAACApgiEAAAAAKApAiEAAAAAaIpACAAAAACaIhACAAAAgKYIhAAAAACgKQIhAAAAAGiKQAgAAAAAmiIQAgAAAICmCIQAAAAAoCkCIQAAAABoikAIAAAAAJoiEAIAAACApgiEAAAAAKApAiEAAAAAaIpACAAAAACaIhACAAAAgKYIhAAAAACgKQIhAAAAAGiKQAgAAAAAmiIQAgAAAICmCIQAAAAAoCkCIQAAAABoikAIAAAAAJoiEAIAAACApgiEAAAAAKApAiEAAAAAaIpACAAAAACaIhACAAAAgKYIhAAAAACgKQIhAAAAAGiKQAgAAAAAmiIQAgAAAICmCIQAAAAAoCkCIQAAAABoikAIAAAAAJoiEAIAAACApgiEAAAAAKApAiEAAAAAaIpACAAAAACaIhACAAAAgKYIhAAAAACgKQIhAAAAAGiKQAgAAAAAmiIQAgAAAICmCIQAAAAAoCkCIQAAAABoikAIAAAAAJoiEAIAAACApgiEAAAAAKApAiEAAAAAaIpACAAAAACaIhACANAZLpfr4MGD2dnZFRUV5vZcW1v74osv/vGPfzS3WwAAvFk8Hk+wxwAAQJ9x9uzZF1544cSJEydOnLhy5YqI7NmzZ+bMmV3veePGje+9915paWlNTY2IWK3WgoKCrncLAEAAnCEEAOAaeDye66+/fsaMGZGRkeb23K9fv3Hjxt1yyy3mdgsAQAARwR4AAAB9SXJy8ooVK0Tk8uXL+fn5Jva8cOFCEamqqiITAgB6DGcIAQDojMTExO7odsiQId3RLQAAPhEIAQAAAEBTBEIAAAAA0BSBEAAAAAA0RSAEAAAAAE0RCAEAEBGx2+3r1q1LTU294YYb4uPjx48fv2DBgtLS0k501djYuGvXrvnz58+YMUPVVFdX//jHPx41alRkZOSwYcPuv//+7du3u93uq+ntvffemzx5cnx8/LBhw9LS0pYtW/bf//63B2YBANABL6YHAOjO5XK9+OKLv/nNbwYPHhwVFfXZZ581NjaqTVFRUbt37zZyXVvPPPPM6tWr5f++mD43N/eVV16pqKhQYW/MmDEnT548cuRIenq6zWZr18OMGTPeeuutYcOGta2sr68fNGiQiFit1j179qxatWr58uXtPjhs2LADBw58/etf7/osAACa4wwhAEB3y5Yt+/nPf56Xl1ddXX3q1Cm73V5SUvKtb31LRJqamrKzs6++q6lTpy5fvvyxxx4zavbt2zdz5szJkyfn5ubm5+c//fTTEydOVJs+/PBDq9X65Zdf+uzK5XL97Gc/27Rp08svv1xWVlZSUrJq1arIyEgRuXDhwqJFi7pvFgAAfXCGEACguyeeeKK0tLSoqMhisRiVDQ0No0eP/vzzz0XkzJkzN998c7tP+TxDaHw2Pj5eROLj46OiorZs2WK1Wo2tHo9nw4YNS5cubWlpEZGsrKy8vDxjq3GGUEQyMjLefvttFQKVgwcPqoznParOzQIAoDnOEAIAdHf33Xc/++yzbXOUiMTFxT355JOqXF1dfU0dxsXFhYeHi4jdbn/99dfbpkERsVgs2dnZv/rVr9SfGzdurK+v9+4kJiZm69atbdOgiKSlpc2ZM0eVT58+3a2zAADogEAIANDdvHnzvvvd73rXjx49WhW++OKLa+0zIiJCRG666ab09HSfDZYsWXLdddeJSGtr6759+7wbTJo0KTY21rv+zjvvVIUzZ860re+OWQAAQl5EsAcAAEAv4na7//3vf5eUlJw4ceLQoUOqMsBTPQOLi4vztyk2NnbatGk7d+4UkbNnz3o3UJHS28iRI1Xhq6++8te5ubMAAIQwzhACACAej2fnzp0//OEPk5KSpk+f/tprr1kslvvuu09tbW5u7o5/euutt6rC4MGDr/5T6mJUn4IyCwBAn0YgBADorqysLC0t7YEHHvjkk0/y8vLq6uoKCwvXrFkze/bsbv2/0dHRqmBc1dkVwZoFAKBP45JRAIDWvvjii/vuu6+2tnb8+PF79+5VTwftGZWVlSIyYsSI8ePHd7GrIM4CANCncYYQAKC1FStW1NbWisjq1at7OEeVl5eLyPz588PCuvp1HMRZAAD6NAIhAEBrxcXFIhIeHm48vdPgcrm67/8ePny4tLR0wIABixcv7npvwZoFAKCvIxACALR24cIFEXG5XA6Ho229w+FYsmRJgA8aQStA4nI4HG6327ve4/EsX75cRHJzc4cMGdJ2k9PpbFfwp22DTs8CAKA5AiEAQGu33HKLKuTk5Hg8HlU+derUjBkzEhMT1Z+NjY3eH6yrq1OFS5cu+eu8urp6wYIFdru9baXT6Vy8ePFHH320YcOGRYsWtfuI8bbAixcvBh552wadngUAQHM8VAYAoLUFCxbs379fRNatW1dRUTF16tSSkpKysrLXX3+9oaFhx44dIlJRUeF2u9Wdfk6ns6mpyeFwlJWVqR6OHj06a9as8PDw2NhYi8XSrv8333yzsLBw4cKF6kXzlZWVf/vb3/r373/8+PHbb7+9bcva2tqmpqYPPvhA/VlTU3Ps2LEhQ4YMGjQoISHBe+RHjx49ffp0UlJSbGzstc4CAID/xwMAgMZcLtdPf/rTtt+MjzzySH19vcfj2bp1q1FpsVhmz57t8Xjeffddf1+pDofD6DYyMlJE4uLirrvuurZtIiMjf//737e2tnqPZMKECT67XbVqVdtm27dvb9fAZrNd6ywAAFAsnv9/YQkAANo6efJkcXFxfX39xIkT09LSVKXD4WhqaoqOjo6IiFB3A/o8U+dTVFRUc3PzmDFjSkpKCgoKPv300/r6+qSkpFmzZg0dOrQrQ3U6na2trf369QsLC3M6nU6nMzo6Wp2ZNH0WAICQRyAEAMB8RiA8efJksMcCAIBf3EgAAAAAAJoiEAIAAACApgiEAAAAAKApAiEAAAAAaIpACACAyTwej8vlEhGn0xnssQAAEAiBEAAAk9XX16soWFdXF+yxAAAQCIEQAADTNDQ02Gy2gwcPqj8vX75cWlpqs9muXLkS3IEBAOAT7yEEAMA0M2fO3Lt3r3d9ZmbmSy+91PPjAQAgMAIhAAAAAGiKS0YBAAAAQFMEQgAAAADQFIEQAAAAADRFIAQAAAAATREIAQAAAEBTBEIAAAAA0BSBEAAAAAA0RSAEAAAAAE0RCAEAAABAUwRCAAAAANAUgRAAAAAANEUgBAAAAABNEQgBAAAAQFMEQgAAAADQFIEQAAAAADRFIAQAAAAATREIAQAAAEBTBEIAAAAA0BSBEAAAAAA0RSAEAAAAAE0RCAEAAABAUwRCAAAAANAUgRAAAAAANEUgBAAAAABNEQgBAAAAQFMEQgAAAADQFIEQAAAAADRFIAQAAAAATREIAQAAAEBTBEIAAAAA0BSBEAAAAAA0RSAEAAAAAE0RCAEAAABAUwRCAAAAANAUgRAAAAAANEUgBAAAAABNEQgBAAAAQFMEQgAAAADQFIEQAAAAADRFIAQAAAAATREIAQAAAEBT/wP92sZyxVVgIQAAAABJRU5ErkJggg==" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 0.038796736 0.003526976 0.013298824</code></pre>
+<pre class="r"><code># Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Cáclculo da estatística Chi-quadrado.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))</code></pre>
+<pre><code>## [,1]
+## [1,] 10.33342</code></pre>
+<pre class="r"><code>linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))</code></pre>
+<pre><code>## Linear hypothesis test
+##
+## Hypothesis:
+## K30 = 0
+## K60 = 0
+## K120 = 0
+## K180 = 0
+##
+## Model 1: restricted model
+## Model 2: ngra ~ offset(log(nvag)) + bloc + umid + K
+##
+## Note: Coefficient covariance matrix supplied.
+##
+## Res.Df Df Chisq Pr(>Chisq)
+## 1 67
+## 2 63 4 10.333 0.03517 *
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+# Por causa do offset, não tem como usar a LSmatrix.
+pred <- unique(subset(soja, select = c("umid", "K")))
+
+X <- model.matrix(formula(m0)[-2],
+ data = cbind(nvag = 1, bloc = soja$bloc[1], pred))
+
+i <- grep(x = colnames(X), pattern = "^bloc")
+X[, i] <- X[, i] * 0 + 1/(length(i) + 1)
+head(X)</code></pre>
+<pre><code>## (Intercept) blocII blocIII blocIV blocV umid50 umid62,5 K30 K60
+## 1 1 0.2 0.2 0.2 0.2 0 0 0 0
+## 2 1 0.2 0.2 0.2 0.2 0 0 1 0
+## 3 1 0.2 0.2 0.2 0.2 0 0 0 1
+## 4 1 0.2 0.2 0.2 0.2 0 0 0 0
+## 5 1 0.2 0.2 0.2 0.2 0 0 0 0
+## 6 1 0.2 0.2 0.2 0.2 1 0 0 0
+## K120 K180
+## 1 0 0
+## 2 0 0
+## 3 0 0
+## 4 1 0
+## 5 0 1
+## 6 0 0</code></pre>
+<pre class="r"><code>pred <- list(pois = pred, quasi = pred, gcnt = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Comparando as estimativas de média para contagem.
+cbind(Pois = pred$pois$fit,
+ Gcnt1 = c(exp(predict(m3, newdata = X))),
+ GCnt2 = c(predict(m3, newdata = X, type = "response")))</code></pre>
+<pre><code>## Pois Gcnt1 GCnt2
+## [1,] 2.390106 2.396759 2.077286
+## [2,] 2.407975 2.413303 2.093831
+## [3,] 2.420295 2.425034 2.105562
+## [4,] 2.487044 2.491747 2.172275
+## [5,] 2.491711 2.496387 2.176916
+## [6,] 2.327293 2.332723 2.013249
+## [7,] 2.344693 2.348825 2.029352
+## [8,] 2.356689 2.360243 2.040770
+## [9,] 2.421684 2.425173 2.105701
+## [10,] 2.426228 2.429690 2.110218
+## [11,] 2.328181 2.333595 2.014121
+## [12,] 2.345587 2.349703 2.030229
+## [13,] 2.357588 2.361125 2.041652
+## [14,] 2.422608 2.426079 2.106607
+## [15,] 2.427154 2.430598 2.111126</code></pre>
+<pre class="r"><code># Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "link")
+pred$gcnt <- cbind(pred$gcnt, exp(aux[, c(2, 1, 3)]))
+
+# Junta o resultado dos 3 modelos.
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, umid, K, modelo)
+
+key <- list(type = "o", divide = 1,
+ lines = list(pch = 1:nlevels(pred$modelo),
+ lty = 1, col = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count")))
+
+xyplot(ngra/nvag ~ K | umid, data = soja, layout = c(NA, 1),
+ type = c("p", "smooth"),
+ xlim = extendrange(range(as.numeric(pred$K)), f = 0.2),
+ key = key,
+ xlab = expression("Dose de potássio"~(mg~dm^{-3})),
+ ylab = "Número de grãos por vagem",
+ strip = strip.custom(strip.names = TRUE, var.name = "Umidade")) +
+ as.layer(
+ xyplot(fit ~ K | umid, data = pred,
+ layout = c(NA, 1), as.table = TRUE,
+ pch = pred$modelo,
+ ly = pred$lwr, uy = pred$upr, cty = "bars", length = 0,
+ prepanel = prepanel.cbH,
+ desloc = 0.15 * scale(as.integer(pred$modelo),
+ scale = FALSE),
+ panel = panel.cbH))</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+</div>
+<div id="numero-de-capulhos-produzidos-em-algodao" class="section level2">
+<h2>Número de Capulhos Produzidos em Algodão</h2>
+<p>Experimento conduzido em casa de vegetação para avaliar o efeito da desfolha, em diferentes fases de desenvolvimento do algodão, sobre a produção da cultura. As parcelas foram vasos com duas plantas que tiveram a área das folhas removida com uma tesoura, simulando o ataque de insetos desfolhadores, nos níveis de 0, 25, 50, 75 e 100% de remoção de área foliar. Em cada fase de desenvolvimento (de 5), 5 parcelas sofreram desfolha nos níveis mencionados. Trata-se então de um experimento em arranjo fatorial 5 desfolhas <span class="math">\(\times\)</span> 5 fases com 5 repetições por cela. O número de capulhos ao final do experimento foi contado.</p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Número de capulhos em função do nível de desfolha artificial e fase
+# fenológica do algodoeiro.
+
+data(capdesfo, package = "MRDCr")
+str(capdesfo)</code></pre>
+<pre><code>## 'data.frame': 125 obs. of 4 variables:
+## $ est : Factor w/ 5 levels "vegetativo","botão floral",..: 1 1 1 1 1 1 1 1 1 1 ...
+## $ des : num 0 0 0 0 0 0.25 0.25 0.25 0.25 0.25 ...
+## $ rept: int 1 2 3 4 5 1 2 3 4 5 ...
+## $ ncap: int 10 9 8 8 10 11 9 10 10 10 ...</code></pre>
+<pre class="r"><code># help(capdesfo, package = "MRDCr", help_type = "html")
+
+p1 <- xyplot(ncap ~ des | est, data = capdesfo,
+ col = 1, type = c("p", "smooth"), col.line = "gray50",
+ layout = c(2, 3), as.table = TRUE,
+ xlim = extendrange(capdesfo$des, f = 0.15),
+ xlab = "Nível de desfolhas artificial",
+ ylab = "Número de capulho produzidos",
+ spread = 0.035, panel = panel.beeswarm)
+p1</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson.
+
+m0 <- glm(ncap ~ est * (des + I(des^2)),
+ data = capdesfo, family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><img 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dA/COXm5tIOZuDAgRJXNVu2bDlkyBBCyIsXL9gJribu3LkTGBi4bNmyOXPmcDgcXV3dWbNmvX79mo7fyM7O/umnnxo/qhq9sUVTvBYUFEhvpYXm5ub1G6Es6nh6KuLZDaBkioqKDA0NOVJ++eUX6cryf87WqDmKRW47AqiU/J8sqkCBv4WDuGfPnvn6+u7evXvs2LFsx1IDe/bsefr06dSpU8ULi4uL6YMePXowDFNWVvb06dNKbw2XEyYmJurq6nw+X/SrpDhHR8dLly5lZGQ0fmA19e2333K53EWLFokX6ujoBAcH//PPP8+ePbt3714jh1TTN7aOjo6BgUFBQUGlPwzTyawb/4fhOp6eCnp2AyiZ0NBQ6QRDR0fnm2++kShUiHNW9uYoHPnsCKBSCnGyqAJcIVQGycnJQ4YMWb9+/eTJk9mOpWb++OOPioqKf/5XcnIy3frq1avXr1+npKTQ629yi8vl2tjYkCpuUjcxMSGK8GNkcXHx48ePbW1tpWcTVVdXnzRpEiFEKBQ2Zki1e2PT34bfvHkjvSk3N5cQ0sgjUup4eiru2Q2gZL7++mtGSnFxMf2QF1GUc1bG5igoeesIoFKKcrKoAiSECu/9+/deXl7ffvttYGAg27HU2KNHj6Q7JNEKeO/fvy8uLs7JyWF9issvcnBwIIRkZmZKb0pNTSWEeHp6NnZMNZSXlycQCMrKyirdSsf0urq6Nlo8tX5j04l8pGfxYRjm7t27hJABAwbUV5BfVMfTU6HPbgAVhHNWTshVRwCVwskiV5AQKozy8vKEhASBQCBe+PnzZ29v74CAgCVLlrAVWI1U2oqqqKur6+joGBsb03lZ5Id0K3x9fQkh165dk5jTjGGYuLg4QogcDsKRaIW1tbWFhUVqampOTo505ZiYGA6H02itkP2NLf23GDFiBCEkOjpa4m2WlJSUmpo6YMCAZs2aNUTM0urSihrtDgDyAOes/JCfjgAqhZNF3uAeQnlRUVFBH1Q6SzIhZNiwYTdv3hw5cuS5c+doSUFBwaBBg7S1tR0dHUNDQ6V3UVdXHzVqVAMFXKlatEJaaWkpfVDV1aqGVotWTJw4cdOmTYmJiaGhoeJL6Fy/fv3Ro0dTp07t0qVLQ4ctoaat4HA4s2fPXrNmzZo1a3bs2CFe8/bt26dOnVq6dKmbm1tDh01q+MaW/luMGTNm9erVb9++PXz4sPgolD///JPL5a5bt64RmkDq3Ao5PLsBoBpKfM5+sTeRQ3LSETQERfxzSFDik0WBSQ/YA1aIxkl+++23QqFQYmtBQQFdpV1NTa28vJxhmOLi4p49e1b/xzU3N5fzVkgTCoWLFy+mTxISEtLwIVeidq149uxZkyZNtLS0jhw5UlBQUFxcfPz4cT09vbFjx/7777+N2wKGqVUr+Hy+j48PIeSbb7559eoVn8/PyMjYsmWLqanpxo0bBQJBI4Rdozd2VX+Lx48fm5iY8Hi8w4cPl5SUFBYWbt++XUtLa+/evY3QhLq3Qj7PbgCoinKfs9X3JnKL9Y6ggSjon0NEuU8WxYWEkGXnzp1r2rSpmZmZ+JlgYGBgbW29evVq8ZoLFizQ09Nbu3Yt/e+KFSuqP50IISYmJnLeCnHz589v2rSpxGyiTZo0adq0aV5enkK0Ijs7e968eS1atNDR0bGyshoyZMj58+cb+fO6jq0QCoXnzp0bNGiQjY2Nnp6enZ3d1KlT375922jx1/SNXdXfIjMzc86cOba2tpqampaWlqNHj75z546itEKuzm4A+CKlPGdl703kFrsdQf1Sgj8HpZQnixLgMPI9fyMAAAAAAAA0EPmaqwMAAAAAAAAaDRJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCAAAAAAAAFYWEEAAAAAAAQEUhIQQAAAAAAFBRSAgBAAAAAABUFBJCgPpXUlLy6tUrtqOoATkJ+OXLl//++y/bUQAAyIXS0tIXL16wHYXyQBdTIzhcKkWd7QAAlMfFixfj4uIeP358+/btnj17Xrt2je2IvkAeAk5LSztz5kx8fHxMTMyrV6/u37/v7u7e+GEAAMiJK1euxMbGPnnyJDIy0sXFJTo6mu2IFBi6mBrB4VJZuEIICuncuXMtW7Y0MDDg/C8LCwsej6epqeng4DBgwICQkJCKiopGiyolJYVhmLt375aUlDTai9aFPAScm5ubm5ublZUlD5coAQDq14YNGzg1sWXLltTUVELIvXv3iouL2Q5f4dWxi4mPj//hhx/69u1ra2urq6vL4/GaNWvWvXv3JUuWREZGMgxT7wGzCz2yysIVQlBIo0aNGjVqVElJiaOjY0pKCofDiYqKcnJyMjIyYhgmNTV169atu3btunnz5tatWyMjI/X09Bohqjlz5hBC0tLSjhw5Ir21oqJi6dKlpaWlv/32W+3ieffunaGhoYmJSV0D/T/VB9w4nJ2dnZ2dExISrly5wlYMAAANRFdXt0mTJps2bTI1NRUVjh8/vqioyMTE5NChQ6LCjx8/LliwQE9Pb/r06YSQ7OzsAwcOsBBxg6m0C6t7z1i9WncxL1++XLRo0ZUrV/r27evj4+Ps7GxiYlJQUPDu3burV69u375906ZNHTp0CAoK6tOnT72HXe9kPPjokVUXA6DIhg8fTgjhcrnSm3755Rf6Jp82bVpjhjRjxgxCyMCBAyXKIyMjaTyhoaE1fc6kpKTRo0erqalduHChnsL8/6oKuDG9e/eOHpz79++zGAYAQP3at2/f+PHjJQqbNm1KCHFwcJAoHz58eEhICH08b948Qoinp2djRNnAqunC6tIzyq6mXczx48d1dHTMzc1v3bpVaYW3b9/26NGDEMLhcDZs2FCvwdazWhx89MgqCENGQbHxeLyqNi1atEhXV5cQcvXqVUYOxnW4urq6u7s7OTl169atpvvGx8efPn1aKBSamZk1RGwAANAQdHV1DQ0NJQp1dHRE/4ozMDBonPEsjayaLqwuPWMDuXLlir+/PyEkIiKib9++ldaxt7e/ceNG7969GYb5/vvv9+7d27gx1oBiHXywSoXgAAAgAElEQVRgC4aMgmLjcDhVbeJyuU5OTvfu3cvMzBQIBOrqLL/bDQwM7t+/X7t99fX16QMkhAAACqRHjx6tW7eWKNTQ0BD9K27OnDk2NjaNFFkjqqYLq0vP2BBycnK++uorgUCwcuVKR0fHamryeLzDhw+3a9eupKRk8eLFI0aMsLKyarQ4ZadABx9YhCuEoMwKCgoIIa1atWI9G6wjTU1N+qBJkybsRtL4SktLL168WF5eLr2poKDg4sWLjR8SAICMbGxspOdprOqnzK5du1pbWzd8UI1Ngbqwn3/+OTc3l8vl0pspqmdjYzNx4kRCSFFR0fbt28U3yU/PpUAHH1iEhBCU1qdPn968eUMI+frrr2nJv//+e+/evbVr17Zt2/bx48cMw2zbts3BwaFZs2bi83ozDHPz5k1fX99WrVoZGhp6eHgsWbIkLy+v0leJiYnx8/MzNTU1MDDo2rXrli1bPn36JF2trKzs0aNH69evb9++/ZMnT6Qr8Pn848ePjxgxokWLFnp6ep06ddqyZUthYaEocvogPT09MTExMTGRTkPXcAFLCwgIsLCwoPPgaWtrd+vW7eeff6ab4uLiunfvrqury+FweDze0KFDRXtlZmauWrXK2dlZT0/P2tq6T58+p06dkuXlEhISfv755zFjxpibm48YMUJ8HtS4uLh169YNGzbM3Nx88uTJ0vvKckDy8vJ++umnzp0729vb83i8Fi1ajB079vTp07LEBgDQmDIzM8eOHWtiYmJsbNy1a9dt27bx+XzpajL2BQzDXLt2bezYsTY2NnSikR49emzZsqWoqEi8Wj32mFV1YXXsGUkduphKCYXCkJAQQoirq6uM87eNGzeOPrhw4QKpW8/1xbYwDJORkREaGjpu3Djaz8ryxqj1wa8UulelxcqdiwD1ZezYsaSySWWEQuGkSZMIIZ06dfr3338Zhrl06ZKZmZnod9n79+8vWLBAdCKIbhxPT0/39vZ2c3OLiYkRCASFhYW//PILh8MxMzN7+fKl+Es8fvx40KBBXbt23bBhQ3Bw8Jo1a5ycnERPKD5Hy+XLl2kqJXppiWhDQ0NbtmzZo0ePhQsXLlq0SHTTwuHDh1NTU7/55hstLS2JM1f0/A0RcFUSExPV1NQIIWPGjJHeunDhQnV19YSEBFHJDz/8YGlpOXXq1JUrV06aNMnIyIi+1uXLlyX2lb6FPSIiYuXKlS4uLrQ8NzdXVPn06dMrVqywtbUlhJiamko8lSwHJDMzs1mzZn5+funp6QzDFBUVhYSEmJqa9uzZ84sHAQCgjuhnr5ubWzV1RJPKxMfHN2/evHXr1p6enqLhf76+vhL1ZewLCgoKRo4cqaur+9dff33+/FkoFD548KBjx46EEFtb20ePHtFq9dVjVtOF1aVnpBXq0sVU6unTp7TahAkTqqkmrqioiMvl0r3Kyspq3XPJ0pZhw4bRmRFkfGPU+uBXdbjQvSoxJISg2MQTwg8fPhQWFpaVlT1+/HjkyJGEkK+++urTp0/i9U+ePEk/5qZNm+bh4bF169aAgABCyNOnTxmG+fTpk52dXfPmzfPy8sT3onU6d+4sEAhoyV9//aWhoTFv3jw+ny+qJhAIjh49Sj+vpfMr0UtLfMKuWrWKEHLo0CGhUCgqjIiI4PF4kZGRSUlJp06dWrFiBd03JCTk1KlTp06devDgQUMHXCl6YJs3by56ZpGePXsGBgaKlxBCgoODRf/NyclxdnYmhPTt21di36q6H9Gs6+LdKrV8+XLpblXGA0J/05V4zrNnzw4ePPiLRwAAoI5kTwgtLS27du169+5dWpibmysaghERESGqLONHH5/PHzRoECHkypUr4tVyc3M9PDwIIebm5vR7PFX3HrP6Loypbc9I/1v3LkaCaCTnrFmzqqkmwdLSku6VlpZGS2rac8neFqFQ6OnpKeMbo9YHv9LDhe5VuSEhBMUmnhBevXq1devWNjY2vXv3nj17dlxcnHR90e9/nTp1Ki0tpYU///wzzRvpRcU1a9ZI7BUREUH3ev36NcMwz58/19TUtLGxodceJUyZMqXS/Er00uKfsGfOnCGE+Pn5ST9Phw4dkpKS6OOrV6/SfSVesUEDrtSNGzfoM9O5W0Xy8vJ4PN67d+/EC2fMmCHelzMMQwfVcLlciXyyqt5atBSSdLcaFBQk3a3KeEDonO8SPxZkZWX9/PPPX2g/AECdyZ4QampqZmRkiJdnZ2fT6UnXrVsnKpTxoy84OJgQ0rFjR4lPZoZhoqKiaM3JkyeLCuulx2Sq7sKYuvWMde9iJPz111+02qRJk6qpJqFdu3Z0r4KCAlpS056rRm2hw01lfGMwNT/4TBWHC92rcsM9hKA8Bg0a9OrVq5SUlMjIyF27dnXp0kW6joGBAX0wb9480TiKZcuWmZqaFhcX0/H6JiYmhYWF4gPx7ezs6AM6zj4oKKi8vHzEiBHa2trSLyE9cZzES4swDPPDDz8QQvz8/KTrh4SENG/evJr2NnTAlerfvz+dMW/Pnj3i5cePHx82bJjodak9e/ZIzJ3Qvn17QohAIMjJyZHl5aqJTXqT7AeEDnwdNWpUbGysQCCgmywsLJYtWyZLVAAAjcPV1VVimhlzc3M6IvHt27e0RPaPPro6goeHh/SsNj169KCd5smTJ8vKymhhvfSY1atLz1j3LkaCaIGQrKws2feih8vc3Fw0brNGPRcle1voEZPljfFF0ge/KuhelZ5iT70IUGvS84AnJSXR+78XLVq0dOlSQoiGhgaXy+Vyuerq6nZ2dlZWVqampoSQa9euEUJatmxZxxhSU1PpB6i9vb301g4dOlS/e+MHTAhRU1MLDAycN2/exYsX09PTmzVrRsv/+OMPiTnWKIZhXr16FR4e/vfff//zzz8VFRW0/OPHj/U+45nsB2T+/PmLFi2Kjo729PQ0NDT09PT09PTs06dPt27dqlnIBACgkVU6RTb94C0uLqb/lfGjj8/n37lzR7S7NA8Pj7t37xYXFycnJ7dp00Z8U116zJqqUc9Yv12MKMW6f/++UCikuU31GIb5/PkzIUT8nvzaqVFbZHlj1CN0r0oPCSGoKOkP048fP9IHhw4dmjBhQlU7CgSCjIwMQkilk7wRQhiGkTEG0Uyh4nOmya7xA6YmTZq0YsWK4uLiAwcOrF27lhASHx/P5XKlV7a9efPmsmXL0tPTJ06cOHfu3I4dO2poaPB4PBpVjV5UFjIeEELIggULrK2t9+3bFx0dnZ+ff+XKFTrCZ8CAASEhIZibGwDkmcQXaxk/+j5+/Eg/eKtKGBwcHOiD0tJSiU217jFrQfaesd67GBcXF319/cLCwpycnAcPHnTu3FmWaPPz8wkh06ZNq8UritRLWxou40L3qvQwZBTgv0Rrtqanp1dTTU1NjU4pVtWoDNEUz18k+vXx1atXskYppvEDpgwNDelN5Pv376dJZlBQ0MKFCyWqnT17dsCAAdnZ2XFxcZs2berRo4doOE0tyJK1ynhACCEcDmfcuHG3bt3Kycm5dOnSt99+a25uTgi5cePGmjVrah0kAEDjk/Gjz8TEhA77TE5OrrQCvQONVH0JsRYvWgsy9oz128VQmpqaw4cPp49///13WXYJCwsjhFhaWlY6wFXG31sboi31C92r0kNCCPBfdDJoQoho3pRKcTgcOmI+PDy80mtu79+/l/EVW7duTX/PE93zXSONH7DI7NmzCSGZmZmXLl36+PFjTEyMj4+PRJ358+cTQgIDAysd9iMj0c/SEgtkEULS0tIkSmQ8IISQy5cv0wd6enpDhw7dvn17cnIyvWM+Pj6+1tECADQ+GT/6uFyuo6MjIeTx48dCoVC6Ak0UXV1dZRnqKfvnbU3J2DPWSxcjbeXKlTQjPXLkyOPHj6uvLBQKd+/eTQjZuXOnaP13UsOeizRYW+oRulelh4QQFBvt1egUSXV8KgMDg379+hFCwsPD4+Liqqk5ePBgQsibN2+OHj0qsenx48eiGbe+yMzMrH///oSQixcv3rp1S5ZdRDcVsBKwSIcOHXr16kUI2bNnz759+7755huJAUX5+fl02I/EnSeiuddkZGxsTB8kJSWJl3/+/Fk0HZyI7AdkypQpEm8YHo9HZ6x1dXWtUYQAADVFe65Ks7JakP2jjy7ll5iYKPrWLo4uN7948eL6fVFx4l1YVWTpGeuri5HWrl27devWEUL4fL6/v79oqGSlgoKCHj16tHLlytGjR4uX16jnari2SJDl4FcF3avya/yJTQHqUe/evek7+fPnz7LUf/HiBa3/999/S28V9T1WVlYxMTESO86cOZMu4peSkkKn69TR0Tl37pyozp07d9q3b097sl69elX10lFRUaLCR48e0acyMTE5e/aseP3S0tKioiL6WDQheFhYGMMweXl5OTk5DR1w9UTrF1lbW0sffD6fT19x6NChFRUVtGTTpk09e/akez158kS8fkJCgvTBYRjmw4cP9MdaLy+v/Px8Wvjy5csePXoMGzaMEMLj8cSn6pblgNAZ4SS2MgyzaNEiLS0t0bJOAAANhF6Ca968eTV1vvnmG0KIq6ur9Cb69Vp8YTcZ+4LMzEx6E5eTk9OHDx/Eq9Fexs/PT3yRg3rpMZmquzCmtj1jfXUxlRIKhd9++y2t36ZNm3v37knX4fP5W7duVVdXX716tfSqvDXquWralhq9MZiaH/yqDhe6V+WGhBAUWGlpqehWB+kPoEqJRjscOXKk0gp79+4VDfzo1avX4sWLly1bNnToUGNj4z/++ENU7dy5c6JqTk5OEydO7NWrV9u2bV+/fk3vprO3t5dYU0j00seOHRMvv3z5smjq5y5dusyePXv9+vVTp041NzcX9UOfP3+md3fweDwPDw8ej3fjxo2GDrh65eXlVlZWpIqlohiGEd1h36FDh4CAAEdHx+3bt9PpbYjUMoZVHRyGYf7zn//QTUZGRr179+7QoYOJiUlkZOQvv/xCyyXWO/riAaExmJmZ7d27Nzk5uaCg4Pnz5wsXLtTT0ztz5ozsRwAAoBY+fPhAP6C4XK7EGt/ivLy8CCHm5ubl5eUSm+j3ficnJ/EPbRn7gtjYWJqOtmrV6urVq4WFhUVFRaGhoYaGhjNmzJBYqq6+esxqurBa94z11cVUJSQkRPQFY/DgwXv27Ll169bDhw9v3LixcePGDh06ODg4VJonUzXquWrUlpq+MWpx8KsqR/eqxJAQgkIKCQmxtrbW09Mj/0dDQ8PKysrf37+qXQ4fPmxvb6+rq0vra2lptWjRwsXFRbrmmzdv5s6d26ZNGx6PZ2ho6O7u/tNPP2VlZUlUS0lJmTVrlrOzs5GRkaGhoZ+fH12Clv56RwixsrJq2bJlRUWFxEvzeDx7e/vt27eLniozM/P777/38vKysLDQ19fv2LHjpEmTYmNjxV/uwoUL7du35/F47dq1Cw4ObtCAZfobMAwdV3Px4sVKtxYVFS1ZssTOzk5XV7d///4vXrxgGEY0SYCurm7Hjh1LS0u/eHBKS0uXLFlC225vb//111+npaUxDCO6PV1fX79du3bi6/9Wf0Dy8vJWrFjRrVs3c3NzDQ2NZs2a9ezZc926dRKJJQBA/fr++++tra1FC/oRQrS1ta2trTds2CBezdPTU3yBOB0dHVNTU/FUjX7vJ4QYGBgMGTJEVC5jX5Cdnb1s2bJ27dppa2sbGho6OTnNmDHj0aNH4nXqvceU7sLq2DPWVxdTjbKysqNHj06aNKlNmzZ0FKiBgYG7u3tAQMCVK1ekLwyKq1HPJWNbav3GkP3gf/FwoXtVVhymzndeAQAAAEDjEAgEHA6Hw+HQb3J0HmloUCEhIbNmzdL6f+zdZ1gU1/s38LN0aYogTVHAIFJs2AugBiUYEbEEK2gUFRU1ihqxhViwxKiIGom9h6KJRhEwFhRFUexgBRWU3nvbfV6c5zfX/neXdVmWXWG/nxe5ljlnz9wzbmbmnjlzjqrqgAEDZsyYMWbMGCGzz8sKfhggNiSEAAAAAAAClJaWLly48NixY9wLDQ0NZ8yYMXPmTJ6RYACaKSSEAAAAAAACeHl5WVlZTZkyJSMj49GjR1FRUVFRUcz8vd26dbO2tu7UqVN+fv7GjRsNDAxkGy2AeJAQAgAAAAAIUFVVxf3aJyGkvLw8Kirq77//jo6OzszMJIS0bds2ODh40qRJdAZFgGYHCSEAAAAAQMNwOJw3b97ExcWNGjUKzwahWUNCCAAAAAAAIKcUZB0AAAAAAAAAyAYSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5BQSQgAAAAAAADmFhBAAAAAAAEBOISEEAAAAAACQU0gIAQAAAAAA5JSSrAMAEEdubu6tW7fS0tLKysrat29vYmLSs2dPHR0dmQRTV1cXFxcXERExf/58S0tLmcQAAADAj8PhvHz58ty5c126dJk4caJsg8HpEuDrhCeE0MzExcU5Ozu3a9du3Lhxfn5+/v7+Xl5ew4cPNzAwGDNmzKlTp0pLS6UTSVpamo+Pz6BBg7S1tR0dHYOCgtLS0ppudVevXmXV75dffmm6VQMAtGCVlZVCjq4MIyOjAQMGzJgx49GjR7IOWSSrVq0aOXKkgYGBtbX1mjVrHj58KKtIpHy6lCacmqFlQEIIzQaHw1m9erW9vX1CQsK+fftev35dWVlZVlb29OnT1atXa2hoXLx4cdq0aXfu3JFaPAYGBvb29qqqqlJYnaOjY0FBQVZW1s6dO5mFnp6e6enpBQUFP//8sxRiAABoedTU1CoqKl6/fr1+/Xpm4dSpU0NDQxMSEpKTk6Ojo/fu3auvr3/v3r1jx47Z2dlNnjy5urpahjGLQkNDY+DAgfr6+rIORNqnS2nCqRlaCA5AM7Fq1SpCSOfOnTMzM/lL371716lTJ0JIamqqlAObPXs2/b8pJiZGCqsrKSlh/v+NioqSwhqlo6SkpLy8XGDR+fPndXV1rayspP+PCwDyo7CwkDm6JiQk8JTW1dVt3LiRqbBy5UqpBdaYY+DZs2elH3B9pHy6lKaWemoGOYEnhNA83Lt3LzAwkBBy5MgRAwMD/grm5uY//vgji8UyMTGRcmy6urrSXJ2GhgaLxaKftbW1pbnqJpKVlbVmzRoTE5OTJ08KrLBr1668vLzk5ORTp05JOTYAkB/Cj6gKCgr+/v7Ozs70zxMnTkglKEIadwyU8hlKuK8qGMlqeadmkCtICKF52Lx5MyGkS5cu9vb29dXp0aOHpqamoqKiFOOSARaLpaysTD8rKbWEcaHc3d03bdpUWFhY37BANjY29IOtra0U4wIA+cJisVRUVIRXmDx5Mv38+fPnnJwcqcSFY2Az0PJOzSBX8JOFZqCysjIqKooQ0r17dyHVLCwshg4dKqWYZIq5DdkyqKur0w96enoCK+zcuXPo0KEGBgYODg5SjAsA5M4Xj65MbkYIycvLa9euXRNHRAiOgc1ECzs1g1xBQgjNwKdPn6qqqggh9L/1sba2vnDhgrSCAonR1NSkH+pLCFVUVGQ+WjoAACEkOzubflBSUpLaGwo4BgJAk0KXUWgGampq6IfExEThOSE0R0zvGuGvl9TW1rLZbKlEBAAgGDN5w+jRozU0NKS5ahwDAaCJICGEZsDMzIy+Gfjp06effvpJ7DNiSkrKihUrvv32W11dXUNDQwcHhwMHDlRWVvJUKykp2bVr15AhQ4yMjLS0tOzs7KZPn/748ePGbEJKSsrSpUv79OmjqanZtm1bR0fHAwcOMImulL169WrlypW9evXS1dVVVVU1MTFxd3c/ceJEbW2t8C829Q5s1aoV/8Ly8vKbN28uWLDA2Nj42rVrEtmooqKi0NDQ8ePHu7u70yWRkZH9+vXT0tKi27Vy5cqsrKwvBgwAcqWiouLIkSOEEDU1NfpmOz/Rj/ZFRUWbNm0aPny4qampqqqqsbHxwIED165d++DBA+5qIh4DCSElJSXbtm3r0aOHurq6sbHxiBEjDh8+XFxcLOQrubm5ISEhI0eOzM/PF1jh+fPna9eu9fHxqW+NEjxdirhD+Nnb2yspKXFPANiqVSvuO4yRkZGamprcFXjuP4q9agn64i+n8ZspylooNpv94sWLgIAAKyurmzdvEkIKCwu9vb2NjY0tLCx4emOJ9zPIzc2l+7x9+/atWrXq0aNHUFCQKNchX8/VVIsi62FOAUQycOBA5kdrbW199OjR1NRUNpst4tdTUlJmzZqlqKiopaXVvXt3NTU1prUJEyYw1Wpra4OCglq3bm1mZmZlZcV991dNTS02NlZg4ytXrqR1BI6jXVpa6u3traioOHPmzGvXrj169Cg4OJgOQda3b1+BU2h8ETOVE//A6MJVV1cvWbJEUVHRxcXl8OHDjx8/vnHjxrx58xQUFAghXbt2ffLkicAvNtEOLCgo2LJlS9u2bWkdW1vbHv+zffv258+f29jY0NiE7OEGbdSqVassLCyYBr/99ls2m71p0yb+Y6OhoeGrV68atHsBoLkTcnTNzc0dPXo0PZr9888//N9t0NE+Ojq6TZs2/fv3Dw8Pf/bsWVxc3M6dO01NTQkhgwcPpnVEPAZyOJyqqqrg4GB9fX1TU9Px48ePGjWqQ4cO9CvMi23c004kJCR4enp269aNaTwjI4O7wYMHD44ZM4ZphAmJIfHTpSg7RIi8vLz27dvTxqdMmVJXV8dfJyYmhhDSpk2bt2/fSnDVDLFPzaL/chqzmSKu5dWrV46OjtwDpcbExGRmZnbp0oVZcvDgQVpZvJ9BTU3NqlWr1NXVlyxZcvXq1aioKF9fX/otZ2fn+iagaoqrKWAgIYTm4fHjx/zDdunp6Tk7O/v7+0dERLx//76+/PDcuXMaGho2NjYPHjygR8/q6ur79++PGDGC5xy5bNkyQsjx48fpn2w2OzEx0dHRka6uV69eAtsXcoZLS0uzsrLibpO6d+8ePQ07ODgIPKALJ95Zp6am5rvvviOELF68mGdfXb58mQ6Ppq6u/uDBA54vNtEOTExMZN4e5Ldv376CgoKYmJjQ0FBjY+P69nBDNyomJubEiRMeHh60waFDh/r4+Jibm4eEhDx79iwxMTEwMJDZvQ4ODqLvXgBoAfiPrnl5effv39+wYQO99Bw8eHBiYiL/Fxt0tE9JSdHR0TE1NS0tLeWunJ+fb2NjM3LkSPqnKMdADofz9OnTLl266OrqXrlyhVnIZrMvXLjQo0cP5qDKkxCuW7eOztVES3kSwmPHjq1evZoZ1ps/L5Ls6VLEHSLcli1bmKRCYIXz588TQrZt2ybxVVPinZobeud6L0IAACAASURBVJ0g3maKvpbs7OwzZ87s27ePeav/33//HTRoECGEuRd8/vx5+nUxfga1tbXff/89IWTXrl3cywXO46KtrU3zwya6mgIGEkJoNi5fvmxoaFhf/kAIsbCwOHbsGE9WEBYWRgj55ptvysrKeBqsqanp1KnTgQMHmCVz587t378/TwslJSXMXdJ3797xB1bfGa66upoeQ8ePH8//rQkTJvAcWEUn3lnH39+fHl6Li4v5S7du3Urb7NSpE/f9OSnswG+//ZaWFhQUCIzc29tb4B4We6PevHnD/GxGjx5dWVnJ/S3aPUZIwADQUnEfXcPCwpgnHpqamgsXLrxx44bAO48NPdrTCe5nzJjBX3nfvn3jxo3jWSjkGPjkyRN1dXUWi/X48WP+1qqqqsaPH0+/K3Biejs7O1rKkxBS7969o6X8CaFkT5cN3SECZWdn01lDVFVVc3Nz+SssXrxYT0+P5wGURFZNiXFqFuM6QYzNFO9qZNasWXS5tbW1m5tbRkZGVVXV0aNHCSE3b96kdcT4GezYsYMQ0q5dO54zL5vNHjBgAP1Wr169vv3222+//fbw4cNixw8NgncIodlwcXFJTU09e/asr69vv379+GeLevPmjZeX17p165glnz9/njNnDiHkl19+YeY2YCgpKXXu3Ll169bMkmHDhq1bt45n5GhNTU3m9YmUlBTRAz5x4sSdO3cIITNmzOAv9fT0pB/++usv0dsU2+fPn+lReObMmVpaWvwVfHx86P3vDx8+hISEMN+S4Q5k1DfJr3gbRQhp06YN/aCurn727FnmLE45ODiMGTOGfuZOHQFArri7uw8ePJh+rqysnDp1qqOjo8CpBRp6tE9ISCCEZGZm8lfu37//sGHDeBbWdwxks9kzZ84sLy+fOHEi98NAhoqKyty5cwV+l6pvbGdKyKQakj3aN3SH1BctHYu1qqqK/3ETh8O5cuWKj48Pz8vqElm12MS4ThBjM8W7GmFOlFVVVWFhYYaGhioqKl5eXuHh4V27dqVFDf0ZcDicPXv2EEJsbW15zrzck3wuWLDg6tWrV69enTlzptjxQ4MgIYTmRE1NzcPDIygo6N69e8XFxfHx8bt3754yZQp3TrJ58+b79+/TzyEhIQUFBYQQZuwQHr/++uuQIUOYPz08PEaNGsVfjXZUIFwDjovi1KlT9IPA6RM7duxIPyQmJorepthOnjxJB2jt2bOnwApaWlrM7UDmqCrbHciob5Jf8TaKu8G+ffsKHCeQ3owkhDA3yAFA3igqKp46dYrOLVFbWzt58uTCwkKBNRt6tKdDo125cmX79u08Q2fb2dktXLiQp4X6joFxcXG0TSGTUgifHI+ZS72hpZI92jd0h9SHyUP+/PNPDofDXRQfH5+SksI/Oo6kVi0e8a4TGrqZ4q2F+dXNmTOH+5cwfvx4fX19+rmhP4O8vLz379+Teu41dO7cmX548eJF4+OHBsE8hNBcqaqq9u/fv3///oSQ3Nzc1atX00dAbDY7IiKiX79+hJDTp08TQvT19fmfblHM3V9+dIitxMTEJ0+exMXF0YWijzzJ4XCYbxUUFKioqKirq6urqzNHWCMjI/qBGdstMjKS5yDIGDNmDPf73GK4evUq/cB05OA3bNiwnTt3EkLu3btXV1enqKgowx0oCvE2iru0vsssOpwAIUT4AH0A0LLp6emdPHly6NChHA7n/fv33t7eoaGhPCmWGEd7FxeXixcvEkJWrFixdevW4cOHDxs2zNHR0crKqkGTm0dERNAPZmZmjdjKxmr80V5SO2TQoEHdu3d/+vRpUlLSnTt3uM9QR44cmTRpEvNvIfFVi0GMXw7VoM0Uey0M5nmgcKL8DJhTalpaGn8LzDNDJuGUSPwgCiSE0BLo6en98ccfmZmZdCjk5ORkQkhNTc3bt28JIQYGBqI3xeFwLly4EBERER0dXV5e3rt3bzs7u++++44+dRR9FsSioiKmMvfzKwUFBXqOoXf1tLS0bG1tCSG1tbWzZs3KyMjgb0pFRYXpESG21NRU+oHpBMKPuaRgs9k5OTm6uroy3IGiEGOjhL+GyuDJGwFAbjk4OKxatYpOMhEeHh4SEsLTCbOhR3tCyOzZs69evXru3DlCSF5eXlhYGH1bW09Pz9XVddOmTfx5i0BMn3Zm1BlpkuDRXlI7hMVi+fj40OdjISEhTKZUXl5+9uzZ69evN92qxSDGL4dq0GaKvRZGfXeEqQb9DDp27KisrFxTU/Ps2bOioiLu7l2EkGfPntEPY8eOlWD8IAokhNBCsFisn376iSaEtAdIVlYWPUyI/pDn2bNn8+fPv337dt++fffs2TNmzBh6v+rBgwe//vprg+LhXmliYiJ3dwsFBQUlJSUlJSU9PT3mzZDo6GiB2SAhZMqUKdx3y8RDe34SQj59+tSnTx+BdZjHYoSQVq1ayXYHikKMjZJ4DADQ4v3yyy8xMTH0ZbMlS5YMGjSoW7duTGlDj/aEEGVl5fDw8AsXLoSFhUVGRjJPNnJzc48cORIRERETE0P7uQjHvPmWlZVVX97SRHPZS/ZoL6kdQgiZOnXq8uXLS0tLQ0NDd+3apaOjQwg5c+ZMz549e/fu3aSrbigxfjkM0TezMWv5oob+DJSUlNzc3MLDw0tLSzdv3swM/EYIqaio2L17NyHE39+f+5lkk8YPDCSE0DyUl5erqKjU18GPsra2ph9oh3JmfOT09PSysjKBr4pxy87O/u677z5//mxnZ/fff/8JHKREdIaGhiwWiyZUenp69C0UIUaNGsXzJoBktW7dOi8vjxDy8ePH+uowu1dDQ0NbW5uZ6VUmO1AUYmxUU4cEAC2PsrLyqVOnevXqVVZWVllZ6eHhkZCQwBwSG3q0p1gslpubm5ubW11dXXx8/KVLly5cuEDfGiguLl6yZAkdRUM45iZXampqfa9SV1ZWihJPgzTF0V4iO4QQoqWl5enpuW/fvsrKypMnT/r6+tKBTLgHnGuiVTeUeL8cSvTNbMxahBPvZ7Bt27Y7d+58/vx527ZtZWVl8+fP79Sp06NHj3766aesrKyNGzfSwcOlED9ww6Ay0Dy4uLicPXtWeJ0PHz7QD3RiurZt29LDU11dHfdEAvX55ZdfPn/+TAjZunVr409vKioqzP1a2oVVJry9vX///XdCiLm5OV0iZNhMpk//0KFDWSyWbHegKMTYKClEBQAtj4WFBR0dkRCSnJy8ePFipqiRR3tFRcXBgwdv3rz5+fPnt27doh3gExMTRXmyx6z34cOH9dURsYtHdXU1/8KKigqBlZv0aN+YHULNmzePfggJCaFvoBUWFjJjRzfpqkVET82N/OWIuJlNdzUi3s/AzMwsMTFx3rx5HTt23Lt3r42NjaamppeXl729fWpq6urVq3nO1F/J1VSLh4QQmg2BryBzu3fvHiGkQ4cOI0eOJIQoKCgwE9zt3bv3i+3T/u6KiorMCJOMuro6MQJm7tceOXJEjK83HofDiYmJod1Nhw8fTheePXu2vhvGzPDQdN52me/ALxJjowAAhBDSU2PGjBnMjGeHDh3ivkfZ0KP9pEmTTp48yb98yJAhdGBkZWVlUW5gMRPH//HHH2VlZQLrREVFCWlBU1OTfhA4KOiNGzcEfkviR3tJ7RCqW7dudPjr58+fx8fH79mzZ9GiRfX1MJLsqkXBfWpuzHWC6JvZRFcjYv8MDAwM1qxZY2JismzZstevXxcXF7979+7333+v7yV/mV9NyQMkhNA8FBYW3rp1S0iF7OzsTZs2EUJ2797NdBb19fWlHy5fvvzFB4z0ZYy6ujqee6IVFRXLly8X8kXmwMdzBFyyZAn9EBYWxoyR1XgcDkfEM+6zZ88+fPhAO9DOmDGDztyYk5NDxw7ld/z4cUKItbX1lClT6BLp7EBGaWmpwOX17WHxNooQUltby/OhPl+sAAAtBofDYbrK8/+/z2KxDhw4wIxpPGfOHGZamoYe7SsrK+t7cEcv6B0cHLiTkPqOgW5ubrR+Xl5eUFAQf2s3b95kjo0CTxz03TNCyIMHD3iKiouL/fz8BH5X4qfLhu6QL5o/fz79EBAQEBUV9eOPP9ZXU1KrFu/U3MjrBBE3U7y1MJtT310SsX8GMTExPXv2NDEx2b59u4WFxRefLjbR1RRwQ0IIzUN+fn5kZOT27dsF9tzIyMjw8PDIzMzcsGHDuHHjmOXDhg1jngt5enoeP36c57jGZrOZl/ItLCzoh40bNzLVkpKS7O3tdXV16Z8Cb8Hm5OTQD/R9NoaTk9OAAQMIIXV1de7u7tHR0TxfzM3NXbFiBTNuuIjS09NFzFLCw8MJIZ06dSKEGBkZMf3yAwIC+G8Gv3nzJjQ0VFNT86+//mLG2JTODmRmRmamkfjw4QP3PzQTLc8eFm+juBvMzc3lj4fbFysAQItRWlrKHLuKior4K7Rt2/bEiRM0PSgpKfHw8KA9LRt6tK+oqPj777/5T2fl5eX//PMPi8VavXo19/L6joGdOnWaM2cO/bxmzZqjR49yH6IjIyMnTpy4YsUKgd+lmGG3tmzZ8vLlS2b58+fPhwwZwvQ/5DkSSvx02dAd8kXjxo2jM91FRUV5eHgIGYlaUqsW79TcyOsEETdTvLUw/1jMXRIe4v0MysrK3N3dc3NzMzIyeM719Wmiqyn4PzgAzQHz+n7Pnj1379795MmTwsLC7OzsGzduBAQEaGpqampqHjp0iM1m83yxtLR0xIgRzA++T58+W7ZsCQ8PP3HixJo1azp37rx48WJa89ChQ0w1FxeXgIAANzc3c3PzW7duRUZG0uUTJ06sq6uj9WtqakpKSrKzs+3s7GjpkiVLCgsLS0pKmDAyMzMtLS2ZZocMGbJly5ZTp04FBQV5e3tramp269atqKhI9P1QVlbG3fVx1KhRfn5+v//++/79+3fu3Ll58+Z169atWLFi8uTJXbt2ZbFYCgoK1dXV9Lt0YmX6RWtr60ePHjHNPn782MjIyNjYOD4+Xmo7kEEf7RJClJSURo0aNWzYsLZt26alpYmyhxu6UZ8+faJdU+hXNDU1ExISUlNTCwsLuUOiw44TQgYNGvT69Wt6mQgALVJlZSW9NuUe83Dy5Mnv3r3LyMgoKSnhqb9q1Sqmmqura3Jycl1dXYOO9nTa7h9++OH169dMs8+ePRs+fLiiouLBgwfpElGOgWVlZdwd9vr167dmzZp169Y5Ojrq6OjcuHHj7t27zNE7Ozu7pKSkpqaGWWlaWpqCwv9/NqCmpjZ8+HBPT88+ffooKyv/9ttvnz59okWtWrV68uQJcySU+OlSxB3SID///DNdF/95jZtEVt2YU3MjrxNE3EzR18L/j7V06dL8/PySkpLKykruNsU76cfGxhIuampq7f+vLl26/PDDDw8fPhQvfhAPEkJoHo4cOeLi4iKwc7yuru7y5cvT0tLq+25NTc1vv/3GPIZiKCkpjR8/nskE6urqmN4X1JQpU2gpd29JFovl6urK4XDoVLYCVVRUMGsvLS1dvnw5f48ICwuL3bt3c5+YRTFw4MD6VipQhw4duL9eV1cXFBTE3Lrr06fPhAkTrKystLW1ly9fnpubK80dyCguLuaePkhZWfm///4TfQ83aKMEDjtOCAkMDOSuxiSEjIKCggb9SwFAcxETEyPkKLp+/Xqe+tXV1f379+euc/HiRU5Djvb0cQdlbGxsZ2dnZGSkpKTk5eX15s0bppqIx8CSkpK5c+dyD8dPCDEzM0tOTuZwOPzvENJoGYcOHeKZaK5jx47//PMPh8N59eoVz3dPnTrFaYLTpYg7pEFSU1NZLJa+vj7/XUhuEll1I0/NjblOEHEzRV+LkH8s5v4vJd5Jv7q62sfHh5mDvj5KSkpXrlyR1F6CL/r/A7kCNAsFBQXPnj37+PFjenq6ioqKnp5ez549bW1tmRucQtTU1Ny5c+fFixdFRUUdOnT45ptvrK2teSZFJYQ8f/78/v37hYWFffr0cXBwoAsrKioqKytbtWqlpKRUUVHBZrP5vyhcZWXl9evXU1JSiouL27dv36NHj+7du8tq0Mvq6upbt24lJycXFxfr6upaWloOGjSIvownRJPuwJqamsuXL799+5bFYjk5OXXv3l06G1Wf2trampoaZWVlBQWF2tra2traVq1aYZBSAKAqKytramrorA/0WMHcrxTxaJ+dnX337t3Pnz8XFBS0b9++c+fOXbt25b/vJrq8vLxnz569f/8+MzOzU6dOI0aMoK0xRzNFRcX6DmJ5eXmPHj2iXUatra0HDBhAU8Ta2tqioqJWrVqpqqpWV1dXVlaqqakxc11I9nQp8R0iOhmumpt0rhMkvhYxfgZ0Mo+wsLDhw4ebmpqqqakpKyuXlJTk5+fHx8e/ffuWVvvmm29ev37NE9tXdTXVkiAhBAAAAACApsXhcA4ePLhmzRp9ff3Lly/zTyrI4XAuXbo0btw4+uIiM/oONDUMKgMAAAAAAE3r6NGjc+bMycnJiYiIEDjFPIvFGj16NDNc6hfnGwNJQUIIAAAAAABN69ixY4QQBweHLl26CKnGDCtQ38yEIHFICAEAAAAAoGm9fv2aECLw2SA3OulLx44dzczMpBEWICEEAAAAAICmRscD5x+9lht9jZAQMm/ePFGGDASJwI4GAAAAAICmNXbsWELI48ePmaFE+e3du/fu3bvdu3dfunSpFEOTdxhlFAAAAAAAmlZJSYmdnd3bt2/79u0bExPDMyUJm80+efLk7Nmzzc3Nr1+/bmRkJKs45RASQgAAAAAAaHKfP3+eM2fOpUuX9PX1/f39+/fv37Fjxw8fPrx48eLgwYMPHjzw9vbevn27pqamrCOVL0gIAQAAAABAShITE/fv35+cnJySkpKbm6urq2tpafntt996eXlh4kGZQEIIAAAAAAAgpzCoDAAAAAAAgJxCQggAAAAAACCnkBACAAAAAADIKSVZBwACzJkz59y5c2w2W9aBAADwMjAwiIyMNDU1lXUg0JLhPAgAX6fKyko2m3316tUhQ4bIOhaJQUL4NTp//nxeXp6sowAAEKCgoCAxMREJITQp0c+DFhYW27dvv3nz5s6dO5s6KgAA6sKFC0gIQRqioqK++eYbWUcB0pCfnx8WFvbvv//6+fk5Ojo2qBRAmiZNmpSQkIDhqUE6RDkPlpeX5+TkTJw4ceHChdKJCgDkWc+ePUtKSlrYeRAJ4derQ4cO5ubmso4CmhaHwzlz5szy5cuXLl16586d1q1bi14KIH1qamqyDgHkiCjnwZycnJycHDU1NZwxAUAKFBRa4AgsLXCTAGSOw+G8f//+4cOHycnJlZWVQmpu3Lhx+fLlFy5cWLZsGX++J7wUvgbp6elr165NTk7mWV5SUrJs2bJ+/fpZW1vb29vv27eP3k3Mzc1l1S8mJqaR7RNC2Gz29u3b+/fvr6WlZWZmNmXKlJSUlKbZegDZU1dXV1RU1NTUlHUgAADNFRJCAEkqKipas2aNiYmJmZlZnz59rK2t9fT0Jk+eLPCK/ODBg+vXr//333979+7d0FKQLQ6Hc+3atfHjx5uamm7cuDErK4u7tLKy8ttvv1VXV793796LFy88PDwWLFiwY8cOQoiysjIhxMDAoP//pa+vb2trO3z48Ea2TwiZMGGCv7+/tra2g4NDSUnJmTNnevTokZqaKo39AiB1GhoaDg4OFhYWsg4EAKDZ4sDXR09PjxDy4sULWQcCDfPy5Uumz5KqqqqpqSnzWE9dXf3s2bPclTMyMrS1tWfPni2wKeGlIHM+Pj7jxo07d+7c/PnzCSHXr1/nLv3zzz+NjY1ra2vpn2w2e8CAAQYGBjU1NaWlpUZGRmw2m7t+dXW1mZnZP//80/j22Wx269atHzx4QIsKCgpokjl16lSJbLi9vT0hJDw8XCKtAdQH50EA+DrRSzs/Pz9ZByJJeEIIIBmZmZkjRoxISUn55ptvIiIiCgsLU1NTCwoKHj586OrqWl5ePmXKlIsXLzL1t27dWlxc7OPjQwjhcDh1dXXcrQkvBZnbt29fRESEu7t7u3bt+EuPHDkydOhQRUVF+ieLxXJycsrKyvrvv/+qq6sHDRrEYrF46hsYGLi6uvK0r62tffv2bULImDFjTExMXFxcDh8+XFNTI6T9vLy8oUOHMk+V27RpExwcTAh58OABf5yxsbEzZ840NzdXUlJq166ds7PzgQMHqqurJbCDAAAAoJlAQgggGYsWLUpLS+vevXt8fPy4cePo2BssFsvOzu6ff/5ZuHAhm83+8ccfi4qKCCFsNjssLExdXb1Dhw7e3t7Gxsba2tojR4589erVF0vhK5eVlXXnzh0bGxvuhf369SOEPHv2TElJadq0adxFlZWVGzZsCAwM5M4Si4qK3N3dnZycnj59SggpKSlJT0+/cuXKrFmzrK2thbTPYrFWrVrFXWRpaammplZeXs69sLS0dNKkSY6OjkePHk1NTa2rq8vNzY2Ojp43b561tfWjR48ksy8AAADgq4eEEEAC3r59Gx4erqioePbsWV1dXZ5SFou1a9cuGxub3NzcgwcPEkJev3796dMnbW3tqVOnduvW7cCBA+7u7jExMYMHDy4oKBBeKovtgwb49OkTIYRnECB9fX1CSHZ2tpaW1tixY7mL/vzzTxsbm6FDhzJLKioqnJyc/v77b1VVVZrpnT59+sWLF9u2bTM0NHz79i0hhOc5HtO+rq5u//79uYvKy8srKyv79OnDLKmqqnJxcfnrr79UVFTmzZt3586dd+/eJScn//777+3bt3/37p29vf3jx48lszsAmlh1dfWzZ88yMzNlHQgAQHOFhBBAAqKiojgczrBhw6ysrARWUFRUpC+DXblyhfwvZ1BWVg4NDV20aNGYMWNOnDgxYcKEvLy8AwcOCC+V4maBOOgAMFpaWtwL6Z/Z2dk8lYuLizdv3rx582buhatXr37w4EHbtm1jY2NdXFwIIUZGRtbW1suXL3/69GmXLl0IIcePH2ez2V9snxBy4cIFBQUFPz8/ZsmGDRtu377dtm3bW7du7d+/f+DAgebm5l27dv3pp59evHjh5ORUVlbm4eFRU1PTuD0BIA1FRUW5ubkZGRmyDgQAoLnCPIQAEkAHEeV+CMOPlr57944QUlJSQghxcHDQ0dGhpSwWy8fHJzw8/OnTp127dhVS2pTbARKQk5PDv5COia+qqsqzPCAgwN7e3s7OjlmSnZ29b98+Qsjp06f79et3+fJl7vrt2rXz9fX19fVNTU09d+7chAkThLdfXl6+adOmjRs3Dho0iC4pLCzctWsXIeTQoUP08SO31q1bh4WFWVlZvX79+vTp015eXg3beABBnj17tnDhwrKyMtG/kp+fTwipqqpqsqAAAOD/Q0IIIAH0WY3wuUppKa1pYmJCCNHQ0OCu0LlzZ0KImpqa8FLJRg4SR//haM7PoMMC8YxAk5ycHBwc/PDhQ+6Fly9frqqq6tevn7Ozs8D2jYyM6AfuhFBg+4QQX19fExOTlStXMksiIyPLyspsbW15eq4y2rRps2jRIn9///DwcCSEIBFXr16NjY0V44tJSUm9evUSXoeOrsSMsQQAAA2FhBBAAszMzAghwl+7ogN10HkpzM3NWSwWTx+nwsJCQki3bt2El0o6dpAwAwMDQkhpaSn3wuLiYvK/N/0oDodD+wPb2tpy13zx4gUhxNHRUXj7hJDnz58LaZ8Qcvz48fj4+Fu3bnHfqkhKSiKEcL+yyI+W0kgAGm/BggXffPNNZWWl6F/x8PDgcDja2tpfrNm2bdvu3btjYnoAALEhIQSQABcXlyVLlkRHR7969crS0pK/Ql1d3d69ewkh33//PSFER0dn4sSJV65cKS8vV1dXp3ViY2PbtGkzZcoU4aXS2iYQE03YePJ5OrosvXFAnT9//urVq0+ePOH5On20KOQ6mEkIaRJYX/tPnz4NDAyMjo5u27Yt99dptz3hV8/0jcQGdfADEEJFRYV7VhVRTJo0icPhiFiZfygvAAAQHQaVAZAACwsLNze32traqVOncl+mM/z9/Z88eaKjo/Pjjz/SJQEBASoqKitXrqQXPa9evdqxY8fevXvp5b7wUmikkpKSM2fOzJkzx8XFZfLkyVu3bpXglB6mpqZ6enrx8fHcC588eaKlpTVixAj6Z0VFxdKlS8eOHdu9e3eer9MeoW/evBHSPk3YjI2N62v/w4cP06dPP3fuHO1+zK19+/aEEDpUaX1ev35NCOnQoYOw7QQAAIAWAU8IASRj165dd+7cefjwYZ8+fYKDg52cnGg/vZSUFD8/v/Pnz7NYrODgYGacmK5duyYkJCxfvnzgwIHt27dXVFQMDw9nhqURXgqNcfTo0RUrVnAP/XL27Fl/f/9p06YFBQXxTBfxRTRj536UoaysPHXq1H379uXk5DAv9V2/ft3d3Z15BXTr1q0fPnw4fPgwf4O0u+alS5eKi4u1tbUFtq+np1dSUsI9vQR3+/n5+RMmTAgJCRE45i1tPyoqKi8vr77nKsePHyeEDBs2TPT9AAAAAM2UEiEkNTU1Pj5+0qRJ3NMiA0CDdOrUKTo62s3N7c2bN87Ozjo6Oqampvn5+R8+fCCEqKio7Nmzh6fDp6mpaVhYWH0NCi8F8fj7+wcGBhJCLCwspk2bZmhoWF1dHRUVdfny5ePHjyckJMTGxurp6Yne4MePHwkhaWlp3AsXLlz4119/zZs378yZMyoqKpcuXbp58+aDBw9o6fv377du3dq5c2eBL/INGTLE2to6KSnJz88vJCSEv/2wsLDU1FRCSHJycnV1NU/75eXlrq6uKSkpCxYs4GnZ3t5+586ddnZ2ffv2TUhImD9//pkzZ/hHQoqIiLhw4YKSktKsWbNE3w8AssLhcLKzs7W1tVu1aiXrWAAAmicOhzNq1ChCSHR0NAe+DvR6yjNCbwAAIABJREFU9MWLF7IOBBqssLDQ39+fe2wPVVXVCRMm4F/zaxAaGkoIUVBQCAwMrKmp4S66d+9ep06dCCEjR44Upana2lo3N7eBAwcqKSkRQrS1tZ2cnLZs2cJUeP/+vYeHh5WV1YABA9zc3F6+fMkUTZ48mRCydOnSBw8evHv3rq6ujqfx6OhoOmRiu3btuNvftGnT77//TueW8PHxEdj+woUL6zvau7q60joJCQn0WeK4ceMyMjKY9dbU1AQFBamoqBBC/P39BW64vb09ISQ8PFyUvQQgNnqr4sKFC1+smZube+3atcePH0shKgAA2pPIz89P1oFIEuHgBP/1QULY3NXW1iYmJsbExMTFxeXn58s6HOBwOJyamho65sratWsFVnjx4gV9whAVFdV0Ybx582bKlCnc09YbGBj4+fnl5uZyVwsJCaGpYKtWrcaNGzdnzhxPT09DQ0P6lalTp9bW1jYmjHPnztGcUE1Nzc3Nbc6cOV5eXvT1QkKIp6cnf5pK4XwB0iF6QpidnX3t2rXExEQpRAUA0CITQsHvEB44cCAxMbEhDxp5KSgojB8/3snJqTGNADRTioqKX5w7C6Ts9u3bqamp7dq18/f3F1jB2tp67ty5u3btOn78+MiRI5sihlOnTnl7e1dUVBBCjIyMWrVqVVRUlJWV9dtvv506dercuXMDBgygNb29va2srJYsWfLw4cNz584xLRgZGQUEBHh7ezcyEnd395s3by5evDg+Pv6ff/5hluvr669fv97HxwdvEEBzgd8qAEAjCUgI09PT582b1/imo6Oj37171/h2AAAa7969e4SQkSNHMiO78HNzc9u1axetKXH//vuvp6cnm812cnIKDAykQwTV1dVduXJlxYoVSUlJLi4u8fHxzLQlQ4YMefDgwYsXL2JjY9PT09u2bdu7d+8hQ4bQJ4eN169fv7t37758+TIuLi43N1ddXd3a2trBwUFZWVki7QNIR+vWrQ0NDRv06i8AAHATcGHRoUOHkJCQxudyeDwIAF+PvLw88n+nauBH+0xyD0AqKWVlZXPmzGGz2TNmzDh48CB9RZAQoqio+P3339vb248cOfLevXs+Pj7Xrl3j/qKNjY2NjY3E42F07dq1a9euTdc+QFNTVlYWOKAuAACISPCd5sb3RwIA+KrQKRaysrKE1MnMzCSEMHNFSNDp06czMjIsLCxCQkKYbJChra0dGhratWvX69evP3z4sHfv3hIPAABAajgczt27d9+8eVNTU2NkZDRs2DB1dXVZBwUA9ZL8xPQ1NTUSbxMAoJH69u1LCImJiamurq6vzuXLl5maknXlyhVCyOzZs+vrkNmxY0dXV1cmBgCA5ojD4Rw6dMjc3Hzw4MEzZszw9vYePXq0vr7+0qVLCwoKZB0dAAgmyYSwrq7Ozc1NTU3t119/lWCzAACNZ29v36FDh4yMjO3btwus8ObNm+DgYEIIz3SREpGSkkIIET7UkJ2dHSGEzjEIAKKjg+LKOgoglZWV48aNmz179vv373V1db/77ruxY8daWlqWlZXt3Lmzd+/eSUlJso4RAASQZEL48uXLCxcusNns3377TYLNAgA0nrKy8rZt2wgh69atCwoK4rl8TEpKGjlyZGlpqZOT0+jRoyW10pycHGdn59atWz958oQQMn78+EmTJtX3iJIOlojrWoAGKS0tvXXr1qtXr2QdCJA5c+b8/fffGhoahw8fzs7OjoyMPH/+/MuXL+/fv29ra5uamvr999/n5ubKOkwA4CXJhNDCwsLJyUlRURGvIALAV2jy5MkLFixgs9mLFy/u27fvnj17wsLCTp065enp2bNnz/fv33fq1OnEiROSWp2Xl5e+vn50dHRxcTFN80pKSv766y81NbXNmzfz16eT/VhYWEgqAAB5UFFRweFw6GwuIEPXr18/ceKEsrLypUuXZs6cSWeSpPr27RsbG9ulS5f3799v2LBBhkECgECSGb6cUlFRiYmJKSkp4Z5zGQDg67Fnzx5zc/P169c/fPjw4cOH3EWurq4HDx7U19eXyIqGDRt248YN+tnU1FRbW/vp06eKioq0b9vq1as/f/5Me6hSHz9+vHDhAiHExcVFIgEAAEhTUFAQIWT+/PmOjo78pTo6On/88cfw4cMPHjwYGBiorq7++fPnkydPxsbGZmVlqaqqdunSxc3NzdXVlTuTBADpkGRCSCEbBICvFovFWrp06bRp08LCwm7cuJGWlta6detevXqNGzeuX79+klpLUFAQzQZ1dHSSkpIMDQ3Ly8stLS3T09NdXV2jo6Orqqr27t07ffr0/v37E0KKi4t/+OGHiooKZ2dn4e8ZAgAPdXV1RUVFTU1NWQci1zgcTkxMDCFk9uzZ9dUZNmzYN9988/bt27i4uBcvXqxevbq8vJwpjYuLO3LkiJ2dXWhoaOfOnaURNAD8j+QTQkJIbW2tpKZOBgCQOH19/QULFixYsKCJ2l+5ciUhRFVVNScnh04yoa6ufujQoVGjRl28eNHBweHWrVscDsfd3T0tLY2ZmL5t27b79+9vopAAWioNDQ0HBwdZRyHvCgoKysrKWCyWpaWlkGrW1tZv377dvXv3pUuXCCGDBg3y8PDo0qVLWVkZTQgTExMHDhwYFxeHzvMA0tQkaVvXrl3fvn3bFC0DAHzlXr58WVlZSQgJDg7mnnJw5MiRx44dmz17dmxsLF2SkZGhr6+fn59PCDEyMjp37pyZmZlMYgYAaAw1NTVCCIfDqa6urm9yHUIIPTZeunSJxWLt3r3b19eXKRo/fvzKlStdXV0TEhLc3d0fPXokpB0AkCzJd9TmcDhlZWUSbxYAoFkICQkhhLBYLP6uU1OnTn369Om0adOYrvX5+fkGBgZ+fn7Pnj0bMGCAtGMFAJAEdXV1ExMTQsjt27frq1NdXX3//n36ee3atdzZIGVgYBAZGWlsbPzixYvDhw83XbQAwKPeJ4SvXr1avHhxQ5urqKhIT0/PzMxsXFQAAM1VWloaIaS+cREsLCxOnDhRXV2tqqpKCFm7du0vv/yCQRQAoLlzd3cPCgr6/fffnZ2dBVY4ePBgYWEhIURbW3vFihUC6+jq6i5dutTPz++vv/6aO3duE4YrUZmZmb/88ktWVlZBQUFRUZGnp6evry/z8pTwUoCvQb0/RxMTk9jYWIzjDADQILTbZ11dnZA6zExc3333HbJBgMaorq5+9epVu3btDA0NZR2LXPPz8wsJCYmOjl65cmVgYCDPke3q1at+fn70s6Ojo4aGRn3tjB492s/Pj07D0yxkZmb26tUrODh4/PjxhJCkpCR7e/vMzMytW7d+sRTgK1FvQqiuru7o6Hj//v1Ro0Zx/3+bm5sbERGhoaHh4eFBu3fT+X8yMjKuXbs2fPjw7t27l5SUSCP2ZqKqqio8PLxB3Wi5x90CgOZl/vz527dvJ4Ts2LFj2bJlAuv4+PgQQlgs1qBBg6QaHECLU1RUlJubW1tbi4RQtkxMTP74448ZM2Zs27bt3r17q1evHjBggJqaWlJS0uHDh/fu3VtXV2dra/v8+fN27doJaYeWFhUVfQ0jFD59+jQmJiYnJ0ddXb1bt24uLi70bUlua9as6dy5M833CCHW1tbz58/ft2/fli1bWCyW8FKpbgxA/YT9n9azZ89evXrxTKC8Y8eOiIiIP//8c/LkyTz1Hz165OnpuW/fPowNxW3fvn1Lly4V44svX760traWeDwA0KRMTU01NDTKysp+/vnn2bNnt27dmqdCUlLSxYsXCSGdOnWSRYAgDTU1NRgSA+SNl5eXkpLS3Llzb968efPmTZ5Sb2/vPn36zJ0799OnT0IaSU9PJ4To6urKNht8+PDhkiVLeF6J1NPTW7Nmja+vL/fzzzt37hgbG3NX69ChQ1lZGZvNVlRUFF7apJvQstXU1FRVVSkpKSkpKSkqKtbW1tbW1tbU1GhpaSHTFoOw/9kGDhz48eNHnoWhoaG2trYeHh789Xv16hUSEjJmzJi7d++2adNGkmE2ZyNHjhw9ejQdWUtEV69eJfW/gwQAX7mjR49OnDiRPrJ4+PAh952dyMhIV1dXDodDCPnvv/9kFyM0lbq6unHjxv3777/r169ft26drMNp+ehVNa6tvxJTp04dPnz4jh07zp49SxO/Vq1ajR49+qeffho4cODLly8JITdv3szJyanvOWF4eDghZPDgwdIMm8fZs2dnzJhRVVWlpqY2YsQIIyOjmpqaq1evpqWlLVmy5L///gsPD1dRUaGVFRUVr1+/TnvJ0SWxsbHTp09nfplCSkFsoaGh06ZN419eUlLCMytpXV1dZGRkenr6vHnzpBVdM8ThcOzt7Qkh4eHhHBFoamoGBAQIqTBkyJAJEyaI0hTUh6aCFy5ckHUgACCmCRMmMIfZdu3a9e/fv1+/ftxPC3/99VeBX8zMzDx58uS6des2bNgQERFRWFgo5ciFa9D5Qj49f/6c/hNraWnJOpZmrEHnwdzc3MrKyqYOCRqqrKyM/whGh1OeNm2awK+8evWKXs2fO3eu6QMULD4+niZ7EyZM+PTpE7O8trb2wIED6urqhJC5c+cyy3fs2EEIUVBQ+PXXX8vLyzdu3Dh9+vSqqipRSkFsZ8+e1dHR6c2nrKyMp+bOnTsJIePGjZPUqump3M/PT1INfg0anBDq6OicPHlSSIXp06e3adNGMtHJKySEAC2An5+fwI4rioqKhw4d4q+fnp4+ZcoUnq4BqqqqS5YsKS4uln78AiEh/KKqqionJydFRcWlS5fKOpZmDOfBlurWrVu0L+jcuXN5rt3j4uJoR3oHBwc2my2rCGnK6uHhITCGqKgoBQUFBQWFxMREuoTNZjOvi7du3drW1rakpISpL7wUxBYRETFr1qwvVsvIyOjatSshZNKkSQIrFBUVnTx50sfHZ+LEiV5eXtu2bXv9+rXwNpEQcjgczvjx4wMDA4VUsLKy0tHRkUx08gonQoCWoby83NPT08DAQF1dXUNDo3379vUlCQ8fPjQwMKA3ku3t7efMmePt7d29e3d6GWFjY8N9o1qGkBCK6OvJ4ZspnAdbsJCQENphskOHDosXL967d++2bduGDx9O76BZWVllZWXJKrbHjx8TQjQ0NLKzs+urM3XqVEKIj48PsyQ1NdXOzo7pFGpoaPjff/+JWAriCQ0NXbRo0RerzZo16+jRo4QQT09P/tI///xTT0+P56atgoLCzJkzhRzDkRByOBzO7du3Bw4cWFtbK7D03LlzhJAePXpIMkb5gxMhgFzJzs5u3749IcTOzu7x48fcRdHR0XS65759+9bU1MgqQgYSQpAOnAdbtujoaEtLS/7eE7NmzSoqKpJhYLt27SKEuLu7C6lz6dIlQkjXrl3pn1evXm3fvv2TJ084HM7jx49HjBhBCFFSUkpOTv5iKYjtxIkT/v7+wuvcuXNn0aJFjx49IoTMnj2bp5SZB8XS0vLXX389cODAnj17Ro0aRW9M2NraFhQUCGy2RSaEDR62ZPDgwdra2suXL+cZJaW2tvb48eP0rgkGUpeakpKSlJSUjIwM4ZOeAcDXbOPGjZ8+fbKxsbl582aPHj24i0aMGBEbG9u2bduEhIQjR47IKkIQQ21traxDkAscDicrKwvTJjcvI0aMeP78+aVLl3x9fX/44Yfp06dv3rz5zZs3Bw8e1NbWlmFgGRkZhBBzc3Mhdbp06UII+fz5MyGkvLzcy8tr5cqVtENHjx49rly5MmnSJHpVLLxUGtvTclVXV3M4nMDAQGtraw0NDTs7u6CgIDabzVSoq6vbsGFDQEAA/VNVVZX766dPn/7tt99YLNbGjRtfvHixdu3aOXPmLFy48NKlS7du3dLX13/+/Lm3t7dUN0mmxBnHMjAwMDg42NLS0tfXd9euXb/99tu8efOsrKy8vLwqKipUVFR+/vlniQcK3Kqrq4ODg3v16qWtrd25c2djY2MDA4PZs2fTwZoBoBmpqqqiHVr27NnDMzYaZWpqun79ekLIgQMHpBwbNAZ9cQWaWn5+flJS0uvXr2UdCDSMkpLSqFGjgoKC/vrrr+PHj69atcrMzEzWQREtLS1CSHFxsZA6RUVFhBCauD58+PDTp08jR45kShUUFDZs2EAIqaioEF7aNFsgL6qqqgIDA2/fvj127NhRo0Y9ffp08eLF8+fPZyocPHjQw8ODmfWAex6gmpqaVatWEULWrl27evVqnhFfBw8efOXKFVVV1fDw8Bs3bkhjY74C4szx0qtXrwMHDsybNy84OJinqFWrVmfPnu3YsaMkYgPBMjMzXV1dHzx4QP/U1tYuLy/Py8s7dOhQaGjo0aNHx40bJ9sIAUB0iYmJxcXFRkZGQ4cOra/O5MmTlyxZQmvK9vY5iIjD4ZSVlck6CsHevn176dKlly9fZmVlZWVl5eTkaGlpGRgY6OvrGxgYWFpajhw5skOHDrIOU1T0mQD3kwEAsdnY2BBCrl27xuFw6pvOjs4Y1K1bN0JIXl4eIYSnlxa9tde3b1/hpU0Rv/wwMjI6derUlClT6J9xcXHDhg2j6UnPnj3z8/MvX758/vx5pj531nfr1q2PHz8aGRn5+/sLbLxXr16zZ8/eu3fvsWPHhJyaWxIxJ/2cOXNmv379goKCrly58unTJ0VFRVNTUxcXl2XLltHXXaCJlJaWOjs7P336VF9ff/369RMmTNDX16+trY2Li9u0aVNMTMzEiRP//vtvV1dXWUcKACKhPZQ6d+4sZC7ddu3a6ejo5Ofnf/78GQmhNL169Wrx4sUN/VZFRUV6enpmZmZThNQYmZmZ8+fP575Iqo+zs3NAQED//v2lEFUjYRJqkCAnJydtbe13796dOXOGSTa4FRUV7d69mxBCb7737t2bxWLFxcVxzzcbHR3dsWPH77//vri4WEhp029NSzZ27FjuPwcPHjx79uz9+/ffuXOnZ8+e69evDwgIqG9C7/j4eEKIs7MzTz9Sbm5ubnv37r13755kw/5qiZkQEkJsbGxo/6W6ujoFBQUckaVj7dq1T58+NTY2vn37NtO5QklJydHR0d7efuHChfv37585c+a7d++4ZzwDgK8WTfCE91Cqq6srLS1lKoPUmJiYxMbGtozOXfn5+QMHDnz//j0hRFVVtW/fvp06ddLW1tbS0tLW1uZwOEVFRcXFxfn5+ffv34+Kirp69er+/fu//rdoWrdubWhoyD9UIIAYNDU1V61atWrVqrlz5xoZGQ0bNoy7tLi4eOzYsZ8/f7a0tPTy8iKEmJiYrFixYt26dX379u3Zsych5P79+5s3bz516lTr1q1bt24tpFQmG9iC2dvb79+/Py8v79GjRwUFBXp6evRFqqysLEJISUnJx48fFRQUOnTokJOTQwgxNjYW0hod6Y3WlAfiJ4QMnq63hJCgoKBFixY1vmXgUVBQsH//fkLI8ePH+bvaKygo7Nmz5+7du48fP/7jjz9WrlwpixgBoGGsra1ZLFZSUlJubm59F7V3796trq5u166doaGhlMOTc+rq6o6Ojvfv3x81apSGhgazPDc3NyIiQkNDw8PDg76awuFwKioqMjIyrl27Nnz48O7du5eUlMgucAE2btz4/v17Dw+PhQsX9u3bV8itcQ6Hk5KScvjwYV9f3+7du3/lzwmVlZWtrKxkHQW0HMuXL4+Li/v333+dnZ09PT0nTJjQuXPnoqKimzdvBgUFffz4UVtbOyIignknLTAw0NLSct68eUpKSsbGxjo6OteuXWOSDeGlIEH0dUErK6slS5bExsaeOnWKuzQkJCQkJKR3794PHjxo27Yt+V+iWB/axUOO7jRxmmAYcXNzc0k1JZ/qG2779OnThJBevXoJ+e7hw4cJIYMGDWrKAAFAkug8yEuWLBFYWldXR0cq9/b2lnJg/ORw2omff/551apVPAt/++03Qsjp06f56ycmJtra2n5xamPpMzMza+g46Tt37pw4cWITxSMcpp0AGaqsrKQPAPmZmZnROSRAhs6cOcM/D9OuXbv09PRKSkpu3rx5kQvt4uvm5hYWFhYZGcnhcK5cuUIIMTExETKZ07Jly0g9sxe2yGknvvyEsLS0NCoqatCgQUZGRoSQx48fCxlKu7KyMj09nQ7FCxL39u1bQojwm7X0yhLjrQFITWVl5eHDh8+fP5+cnFxeXt6uXTt7e/uZM2cOHjxYxBY2bdrk5OS0e/duc3NzX19f7iI2m+3r6xsTE6Ourr569eomCB++YODAgR8/fuRZGBoaamtr6+HhwV+/V69eISEhY8aMuXv3LjPA3dfg06dPDe05MmvWrO3btzdRPABfLVVV1aNHj86ePfvIkSO3b9/Oyclp1aqVlZXVuHHjZs2aJeTpOkhHVlbW4cOH58yZwyyprq4+cOBAcHCwpqamg4MDd2U6D2Hnzp0nTJhAlwwdOtTIyCgtLe33339fsWIFf/svX76kPfIEvkfaIn05IfTz8ztw4ICtre2zZ88IIVOnTk1KSmr6wECAmpoa8n9HzuVHS6urq6UUE4B8S0hI+OGHH+h7WVRBQcHr168PHTo0ffr0P/74Q11d/YuNDB8+fPny5du2bVu0aFFkZOSCBQusrKw4HM69e/d27txJhxTev39/p06dmm5DoD5jxozhX5iUlLR8+fL6RiwYOHCgnp6et7d3WFhYE0fXANra2g1NUBUVFekwiV85jGUATWHIkCFDhgyRdRQggIeHh7W1tbq6Ou3M//z5840bN65YsULgTbp3794RQlJSUpglqqqqW7Zs8fLyWrVqlaamJvdkFYSQZ8+ejR49ury83MXFxdnZuam35Svx5YRQTU2NENKqVSv6p4eHB50RC6SPzufx/PlzIXVo3m5qaiqdkADkWUJCgqOjY0VFRceOHZctW+bs7KysrJyRkXH06NGjR4+eOHEiPT09KipK+E0casuWLdra2gEBAZGRkZGRkdxF2traf/zxx+TJk5tsO6DBlJWVO3fuLKSCmZnZxYsXpRaPKGxsbO7evUs7/YooLCyMdg76mpWWlj548MDQ0BATPwLICUNDw8WLF69Zs2b27NnW1tYDBgwIDg6mw8BwCwgIiI+Pv3PnDiHkwoULAwcOHDRo0I4dOwghnp6ecXFxISEhCxYsOHr0qKenp4GBQVVV1ZUrV0JDQ2tqaszNzY8dOyaDbZMVzpfeCamurr5+/XpRURH9MyEhQUFBITQ09MmTJ6l8kpOTo6Oj1dXVpdbntUWq792Jjx8/slgsRUXF58+f1/dd+q7RsmXLmjhGAHlXWVlJx3YaOnQoc4Rk/Pfff3QMkoCAANHbfPPmzdKlS7t166aqqqqpqdmvX79ffvklJydHooE3ihy+QyjQ+PHjAwMDhVSwsrLS0dGRWjyiOHr06P9j78zjoVz///8eM/Yta6IsEa20K8tRUh2tStJy0L7qRJJ27SltnLQr7aI9TptEFJVKlCKEkj1b1lnu3x/X79yf+c4wmcGM5Xr+cR5n7vs91/3SzNzX/b6u96Kvr89j+mCHwWAEBgZKSUmtWrWqtYU1SNNzCAsLCyMjI9++fSsEVRgMpsPAYrH279/PXi2MxM7OjsfM20lzCMXFxdl7Mvbv319VVdXBwaEx+969e+M6eK1Ejx49ZsyYERoa6uLiEhUVhXqbsnP06NHHjx9LSkouX75cJAoxmM7D+fPnv379qq2tfefOHe5uENbW1qdOnZo7d+6BAwfWrFnD/WttEAMDA7R4iWnjuLu7e3p6enp6ctfZBgCUUGpiYiJ8YTxwcnIKDQ01NjYePnz4mDFjhgwZ0qVLF0VFRXl5eQaDUVlZWVFRUVlZmZaWFhMTExsbW15erqKi0ljjZgwGg2nXUCgUT09PZ2fn0NDQ6OjonJwcJSWlQYMG2dvbDx06VNTqhA3fbSekpKTOnTvH22bbtm0CysH8Dl9f3+jo6Ddv3piamp48eZKMbi8tLd2yZcuxY8cAYOfOnbxjmTCtDUEQGRkZ3759U1ZWNjIyQnHXmA4G6u69evXqxnoDzp49e/v27WlpaY8ePUItjDEdBnNzcwUFBU9Pzz179rD/wBkMxpUrV5YtWwYAZmZmohPYAGJiYjdv3ly3bl1AQADqy8wbAwODGzdutP0VXhkZGSqV2sQ1FwwGg2Gna9eurq6urq6uohYiYgTpQzhhwgTeBk5OTgKJwfweHR2d+/fvT506NSUlxdLSskePHgYGBhUVFe/fv2cwGBQKZfPmzZ6enqKW2XkpLy/39fUNCgrKzc1FR2RlZSdOnOjt7d23b1/RasO0LB8/fgQAKyurxgwoFIqVlVVaWlpKSgp2CDsee/fuNTU1vXHjxpQpU/T19RkMRnp6+pMnT1A5aAkJifXr14taIycSEhJHjhxZtWrV5cuXHz58mJWVVVBQwGQySQMFBYVu3boNHDhwypQpDg4OTUl/FTmysrIcRQUxGAwGwxct0Ji+uLh469atycnJgwYNcnJyGjZsWPPHxPBg8ODBiYmJu3btOnv27Ldv3759+wYAFArF0tJy586dPB5PMa3N+/fvp06dmp2dDQBdunRRVlauq6vLzc0NCQm5ffu2v7//0qVLRa0R8z8ePXrk5+f34cOH6upqVVXVMWPGbNiwgTsrvTFQ23F5eXkeNmjzsK01KMe0CIMGDTp58uSyZcuOHj3KcUpaWjo4OBiVAWuD6Ovrb926devWrQDAYrFKSkoKCgqkpaW7devWlKK4GEzLwmQyr169eunSpeTk5JqaGnV19XHjxi1durRfv36ilobBdBoIPosEhIaGWlpa2tra+vj4EATBYrHGjRtHjiYpKXnr1q1WzXrsDDQxmb6mpiYqKiokJOTevXtfv34VijRMo2RlZamrqwNAr169bt68SXY7ff/+PSpbT6FQLl++LFqRGMT3798NDAy474diYmIuLi5NHAQ9rISHh/OwQR+7c6dJAAAgAElEQVS9v79/C4huG+CiMhx8+PBhyZIl2traVCpVQkLC0NBw9erVOTk5otbV7sGN6TsJycnJDTp+VCp19erV9fX1ohaIwXDSSYvKcBASEvLp06fTp0+PHDkSAOLi4h49egQA8+bNmzlzZkREhLOzc1ZWlrKyMr8jY/hFSkoK7we2Hdzc3AoLC4cOHfrkyRP2pDJjY+M7d+54eXnt37/f1dXV1tZWSUmpmddKTU09d+7cs2fP0Lq+oaGhnZ3d7Nmz20V8l8jJyMjo169fXV0dAKirq1tZWUlKSv748SM2Nra+vv78+fOfPn16+fLlb8cZNWrUx48fr1y50lgUfUFBwZMnTwBg9OjRfCn8/PlzWlqauLh43759ce/BNk6/fv1OnjwJHbQVHp1Ox3cVTOuRlJRkaWlZUVGhoaHh6elpZWWloKCQnp6ONgz9/Pyys7Nv3LjRWMNPDAbTUvDtEL569eqff/6xs7NDL58+fQoA6urqx44dk5aWtrW1ZbFYAQEBW7ZsaWGlGEwbJj09/c6dOzQa7fLlyw2WGNmzZ8/Dhw/fv38fGBi4du1agS9EEMTmzZv379/PYDDIgx8/frx169aePXtu3LiBY2x+y8iRI+vq6qhU6qlTpxYsWEAer6+vnzZt2r///vvq1atVq1b9888/vMdZvHjx8ePHr169OmvWrEmTJnGcZTKZS5curaqqsrCw6N+/f1OE1dXVBQQEHDlyBMWBI/r167d+/fq5c+d2ME+j48FdbtTf3//vv/8WiZjmw2Qyp0+fHhYW5u3tjYJLm0N9ff3t27fLysqa/haCIJo+eGpqqpqaWtuvf4Nhh06nz5gxo6KiYtSoUTdu3CA3Enr16mVraztr1qwZM2agbAs3NzfRSsVgOj4EnyFAUlJSVVVV5EtbW1sA+Pvvv8kjSUlJVlZWLbuP2dnAoTLtDpRENH78eB42x48fB4DRo0cLfBUWi7Vw4UL0y508efLFixfj4+MjIiK2bdvWtWtXAOjSpUsTm4yJioSEBE9Pz0WLFu3Zs6esrEz4Ag4cOID+AW/fvt2gAapOQaPR2G90jbF69WoAkJSUPH78OIPBII/n5uaiYFEpKanExMSmCMvLyxs+fDjSpqSkNGTIkMGDB0tLS6Mj06dPb4oeIYBDRptOz549RS1BcD58+IC+e/Ly8s0f7dChQ4I9opw/f/63g+M+hO2UM2fOAICmpmZpaWmDBidOnAAAVVXV2tpaIWvDYHiAQ0YBADQ0NMikcyaT+fz5cwAYP348aaCjo5OZmSnYrR+Daaeg7/ygQYN42AwePBgAvn79KvBVTp8+HRgYSKPRLly4MHv2bPL4mDFj/v7776lTp8bExEyfPj05OVlCQkKA8cvLy+/duxcdHY0aZgwaNGjatGkN5toJwIYNGw4ePEin08kjGzduVFFRuXHjhjAjn5FbbmJiMnXq1AYN7ty5o6KiwmAwjh49um7dOt6j+fr6ZmZm3rt3b/ny5Xv27LGxsREXF8/Ly3v06FFdXZ2kpOT58+eb0oyutrZ28uTJCQkJqqqqvr6+c+bMQZ9gZWVlQEDA9u3bb968KS4uHhwczP9fjGkZfv369fDhQzMzs27dugFAYmIi+y49B7W1td+/f//x44cQBbYwvXr1srGxefr06eLFi5s/2rhx4yZNmlRbW9v0t0RERMB/ZZkwHZKQkBAAWLNmTZcuXRo0QEuHOTk5T548+W19ewwG0ywIPld8hw4dmpubi/4/JiYGACQkJH79+kUaZGZmiouLt4bz2nnAO4TtDnd3dwDYsGEDD5tXr14BgK6urmCXoNPpmpqaAHD48OEGDUpLS1FVw6NHjwow/smTJ1VUVDjuD1QqdeHChZWVlYJpJmF3iigUCkdCCKpQJRyQo8X7iqiN55gxY5oyIJPJPHz4MPc/naWl5Zs3b5qoat++fQCgpqaWkZHBfTY6OhrJDgsLa+KArUen3SFEJYL79++PXjaxi4xoNTefiooKUV266fNgSUlJZGTk+/fvhaAK04KQays8bJydnYU8R2Awv6VD7hDynac7depUNze3srKykpIS1GTJwsJCVlaWNHjw4AGuKIPpbCAX4u3btzxs3rx5AwACb7jFxcX9+PGja9euK1eubNCgS5cuaEfr+vXr/A7u7u6+dOnSkpKS3r1779y58+TJk/7+/iglODAw0NzcnK/kHw7MzMzev38PAPLy8rdv32axWEwmk8FgrFixAuXFrV+//s6dOwKPzxdoV6d37948bFD8bUlJSVMGFBMTc3Nzy83NffTo0f79+zdt2nTixInU1NRnz56hPeHfwmKxjhw5AgBHjhzp2bMnt8Eff/yxZs0aADh8+HBTBsS0Bqj7PBnE6+joKFI5QoJ3V5U2grKysrGxsZGRkaiFYPgD9ePhvQmMnicrKiqEpAmD6azwHTK6cuXKAQMGsJdJXLJkCfofgiBevHjh7e3dUjFmGEx7Yfz48RQK5cmTJ6mpqQ0+lzCZTJQOgdJuBQD5VH/88QePon9jxowhLZvOhQsXjhw5QqFQ9uzZ4+npSdbGWLVqVUxMjL29fVJSkouLi2A+W3R0dFxcHADo6OhkZWWRx6lUakBAgJubW+/evVkslqOjI1/hZAJDo9Hq6+tR6/DGKC4uBgDuTT8eSEpKjh07duzYsQJISkpKysvLU1RUdHBwaMxmyZIlPj4+z549q6mpIX0SjDDx9fW1s7MjnfwJEyZs3749ODjYyMiI+4m2trb227dvZPU1TGvD168V0xaorq6Wl5f/9evXqlWrDA0NTUxMJk6cqKqqymGWkZEBACg6BoPBtB587xAqKSm9evXK0dFRS0tLW1v78OHDM2fOBIDw8HANDQ0LC4uioiJra+tWkIrBtF0MDAzs7e0ZDIaDgwP3zhJBEG5ubu/fv1dVVSWrwvBLeXk5ADSWa4FAKzXl5eUsFquJw9bV1W3cuBEAtm/fvn79eo5KiZaWlvfv35eQkLh79+6zZ88EkI3+XiqVyu4NkvTq1evSpUtIBiow0Np0794dAHgk4/369Qu5i8i7FgLZ2dkA0LdvXx6uvp6enoKCAp1Oz83NFY4qDAfi4uKjRo0ifb/+/furqqo6ODgYGxvrctG7d++xY8fiopcYTINcvHhRX18/Ly8PAMLDww8fPjxv3jw9Pb0DBw4QbNVlCwsLUSopqvWFwWBaD0Fau2hqagYHB3///j07O9vNzQ0FfU2cOLGgoKCuri43N9fT07OldWIwbR0/Pz8NDY3k5GRTU9ObN2+SBSeSkpKmTp169OhRCoVy8uRJFHouACiOkXdNGlTbpmvXrk3v2hQdHZ2bm6ulpeXl5dWgwZAhQ1BvhgsXLvCnGAD+83bMzc0bM5g9ezZKkAsICBBgfH6ZN28eACQkJKAGqtzY29uzWCwqldpYaG6Lg/xAHhVKEMgAN4VrI0hJSZ07d463zbZt24SipXXx9vYWtQRMh2LHjh3Ozs75+fkoh5BKpc6cOdPExOTXr1+enp4zZsxA9zqCIFavXl1TU2NqajpgwABRq8ZgOjgC9vpksVhfvnwJDQ1FfQhJqFSqpqamwI+8GEz7RVNT88GDBzo6OhkZGfb29mpqavr6+t27dzcxMbl3756EhMSJEyemT58u8PiomEdMTAxaVW2Q0NBQ4HMxNT4+HgBsbW15FCZFBTmb0qudGzS129jY8LBRU1MDAOGUZNyyZQuKSpo4ceLt27fZT6HIVeQoLlu2TGjlDVGM/cePH2tqahqzSUpKqq6ulpWVxaFTbYfflj10cnISjpJWRThb982BIIiCggIePx+MSEARDVlZWVVVVeTB0NBQb29vCoWyffv27OzsBQsWMJnM+/fvb968OTg4WEZG5ubNmxs2bPj58+dff/0VHBwsKSn525awGAym+QjiEKampo4cOdLQ0HDmzJmbN29mP+Xq6vrbRVMMpqNiYmLy/v37jRs3amlplZWVZWZm5ubmysjIzJw58927d2S2rWAYGRlZWFjU1dWhtp/cBm/fvj127BgALFq0qOnDFhUVwe8yNLS0tEhLwWAymTzOogBXoTVej4+Pl5SUZDAY06ZN09PTW7FixZo1axwcHBQUFFAZ9KFDh6LGksLB0NCwV69e1dXVp06daswGVZ0ZN24c3iFssxQXF69YscLS0vLvv/9+/fq1qOW0DARBoMofbZmfP3+mpKSkpaWJWgjm//Pu3TsHBwdlZeXu3bvr6ekpKiqamZldvny5pqZm7dq1ALBx48atW7eKi4sfO3ZswoQJlZWVDg4O3t7eaDXz0KFD2traV65ckZKSunjx4rBhw0T9B2EwHR++i8qUlpZaWlqSj4YcmxWrV682MzObMGECCm/DYDobioqKu3fv3rVrV3Z2dklJiYyMjJ6eHqpP2HwOHjxoaWl5/fr1v/76y8/Pjz3//t69ewsXLqyrq5syZQrv7TgOUA23goICHjb5+fkAwJ3u3xRoNBqDwQgLC+MRPofuJz169BBgfAHQ19f/+PGjhYVFfn5+VlYW6kyIoFAoU6dOvXXrlnCUkGzatGnevHkbNmwwNjYePXo0x9kzZ84EBQVRKBSU7YlpC1y/ft3f319OTs7KysrLy4sgiLlz56Lt5djY2FOnTgUHB7epojK/fv168OABX29hMBgvXrxo+w4hWlFqeuI0plU5cOCAl5cX+jgkJCRQZ7K4uLi4uLghQ4bk5OR07959y5YtyFhSUvLu3bsHDx7cuXNnampqamoqALBYrKqqqmHDhp04caKJtZoxGExzIfjsK7VmzRoKheLk5BQVFfX161d1dXUOgwkTJuzdu7flGmO0MHQ6nclkchzMy8tbtWrViBEjhg8fvmzZsqZ3D2slcB9CTGNcunQJxXbKycnNnTvXy8vLw8Nj4MCB6OdsampaXl7O14BhYWEAoKury2AwGrNxc3MDgPnz5wsguH///gBAoVAaa2a4Z88eJP727dsCjN8cgoKCRowYoaGhoaysrK2t7eDg8PHjRyFrQLBYLFRiVFJScvPmzenp6ejg+/fvFy9ejPZOt23bJhJtHHTaPoQcODg4qKqq3rp1Kz8/nyCI58+fo6/xvHnz/v333zVr1sjLy5eUlIha5v/4+fMne4Mofp8ThE/T58GioqLIyMi3b98KQRWGN2R455w5cxISEtDjVk5Ozp49e8iv38qVK7nfWFpaeu3atW3btk2aNAkABg8ezP2ohsEIxsWLF/v27SspKYnaIHfp0mXq1KkFBQUCD9gh+xDy7RAOHjx4//795EsVFRUOAy8vr2HDhrWgxJYiPT3dxsZGWlpaRkZm0aJFpaWl6HhOTg7HfiaFQvHy8hLhzQg7hBgePH/+fMiQIRxPbNLS0l5eXrW1tfyOVl1djb7/Bw8ebNDg48ePqM/B48ePBVD76dMnpFBZWbmuro7jbExMDPJ25OTkBBi8I1FTU8Pe2k5GRkZSUpJ8uXnzZhaLJWqNBIEdwv/Q0dG5evUq+XLXrl0AoK6uXl1djY64ubnt2LFDROoaxt3dvUM6hPX19SkpKYWFhUJQheFBamoqimlnf0okef36NTo7efJkHoPExMQAgJGRUavJxHQi6urqTExMGrytiYmJnTp1SrBhsUNIEAShoKDAvtLfpUsXDgMPDw/ugyKnoKAAhcYpKir27NmTSqUOHToUVec3MzNDXw5jY+MDBw4cOXIELdX7+PiISi12CDG8YbFYr1+/3r9//8qVK728vK5cudKcvYjAwEAAoFKpJ06c4DiVmJiIIjknTZok8PhkKR0ajbZq1SrkFmZkZJA/PQCIiooSePwOA4vFunnzppWVFY1GI/38yZMnP3/+XNTS/gd2CBFSUlJVVVXkS9RfFOX3IpKSkqysrESgrHFycnJoNNqHDx+aaF9fX4/qxrWqqsbA82C7AzUZsrOza8wApTPIysryCEhBDW9NTU1bRyOmc9GzZ080merp6W3duvXhw4dXrlxxcHAgs/FPnz4twLDYISQIgtDV1WV3CGVlZTkMLCwsZGRkWlBii+Dh4aGsrBwWFoZW2b99+zZ58uTZs2eTvbZnzZrFfod6+vSpiorK169fRaIWT4QYIYMaSwDA8OHDjx49GhIScvHixTlz5iDPxMDAoKioqDnjjxs3rrHNBwqFcv78+Zb6QzoG1dXVWVlZ3759E2DLt7XBDiFCV1eX/H8Gg4Fq0oaHh5MHy8vLe/ToIQppvLC3t9+wYQNfb1FVVW0lMbzB82C7AzXejIyMbMzg9OnT6LYfFxfXmM3y5csBYNmyZa2jEdMRqK2tvX///saNG5csWeLm5nby5Mnc3FxuM2dnZ/R927RpE8epoqIiFBtFpVJR2D9fYIeQIAjCzs7uwYMH6P/r6+slJSXZz6K9/j59+rS40GZibGwcFBTEfoROp9vY2KBG3t27d2df60UcOHBgyZIlQtT4P/BEiBEyLBZr7969DaYYTZ8+vbi4uPmXuHHjRpcuXThcwX79+uXl5TV/cIzQwA4hYujQoeQjCJr4UPEM0iAzM1NcXFxE6holLCxMXV2dr4UGLS2t1tPDAzwPti/I4kNk1DQ3RUVFVCoVAFxdXRs0+PTpEwqVj46ObjWlmPbNnTt3dHV1OR5UJCQkVq9ezX5nq6mpQfcQR0fHBscpKSlBFRlsbW351dAhHUK+204sX7588+bN5eXlAMDR9icuLg4FW/LYDRAVGRkZU6ZMYT9Co9Hc3NxKS0sBYNOmTTIyMhxvcXR0jIiIEJ5EDEZ0UCiU9evXp6en+/v729vbDx8+fPz48Rs2bEhISLhx44aKikrzLzF9+vTS0tK6urrbt2/7+Pi8evWKxWJ9+PABLSp3eCoqKvbt2zdu3LiRI0eOHTt2z549ZWVlohaFEZypU6e6ubmVlZWVlJSsX78eACwsLNiXVB48eIDyFNoU48ePFxMT46uObkBAQOvpaSlQzr+oVXRq6HQ6AFAoFOTyNYiqqioK4QsMDEQledlJTU2dMmVKXV3d+PHj+eqmi+k8HDt2bNq0aVlZWRoaGgsWLNi9e/e6detMTU3r6+v9/PzGjRtHOiaBgYEsFktMTCwoKKjBoZSVlVGr2GfPnglNf5uG4HPFl8Vi2djYaGtre3t7+/n50Wi0y5cv79u3b8yYMWhACQkJVCKvTdG9e3fughaorbCSkhL7si4Jg8EQVaELvDKKwXQkli1bxv2QRKVS3d3dRS2Nb/AOIeLnz5+oPydJcHAwOsVisWJjY9XU1EaOHClakQ3y5s2bdrEt3/R5sLKy8unTp58+fRKCKgwPUOA073KvOjo66PdCoVDmzJkTGhr6+vXr8PBwd3d3VL2sZ8+ezSn/iOnAREREoJl09erVHBvR9+/fRxF/Tk5O6Mjs2bMBQFNTk8eA0dHRpCvEFx1yh5Bvh5AgiO/fv5M/aW4ELtrTqlhbW8fHx7MfiYyMRILNzc0bLN/3+fNnHR0dIen7v2CHEIPpMJibm6NbjZiYmK6u7ogRI/T09Ej/sN3VTsAOIUlubq6jo6OWlpa2tvbhw4fRPIJiMtGHy524gmk6TZ8HCwsLcduJtgCKEeORa/Pvv/8CgLy8/PLlyxvcSJwwYQKuFotpECaT2adPH2g83jguLg6ViomJiSH+2/IxMDDgMWZ6ejr64nFnjfGmQzqEfIeMAoCWllZCQoKLiwtaziGxtraOjIxcvHixAGO2NtOmTfPw8ECRrgCQnp6OdoqlpKSYTCZ7Z2oSX1/ffv36CVUlBoPpWCxatAh1qBs9enR5efnXr1/j4uIyMzMrKirGjx8PAC9fvkQLmZh2h6amZnBw8Pfv37Ozs93c3FADlYkTJxYUFNTV1eXm5np6eopaIwYjPFBfkzNnzty7d4/7bH5+/rJlywBgxYoVx44dS05O9vDwGDJkSM+ePQcMGDB//vzo6Ojw8HA1NTVh68a0B16+fPnp0ydFRcXdu3c3aDBixAhURQbFiKIC6YWFhTzGRFWUxcTEuLPGOiNEM1Z8f/36lZSU9OTJk6SkJH7bYQuZ+vp6IyMjLS0tZ2dnR0dHKSkp9OcfPXo0MTFRXFx869atZGfCkpISV1dXALh3755I1OIdQgymA/Djxw/0Wx47dmyDBmhBnUKhZGZmClmbwOAdQnaYTGZaWlpISAhHZUUeVfUxTaTp8+CvX7+io6PT0tKEoArDG1QjlEajbd++nQzqY7FYd+/eRSHWvXv3LisrE61ITHvE19cXGq8Qg0CJqb179yYIIj4+Hj3n82hqhVoUamtr8yumQ+4Q0vh1IGNjY+l0uoqKipaWloqKyoABA5rpkQoHcXHxJ0+ezJw588KFC+TBzZs3r1ixgkKh/PPPPytXrvTx8dHR0amrq8vJyQEAe3v7iRMnik4yBoNp32zbto3FYklISISFhTVoEBwcHBYWVlNTs3Xr1osXLwpZHqaZpKamOjs7v3r1CgDMzMzQVjDC1dV1+PDh8+fPF526ToSsrCyuQdJG8PPzq6mpCQoK8vb29vHxMTY2lpKS+vz5c0FBAQD079//7t276GEag+EL9BXS1tbmYYOqj+bn5wOAqampmppaUVGRvb39jx8/UEFRds6cOfP+/XsAcHNzayXN7Qu+Q0YdHR2tra1NTExQM+t2hJaWVlRU1LNnz3x9fffv35+YmLhz504U5LN06dKYmBhjY+PMzMycnBwNDY0dO3Zcu3YNncVgMBgBQOEoZmZm3FMRQkxMbNSoUYCrnLVDSktLLS0tkTcIAHl5eexnV69e7eHhgZ5gMJjOg7i4+Llz565fv25iYlJTU/Py5cvo6OiCggI1NbWdO3fGx8fr6emJWiOmXYLWEVBrgMb4+fMnAJANrlDfy5KSEi0trdjYWNKMxWKtWLFiyZIlANC9e3cU6ozhe4cQBVs6OzuvW7euFfS0LuLi4paWlijkiYORI0e+fv26urq6tLRUU1MTu4IYDKaZoKnLyMiIh03fvn3v379Ppjdj2gu7du0qLi52cnJauHChjo6Oqakp+9nevXuPHDny3LlzqCMFBtOpsLe3t7e3//Tp05cvX+h0uoaGhqmpKY3G9wMnBkMycOBAAIiIiGAymY21Nnnw4AEADBo0CL2cOnXqtm3btm/fXlxcbGlpqaqqqqamxmQyv379irqkKCkpvXnzRlh/QVuH7x1ClFw3ePBgHjbkh9HukJGR0dLSwt4gBoNpPmj5rCkrmmRWM6a9EBUVtW/fvgsXLlhZWenq6jKZTA6DAQMG3Lx5UyTaMJi2QJ8+faZMmWJvb29ubo69QUwzsbGxUVNTy8rKOnHiRIMGP3788PPzAwD2Om3e3t63bt1CvZSLi4s/ffqUlpZGp9MpFMrYsWN//PhBFoXG8O0Qurm5ubu7X716ta6urjGbjrHajdYPMBgMRjAMDQ0BICYmhocN6n+jr68vJE2YFiI9PR3Vz0BwO4QMBuPLly/CFdVJqa+vT05ORolDGAymQyIlJbVlyxYA8PDwCAkJ4Tj77du3SZMmlZaWDh482N7env3U1KlTi4uLo6OjXVxcLCwsbG1tt23bVlxc/OjRI7wUyw7fazaJiYlz5syprKw0NzdfvXp1r1692Bd+ampqcnJyfvz40aIihQ2TyZw+fXpYWJi3t/fWrVubOdrHjx9Xr15dVlbW9LewWCxo6AkDg8G0I9asWRMZGZmXl3f+/HkXFxdug9DQ0OzsbMBJ7e0QZWVl9pfcC4gvX76sr68XoqLOS3l5eXFxMYPB0NDQELUWDAbTWri6ur548SI4ONjR0fHUqVPz5s0zNDQsKysLDw8PDAysqqrq2rVraGgoKlDMwR9//IFLT/GGb4dw1qxZaWlp6P9Rx4+Ox+fPn+/evQsABw4caL5D+OjRoydPngjwxoqKimZeGoPBiJCJEyfq6upmZWUtWrRIUVHRzs6O/eyDBw/mzp0LAFpaWqj/BKYdMXDgwOfPn6NmknQ6ncFgsJ+NjY2NjY1FbZQxGAwG03woFMqlS5cMDAz279//5MkTjkdrCwuLy5cv8y5DiuEB3w6ho6Pjzp07W0NK26FXr142NjZPnz5dvHhx80dbuXKlgYFBbW1t09+CGq0oKSk1/+oYDEaEPHv2rFevXnV1ddOmTRs2bNhff/1lYmLy4cOHy5cvx8XFAYC4uDgqRioS6urqwsPDIyIiiouLZWRkTExMHB0dNTU1RaWnHbF8+fJNmzaNGDFCUVGxpqaG/VRcXBzy8MeNGycidZ0LVGGisToTGAymw0ClUnfu3LlgwYLAwMCIiIiioiIZGZkBAwY4OTnZ2tqKWl37hm+HcMKECbt37w4ODjYyMlJQUOA4W1tb++3bN46F8HaHhITE48ePKysr5eXlW2S0yZMn8/WWWbNmEQTR/EtjMBjR0qNHj48fP5qbmxcUFLx+/fr169fsZ1VVVWNiYnr16iUSbdevX/fw8EBtV0k2bNiwcuXK3bt34+QK3owdO9bX19fY2Hj+/PnKyspMJvPKlSvfv38nQ0IkJCRWrVolapmdAmVlZWNjYzk5OVELwWAwwkBPT2/Xrl27du0StZAOBd8OobGxsYqKCo8Ap969e3eMOP4W8QYxGEwnR19fPz8//+DBg0ePHv3+/Tsqma2pqblixQovLy9Rqdq9e/eWLVsIgjA0NJwyZUrPnj3LysqioqIeP3586NCh58+fR0RE4CdsHlAolKCgIHNz8+3bt6MjKACY5OjRo7hWkNBAVQQxGAwGIxh8VxmVkZE5e/Ysb5tt27YJKAeDwWDaD79+/QoICPjjjz90dXX19PSsra1Pnz7dYHy4h4cH6n3EYrHodHp2drYIvcE7d+6gcm27du1KSUnx9fVdvnz5hg0bHj58GBMTo66u/vLly4ULF4pKXntBS0srISHBxcVFWlqa/bi1tXVkZGSLZBxgMBgMBiMEBOkMM2nSJN4GTk5OAokRBunp6eHh4Z8/f63e1kUAACAASURBVC4oKCgoKCgqKpKXl+/atau6unrXrl2NjIzGjRvXvXt3UcvEYH7Dz58/z507l5KSoqSkNG7cOJytJHxu3bo1f/589i47WVlZT58+3bhx4+XLl9vsJ8JgMNauXUsQhKen56ZNmzjOmpubP3jwYMSIESEhIatXrzYzMxOJyPaCqqpqUFBQQEBAZmZmUVGRmpqajo4OdzIFBoPBYEQOi8XKyMioqKiQl5fX19fHicfsdKJWofn5+StWrLh169ZvLcePH799+3ZTU1MhqMJg+CUxMXH27NmfP38mjxw8eFBSUnLFihWHDh0SobBOxfHjx1esWIH+n0KhqKioMJlM1IO+uLj4zz//vHr1qqOjo0g1NkxsbGx6erqamlpjoRyDBg2aN2/eqVOngoKCsEPYGLGxsXQ6XUVFRUtLS0VFZcCAAaJW1HkhCKKwsFBBQYFjqxaDwWAQZWVlvr6+586dy8vLQ0e6du3q4uKybt06HHCO6CwO4c+fP0eOHJmVlQUAkpKSw4YNQ+u48vLyCgoKBEGUl5dXVFT8/Pnz1atXDx8+jIiIOH78OI75wbQ1zp07t2jRItSpUkJCQk5OjsVilZWV1dXVHT58ODw8PDk5WUJCQtQyOzjJycmurq4AQKVSd+zY0a9fv0OHDrE3oCcIYs6cOYaGhoMGDRKdzIZ58eIFAEyYMEFGRqYxG3t7+1OnTiFLTIM4Ojqijrv79u1bt26dqOV0an7+/JmSkqKsrGxiYiJqLZj2QW5urri4uLq6uqiFYFqLjIyMR48eff78WUxMTEpK6uzZs4WFhQAgLS3drVu3/Pz8goKC/fv3nzt37vr167hFIXQeh3DXrl1ZWVmOjo6urq7Dhg2TlJRszJIgiMzMzLNnz65atcrY2BjvE2LaDi9evEDeoLS09OHDh5cuXYqO5+XlzZ49Ozo6Oi0tzdzcnKOUZdOJioo6ceJERERESUmJjIzMwIEDnZ2d58+fjz1MDhYuXMhisahUamRk5JMnT6ZNm0YQBI1GMzExUVBQ+PDhQ1FREYvFMjMzi42NHTJkiKj1/h+KiooAQEtLi4cNCpsvKCgQkqZ2CKrC6uzsjL1BkYMWyNB/MRgeBAQE7NmzJy8vDxVyp1Aoenp6vr6+06dPF7U0TIuRlZXl5uZ2584djuOKioonTpyYMWMGjUZjMpnR0dFr1qx5//69ra1tTEzM4MGDRaK27cB3UZl2yu3bt9euXRscHGxhYcHDGwQACoWir6+/e/duHx+fgwcPCk0hpsMQFRU1a9YsVVVVCoUiKytrYWFx8uTJ+vr65o88e/ZsFoslKyubk5NDeoMA0K1bt6ioKA8PDwBISEi4efMmvyNXVlbOnDlz9OjR165dKykpAYDq6uoXL14sW7asX79+79+/b774DkNlZWVCQgIAuLu7v3nzZseOHQCwbt26oqKihISEyMjIwsLCP//8EwBqa2ttbW2zs7NFrPj/ghqcIrewMdBZHEjDA7RFzPsZog3uD3dIKBSKqCVg2jr19fUmJiaurq4/fvwg23qhDQB7e/uJEyeKVh6mpUhISBg2bNidO3doNNqECRO8vLy6desGABQKpby8fO3atV++fAEAKpVqbW0dHx9va2tbXV29YMECvKIEBEFYWloCwPXr14mOi4SERFFREV9vqaio0NTUbCU9vBETEwOAu3fviuTqGL4oLS1duHBhjx495OTkZGVlG0ti6dWrV2JiYnMu9O7dOzTU7du3yYN0Ov3hw4fr169fsmSJu7s7eoLv27cvXyPX1NSMHDkSAGRlZTdu3Pjq1avi4uK0tLRTp06hFnlycnLv379vjviOxN27dwGAQqF8+PABbRP5+/tz2KDodIS9vb1IdDZGWFgYAGhra9Pp9MZs1q5dCwCzZ8/mPtUZ5oumwGKx3N3dTU1Na2trG7PR09MTpqQORtPnwfr6+pSUlMLCQiGowrQgxcXFGRkZBQUFQriWoaEhuiH379+f/FKdPXu2R48e6PjEiROFIAPTqhQXF2tqagKAqalpamoqQRCoK6yCgkJkZCTK9NbX16+srGR/C1okDQ8Pb/qFFBUVAQCVZ+swdBaHUFVVlcfTT4NUVVVJSkq2kh7eYIewvXDgwAEarYG4awqF8tdffyG36uTJk2jKkZeXb45btWzZMuSbkUfu3bvXYE9zMTExJpPZ9JFR/wMVFRVueZWVlTY2NgDQu3dvfn9BHRUUOCAlJbVhwwYAGDNmTINmqHwZlUqlUChZWVlCFsmDmpoa1Cr2wIEDDRqkpaWh9MI7d+5wn+0M80VTePv27evXrxctWjRkyJALFy7ExcW9ZuPZs2eXLl0S1QzSMcDzYEelvLx869at7F06e/To4eHhwe+qfdNxc3NDF/Ly8uI+a2dnh84GBwe3kgCMcFizZg0A9OvXj3T53N3dAWDZsmUEQRQXF+vo6ADArl272N/1999/kzZNBDuE/4PJZKalpYWEhERGRrIfZzAYLSywhbCysnr27BlfbwkKCtLV1W0lPbzBE2G7gOwjR6PRxo0bN2rUKACQkJAQFxdHx11cXJBlaWnp6NGjAaBPnz4Cu1WojYGhoSF66ePjgwKlunfvvmTJkj179qxZs6Z3797o0pMnT66vr2/KsCUlJWhX8969ew0aVFRUoIiLixcvCqa8gxEYGIg8PRQuGBISwm1TU1ODPp2BAwcCwMmTJ4WvkwcnT54EAHFx8TNnznCc+vjxI1plsLKyYrFY3O/FDiGC3HDgjahltmPwPNghSU5O1tbWJn8gSkpKZMSvqqrq8+fPW+OiaI6ztrZuzAB5p6IKCsO0CKjsMwA8ePCAPDhlyhQAIGe6K1euAABH7MalS5cAYOzYsU2/FnYI/z+fP38ePnw4+gGbmZmxn1q2bNnZs2dbXmazCQoK0tfX//DhQ1OMGQxGYGCglJTUqlWrWltYg+CJsO0THx9P+mOlpaXFxcVoygkLC6upqenXrx/6gYSFhSH7kpISNTU1ALh8+bJgV5w6dSp5I7t58yaFQqFQKB4eHjU1NaRNdHQ0OdGuXr26KcNeuHABAAYPHszDZvfu3QAwdepUwZR3MFAGAgDIy8sDwKdPnwiCSElJ2bRp05QpU2xsbObMmePi4oJsli9fDgAbNmwQtWpOyL7zo0aNOnbs2IMHD4KDg5cuXYpSrHv27InqLnCDHULEli1bsEPYquB5sOORlZWFCnv26tVr4cKFw4YNQ58y/FelSU5OLikpqWUvGh8fjy6Rk5PTmA3ZkIw9mBDTvkDFDpSUlNi3plDj9MDAQPSyuroaFclj/zJcvXoVGg/2aZAO6RDyXWW0tLTU0tKSLEhANvRAoEbGEyZM6Nq1K78jtypOTk6hoaHGxsbDhw8fM2bMkCFDunTpoqioKC8vz2AwKisrKyoqKisr09LSYmJiYmNjy8vLVVRUNm7cKGrhmDbKggULCIJQVFRMTU2VkZG5cOFCTU3NkCFDUG56UlKSlpZWfn7+4sWLUW16ZWVlV1dXb2/v69evz5kzR4ArDhw48M6dO9+/f6fT6R4eHgRBrFu3bt++few2aPVLUlKyvr4+ICBg2bJl5J5hY6SkpACAlZUVDxu0+fnx40cBZHc8DAwMVFRUSkpKqqurAeDnz59OTk5XrlzhTklXUVFBjzvkpnHb4fTp00ZGRtu3b4+KioqKimI/ZWdnd/r0aVVVVRFJax9MmDBh9+7dwcHBRkZG3J3oa2trv337RoaiYVobJpMpJiaGq8u0cRYsWFBYWDhw4EA6nY5CLUhqa2sB4NevX9OmTUtNTW3BjuGoIZCUlBSZLsiNnZ0dhUIhCOLNmze8Z0NMmwWVxdbW1mb/8ujq6gIAWRgP9ZzIzs7Oz88nvw+oQIOenp6QBbc5CD5XfNesWUOhUJycnKKior5+/aqurs5hMGHChL1797aw39oS1NXVrV69usGML24MDAxEWEUDr4y2cerq6tBn5Ofnh46g8NE1a9aQNg8fPkTfJVTTjPhv+46M+eSXoqIi9Lgzc+ZMAOjWrVt1dTWHKrRLOWrUKLSduH79+t8Ou2rVKgDYvHkzD5vExER0RcGUdzz8/f3JewVa8KbRaLNnzz558qSfnx97cc42Hm2bn5/v6+s7fvz4IUOGWFpaurq6vnz5kvdb8A4hoqqqSk1NjbdNz549hSOmQ9L0ebCysvLp06dorx7TZnn+/DkAyMjIoJ43Xbt29ff3Ly4uJgiiurr62rVr5PLlvn37WvC63t7eACArK8vbDH3f2Gu2YdoXL1++BAAdHR32g6gInIqKSkVFBUEQLBYLrd+lpaUhg6qqKpRUHxoa2vRrdcgdQr7bTkRFRe3bt+/ChQtWVla6urpMJpPDYMCAAQJUvRcCEhISR44c+fz58/bt283MzDQ1NTmWoBQUFIyMjBwdHS9fvpySkmJsbCwqqZg2TkJCAtoOQoVeAKCqqgoAZGVlSZtx48ah1QdU1BH+izBElgKgqqqKdupCQkIAYOrUqewVTevr642NjVHq2pkzZ5DT+OzZs98Oi+ZmMgyyQdLS0uC/3nQYAFixYgWqywoAhYWFMjIyCxcuNDQ0vHHjxpo1a1Dfjj59+lAolLy8PCqVOn78eJHqbZSuXbuuXbv2wYMHCQkJz549++eff8h0AAxvZGRkzp49y9tm27ZtQtHS2UFh8zU1NaIWguHFv//+CwDq6uq5ubl9+/ZNTExctWoVWj6TlpaeOXPmu3fvDAwMAGD37t0/fvwIDg4+ePDgoUOHrl+/XlpaKvB1+/fvDwDV1dUopqNBkpKS0Jw+dOhQgS+EES29e/eWkJDIzs5OT08nD9ra2vbr16+kpGT+/PkMBiMuLq6iokJRURHtHDKZzMWLF+fn5/fq1Qsto3dqCD5XfBUUFNhjrLt06cJh4OHhwX2wbcJkMgsLC5OTk9PT06uqqkQt53/gHcI2DorMpFKp5JG9e/cCwKxZs9jNkH/o7e2NXgYHBwOAqampwNetrKzs0qUL+uXq6emhfMWsrKytW7eSQWvbtm0jCCIuLg4AmrJBgbrYy8nJ8SjabmtrC20yEU6EVFRUoOeMBrGzs/vw4QNaAlBQUGiz1bYEAO8QYoRD0+fBwsLCyMjIt2/fCkEVRmAcHR0BgEKhUKnU5OTkBm3Onz+PbqEc0b/i4uIrV64sLS0V4Lp0Oh19l3hUhRg7diwAyMvLCzA+pu2AMgY5nsRevnxJBk+NGDEC/iv4l5iYiGr1SUhIxMTE8HUhvEMIAKCsrMz+kk6ncxi8fPmyRXpwCwExMTE1NbX+/fvr6+ujMusYTFNAkS1MJrOsrAwdGTNmDACEh4f//PkTHWGxWGjFGi15AsDFixcBAJUbFQw5ObmUlBR0a/v69eukSZOkpaV1dXV37NhRUVEBAF5eXig8Bq2nkt4jD4YMGTJ8+PBfv34tX76c+K9dLzuXLl26f/++hITEokWLBFbe8ZCXl2/QIezXr9+5c+dGjx5tYWFRWVlJo9EqKipQrBQGg2kNZGRkqFSqnJycqIVgeIEeFwmCGD9+fGOraeROIEEQZmZmS5YsWbJkyeDBg+l0ekBAgKmpaU5ODr/XpdFo1tbWABAQEIAWQDm4du3a48ePAWDevHn8Do5pU+zatUtcXDw4OHjdunXk88zw4cPv3LmjpKQUFRWFygG+efOmW7duAwcOfPTokaKi4s2bNy0sLESrvE1A8Lnia2dnR1Z0ra+v5+izhJJ3+/Tp06Jea6cD7xC2fVA4KCruQhAEi8VCsXZz5sxBxfqPHz8OABQKBe2oo+1BcXFx1Cy1OaA1VPaAZxqNZmJikpCQQNqsXr0aAObPn9+UAePj41FtyYkTJ37//p08Xl9fv2vXLvSXbt26tZmyOx49e/YEgD179pChwlQqlb2+iKWl5YwZM6ClU2IQ8fHxO3fuXL58uaurq6+vbxNLKDcfvEOIEQ54HuxgkM0A582bd/jwYT8/v6ioKHaD0tJSchGTI9n+6dOnKGdh2LBhTeyoxE5BQQGqYkqlUj09PcnmT1VVVc7Ozmg3UoBu1Zg2yOnTp9EHOmTIkICAgNjY2JiYmCNHjnA3CpKSknJ0dMzOzhbgKh1yh5Bvh/Dhw4dDhw4tKysjCKK8vJzdIXzx4gVKzWxivXtMY+CJsO2DNvrExcXJ1OS4uDjkVjk4OKSkpKA95379+tXX1x85cgTVmWwRt+rnz58oFvHGjRuZmZncUTRZWVnIRfn333+bOOb169fRxqOUlJS1tfWiRYumT5+OyqUAwOLFi/nqdN9JQFPCly9f8vLy3N3dydLKFAplxIgRFy9eZDKZnp6eAODp6dmC101OTiYzGNmZPHkyuz/fSmCHECMc8DzYwUDlPTiQkJBwdnauq6sjCALdLRF9+/bleHtmZiaakvz9/QW4elxcHPIJkVuorKysrKxMBqYqKSllZWW1wB+JaQNcunSJu/IzAKioqISEhLx8+fLx48fx8fG/fv0S+BLYISQIgmCxWDY2Ntra2t7e3n5+fjQa7fLly/v27UMhc+jnnZ6e3sqyOzh4Imz7FBQUIB9PWlo6IiICHSTdKtIxGDt2LOlWLVmypKXcqu3btwOAvLx8ZGQkx6ns7Ow+ffoAwOjRo/kaMzk5+c8//+S4gerr61+9erVFNHc80A4hmXvAYDDy8vIyMjLKy8tJm7/++gtadIcwJiYGTXWysrLOzs4+Pj4+Pj7Tpk1D38bu3bt/+fKlpa7VINghxAgHPA92JH78+MFefllSUhKtnyI0NDQKCwvR7IlWMydMmMA9yJkzZwCgd+/egmkoKCiwtLTkyE6kUqnTp09nb+eL6QAUFhbu2bNn9OjRhoaGRkZGNjY2Bw8eRFtZLQJ2CP8/379/19HR4Xa+EadOnWpNwZ0CPBG2C0JDQ8mmulpaWra2tra2tqhoJwfdunW7dOlSC16aTqdPmDABTWZz584NCQl59erVv//+6+npibwFHR2dxhqL8yYzM/P06dM+Pj7+/v7Pnj3DG4M8mD17Nu8poaamRk1NDQCePn3aIlfMyspSUlICgDFjxnB8vqmpqSgtp0+fPhz9SFoW7BBiBODx48dNSWnmhq9a8Ji2CZ1OJxdGEebm5lFRUUlJSWSvTtI/ROUfDx8+zD1ORUUFSmEQbHZD1NTUnD59esmSJcuXL79y5QrvOY5Op/v5+Zmbm/fp02fQoEHz58/PzMwU+NKYDgN2CP9HUVGRi4sL+2YIAFhbW3PvV2AEADuE7YWYmBj0xM+BnJzcypUrkVv15MkTAXIefkt9ff3ff/9NeqTs2NjY5Ofnt/gVMRzcv38fAOTl5RuLiUBdB7S1tVsqNQXVPBg5cmSD69mFhYVoqa5VO8FihxAjAGT1SH65fPnybwevq6tLSkpqjpOAaVVcXFwAgEKhXLhwAbVmJaFQKOzdodFztrKycklJSYNDoUzCN2/eCEH24cOHyShTdsFWVlZtqi49Rvh0SIewSV3auVFVVQ0KCgoICMjMzCwqKlJTU9PR0WkwZheD6cBYWFgUFhbevHkzMDAwLS2NxWLp6ek5OTmh+a9VERcX9/Pzc3FxCQoKiouL+/nzp6ys7IABAxwdHadMmdLaV8cAwJ9//jlmzJgnT56MHTs2PDwcReoiCILw8/PbsWMHABw4cID9iYcvysrKrl27FhkZ+fPnT2lp6YcPHwKAn58f92MKAKipqe3evfuvv/4KCgpav369YFfEtCATJ068e/cuR8Pbzomzs7ONjU1tbW3T32JgYEAQBMqX5k15eXlxcTGDwUBVDDBtjatXrwKAg4PD0aNH8/Ly2E8RBMFgMMiX5eXlFArl6NGjHAXtSePKykr4r6lvq+Lk5HTp0iUAEBMTMzAw0NHRqaio+Pjx469fv6Kjo7W0tL58+aKqqtraMjAYocH3Y0plZeXt27e1tbW1tbV79OgxYMAA9rNVVVUpKSnDhg1rOYUYTFtn+vTp06dPF8mlBw8ePHjwYJFcGgMAV69e/eOPPz5//mxiYjJjxgwrKytFRcX09PSbN2++e/cOALS0tFasWDF//nwlJSUzMzNvb+++ffs2cfCAgIAtW7Zwd2QODAzs27cvWdqUHTs7OyqVmpqaWlxcjB9WRAuLxYqJiWlwD79zoqmpyZc9hUIhGmqEg2lfxMfHo1Zk7969+/LlCwB07969uLgYrQ7Iy8vX1NSw+4Te3t4oGp+bxMTE8vJyeXl5HllLLcKRI0eQN2hiYhIZGcnune7du3fTpk1lZWXDhg37+vVrq8rACIf379+fP38+Ojo6JydHSUlp8ODB06dPnzFjRme7e/PtEJ48edLT01NaWtrAwODy5cscDiGNRkNroqj5IwaDwXRg1NTU4uLiVq1adeXKlatXr6KFcISYmBiLxcrNzUUvq6qqQkJCQkNDJ02adPv27d/ONCtXrjx27BgA9O3bd+7cufr6+pGRkadOnQKAkydPvn79+unTp9xBGbKysioqKoWFhfn5+dghFAJPnz6NiYnJyMioqqpiP15dXZ2Tk1NZWclRwQLTGqA9WLwT23aoqam5cOHCvXv3UBAZAIiJiSFv0N3d/dChQ6mpqRs3brx79y7a8WPnx48fDY5J/FdNbfLkyRISEq0nnsVibdy4EQAMDQ0TExM5zm7YsEFDQ2PBggVZWVlnzpzB7XnbBcXFxXV1ddwlHurq6tzc3E6dOsVisUjLL1++XLt2beDAgdeuXeNuVtGRIfjMCRk4cCAAcHSPYWfBggUuLi7ND2btzOAcQgymffHx48dNmzZNmTLFxsZm/PjxpL/Xs2fP5cuXu7u7z5gxg9zT+22VvNOnTwMAjUbz9/cnax48ffoUAHr06IGScBwcHLjfiHrDAsC3b9+aIjs6OnrWrFnIdZSRkRk5cuSxY8dQCfjGwDmECDqdPm3atN/OsKgrKUYA+JoH0Y5Ta0vCNIUXL1706NGjwZ+Drq4uu2Vpaenjx49DQkLCw8PZzbjLMrNYLA8PDwCQlJRsfi9f3gQFBQEAhULh0Yiid+/eAGBkZNSqSjDNJDw83NDQkH35tWvXruS3i06no8rqYmJijo6O4eHhCQkJL1682LJlC9oTVlJS+vz5c4Mjd8gcQr4dQllZWd7l7Hft2jVw4MCWUddZwQ4hBtN+QdUUJSQkwsLC2I8zmUzUhQIAeKya/fr1C81G69atYz9eXFxMpVIpFMqdO3dQUmJcXBzHex8/fozmvN+Wh62srHR0dGzwoU1fX//t27eNvRE7hIiDBw+ify4ZGRkzM7OZM2c6NgSu0ysweB5sj0RFRaFygzo6Oj4+Pk+fPuWoJ7Rlyxbud7169YrjLmRjY3Pnzp2MjIyMjIzg4GCy8+qJEyda+09ASfjdu3fnYePr64tu8q0tBiMwM2fObHCCAwADA4Oqqqrdu3cDgLy8PNk5jKSgoAB95YyNjRkMBvfg2CEkCILQ0dHh/U+wfPlyBQWFllHXWcETIQbTTvH29kary42FUaB+IWJiYuztChFv3741MTFhDzKUkJAYN25cQUEBMrC1tQWAWbNmzZ8/HwBWrFjB/vb6+npTU1MA+Pvvv3mLrK2ttbCwQOOvXbv25cuXRUVFX758OXXqlLa2NgDIysq+e/euwfdihxAxdOhQAJg4cSL56WBaFjwPtjtKSkrQYtaUKVPYm9+gLqliYmIUCoVCofz7778cb2QvPLFy5Ur2FoUkcnJyZ8+eFcJfge6iQ4cO5WETGRkJ/6W5YgQmOzv77NmzW7Zs2bt3771791qwduvcuXPR10ZDQ+PAgQMFBQWVlZVXrlwZNGgQOk4WwmysJVhBQQHqnNlgK2bsEBIEQUyePJn3P8Hw4cPl5ORaRl1nBU+EGEyr8uPHjwULFujo6CgrK2toaFhYWISHh7fIyHp6egAwfPjwxgyqqqpQstOOHTvYj2/atKmxfDMxMbEbN24QBPHq1Sv0Xnt7ewAYMmQI+7CoEoOCgsKPHz94i9y0aRMAKCsrv3z5kuNUWVmZjY0NABgaGjbYLgU7hAhFRUV5efkW7HSM4QDPg+2OLVu2AMDAgQM5+uIMHz4c3cpGjRqFdl3Yz27duhWdRTfAsLCwr1+/enp6mpiYSElJycjIDB06dMuWLULrpTR27Fh0A+Rhg8JKaTSacCR1PFJTUydOnMjt83t7e/POWWgKqBw3AFhbW3OfRRuDCCMjIx5R/ahx1LRp07hPYYeQIAjiypUrlpaWjZ29efMmAJiYmLSYwE4JnggxmNZj4cKFDbpe+vr6OTk5zRwcVTtosKsySa9evTjmKhSAhHy/Bn1CADh9+jRBEP7+/qR4JSWlx48fP3r0aNeuXag9l7i4+L1793grLC0tRdmMt27daswAle8PCgriPosdQkSXLl0sLCxEraIj0/R5kMVi5efns29JYUQCar0TGhrKcfzKlSvsy1sAgFKzoqKiTExM0HHUjx4Afrue1dogN4BGozXY7hVhbW0NAF27dhWmsA5DREQE2p2j0Wjjxo1bsmTJokWLyPItZmZmzVxoMzAwAABNTc3GDKZOnYqutXz5ch7jxMTEoAcD7lPYISQIgqDT6fr6+ufPn+c+FRERgaIFNm7c2MIyOxnYIcRgWgkyF6VBJCQkmlmxoCk/XqRh0KBB6GVpaSna92NvV2hsbHz27FkfH58hQ4aQB6OjowmCuHr1aoNNX/X09JABb9DDGcciPQd79uwBgEmTJnGfwg4hYubMmb8tKcHjgRLzW5o+DxYXF0dGRiYmJgpBFaYx6urq0FoVd095Op3OsdSFYkfJl3379kX7ciKPL0PdYpA2IyOjS5cuFRcXc9i8e/cOGSxdulQkIts1X758Qd6UtbX1ly9fyOMsFiskJARFaTY49TQRJpOJvmw80k3JZk4zZszgMdSHDx8AQE1NjftUh3QI+W6yQaPRfHx8XFxcZs6cGRIS8vr168jIyOPHsMDx/QAAIABJREFUj0+ePNnGxubnz58KCgqrVq3id1gMBoNpbdasWRMXF4f+X1pa2szMbO7cuaNGjSL9q/r6et4e429B2TKfPn3iYVNYWAgAampqpComk0mhUFAzLpQKX1lZ6ezs7OXllZCQcPLkSWQ5btw4BoMxa9YsOzs7ANDV1e3bt++AAQMcHR3Pnz//+fPnP/7447cKU1JSAMDKyoqHDYrs+vjx429H67QcPny4urr69evXPGzQti2mtUEl48nC8RiRgJKiKRQKelZmh0ajoVuKmJgYWvZCD6AAoKqqeujQoW3btkVERACAk5OTsHWz8fr165EjR6IgOABITU3966+/tLS0PDw8ampqSBtzc3OCIKSlpf39/UWotp2yfv368vJyKyurBw8eoK08BIVCcXBwePz4sZSUVFhYGEfh2aaTkZGBbgUuLi6N2XTp0kVKSgp+N8dlZmYC/w1U2zGEQCu+KAWFGykpKe50YQy/4B1CDKbFqampIdeknZycOMo/bt68mTy7Z88ega+CwkF5hM2XlpaiHzgZVso+3zg6OlZWVqI+EP7+/uS7yKaC7u7u79+/R4Gpz549E0Chu7s7AKxfv56HTXJyMgCoq6tzn8I7hCRJSUkjRozIzc1t8Gx9fb2MjIyQJXUkmj4PFhUVRUZG8iiNixECTCYTLYdlZGRwny0oKECP4Og2u3HjxrCwsNLSUiaT6e7ujg6qqamJsCpvaGgoKmYjKys7e/ZsDrdWR0dn69atZmZmSKqYmFhkZKSopLZfCgoKUK3sT58+NWazbt06AJgyZYpgl0hISEAfGfldKioq2rx5s7W19YgRI2xtbf38/GpqatAqsKSkJHd1NxK0PNFgkbYOuUMooENIEMSNGzfI4G/0Ix87dmxjhekwfIEdQgymxdm8eTO6Wc2aNatBAzLXvDmZIQcOHECDhISENGiAdiDFxMRQVIWDgwMZKUqj0VA+/YkTJ9DLM2fOoHehQi/omQk5kLxjXX6r0N7enofNjRs3AGDw4MHcp7BDiLC1tTU3N9fQ0JCQkDA1NTX/vwwaNEhdXR3+2wnBCEDT58H6+vqUlJTCwkIhqMLwAG0D7t27t8GzcXFxZPlQGo2moaGhrq5OhpIqKys3P4VbYBITE5G/OmXKFFQ3mE6no3sdNwoKCs+fPxeV1HZNaGgo/N9yaNwkJiaif2R+B2exWAUFBWR4zsOHD5lMpp2dHXfJAHFxcfLgggULGhzt4cOHYmJiYmJiDfo12CHkhMViZWVlPXv2LDY2tqioqBXkdVKwQ4jBtDgofo9CofBYhEarhs0sJo4cNjExsVOnTrEfr6ur4x2oyZ6TtmzZMnRwxIgRe/fuZV99A4CBAwfyWNfkzbt37wBAVlaWxwM0yrn38PDgPoUdQgSPJlfsiFpmOwbPg+2OixcvAkCXLl3S09O5z9LpdDMzM+7fCIVCmTRpUk1NTXp6+vXr1wMDAx8/fvzr1y9hKkcZjBMnTuRoOhcTE2NhYYE6KwKAmpoaR3VoDF+gIFtHR0ceNtXV1ehfu6KioonD5ufnu7m5aWlpsX+vunfvTh4RFxc3MTEZMWJE79692dNZUfb+ggUL2MvYsFisixcvysjIAMDKlSsbvGKHdAhp0AwoFIqOjo6Ojg7H8YkTJ969exf9Q2MwnZPy8vKSkhIZGRn2RVCMCCkpKQEAOTk5Hh/HyJEjHz58SBBEcy4UGxvbp0+furq6JUuWbN682crKSlJSMjc3NzY2lk6nI5tp06ZZW1urq6tnZWVt3rwZHUfFGNDK5bFjx3r06LFr1674+Pj4+Hj28R0dHU+dOtVgXZmmMHDgQDMzsxcvXri6ul69epX7X+PGjRt3796l0WgLFy4U7BKdgRkzZoSEhJibmxsaGnJ/FtXV1V+/fkVpURhMJ2HOnDnHjh2Li4uztra+cOEC+/pXbm7u0qVLX7x4IS8v//Dhw4iIiIyMDBqN1qdPn6VLl0ZERJiamiYlJZH2UlJSs2bN2rlzpxAScbOzsx8/fkyj0Y4dO3br1q2rV68mJCRUVlYqKCgMGzbM3d192rRpGzdu9PHxMTMzQ601MIKBbpUVFRU8bMrLywGARqMhl+y3REVFTZ8+HdWJERMTU1BQKCsrA4Dv378jg1mzZl28eJGMxImLi0NZoAAwZsyYiIiIs2fP3rx5087OrmvXrnV1dQ8fPkTbjGPHjj148KDAf2z7g2jpFV8mkykvL8+jswfmt+CV0fZLTU3NgQMH+vfvT/7E1NXVly5dmp2dLWppnR0UrcS7it2kSZPIG2Nz+P79u76+foO3XGlp6bi4OGRWXl4eHx+PKpgjZs6cmZeXR46Tm5t75MgRtHqNkJCQaKY2giBev36N4qOmT5/Ofjk6ne7v748SFBsrFo13CBE5OTlycnI8ZjoWiyVA1BOGBM+D7ZG8vLy+ffuim9XIkSM9PT29vLxmzJiBbjiysrIcHV+ZTOaKFSuQvZSUlJWVlY2NDTmCqqpqTExMa2tGG5vDhg0bMWJEgzdtc3Nz1NpOSUmptcV0bFAVLiUlJR7NBi9dugS/q4NNkpCQgPzGoUOHhoeHo94zZWVl8vLy6LOjUqmoxwlBEEwm09vbG3mGaOGVRqPdvHmT/L6RyMvL79y5k06nN3bdDrlDKKBDGBkZuX37dmdnZ/v/i62tbb9+/Zr/ONXJwRNhOyUtLQ01YgIASUlJJSUlOTk59FJGRiY4OFjUAjs1KKeLQqFwV0UnQTWvxcTEWuSK9+/fnzBhgr6+fvfu3fX19SkUCpVKffHiBUEQV65c6dGjR4MPH8jrW7JkCRqkpKSkS5cu8F//rr59+7aItlu3bqF5VFJScvTo0QsXLrS3t+/atSsSsHDhwsYCa7FDiGCxWL+tjY7WoTGCwdc8yGAw8DJ0G6G8vHzZsmWowAw7VlZWSUlJHMZow41KpW7cuJE9bO/ly5fDhg1DzkNaWlqrCkZp1ag7q6Ki4pYtWxITEzMyMt69e7dp0ya0qaWtrY3+itra2lYV07FhsVgoqNDX17dBg7q6ugEDBgDAtm3bfjtafX29kZERAEyZMoXjczE3N2f/7qmpqWloaLCHw6CPGwA2bNjAYDBevHjh6+vr5eW1ffv20NDQ32ZkYIeQIAiCTqdPmzatsecYEnxrbg7YIWyP5OXloUd8TU3NwMBAlALBZDKjoqJQMwAxMTEUjogRCY6Ojuju1Nhj+t27d5GBlpZWi1/dw8MDAGbPnt1YIg03ioqKBw8eRPMWmQHfYLN4wUhOTuaumqChodFgm1kS7BByU1NT8/nz58TERO6WZRiBafo8WFlZ+fTpUx51CzHCJz8/PygoyNPT09XV9dChQ9yuIEEQqampaLvm0qVL3Gdra2vRY73ABSebyOnTp9HdT19fn7tEalpamq6uLjKQlpZuVSWdAbQfS6PRrl27xnGqtrZ2xowZAKCurl5aWvrboS5fvozm66qqKo5TqCk66cbzQEJCApUR4gvsEBIEQZABtTIyMmZmZjNnznRsCBHWDu4AYIewPTJ79mwA6NWr1/fv3zlOMRgMVL9YU1NTyLnyGBL2jkPjx4/niAa5cOECuXx448aNFr+6hYUFAFy7dm3o0KHoKoaGhmTNPSUlJRRS1SBkE2d9ff0WF/bp06czZ874+Pj4+/tHRETU19fztscOITvfvn2bN28eudgMAIMHD75y5QqeAZtP0+fBwsJC3HaiPbJgwQIAkJSUlJWVVVBQMDIyIpvxINLS0pDH+PX/sXfe8VTufwD/POc4x95bJKNIQkNUKooG19XSuGlp3vykoa29SOPmttyiRUNb5BrR4KZSRpGQjArh2Ps4398f33o6HSMyq+f96tXrGd/n+3zO8Zzn+/18P+vt244T48yZM/jH26jWihBKSEjAT2P//v07Toxfh0WLFuFxbdq0aXfv3n3z5k1KSsrJkye1tbWxhnbv3r2W9DNr1iwA2Lp1a8NTeGw9dOgQzv5F5jTp0aOHvb29m5vbwoULyRhFUVHRZvyGGoVSCBFCCM9mrKysvkOlpmghlEL4w5GRkYEzFMfHxzfaoLa2Fr/sDh8+3MmyUZBgrQwjKChobm7u6Og4a9Ys7nVEZWXljrg19iVesWIFvsuSJUtwJk8AWLhwIW6DXUMbaoOk0tjaQasjoBRCkufPn8vKyjaqw0+bNo1yLWsjlEL4c9NU3XBJSUkyyhohZGZmBgA8GZvbl/Xr1+Nb7969u9EGpaWlOPrDwsKi48T4daivr3d2dm40u5ucnFxEREQL+zEyMgKA27dvNzyFYwjXr1/v7u5OjqRHjx7lbsPtINPaWIyfUiFsdfLD1NRUUVFRX19fHJBDQUEBAP/++y+HwzE1NdXT02u0AYPBwKHzAQEBnSsaxRdCQ0PJGXxVVVVYWNjff//t6+ublZWFDwoKCpJlbdsXHJ3o7e0NALq6uq6urthDlUajXbp0qUePHnZ2dnZ2dg0vRAgRBGFmZvbhwwfsBkPRHSgvL584cWJ+fj4AGBsbOzo6/vXXX//888/GjRtHjBjh5+e3cuXKrpbxV0FISIhOp5MB2xTdHxMTk7Nnz+LtcePG7dy509nZeeDAgQRBFBUVDR8+PDQ0FJ/FGdrIV3RHkJSUhDe2bNlCWgtJSktLJ06cWF5eDgAtzHtJ0Tw0Gs3d3f358+d//vmnjo6OlJSUoqKiiYnJvn370tLScDXLloCzc5PpQ7nB8Tt37tx5//49PrJ9+3YyfREmPj4eAIYMGQIASUlJd+/e/f6P9FPQ6rITBEHo6+tj5ZiiO1BUVCQoKNiMvxlFJ5CWlgYApDdgo+AQ+Tdv3nSSTBQNEBAQyMrKMjU1ffz4caMNpKWlHz16NHHixHa/tZGRUWRkJE63bWpqKi0tjRACAA6HU15eXl5ejsMhSAwMDFgsFp4G+fv7k+lPKboJnp6eWVlZQ4YMOXjwIE8CAwB4+PChtbX10qVLm1ohomhHhIWFcZw2xQ+Bi4tLVFQUAPDz89fU1Bw4cAAnIwSAly9fGhsbV1RUWFtbFxcXCwgIVFdXA0CHznDKysoAYPTo0eHh4fPnz/fz81u0aFHPnj3r6+sjIiI8PDw+fPjAYDDq6urIEnkUbUdfX//YsWNt6UFVVfX58+cJCQnjx4/nOTVt2rRt27YlJCTgUBEajSYsLFxSUkIqL9u3b8fD8cmTJy0sLD5+/Lh3794xY8a0RZ4fnVZbCMeOHYvXRJsB/4ApOg4Oh+Pr6zt69GgmkyklJSUoKKiurr569erc3NyuFu0XpZmVKhJ8ls1md5JMFI0hICBw7969gQMH4l0ajSYkJKSmpmZhYaGoqPju3bvJkycfOXKk3e9rZ2eHnT8Jgjhy5AiHw8HHXVxctmzZYm5uTgY5kKVyMzMz8RFcSp6iW3Ht2jUDA4OQkJCG2iAAjBgx4tSpUydOnOh8wSgoujMcDgdn9TQyMsKLpNx1VnV1daOjo2k0Wk1NjYODAwBg1REnk+wgcPlyMzMzFxcXBoMRFBQ0efLkwYMHGxkZrV+//sOHDxoaGvPmzYPPdieKbsK4ceMAwNvbm2da5evre/DgQbxdX18PABwOZ/Xq1RoaGtgx59ixY9u3bwcAY2NjPT09rAeShuJfllYrhIcOHaqsrMS1RJqiEwqJ/soUFRWZm5vb2dlFRESQda7fvn178ODBPn363Llzp2vF+zVRU1MDAO66ug3B/gnq6uqdJBNFEyxbtuz58+cSEhJ37typr6+vqKhIT08PCQlJT09fuXIlQsjJyYl0WGovDAwMcAQjNgySawdnzpxJTk42NTUlFUI8gNXU1JDX4iMU3YqkpCRvb+9mnGUmTJiA57IUFBQkFy5cqKmpIQji1q1b1tbWAHD48GFyJgMAurq6lpaWAHDz5s07d+4kJSUJCAhw12Jtd7CPop+f3/bt2xMTEzds2GBkZCQnJ6empmZjY+Pt7f3ixYvIyEiyJUU3YdasWXJycq9fv163bh158MSJE7Nnzy4tLe3bty8ZgS8qKqqoqFhYWDhp0iRFRUUHBweEkKioKB7o8YoAZf79njqECQkJxsbG79+/b/RsbW2tkJBQe8Q3/ro0E0xfVVWF42jFxcV37dqVnJzMZrNZLNaNGzfwcQaDcffu3c6X+RcHry3x8/M3lQyNw+HgP9DevXs7VzSKr4iJicH1AJvKY+bo6AgAurq67Z4oEq8INMPcuXNlZGTwdlhYGLlwHh0d3b6StAUqqQxGTEys+epKHA5HVla20+T5+aCSq/2U4EhpeXl5hFBJSQnORmFnZ8ed9jkoKAgACILAId/r16/vUJGKiorwi3fXrl2NNtiyZQuWubS0tEMloWgtfn5+WOubPHlycnJyTEwMXlqdPXt2o74bJL169crNzcWd4Fp6rSo39VMmlWm1QjhhwoThw4crKCgwmUwjI6PhXzNgwAD88+5gsX8wcnNz37QG/Hw3OhDihRA5ObmXL1/ynKqrq8NJeKnXVpdgZWUFAMbGxo1++Zs2bQIACQmJ/Pz8zpeNggSHlc+ZM6epBqWlpZKSkgAQFRXVvrcmXUCbQlNTkwyFys/P7927NwDQaLT2FaONUAohRllZuflKWQ8fPqSqlrWFliuENTU1CQkJOTk5nSAVRRuZMGECAPTp0wfvhoWFYXcJY2PjGzdusFgsNpvN7aBhbGxcVVXV0VKRuWTWrFnDXRqqrKyMzA514cKFjhaD4jvw9PRkMBj4b4STi5L5pSQkJLBRlyAIJpNJEAR+qwwbNoy7BzExMQCwsbFp+U0phRAhhHBNj2/SwWL/SJCptFqLr68vT1dFRUU4tDo0NLTRe9XW1uLg7H379nX8J6P4ivT0dJwEUk9PLzw8nLQeZGRk4CKEANB8yW+KTgDnrLtz505dXV1sbGxoaGhUVBSPlo4XVlxdXdv31kpKSuSv29bWFucdBQBLS0tcj4sb7DQFAOPGjWtfMdoIpRBipk6deu7cuabO5uXlaWpq9uvXrzNF+smgyk78lMyfPx8AZGRkyCMBAQF4Ht8oBEEICQmNHDmyoxX+DRs24DtKSkrOnDlz8eLFM2bMwKWACILYsmVLh96doi3ExcVZW1uTaiEACAsLz5s3LzMz89WrV9jEMn/+fIQQzicnLi5OVtzFoaoAEBsb2/I7/pQKYauzjE6dOtXPz2/48OF9+vTBWjU3lZWVb9++DQsLa223PzGKiooyMjKtigIqKioCACaTyXM8JCSkurpaX1/f3Ny80QsZDMaKFSsWLVp0+/btNWvWfLfMFN+Bmpra7du3J02alJCQMHr06J49e8rKytbU1CQmJiKEaDTa3r1758yZ09Vi/urk5eUBgK+v76xZs/APDQDodPrIkSN37NiBw/xUVVUBICcnpx3ve/ny5Q8fPpC7V69enTdvHg6nuXPnjo6OjrS0dGFhIdkABwMLCgoGBga2oxgU7cX8+fOnT58uKys7btw4MlIFADgcTkBAwMaNG9PS0sgpJgUFBWbq1KmnT58uKChISUnp06cPAFhZWb1+/drd3f3mzZtv377laY8QqqysfPDggaKi4uLFiz09PdsoQEVFxYMHDz58+ECn03v27GliYoLnWnv27Bk8ePC6devS0tIuXrxItu/Tp4+7u/vvv//exvtSdBz6+vr+/v4RERGjR4+WlZX19/c3MDAgM9NaWFiEhIScPn26urr6/PnzYmJiJSUlGRkZvXv3XrBgAa4FNXLkSAMDgy79EN0A1MoV36ysLBERkWZiJzgcjpiYWDvpq78oTa2M7ty5EwCWLFnSzLUvX74EADk5uY4UkKJJcnJy/vzzT+61EjqdbmFhwV1pl6ILwcoeN+Rsnkaj7d+/HyG0dOlSANi2bVs73pe7JAkZKMitSDSEyWRmZWW1owztAmUhxHA4HDxHNDAwWLRo0fbt29esWWNra6upqUn+lT9+/NjVYv7AtNxCWFhYGB4eHh8f3wlSUbQd7NGnpaXV8BTOO0r+ghYuXLhw4UKsN2Ja5dfHA4vFcnR05KlgISYmtnXrVtIrtb6+/vHjx4cPH163bp2Hh8eTJ0/aPZicooMICQkBAH19fZ7j9fX1ZDI/QUFBfn5+ABgwYICwsDA+qKyszB3C2hIoC+GnL87U1LSZeQxBEP37929ttxQtAdfzwE/zFz58gPp6kJQEERH4XK6nqqqqKwSkAAUFhWPHjh0+fDguLi47O1tKSkpPT4+qJ95NyMnJwRZCbhBCeIPD4Tg7O4uLi+MIlvZdL0xJSQEAgiAQQvb29nl5eRcuXODOrdcQBQUF7lyjHUtuLsjIQLN1Uyi4IQji/Pnztra2ISEhcXFxPGd79ep16dIlnBKDoqPBr1mqMP2Pgpubm4ODw+vXr3V1defPnz9p0iQ8Xz9w4ACZwV5MTCwvLw8vCgBAbm6uurp6VVXVrVu3bt26ZWNj09qbZmVljRs3Ljk5GQDU1NT69+9fX1//7Nmz3Nzc7du3h4WFBQQESEhI0Gi0IUOG4GLlFD8W8vLyAJCVlVVfX09m7QYAGo2Wmpo6derUmzdvknNjXMyJIAgrK6tbt26RT9ovDeqAFd/q6ur26urXpKmVUVzVasyYMV8OxcYiPj4EgAAQk4kUFEpVVB4ChIuKonnz0KpVaNcudOwYunQJhYSgmBj09i0qLu7UD0NB0W3gnkZoaGi4ubmdP3/+yJEjgwYNIo9j9yEZGZnKysp2vDVex8HzHiaT+eHDBxaLhU2FsrKyu3fv9vLy6tWrF5ahd+/effv2BYC+fftyZzhoZ1gsdPUqWroUaWoiAOTo2JKLKAshN2w2+9y5c8OHD8fzDwEBgQEDBri4uFRUVHS1aD88VJbRn5WMjAxBQUGeuSiDwSAtDfz8/DjUgpvi4mL8K5OQkGjtHSsqKvT09ABATU0tIiKCPM7hcK5cuYJXbMeNG0cZA39o6urqcGT+v//+22iDrKwsMzMzAODj4+vTp8/cuXMzMjK+716UhbClGBkZNVwxpWg7uBTPgwcP0tLSPjkmSUiAhgZkZ0NlJdTWQm6uKIAJAJSVweesWY1Ap4OUVEv/UXQ/6urqgoODQ0JCcnNzBQUFdXR0ZsyY0dAZkoKbzMzMW7dukbsiIiIzZszo2bMnADg4ONy/f3/s2LG1tbW1tbUA4OLi0nDK0hb4+flrampMTU0zMzNra2u1tLRsbGwKCgr69Onz6NEjKSmpuLi4d+/e4cZ79uxhMBiOjo6vXr06ePDg5s2b202OmhqIioKwMAgLg+fPgYxtZjKhd+92u8svA51Onz179uzZs9lsdlFRkZSUFPfKNAUFBQ+bN2/etWtXw+Oku4S8vPyzZ89waThuxMXFHRwcPDw8iouLy8vLW2UQ3rdvX0JCgqqqamRkJHdyL4Igpk6dqqWlZWJiEhwc7OPjQ8X5/7jw8fHNnTv34MGDq1atevz4ccMnREhIKD09HQC2bduGE79TcPP9CiGHw2GxWPn5+dzpUurr63NyctLS0tpDNgpe1NXVf/vtt4CAAHt7+9DQUH5+fujVC5KTAQCqq4HFun327P6NG2Xp9KM7d8ozGMBiQVERFBYCi/XlX1kZ1NdDfj7k57fori1XHamZUKcQHBy8fPly7IJI4uLiYm9vv3///mbStf3iHD9+HG9s27btxIkT8fHxurq6Dg4OZmZmEhIS2dnZurq6z58/BwBhYeHly5e3ouu4ODh1CsrKYPhwGDYMdHSggf9Jnz59YmJiwsPDz5w5M2fOnLKyMh8fHwCQlpZetGjRy5cvU1NTEUIAQBCEra0teeHevXuXLFmCy/l8JxwOxMd/UgIjI4Esv0sQoKcH5uZgbg4jR8LngAqK74CPj+8HchBNS0sLDAxMTk7Oy8vLy8vLz88XFRWVl5eXk5OTl5fX0tIaO3assrJyV4tJ8bPh6elJaoNqamre3t7379+/ePFieno6qRDOmTOnoTaIcXV19fDwAIDbt29Pnjz5xo0bISEhKSkpdDpdR0fH0tLSysqqoe8fh8PBL//9+/dza4Mk/fv337hx4/r1648cOUIphD80GzZsuHjxYlJSkrm5+dmzZ7W0tMhT8fHxs2fPzszM1NDQcHJy6kIhuy+o9S5AAQEBZmZmza+DdqBR8xegGVeZ169f4zzIhoaGjx8/Jo8XFxdv2LAB/1E2b97cXO+1tSg3FyUlochI5O+PzpxBBw8iFxfk4IBmzkTjxiFDQ6ShgSQkPnmitvyfuDjq1QsNGoQsLND06ejPP9GmTejAAXT6NLp1Cz18iBITUU4Oqqlp92/s1+HYsWP48ZCVlf3f//539OhRNzc37AUBAP369aPqHDYFzkwgICCAEMrKysLvPR6wzxIfH1+LeqyuRj4+aNgw3h+CmBgyN0cuLuj2bfQ5rcilS5fwLc6dO3fv3j1c6rAZuOO0+fj4bty40eoP/PYtOnkSTZ+OZGW/Ek9FBc2fj3x90eeyvK2Cchltivz8/D///NPExMTR0fHJkyddLU7j5OTk4CrM32TcuHHR0dFdKGrLXUY5HE5ubm77+nhTdATka61h6SzuNJ7NFB7EDebMmdOoR4yurm5MTAzPJfHx8QAgKSnZTOKQvLw8XKSupKSkLR+Qost5+vQpjsXg4+OztLRct27dunXrxowZg98nPXr0SEpKavtdKJdRAIBLly7NnDmztVdRtBd9+vTx9/efPHny06dPjYyMdHR0tLW1S0pKoqKicMoZBweHbdu2NdcFgwHy8iAv/+2bcThfmRa5/xUV8R7hcKCkBEpKICPj2z2LiICUFEhKfrEuSks3bnVsV7e9H50HDx44OjpyOBwHBwdXV1fSI2Lt2rUPHz6cNWtWYmLijBkzqLovjVJQUAAA2NSmoqLy4MGDf//918fHJz4+vrKyUkZGxtzc/MWLF7dv3/52kZiMDPD0BC+vT2Z2BgMmTYLeveHZM4iJgYKCT+Y4jKaruFQGAAAgAElEQVQmGBpO79MnVlY2IT//0Lx5/zt69Pr162ZmZoKCgvLy8gihwsLC8vJyAODj49u9e/eKFSuYTCaLxVJXVy8pKWGz2VOmTHn27Nm389wUFUF4+Ke7c3tqiIuDmdknYyDXoinFd3P16lUPDw8REZFRo0atW7cOITRr1iyc5i4yMvKff/65dOnSxIkTu1rMr2CxWEOHDs3IyAAAfn5+Q0NDVVVVMTExUVFRnBu8pKSktLSUxWI9efIkODg4LCzs+PHjixYt6mrBvwGLxUpKSpKSktLX1+9qWSiaZPHixQghADh27FjD0llGRkb+/v54e8KECS4uLqdOncrOziYIQk1NbdmyZcbGxrm5ubiBj48Ph8NRUVFZsGCBjo4OADx58sTb2/vly5cjRowICAgYPXo02XN2djYAaGpq8jVImnXgwIFbt24VFBT07NkTVyPIzs7GxZwpflAGDx789OlTJycnf3//O3fu4AJOAEAQxMyZMw8ePKigoNC1EnZfUCtXfHFjPT09f3//9PR0LS2tqs+EhISYm5u/f//+9evXHajD/gJ8c2U0Ozt77ty5PNmT9fT0bt682ZlyfkVREUpLQ0+eoH//RRcuoCNH0I4daMUKNGcO+u03NHw46tsXycsjBqN1VkdBQdSjB+rfH40ciSZORPb2yNkZ7dmDTpxAV66gu3dRbCzKzERlZV32wTsRXLoA11dtSFJSkpCQUPNPzg9NVlbWnj17JkyYMGjQIBMTk4ULFwYGBjZTAocHbJSTlpZupg2ewdNotMZP19ejoCBkbY3o9E/Pp7Iy2rEDffjwVbOUFHTuHHJwQIMGNfrAVwJEMRjbASwFBKwsLUkvXz4+Pp71aRwijxPSKCkpNS5VdTW6exdt2IAMDb8IhrNMjRqFdu5Ejx4hNruF39I3oSyEGFtbWxkZmRs3buTm5iKEoqKi8B9x3rx5d+7cWbVqlaioaGFhYVeL+RUrV64EgOnTpz98+LD53G8cDictLW3jxo38/PxdZSekCtP/ZOBqTNj/orKyMiMjIzs7m3wOi4uLyclMo3nse/XqZWpqSu4uWbKEx5BYVFRkbW0NAFJSUtwVX/AKqZ6eHndjGxubRu+yZs2ahpKXlpa+efMmJyeH3X4vUoqOJjU19dixY8uXL1+xYoWnp+d3549plJ/SQthqhVBeXl5CQoLFYuFdHR0d7iR4R48ePXz4cEcI+kvRwoGwvLw8NDTUy8vr6tWrOADpx6C0FGVkoOfPUVgYunwZHT+Odu9Gq1ej+fORjQ0aMQLp6iIlJSQg0DrVkclECgpIRweZmCBrazR3Llq5Eu3ciY4eRRcvouBg9PQpSk//cZOsvnjxAgCEhIQKCgqaarN+/XoAmDRpUmcK1jns2bOHZwUEY2xsnJmZ2ZIeyHXfpmpCstls7I8tIiLCe66wELm7Iw2NTw8bQaAxY9C1a+ibxYsqK9H9+2jvXrR0KfrtN7aeXj6ZFhgAAdwH0P08B+LWH0pKSv777z8sDLlw/tWKT0IC2r8fjRuHhIS+dEgQSE8PrVqF7txBHZOelFIIMaqqqhcvXiR3cWSUnJwc6bi4YsWKHTt2dJF0jaOmptbaGcyhQ4dsbW07SJ7mablCmJ+fTymE3R8c0iItLW1qakoa6wQFBa2trSMjIxFCPPWZ5OTkjI2NjY2NG9Ztsra2bnQpsLq6GrtRcD/n2MzIYDDw0Mlms7nDffn5+QUFBbmNh+bm5vjCmpqaw4cPc5udZWRk7O3t37x50ylfGEX3hVIIEUJISEho3rx55O60adOioqLI3bq6ur59+yYnJ7e7oL8UVLrtT1RUoOxsFB+PIiLQtWvo5Enk5obWrkULF6LJk5GpKdLTQyoqSFi4daojnY5kZZGWFho6FFlZodmz0fLlaNs25OGBfHzQnTsoOhqlpKCCAtRi61Mn4OnpCQBWVlbNtHny5AkAYC/EnwkyBHzUqFFHjhwJCgq6cuWKo6Mjtq0pKSm1ZPEPm0cAQEND4wOPTQ8hDodD3mXs2LFfTjx5gubNQ4KCnx4eCQnk5ITa9op7fPmyW79+3nQ6CwAB1ALsArAyN0cI3bt3b+LEidzp0dTU1F6+fIm9XGaOGYN8fNCcOUhRsR3DAlsFpRBiBAQEuGtLTJgwAQCWL19OHklISBg1alQXSNY0TCaztTHGpaWlTZqmO5iWj4O1tbVJSUncRiGKbghPaThJSUnuUOqVK1eePXuW3N2zZw/3tf/73/+4FcJmwsACAgLwoMCtMeJ699i1W1tbG3eirKxMqnZTp04FAFLC5cuXf/jwYeDAgeQdxcTESKVRQEDg8uXLHfMlUXQIISEhxsbGwsLCNBqNwWAoKiouWLCgLcWBKIUQIYR0dXVdXFzIXQ8PDx4Lu52d3VeF8ihaD6UQtprqavThA3r5Ej14gG7eRN7eaP9+tHEjWroUTZuGzM3RgAFIVRWJibU6U46UFNLUREOGoPHj0R9/IAcHtHkzOnQInT2Lbt9GUVHo1SuUl/dtS1GbwSYIHIbRFLjqOo1G+5nqKfn6+uKh+uTJkzyn3r17h6tLDRo06JvOPNxljhUUFE6cOFFaWooQ4nA4Dx8+5I5piYmJQZWVyNsbGRp+eRIMDNA//7Sj2S02NlaRTr/4uf98eXm3yZOhAcIA4wnCU0IiFoDD/WSKiCBra+Th0UbttLVQCiGmV69e5DabzcbucIGBgeTBkpISFRWVrhCtSWRkZJrJq9EoFRUV/Pz8HSRP81Dj4M8Ed61wFxeXd+/e4eOvX79evHgx9t7kyaUsIiKipaWlpaXFUwFIUFCwmRvV1NTgWrLkLRBC2MmCTqdjJxoAMDY2Js+6ubnhs7GxsXgxjiAIXV1dAJCXlz9+/Dhea6irq4uIiMAjBZ1ODwgI6JiviqI9qampGTZsWMOBFQAYDMb58+cRQjdv3rSxscGpaISEhAwNDffu3VvWbCASpRAihNCmTZsWLlxI7iYmJsrKypKrLHV1dbq6usLCwh0h668DNRB2IHV1KC8PvXqFoqLQ7dvo7Fl06BDavJk3yaqkZKtVRzExpKaGjIzQb7+hefPQmjVo/3506hS6cgWFhqKnT1FqKvr48buTrB49ehS+5Q768uVL+FaY3I9FXV0dTn+/b9++Rhvk5ORg/59z5859s7cVK1ZwjwdMJlNVVRW7iZIsNDVFq1cjKalPf1Z+fjRrFvrvv/b+ZAghhFOoTwLIAUAAbAAfgK0AiwBmAuwCiASo5XrG6gGQoSHauBHdu4dqaztCpG9CKYSYwYMHv3//Hm8/fPgQP07cARTp6ekMBqOLpGucUaNGPXjwoFWXnDlzhlv17UyocfBngMPBQ563tzf5jo2NjeVp5eXlxR3R12h0H5PJxCY7giCavyf2p0hISOA+uGTJErJnOp1eXV1dUVERFBQ0duxY3D8eYmJjY8k7Kisrv337lqfz+vp63JWMjAyVkrT7o6amhv+aoqKitra2J0+e9Pb2HjduHLk6jDX/higqKnJn8ueBUggRQujdu3cKCgrnz5/H5ngOh6Ovr6+kpLR79+4rV65YWVkBgLq6esdK/bNDDYTdAg4HFRSglBQUHY3u3EE+PsjDA23bhpYvR3Z2yNISGRujPn2QjAyi0VqdKUdREWlrIyMjNHYsmjYNLV6M1q5Fu3ejI0eQjw+6fRs9eIDi41FmJhn0iCPKJCQkmvFzwCudFhYWnfUddTj37t0DAAUFhdqm9Z+9e/fCt5xpScjhnwc6gDXAQxGRL3/NXr3Q3r2og/3Qzp07RxCEFMC5ph+YdD4+T4BpAMa9e3eoMC2BUggxO3futLW1LSoqKigoGD58OACMHj2au8GxY8e6m/P2mTNnNDQ0Xr582ZLGbDbby8tLQEDA0dGxowVrFGoc/BmYNAnx86OxY3fKy6t9ftny8fE1LCxhYWFBvo0TExO3bt2qoaEhIiIiKiqqra198OBBhFBQUFBTKiVJZWUlg8EAgNyv/efZbPbatWsbffnz8/N7eHiQLUmP/fDw8EZvwWaz+/fvDwDu7u7f/81QdDC1tbWDBg3i+VszmczFixfn5eVlZWWRa8HCwsLr169//Phxfn5+amrqyZMncZEqYWHhpp40SiH8xPbt2wFgyZIleDc4OJjnG1+7dm1HyftrQA2EPx7FxejNGxQdjQIC0OnTaN8+tHo1mjsXTZyIzMzQgAFIXR1JSrZadST/SUqiXr0Smcx7AMlaWmj2bOToiFxckLs78vREnp7o9OnikyfnSkiYAwSuW4diYlBCAnrzBmVnIxarg/KLdAIHDx4EgJkzZzbTBleTV1RUbGGfq1ev5k4hIA+wHiCD/KppNDR+PPL3R+3hdpubm7t161YDAwMZGRl5eXljY+MDBw5gV1USGxsbLMkYgG002nUFhbR+/WpHjUJz56KzZ9G7dzExMbgBg8Fo3o+lE6AUQgyLxeIpn33p0iV8isPhREZGysrKDh06tGuF5KG+vh5X7jY2Nt60adP169fDw8OfPXuWkpKSlJT0+PHj0NDQ69evu7q6WllZ4RmPtLR0Tk5Ol0jbqnGQzWa3POEwRecxaxb3QJYlLr4XYDgAg0ZzdXUlW505c4a02JiYmDTVWUVFBW6za9euptrgiq9NmSWwhRD7lAKArKzssmXLeMyA2MBIp9Ob+VgnT55sXlSKrqW8vJwMA2EymZaWljY2NpqamviImppaSkqKg4MD3jU1NW14+bhx4wBAU1OzpjGvrp9SIWx1HUIA2LJly5YtW8jdsWPHXr16ddWqVVlZWQICArNnz+Y+S0HxSyAuDuLioK7+7ZZlZVBc/KlmY0nJl+3i4k/b3EdKSgAPgUVFUFSkg3t4/Rpev25EBIAzeMvNDdzcGrk1kwnCwsBggIjIt/8XFQUJCRATAzExEBUFUVEQE/t0pEE1p46jqKgIALBzf1Ngl9HCwkJACIqLobYWKiqgvBxqa6G4GGpqoLISysqgthZKSqC6ej8fn6u9/av4+OLMTNGKCr3ychqudywlBfb2sHQpaGi0i/Cenp7Ozs64wCAmLy8vOjrazc3Ny8vrt99+wwfXrVt369YtALgLsCkszMzMjLsTFotFDmx1dXWenp6rV69uF/Eo2oKkpOSTJ09WrVoVGRlJp9NXrlw5bdo0AAgMDLS3t//48SMALF68uKvF/AoajXb9+vW1a9cePXo0Ojr6m+01NTWvXbvW/ct2lZeXx8TEKCgokPlCKLoLPj7g4vL6wIHcU6dMCEKlpGQ9wHqAAg7n9vr1VuvX3yOIys/l5jGnT59uqjMy0fSVK1fWrl2LLYHclJaWbt26FQDs7Owa7QG7m86aNeuvv/6i0+nCwsIN21RVVQGX0tgoxsbGAJCamtpMG4ouZN68ebjcCEEQ+fn5OMYbAP777z97e/vXr1+PHz/+/fv3+CC55EoiLCx89epVbW3ttLS0s2fPdv9arO1C+0zspkyZMmXKlJKSEhEREe5EUhQUFLxg5UpFpaXt2exP+mFRERQXnz9yJOLmTXGA/ioqAzU0ZJlMVFZW/uED6907/vp6AT6+PoqKDD4+wDWdSkqAw/nSVW0t1NYCAHz82KaPICj4ST/EajCpLoqKgqTkl21RURAXBwmJT9tfJwbgpbISqquhuBiqqqC6GoqKoLoaqqpMU1OLAQbfvQsbN0J1NVRUQGkpVFdDeTlUVEBtLRQVyZWXswBE6+rg8xrzN+ED6E/uEASYmMCCBTB9+jeEbA27d+92cXEBADMzs6VLl/bv37++vj4mJubYsWNPnz61sbHx9fWdMWMGAJSUlJBXzZkz58yZM2PGjMG7J06ccHZ2rqioIAiCTqez2eyrV6+2o0L4999/e3h4ZGRksNlsnPdv/PjxJ06c4E5zStEUSkpK2BzBjZWVVV5eXm1tbUFBQaPTza6FyWT+9ddfjo6Ovr6+wcHBGRkZeXl59fX1ZAMxMTFFRUUDA4Pff//d1ta24Zy7G4L9D/E8nqLboa39ZtIkq1OnRhsY3F2zBm7frrpxQ6a6ej7AfIAqhEIBAgD+JYhshADgv//+Iy05PJBpSOPj421tbc+ePYsNNZgPHz5MmTLl9evXvXr1cnZ2brQHQUHBioqK8PBwUkPgobq6urS0FAAQQnPmzOndu7eNjQ1OXcYN/l3U4vGUopvh7Ox89epVGo3G4XAUFBS4/9bDhg2LjIwcNmwYVuY1NDTevHnDvWhLIiIi4ujouH79+lu3bv0iCiGBEBo5cuTDhw+vXr06ZcqUdunUw8Nj+fLl7dLVrwmdTudwOP7+/rjKKgUFN+7u7lu3bm04+zE0NLx8+TIZQv2F8nKoq/ukaGFzGZsNZWWf7GnwWW/kaVZWBqWlUFwMpaVQVvbpH1ft4FbDx/fFxkinQ309lJZCRQVUVwOXRtQOYCOnsDAwmSAp+ckuyrMrIgJMJkhIAD8/mJi0l0mQJDIycuTIkQghNzc3nsAVDoezYsWKv//+W1BQ8NWrV6qqqjdv3pw0aRJ3G35+fjqdXltby2azAYAgCHd39+3bt5eVlcnJyeFcsm0kLy9vyJAhWVlZDU8xGIyzZ8/OnDmz0Qvbfbz4QYmMjKyrq5OWlu7Ro4e0tHRXi/P9cDicwsLCvLw8QUFBRUVFISGhrpboEy0fB/Pz81++fCkhITFgwIDOkY2iVSQlJfXr109MTCw/P5/JZAKbDZGR7w4dYoaEyFVXk81eAPwL8Fxe/mJ2NjRYieBwOPLy8gUFBUpKSkVFRVVVVVJSUpMnT9bT08NrbTdv3qyoqJCRkQkPD8cxfg2xtLTEgYixsbG4YiE3/v7+dnZ2ZWVlPMcnTpx48uRJbkeVq1ev2traDhgwAAcsUHQHamtrx4wZgyvhcR8fMGBAREQE99pBeHg4XnWdNWsWTmNeUVHR8NX3+PFjY2NjNTW19PR0nlMSEhIlJSXOzs7u7u4d8mG6BNQBMSFUUpk2QsUQUjRPdnb23r17LS0tBw0aZGJiYm9v7+/v30khNMXFKDsbJSWh6GgUGor8/JCXF/rrL7RjB1qzBi1ejKZPRxMmIBMTpK+P1NSQpCSi01sRKqmoiNTV0cCBaNgwZG6OpkwJkJDwBAjR10cuLsjVFR09iry8kJ8fCghAoaGpFy8O4edXB7h36RJisbpJ6Ujs9qmioiIkJEQQBEEQNBpNXl4epy7gcDg4tw2OxCb9VSZMmMBdMRkACILQ0tKKiYkhnVvaJYVsSUkJuWiqo6Pzzz//3Lt3LzAw0MbGhnTxICPieKBiCDFKSkr4i3Jzc+tqWX5OWj4OlpeX379/PyUlpROkovgOOByOiooKAJw9e5b3XHw82rULDRtWTxDkQFBBp3MmTkSenigrC7eqqakh9beQkJDo6Oh+/fo1nNAOHz48NTW1GUkqKytxGCEfH19iYiL3qVOnTtG4fExoNJqzs/PEiRNxwHnv3r25g2lHjx4NABs3bmyfL4iizaSkpPB4+XLnquXj43vy5Al3e1zEGFekoNFojfb54sULAJCTk2t46qeMIfy2QlhWVnb16lWyjnNsbOzTpnn48OHFixcFBAQ67xP8jFAKIcXPRkUFys1FKSkoJgaFhaHQUBQWhmJiUGIiSk9HLBZqkHSOJCQkBP8inJycyr/OjhMREYHn5RMmTOj4z9BScnNzaU07ryorK1dWVt6/fx8AZGRk2Gw2m83GLpr6+voIoaysLA8PD2dnZy8vLzKtOU7lBQCDBw9uu4Q4KyZBEN7e3jynsrKypKSkAIDJZDaaz5ZSCDHq6uoAMGfOnK4WpGNpJrtvR0ONgz8Tf/31FwBISUm9ePGi4dng4GB5BmM6wC0pqZyvVwmLlJUDdHTGMRh4sr9gwQJ8CZvNDgoKWrVq1cyZM2fNmrVhw4YWllQ5fPgwqTAYGRmFhobGxsZu2rSJW5HACUUMDQ3Ly8tfvnypoaGBtU1c4Bd/FgEBgezs7Hb8iii+Gzabzc/Pj/98WlpaePx68OAB98jLx8cXGBgYExNTXV2NEMJ5RPHIq6ys3Gi3165dA4CBAwc2PPVTKoTfjiF0dnb29PTU1dXFuvKsWbOSkpK+eRVFJ3DmzBkvL6/8/HwBAYHBgwfv3buXx7xAQdFdEBICISGQl/+OSy0sLA4ePLhy5crDhw9fvHhx+vTp2traZWVlQUFBWK3S19f38fFpb4m/n+PHj3M+h24qKyuPGzdOSUnpyZMnDx48qKqqevfunYyMTHFxsYCAQEFBwYcPH1RUVObPn//333/Hx8c/evRo6NChjo6O3B0+f/7c1dUVb3MnZ/8+MjMzo6KiAGDdunXz58/nOauiovL8+XN1dfXa2lonJyecTI+iIf/73/9WrVqFC6M1xYABA7jLmv1Y1NfXT548OSAgYOvWrW1PFJefn79///7i1vicI4QWLlzIz8+fnZ2trKxMrvfX1NRkZ2fjQucqKirkRBAh9O7dO2wCkpWVlZSUJLsqKirKz89HCAkJCVFddU5XaWlp9+/fJ2sG9u/ff/jw4VFRUSNHjvzrr7+MjIwAgE6nS0pKnjp1avPmzXV1dVfpdM6YMfdVVKQR4r9/3+j586EAEu/eWQEMGzTow8iRZeLiPbS10du3hJoanU4fP368mZkZt1TcD09TH3D27NkyMjLPnj3Lysq6du0a+UaVlZWdMmWKiIjI6NGjX758+eDBg6dPnw4ePPjUqVPXrl27fPlydXX1hQsX/vvvv+PHjwPAnj17hIWFsV26+3ztv2ZX1tbWNTU1srKyu3fvHjJkyIkTJ65fvz506FApKSkWi8VgMCZOnKiiohIWFoZdCaZNm4bNiVpaWiNHjhwyZEijL5ns7OylS5fKyck1fK6kpKRK2jfUpRvwbYUQp3US/JxrYfr06TiJE0UXsnfv3i1btuD4Ikx8fLyXl9fQoUNxtToKip8JJycnTU1NJyenN2/e/P333+RxBoOxaNGiffv2dZ/sHfX19Tt37sTb9+7dGzVqFPfZmTNnXrp0qbKy0tDQUFRUlExgsGfPntOnT5eXl5uZmfn5+f3++++4fVBQ0IoVK7ATFADQaLS2J/nYv38/AAgICOD6jQ1RVVU1NzcPCQm5fft2G+/1E7NixYrs7OyLFy8uXbqUnMTw8EPPGJKTk/39/QFg//79bVcIvby89u3b19qrxowZw2Aw0tLSJCUlyURH7969y87Oxts0Gk39c27n8vLytLQ0vM1isXAeSMzr16/JoGuqq47uKj8/f/ny5ZcvX/bx8VFUVMSnFi9ezM/P369fv8TExKioKFJ5O3DgwIkTJ/C2hobGn3/+ibffDxw4YvZsKQBzgvidyVRbvbpGQQEA0gAkx44VYTBg/HiYMOFdz57ZHz609gMqKiriJM8JCQkpKSn4+KRJk3CiYABISUnBX0JycrK9vf2JEyew3vj+/fvjx48TBLFly5aVK1dGR0d3n6/9V+4qJCQEAOzt7TU1NVks1rRp09hs9n///WdnZ+fh4aGmpkY+V4aGhn/88Ye3tzfeXbVqFX5E09LSJEtLRaqqQEcHhISwVHp6enp6etw5aUipfsq8a99WCN3d3SdOnEiug1paWm7fvv3SpUtaWloN0zRVV1dnZ2dPnDix/SWl+MysWbMuXLiAt/n4+ISFhWtra/HP49GjRyIiIrm5uT/lw0rxK2NlZWVhYXHv3r2IiIjMzEwxMTF9fX1ra2tlZeWuFu0rJk+ejM2DUlJSI0eO5Dl78eLFrKys//77Lz4+HnvEYZdXERGRwMDA0aNH19TU2NjYKCkpDRgwIDIykkej4HA4O3bsOHr0aHh4eMPEdy0kLi4OALDDTFNMnTo1JCSksLDw+27xKxAXF/fHH3+UlZUNHz7cycmpd+/e3MUtq6qqsrKyPnyeqv6I9O7d29zcPCIiol0y7M2fP7+srIw7nek32bdvn7+//9y5c/v27cu94tOjRw9sdyIIgrsUpIiIiIaGRl1dHQCQJacxvXv3xsZJBoNBddWhXWVmZpqammZkZNBotEePHuF5/MePHwsLC4uKiphM5ty5c3E0F74cV9wBAFFR0T/++KNnz54AkJeXFxkZSRAECyF/fn6PjAw+Or04NRXS0xmJicJZWVBbC69ewaFDPVRViT//ROrqhJrad3zA5ORkgiDOnTvHI1VQUJCQkFBdXV1dXV1qaqqnpyee7sbHx48aNWrnzp3Yc777fO2/ZlfJycmHDh2qq6vDLxYrK6sePXoghIKDg/39/WNjY2NjY2kAZamptzw9ZcXEmAD8b996yMhAQYEMgByAuIcHQ09PiCD4i4uFr1wBhMDevu7EiVu3bqWkpHA4nGHDhnHnVyOlwiu5PxuolTEhVVVVjUZYckMllWkjzcRO4DrdAMDPz3/nzh3yeGVlJfbBgCZCYCkoKDoB7EyBf8IhISENG9TU1JB+KXp6etynwsPDm8nxOGLECB2dT6Uo+fj4Gg3FaQl4dc/Y2LiZNjdu3IAmQu2pGEJM8xo19wj7Q1NaWtpVt255DGFNTU1CQgJ3zg+KLqGurg6nflFTU4uNjeU+VVhYOHnyZAAQFhZOTk5+9eqVv7//6dOn8ctQR0enYflvMnp80KBBX50oKUHXrqFFi5CKylc5yVRV0YIF6NIllJ/fKrGx0wRGRkbm2rVr5Ck/Pz9uZ0X4XOOEossoL3/z338jevQYBDAKwBLADmA5wDaAZyYmyM4OWVpWGho+I4h0gKIWZrMDQABlfHy54uJHBw2S/xzbsmDBAhw12pCfMobwe7KMBgYGNt/g3LlzbZXr16aZgRA7jDGZzMrKyoZn//jjD/wcHz58uOPFpKCg4AXPbwYNGgQA2trajc6nyfzXDX+nmZmZM2fO5MlJY2BgEBAQgBsEBQXhl4CMjMz3SYiT+DcVRo9Zs2YNAAgJCTU8RSmEmM2bN/8KCmEX0nKF8OPHj+Hh4c+fP+8EqSiaAYccy9T5HkwAACAASURBVMrKZmRkNDzLZrPHjx8PANbW1viIubk5XngaOHDg8OHDFy5cGBERwX3J7t278e+o0Q4RQujFC+TujsaORYKCXyb3NBoaNAitX4/u3kXV1d8U++jRo/guffr0aagA1NXVkcWchIWFW/A1UHyLujrEYqE3b1BcHIqMREFByM8P/fMPOnQI7dqF1q1DS5YgOzs0cSIyN0eDByNtbaSigiQlW67dcf/j0OkcRcVYgIcA12i0IwDbAY5qa89lMscABO7dazd6NJMrJSle0fD19W3mE1AKIUUn0dRASCZ4uHXrVlPXYlt8u+Smp6CgaC34F+rm5oZ9WQ0MDF6+fMnd4MGDB7i0Ax8fX8NFcYRQVlYW1irNzc0DAgLevHnD0wDHSwCAq6vrd0h4/vx5ACAIopk0/QoKCtBERlNqvMA8evSIRqP5+fnFx8e/bcCrV69CQkIa1agpWgilEP5w4JfDoUOHmmrw5s0bGo1Go9Fyc3NPnTpFfD0Lx5iZmWVmZpKX4DQWTk5O37h3VRUKDUVr16IBAxCN9kUfEBJC48ejAwdQQkJTl86ePbt5tTM3NxeL2rNnz2+I8atRVISyslBi4qcyVFeuIG9vdPjwJ71u8WL0xx/I2hqZmqJBg5C6OpKT+0p1/65/dQAsgFxBQXbfvsjIqGLUKB+AvwG2AzgBzCGIaXx8vwkIGAJo8/FJAfA8ZARBODo61tbWYl/Q7du3I4Tevn176tQpV1dXDw+P+/fvN2UYJPkpFcJvxxDyYGVlFRgY2NqrKNoFHHvNZDLJnBMNmTJlyrlz51gsVifKRUFB8QkcDpGYmHj79m1LS8u4uLgBAwaMHDmyf//+9fX1T58+ffz4MUIIAFRVVXnqJmEOHjyIEOLn5w8ODm60fIWFhYWBgUFcXJy3t/e6detaK+Eff/yxdOnSioqKMWPGpKenc0e+YdasWZObmwsA27Zta23nvw56enrS0tK2trZNNdDW1sZ6dTckLS0tMDAwOTk5Ly8vLy8vPz9fVFRUXl5eTk5OXl5eS0tr7Nix3S06txnwCgtZQpOiS+BwONHR0QCAXUMbRV1dXV9fPzY21tHR8cqVK/jgokWLJk+eXFFRERUVdfr06YiICENDw8jIyN69ewOAmpraq1evcJb75hAQAHNzMDcHNzfIz4e7dyE0FEJDITsb/v0X/v0XAEBBASwswMICzM3hc7YbAHj8+DHe+Ouvvw4dOtSwb4Ig6HQ6LhHUmq/kx6G8HMrKoLwcSkuhuBjKyr69i/+1BXFxEBUFEREQFQVxcRATA2FhEBEBMTEQEwMRERAW5tnu2b9/fmVlDUFERESQCdsqCwrsuBPsIwRsNrDZACAhIjJ37lw/P7+cnBx8cubMmatWrRo8eDAADBgw4OLFi2/fvgWAXr16LViwoE0f58en1QphRETEq1ev+vbt2xHSUDRPXl4eAJD+Zo0yfvx47LLbWUJRUFB8QVJSksVi3bhx4+zZszExMWvWrLl06dLdu3fv3r2LG9DpdBwBT2a04wFPqnR0dJopZjh58uS4uDgyOVuroNFox48fnzNnTnZ2tqqqalBQEJmfprq6evbs2VevXgWAYcOGWVlZfUf/vwhCQkJkqrqm6IYadW5u7rJly3CMaPOMGzdu+/btZGh6d0ZKSkpPT49Kpda1sFisuro6giCaX0pQVVWNjY29cuUKtrkhhKZPnz5mzBgAmDJlyrp163777beYmJhJkybFxcXx8fHhVTOcXKSlyMrCjBkwYwYAQHLyJ80wIgJyc+H8eTh/HgCgf38YMgRGjgRT04KCAgAgCOLw4cNycnLr1q3jfvdmZWVNmTIFq4K1tbWt/Vo6lZoaKCv7pLZhHa+pXazgkbttmTEKCYGo6CelTlz8k4LX1C63BthKAgMDsysrAeDggQOkNlhQUMBdFgIvyNJoNJzarbi4+MSJE1OnTvX19QUAGxsbMiMjAOA2zYyzvxqtVgirqqr09PSWLFni7Ozcq1evDhCJokmw70TzryS8tE9BQdGZlJWVEQQhIiLi5OS0devWsrKy5cuXe3h4+Pr6urm53b59+927d3Q6vWfPnqtXry4tLSUIoiltAWcWlZaWbuZ2+N3bukkSF7Nnz05MTHRzc/vw4YO+vr6kpKSsrGxFRUVOTg4eIzU0NHCNR4pmwJnrm6Epnb+rYLFYQ4cOzcjIAAB+fn5DQ0NVVVUxMTFRUVExMTGEUElJSWlpKYvFevLkSXBwcFhY2PHjx9sly2hH0/zvhaITEBMTwxNxFoslIyPTVDOsfQHAmjVrPDw8qqur7969ixVCAJCXlw8ICNDT00tMTDx//vz8+fOzsrIAQFNT8zvF0tYGbW1wdIS6OoiO/qQcPn0KL17Aixfg5QUAsXR6BEB2z54XMjM3bdx4/fp1Ozs7LS2tioqKkJCQ8+fPV1VVCQgIVFdXN/Sn6BA4HCgpgZKSL4a40tJv7GKVry36KpMJIiIgIQFiYp9UONJw1/xuZ1nmcTFePj6+lStXkgexEy8AMBiMuro6vE0QxNSpU/HKZk1NDdYGhYWFb968yd1hTEwMAGhoaHSO/N2fVj/cQkJCS5cuffr0ad++fa2trVeuXDl06NCOkIyiIXp6emlpaaWlpbiIZ6Ntzp07BwCd9NqioPi1efTo0cGDB0NCQnASaikpqfHjxwsLC1dUVPz999/p6ekBAQHKysq4CFJ6evrgwYNxywULFjTqL4o7AYD37983c9+EhAQAaKr8XUtwdXXV0tJavnx5eXl5UVFRUVERPk6j0WxtbS9cuECtm7YdIyMjXOSjm7Br166MjIzp06f/73//MzQ0bOb5QQilp6d7e3s7Ojrq6en9EHZCiq6FyWTq6uomJCQEBwfPmjWr0TZFRUVPnjwBABERkc2bN4eFhT1//vz06dN79uwh28jLyzs7O69du9bX11dZWRm/mhYvXtxW+RgMGDECRoyAHTuguBgiIiAiAu7dg5cve9bXzwWAzEwXgEKCiIyJiYyJuQzwDAArWKamptnZ2W/evGm1HzVW27AtjtTxeHbxEe7dysrv/5gE8UWpw7a4pnbxEXK3DaNJ54BXsriTvm7cuBFXXLOxsTl79qy6ujqOlqqvr8faIImgoCBZcBKTlpaG66ziLGsU8B0KoYGBwYEDBwCgpKTk4sWLTk5OdDp91apVkyZNopSQjubAgQPXr19HCE2YMIFMLMFNamoqnn8MGDCg06WjoPiF4HA4a9euxS9DEhaLhVUpvFIeGBhIp9Pl5eWFhYXz8/PJooKDBg0iE0Q1xMLCIioqKiUlpbS0tGGtVwwe7VpY+aAp5s+fP3/+/Dt37vj5+X38+FFYWNjIyGjZsmXNlL6gaAg2ieTn53MX2auvr8/JySELK3cTbt686ezs7O7u/s2WBEFoaGjs3r1bVlb2wIEDfn5+nSAexY/O9OnTExISdu7caWNj06gHr4uLC3ZxMjMzExER2bdvn7m5eW5u7pw5c/BaNsbKymrt2rVPnz7F4YhKSkrcdcnbAQkJmDQJJk0CACgouOLklH3hwnCAIXx80my2DYANAADUEcR7GRnG0KEwaJD1tm2aACtHjoSIiC+mOazFkd6YDXfbAmmIw1oczy6OrGu4+7M7TnMnIsLpYel0Ojb9FRYWjhgxIjIysuFVKioquOQvpri4eObMmbW1tZaWlv379+94qX8QUCuzxj169IjnSHx8/IIFC7S1tQ8cOFBYWNhO2W5+aZrJrqauro7/cKtWreI59ebNG9LmQFVkoqDoUJYtWwYANBpt0aJFCZ/z18XExJBL4zzVqzAEQSxdurT5nktKSrD9f+TIkY028PDwwL1dunSpnT9VC6CyjJIEBASYmZk1n8ukq2X8CiaTmd/KEm2lpaVKSkodJE/ztDzLKIfDyc3NbbQUE0VnUlZWpqKiAgBmZmZFRUXcpzgczo4dO+DzhN7e3h4fHz58OP6lGBsbZ2Vl4YOFhYXc78z79+93qNj19fU4PbuiuDjr+nW0YwcaNw6Ji7cxGeanf4KCSE4OqaujQYOQqSmytkZ//IEWL0br1qFdu9Dhw8jbG/n5odBQFB2NEhNRVhb6+qujwJiYmAAAHx8feQQ/S9ra2uQRU1NTAKDT6WPHjuWxUYmIiOzcubOystLHxwfXEZGVlX379u33CfNTZhltt7ITHz9+3LVrl5KS0tSpU2/fvt1O4nUqxcXFRUVF3Nlmi4uLu0SSZgbC4uJi8imXkZHZsGFDdHT0hQsXTExMyIWTTZs2db7MFBS/Drdu3cKjzsWLFxuePX78OEEQBEH4+PiMGDFCTk5OQkJCWVl52bJljdaZaIiDgwP+LZuZmZWVlXGf2rBhA/6la2pqts+HaSWUQoi5ePFiM3pg91QIZWRkcJhNy6moqODn5+8geZqn5QphQUFBeHh4XFxcJ0hF0TyPHj3CLgYyMjKbN28ODg4ODQ09ceLEwIED8S/CxsYGAMzNzWfMmCEoKMjzexETE5OSkuKZygsICFhaWt67d6/jxA4MDMTvVX5+/jVr1uTl5aH6+oKoKF9LSw86/SFAPkCdqChSV0f6+mj4cDR+PLK1RYsXo9Wr0dataP9+5OmJ/PxQUBCKjERxcejNG8RioVb+3CiaISAgAD8P+/fvx0fw7oQJE/Aum80mSzo19UIm58nq6uoJTVci+SaUQtgkdXV1N27cGDduXPccBVtIz549AYB7WatHjx5dIknzA+H79++bSae2efPmTpaWguJXA/svbdy4sakGS5YsAQBLS8vvvgW5cE6n0w0NDSdMmGBqaoqXsQFAXFy8q9wxKIUQg78HPT09f3//9PR0LS2tqs+EhISYm5u/f//+9evXXS3mV4waNerBgwetuuTMmTO9evXqIHmah6pD+IPy7NkzbW3thpMTMTGxEydOvHr1qqk5ekNERUW5XS0cHBxau6LRcs6cOcMdOM0tFZ1Ov3DhQgfdl6Ll4KkvQRB4dQD/jfr374/P8pT5mTBhQmJioqioKM9DxWAwdu3aVV5e3hZJKIUQIYT27t3LvZuVlbV161Zu31wlJSVc5/GHAxe94XY76ary7i0ZCNesWUPODgGARqMZGBhQnqIUFB1NXl4eLkv18ePHptqkpqYCAD8/f0VFxXffyMHBoVF3RGNjYx6zYWdCKYQYeXl5CQkJFouFd3V0dLhnGEePHj18+HAXidYkZ86c0dDQePnyZUsas9lsLy8vAQEBR0fHjhasUVquEObn51MKYbeirq7u8uXLdnZ2AwYM0NbWtrS0PHjwIHZXfvHiBZ7HEwRhb2+Pa8EXFRXt3LmTx2B49OhR3FtaWtqyZcvwVd90uW8LaWlpxsbG3PYlPj6+YcOGpaend9xNKVpOVFQU+aextLTEtmg+Pj4PDw+chJ/Ew8MDX4J3NTQ0Xr16hRdqAWDPnj1tlIRSCBFCyNjYGCFUX18fFBRkY2PDvaAyatQoPz+/2trajhW59ZSVlUVERERGRj558iQuLi4pKSk1NTUzMzMnJ+fjx4/5n9HS0gKA3Nzc/Pz8d+/e+fj4QBeZOls+EFJQUHQyOGa9T58+3Ae9vLyMjY2lpaVFRESUlZVnzJiBF7YTExPbcq/CwkIXFxdDQ8OePXvq6urOnz+f7DA6Onrnzp1//vnn//73P3d39xbO8tsOpRBihISE5s2bR+5OmzYtKiqK3K2rq+vbt29ycnJXiNYk9fX1VlZWNBrN2Nh406ZN169fDw8Pf/bsWUpKSlJS0uPHj0NDQ69fv+7q6mplZYVnPNLS0l21ztjycbC2tjYpKamZBRqK7gN3ok4nJyduL3ovLy/ylImJCYfD4b7Qx8cHPxJhYWEdLeSrV6/u3bvX3Sz8FAiho0ePNmNSxk+IhYUFbqyrq4uPh4aG4iPYu0dSUrKNYlAKIUII8fPz29ra4rhhjLCw8NKlS1+8eNHBon4/79+/b+YBap4uEZhSCCkoui1hYWHA5aby4sUL7sK4PMTExLS7APHx8Y0W+7G2tiazMnQclEKI0dXVdXFxIXc9PDzWrFnD3cDOzm7MmDGdLtc3qKmpcXJyamFKcE1Nzfj4+K4SlRoHfz6Cg4Pxo7Vs2TLs/qCiouLk5HT06NF9+/ZxJ1XmXm0hWb58OQCYm5t3vuQUHcTbt28vXboUHBzc8pwdKSkpqqqqPC8rOp3u5OSEt7HZeciQIXiXW/2Ljo7GB9+9e9cWsSmFEKHP5leMlpbW4cOHuyrzSquwsLBoyfjXkC6RlhoIKSi6La9fvwYAISGhqqqqmJgYcm6toaHh4OCwcuXKyZMnk75P3AnQ2oWQkBDsKy4sLDxnzhxXV1dXV9dJkyYxGAwAkJeXb6NN8ptQCiFm06ZNCxcuJHcTExNlZWXfvHmDd+vq6nR1dYWFhbtIum+Qlpa2ffv2YcOGKSkp8bgli4mJaWlpTZ8+3dfXt2v9fahx8Ofjt99+w6+plJSUs2fPYrcsHuTl5QFAWVm54eXp6ekAwGAwSktLO194inakpqZm1KhRPC8fISGhgwcPtrwTHx8fW1tb8nL8xiAIolevXqQRiEaj8URY4GZXrlxpi/yUQogQQvj7tbGxCQ0N5THod2fS0tLGjh2roKDg5eUV0QS9evUCALwdFBS0evVqSiGkoKBoCF6e9Pb2xgHrdDrdwsLC3t7e3d0dZ6Xav38/OUotXry4ve6bkZEhISEBAGPGjOFx5Hv9+jV2j9HS0urQ/PuUQoh59+6dgoLC+fPn8TjI4XD09fWVlJR279595coVKysrAFBXV+9qMb9NfX39x48fX7x4kZaW1paQ13aHGgd/PmRkZHjUPwEBgaFDh06bNg2v2mtoaLi6ugKAoKBgoz1gd4zu7JJG8U0SExPxCmajGBgYtKq32NjYpnoTFRUtalDDA2uhbSzaRCmECCEkJyeXlpbWwVJ1CBwOx8/PT1NTc+fOndXV1Q0b9OvXj1sD5HA44uLinSjgF6iBkIKiO4P1vYY50/HypIGBAVYUdXR0sLrYXvPsefPmAcDQoUOrqqoanv348SPWVHlSf7UvlEJIsn37dgBYsmQJ3iXd4UjWrl3btRL+0LRqHGSz2T/QCvUvSFlZWUNtkERJSenOnTsAoKend+jQIQBoqtgJziSJPZlTUlKOHDmyadOmzZs3nzx5Mjs7u3M/E8X3wF07rW/fvnfu3EEI1dTUbN68mRxShw4d2tpu169fTyYUpdFocnJyJ0+ebNgsPj4et8Fupd8NpRAihJCdnV0Hi9SxlJaWrl69WkdHJyQkhOcUj0KIumvZCQoKiq6lqqqqb9++5GyGyWQqKysrKytzr1MaGRkVFxfj37Kbm1u73BQ7iz558qSpNjgVlpaWVttv1xSUQtgMV69exeWLBAQEFi1a1MbM5r84LR8Hcd64V69edYJUFN8HnkBjpKSk8MHdu3eTNbSwp6iQkNCkSZMAQFZWtmEnOTk5OMNzfHw8NsJzQ6PRlixZUlJS0rmfjKJ14Hz+AODu7t7wLC4ZD9/r0snPzw8Av//+e1MNcHV7UVHR7+icm59SIaRBKzl//jwAcDic1NTUK1euREREcJ+tr69vbYedjKio6P79+y9durRjx46ZM2fm5OQ005jbO5mCgoICU1paiqNZMNLS0tra2tra2tyTnuTkZEFBQWyyCw8Pb/tN4+LiKioqlJWVDQ0Nm2ozceJEOp3++vXrgoKCtt+RorVMmTIlMzOzuLi4vLz8n3/+4a4MRNFxYIN5VVVVVwtC0TgzZ84sKSkBALzsXlRUlJycDAAbN24sKyszMjICgLy8PAkJicrKSlx/nCzEys2pU6cQQv3797ewsAgMDGQwGGPGjFmxYsXy5cuxTcnT09PIyCg7O7tTPx5Fi2GxWLgm0++//+7s7NywQXp6OpPJBIClS5d+R/+zZs0CAH9/f6yq8HDo0CGcJJysP0HxFaj1K77Jyclk9p5hw4Zxn1q6dKm3t3c7K60dA4fDOX36tIaGxuHDh3Gp04YWwq6CshBSUHRnzM3NyVcod2Y8AFBQUFiwYAGOaLezs8PK25AhQ9p+05s3bzZ85Tako2NsKAshN/X19SkpKX5+fuHh4dzH2Wx2V4n000AVpv9pwFFbSkpKCCHs1ycvL8/tSC/1f/buO66J7Hsc/kkhQOhIV4oiioCIBRUbggVFKboqusoqrmIBu7Kiu6K4FqxrL+tiRVFEQAU7YsGGShFBioiA9N5Lknn+uM9nfvkGiJSQBLjvP3zB5GbmRGDu3Jl7z1FWBgAyxQiFQmm8NOnp06fo+Q+aempubs7T5v379/r6+gAwePBg7moWmPhYuXIl+hHzOUO6uLig34E27L+uro6cmezo6JiXl4e2Z2dnk6kldXR02hg9F/yEEACgpKRk7Nix7969Q9/yPGFbs2bNhg0b8vLyWrtb4aNQKIsWLXr37l1iYuLIkSPfvn0r6ogwDOsEOBwOmhmBLlh37Njx9u3bixcvXr58+f379z9+/Dh37pyTkxMA3Lx5E50M+dSlaDmUTobn0d+XL1/S09PJbxsaGtCdeFQFEetQSUlJFhYW/fr1mzNnzp9//sn9kru7+/nz50UVWHfDZDJpNBo5+RATK69evUJzx65fvw4AqNhgXl5er169QkJCUJvjx48D1xQzBoPx5MmT2tpa9G1VVdWhQ4emTp1aV1fXr1+/wsJCQ0PDx48fo+EfaejQoc+ePdPU1IyOjj537lyTwbDZ7Dt37ixZsmTKlCnTpk1zc3OLiIjoiE+NNenjx48AICkpyZNflBsqLkIQRHFxcWv3z2Aw4uLiUIcbHBysrq4uJSUlJSWlpaX16NEjANDR0YmOjm77B+jaiFbe8V2/fj2FQnF2do6IiPj27ZuamhpPA1tb2w5NadAR3r59O2zYMLT+R9SxEAR+QohhYgzlDkG5rQFg6NChjdtkZGSgEyx6VHjq1Kn2H7e4uJhOp1MolLS0tNWrV0tJSXGfyWVlZY8cOYL6PC0trY5LsIGfECLFxcWqqqrk/3/v3r25X01MTFRSUsrNzRVVeF0A7ge7hs2bN8P/feCzf/9+sioAnU5XVlbmPpuRT3jk5eWHDh06dOhQJpOJttja2qL7Yg8ePGjucGfOnAEAU1PTxi9FRkaiiWA8Ro8e/eXLlw758Nj/NWzYMGg+hSySnJyMfi5tLqvb0NCwfPlyni5SRkbmjz/+YLPZbdsnD/yEEAAgIiLCx8fn0qVLlpaWenp6jRcNDhw48NatW63drWgNHz78zZs3hw8fHjx4sKhjwTBMrMXFxQGApKTk0qVLAeDDhw9oMic3bW1tdAeUIAgJCYnFixe3/7hKSkqTJk0iCMLQ0PDo0aPk7XOksrJyzZo19vb2ADB79mzyegvrIH///XdhYSF5b7Sqqor7VUNDQwsLC/yQEMMqKirIrysrKx0dHT09PYn/FbVmsVjFxcXk2WzmzJnZ2dlHjhzR09MrLy//8OHDhw8fqqurDQ0NfX19vby8SktL1dXVuSft83BycqLRaHFxcUVFRdzbg4ODraysPn/+rK2t7eHhcfny5QsXLri7uysrK0dGRo4YMaLJaWIVFRXXrl1zc3ObM2fOokWLfHx8UB1arG369esHADydF4/Tp0+jL7S1tdt2FDqdfurUqZqamvDw8MOHDx85cuTFixeVlZV79+5Ft5mwphGtvOMrLy/PXeRRUVGRp8GGDRsab8RaBd8ZxTCxhborCQkJgiBQZjwqlcqzdpo7v8X27dsFdWhyrj4AKCsr79ixIz8/PyMjY/Xq1WTCbiqVmp2dLagjNoafECJDhgzZt28f+W2PHj14Gvzxxx/m5ubCDapLwf1g1+Dv749OTa9fv+ZOuyUlJYXWBHKLjIwk35iUlHT79u27d++mpaWhLbdv3waAESNG8D8iOi1zr6NOSUlBGZ6cnZ15avYUFxej4aWmpiZPzbrLly83nu1PpVKdnZ3Ly8vb+//SLX39+hX9N7q5uTXXBs39bn8i0NaqqqqKjIzMyspqSWP8hPD/vwrh/rahoYGnwdu3b+vr61u7WzHU+KNhGIZZW1sDQENDQ0xMTFRUlLS0NIfDWbx4saqq6pQpU+bNmzds2DByOdOkSZO8vLwEdej9+/eTX6urqysqKsbGxn758kVNTa1Hjx5oO4fDCQgIENQRseakpqauWLGC/LbxZBkWi4Xy6WFYd+bk5IQmLIwdO7asrIxCoSxevLioqKimpqa2tjYjI2Pq1Klk41GjRpFf9+vXz87Obtq0aWQpApTBq7y8nM/hOBwOeiZJVqUDAC8vr6qqqgkTJpw/f55nJqGSklJISMjAgQNzcnIOHjxIbvfx8XF2ds7Pz+/bt++GDRtOnjy5Z8+eKVOmAMDly5ctLS3Ram2sVfr06YOmBJ88efLVq1eNG9jb21dWVgKAp6encEKqr69fsmSJoqKijIzM6NGje/XqxWAwRo4ciRLhdiv01r7BzMwsMjLSxsYGABoaGlgsFverL1++fPnyJXeFrs6IzWbPnDnz7t27Xl5e27Zta+feSkpKjh8/zjOhiD/if7MpMKw5bDY7Li7u+/fvcnJyJiYm6J4oJgQGBgYKCgplZWUuLi7R0dFfv34dPXr0t2/fCgsLeUqTM5nMhw8fCvDQgYGBAKCsrEylUhMTE9esWcP9au/evXNycmpraz09PdG6fKzjdJ97o+Kvvr4+KSlJVVUVVS3HxM2gQYNiYmJYLBaFQgkKCnJwcCBf0tbWtre3v3fvHvp2586df/31V3P7MTIyQmV1srKyevXq1WSbV69eVVdX9+jRg2xQWVmJ1jEdPHiwyVwmTCbT29t7xowZly9f9vb2plAooaGhaEDi5eX1559/koXUN2/e/Pbt2xkzZkRHRy9cuLDxYgHsp8LCwtAz3tGjR9vZ2V2/fh1Nb4mKinJ0dMzOzgYAdXV1gQwIORzO7t27b9y4K59RHgAAIABJREFUkZ2dXV1dTRAEg8HQ0NAwMjJycHCYP39+fHz8uHHj0BCU1NDQ8PbtWyMjo23btm3fvr39YXQaRCunAD148GDYsGGlpaUEQZSVlUlKSpIvvXr1Cp2O16xZ0xFPM4UmPj4e/ecI5Jn13r172/ajOX/+fPuPjnU9JSUlHh4e5Mp7AKBSqaNHj3706JGoQ+suyD9qV1dXtCU0NNTGxkZfX79Xr15kIYoLFy4I8KDkxUd0dHRpaemJEyccHByMjIwGDhzo5OR08eLFuro6MrCioiIBHpobnjKKODo63r9/H31dX1/P3RUSBPHixQsAGDBggChC6yJw2YkugztdpI2NDbo0JwiioqLC0tISbUdPEZWUlPjvasKECQDg4uLS5KtsNtvKyor7zEwQRGRkJADo6enx2W1tbS0qf5ednc1isfr27QsAmzdvbrLxp0+f0BiGT24bjI+LFy9yr3KnUqncS/uUlJTI35D2CA0NJdMRNUlPTw/lkqRQKNOmTUNzjCsqKjw9Pck37t27t8mdd8kpo60eEHI4nIkTJ+ro6Hh5eR05coROp/v5+fn4+KC/UgBgMBiNC8h0LnV1dRMnTqTRaOvXr2//3jIzMz09Pf9oDfSnEhIS0v6jY13Mp0+fyPkzmpqaQ4cOHTRoEHnXc8OGDR2XXhLjZmZmhv7Pe/bsefTo0bS0tLS0tL1795KZJ62srAR7xN9//x31nfyboaP7+/sL9ugkPCBEusO9UdHCA8IuA6394yYhIYGuxREajXb27NmW3Mx6+fIlukDas2cPT2fX0NCAytxJSUl9+/aN3I6KW4wcOZJ/kOhvNigoyMTEhAxSTU1t1apVjRuvX78eABYsWNCK/wWMS3Jyso6ODs9vBZVKnTt3rkD2HxgYyJNZTVdX18DAgLxYIod8NBrtxYsXPG+vqqrq06cPCoksZsgNDwj/f1lZWbq6us2Nuc+ePduRAQuPCBcN48X0WJNycnJ69uwJAAYGBnfv3iUTKOfm5q5evRqd/nbs2CHaILuJhoYGdOZs0vTp0wV+RFTbkEaj8W+GAjhx4oTAA0DwgBDpDvdGRavl/WBRUVF4eHhsbKwQosLaAM27k5GRQRfZPAYMGIAGgagL++ljt127dqE3jh8/3t/fPyEh4dOnT+fPnx80aBC6gvfz8+Nu36onhE2i0+mBgYHc7Z89ewYAffv2bet/CUYQBFFXV3fgwIFZs2a5uLgI8HFrXl4emuWLHuTSaLRLly6hlyoqKoyMjLh/uKqqqrW1tY13UlZWhu5ZzJo1q/GreED4/xQUFCxcuJDMa4dYW1uHh4d3WKjdCB4QYk1atGgRAJiYmPAkQ0NQwV86nZ6UlCT82Lqn4OBgQ0NDcoWJhITEwIEDHz9+3BHHIqeDcud55kEWWU5MTOyIGAg8IOTSTe6Nikqr+sHCwsImr+owcbBz504AYDKZBEFUV1d7eXmNHz/e2tra29u7rq6ObIYGhC05f54+fZpM3MVzcd/4F6aiogIlkomOjm5uh42LpfXp08fGxgaVPUT+/fdfsn1qaiqIIhMm1hIobSyDwUDnZ55E32w2m1xfik4yzd0/nTlzJgAoKys3fgkPCHlVVlbGxcU9efIkLi6urKysA8LrpvCAEGssPz+fRqNRKJT379831waVoXN3dxdmYBhBEEVFRU2O0gWorq4O9WG2trbNtdHX14cWPEVsDzwg5IbvjXYc3A92GWS2rYKCgubakPm3Wngizc3N9fLyMjMzU1VVVVdXHzFixIEDB5qb2PXrr78CgJWVFYvFavxqRUUFufDbwMDg77//BgBnZ2f0anBwMPpVpFAoaIo4QRAvX76Enz11xEQFlTNxdHSEZlYkkndO0TzhsWPHNrmfS5cuAQCdTm/8UpccELY6yyg3GRmZgQMHNt7OYrHIW+biJjU1NTQ09MuXL3l5eXl5eQUFBXJycurq6mpqaurq6v379588eXJz2aswTIQeP37MZrOHDh06dOjQ5tosW7bs9u3bPLkuMSHgyTnZERgMRp8+fdLS0sLCwu7du8edqx3x8fFBVZ4mT57c0cF0WwRBsNlssoNTUVG5cOHCiRMn0tLSCgoKVFVVdXV1yYtLDMMAYPLkyQwGA+X3by4z59q1a+F/1XRask91dfXt27e3MAnk9u3bQ0JCnj59On/+/LNnz3L/hebm5s6bNw+VslBVVX306NGyZcsA4OrVq2/evBk3bpyXl9ezZ8/QmGHKlCmvX78GgLCwMAAYNmxYS46OCVN+fj66eTpixIjg4OBx48bx3LADAEtLSyqVyuFw0LfR0dFN7gq9kWzW5XXIsM3Q0BA9Txcrubm5K1euDAoK+mlLGxubHTt2jBgxQghRYVgLZWRkAICpqSmfNmgRxffv34n/Tb/BupInT5706dOHIAhbW9vffvvt4sWLaDubzZ44cSK668lgMO7cuSPKKLuoysrKdevWhYWF5eTkGBgYLFq0aP369ehWdHP3RjEMQ+bPn3/+/PmQkJB///136dKlPK+uXr06ISEBADooy7+BgcGVK1ecnJyuX7/+4sWL+fPnm5qastns9+/fX758mawoaGJi0rt3b4IgAIDNZqekpKSkpPj6+jo4OJiYmMTHx79//x4A0tPTjx07BgALFizoiGix9khLS0NfoOe6ioqKS5cuvXnzZmlpKQBQKBRNTU0XFxcJCYm6ujq0saqqqqGhgTvLERIeHg5c6We6PMEPCAmCaFXNPeEoLi62sLBIT08HAElJSXNzc3QfV05OTl5eniCIsrKy8vLy4uLid+/ePXjw4PHjx6dOnWp82sIwUUFnK57Kn2jLqVOnEhISNDU1UYFQOp2OR4Ndkp6eXlBQ0IwZMwiCuHTp0uXLlxkMBkEQZL07Op0eHR3dZK0trD0aGhosLS0/fvyIvk1OTt6yZUtgYOCDBw969Ogh2tgwgiDy8/Pl5eUbPwrAxMTp06fDwsLy8vJcXV1v3Lhx4sSJfv36AcDDhw/Xrl2bmJgIAIMHD16+fHkHBeDo6Pj06VNXV9fPnz/v37+f+yV5efny8nIKhfL06VMAkJGR6dWrV1JSEoVCYTAYdXV1wcHBqM4Ti8X68uXLzJkzKyoqRo0ahdZoYGKFTFyELpkuX77M/YiPIIjs7GwyL1FtbS0A9OjRo/FoEACuXbsGAIMHD+7omMVEswPCpKQknqrHLVFTU5OVlZWbm9u+qATv77//Tk9Pd3Jycnd3Nzc3R7d1m0QQRFpamq+v76pVq0xNTfFzQkxMoOVh6A4l8vz582nTpnHXVPXy8gIANLu9S9qyZcv58+crKyvpdLqBgYG/v3+Taeu6MAcHh9TU1PHjx2dmZhJcCwsBYNCgQS9fvmwy1wLWTv7+/mg0KCsra2RkVF5enpyc/OHDh/Xr15PPaTFRKS4uTkhIUFZWRlMkMDHEYDDi4uKGDBny48ePx48f9+/fHy11Ji/WZWVlBw8eHBERMX78+A6KYdSoUbGxsWFhYSEhIVlZWTQaTU9Pb/bs2W5ubgkJCejB4Jo1a/755x8AWLly5alTp+rq6lRVVQsKCgoLC9FOTE1NGxoadHR0bty4gW+8iiE1NTUpKana2lpU7ITD4VCp1FGjRv348ePbt29NvoUsNMJtxowZ6PnhwYMHOzRgMUI0kySgqqqqPTfbhLUGsqV69+7d2tWfhw8fnj17dgfFwx9eTI81Vl5ezl0MF61zaI6hoaGo4xUwsq4GDzU1NT5ZN7uw/Pz8RYsWjRo1aty4cW5ubgKp5NsS3TOpzIQJE+h0+r59+8ikFAUFBb/99hsAvHv3TrSxdVW4DmGXtHnzZjk5OT6dl5WVFVr1IDTkUkA3Nzfu7YcOHWoy1OnTpzdZmw4TE9OmTeP+eY0ZM0ZTUxMAVFVV9+/fn5aWxnPTnEKhHD58mHx7cnIy+VRwzpw5TR6ieyWVYTKZlpaW7969s7W1lZGRIbcXFhYGBgbKyMg4OTmhZ6wEQdTU1OTk5ISHh1tbW5uamlZUVPD5axeJHz9+/PHHH616y++//84zrwDDREhOTm716tU+Pj4LFy5cuHDhmTNn0PaxY8eGhYXJyMhs2rSJvJX15csXlOpQdPEK0vDhw6OiotDXVCoVpfRA8yTz8/MVFBTS0tL4FADoklRVVc+fPy/qKLqLtLS0VatWbdq0idyC0smUlJRcunTJ3NxchLFh+EFNJ7Jnz549e/YsX74cdWEGBgbLly83MjKqqqp68ODBlStXnj59am5u/vLlSwMDA+GExGaz0RcLFy7k3r5u3br58+dfuXLl0aNH9+/fBwAKhfLq1auRI0cKJzCsbS5cuKCuro4ePtPpdJQS1sTE5NGjRxQKZezYseSqUYQgiHXr1m3atElOTq62trampgZtt7S0vH79uvDjFxmi+Tu+mzdv9vT05Nl44MABALh69WrjweXHjx9NTEySk5M7ZOjaPioqKg0NDa16S1VVlaSkZAfFwx9+Qog1qbq6mufSMzIykiCIt2/foltiFArFz8+PLLD76dMnUYcsAG5ubujjUKnUCxcukNtramrIKwYJCQkRRtitdM8nhHQ6vcmnFh8+fLCyshJ+PN1By/vB+vr6hISE/Px8IUSFtV9ISAjqrXx8fNhsNvdL3759GzJkCAAYGxu39pqtzcjE8iijRGMBAQGogZSUlHBCwtoJPRLkxmAwevTo0fjmkbm5eeONTCbT29ubz/675BNCKp+xooWFhZaWFs/GGzdumJiYODk5NW4/ePDgs2fP2tvbo3m3YsXY2BglC265gICAxr9SGCZC0tLSYWFhPXv2RN/SaLTp06fLy8uPGDEiNDSUwWD4+vr++uuvP378QA0aVybojE6ePAkANBqtrq6O+w6ulJRUcnKyg4MDADQ0NLi4uIgsxA5WWlqalpaWl5fXffJfixsJCQltbe3G201MTFCpD0yEJCQkBgwYoKqqKupAsJ8jCGLz5s0AsGnTJg8PDzTsJ+np6YWFhampqX3+/Pny5cvCCYlch19eXq6iolJQUMD96rFjx+bMmYO+7j4JJzs7VEeEe+FbfX19UVERQRDoWykpKXRKr6qqWrx4MQCMGzdu3bp1qMpIVVXVX3/9JYrARYnfgNDe3t7d3Z1nY0JCwuzZs3n+hkkWFhYqKipimJzTxcXFxcXl8+fPLWnMZrN9fX2XL19uZ2fX0YFhWKuoqKigRKMUCoXD4ZSUlFRUVCgpKTk7O8fFxS1atAi1QfcysrOzRRtt+23fvh2dwa9evdpkddPg4GD0RPTq1avCDq6D1dTU7Nu3z9jYWElJSV9fX0NDQ0tLy83NLSsrS9ShdTvy8vJNzkusq6vjs9geZ6XHMB4fP35MTEyUl5dv7oJbXV1948aNAODn5yeckNAwD+URLSoqUlNTU1VVHTZsmJGRkZSU1OrVq4n/lXHCKbs6CzQNeNeuXWZmZgAgJyenoKCgrKxsZmaG0gVlZGSgZ9E1NTVo2guTyTx06ND27dvHjRsn2uBFpdVlJyQkJFC2w+b07t1bDKtgOTs7BwQEmJqaDh8+fMKECUOHDlVUVFRQUJCTk2OxWBUVFeXl5RUVFcnJyS9evHj58mVZWVmPHj22bNki6sAxjBd6Aq+goJCZmZmfny8tLa2qqsozWBo1alRgYGAXeKB04cIFAKBSqeQ92sYmTZoUGhpKll7oGtLT021tbVE2dklJSSaT2dDQkJeXd/LkyUuXLt24caNrPP7tLPLy8kpLSxuXzK6trUU5CZvUZRbxYpigfPjwAQAsLS35DK6mTZvm4eHBnVK7QxkZGWVnZ1MolFmzZt28eRMACgsLybSiACAlJSUpKVlWVtZkOkpMDMnKytbW1n78+FFLSysmJubYsWM8C0QBICUlBQDU1dXRHQFUgqI7a/WA0NraOjMzk0+D9+/fi+EKbyqVeuvWLQ8PjxMnTrx58+an7fv27RsYGKihoSGE2DCsDSgUiqysbHN9apepRIdGv+SqyCbNnDkzNDRUWBEJQ05OjpWVVXp6ura2tre395w5c5hMJofDiYiI2LZtW2RkpKOj4+PHj9F9TUw4EhISRo0axbNRVVV1ypQpPBsJgigpKUlMTOSZe4Z1HDabTaVSxfDaozuLj4///PlzTU2Nvr7+iBEj0Gm8pKQEAPjP70WXXmVlZSwWq8mJIYK1ZcuWx48fFxQUWFlZHTlyZMWKFa9evaqurqZSqWpqaitXrgQA9NAS/YuJrczMTHd398jISPRr5ufnh5bYJCUl8bTMz8//8uULANjZ2SUkJACAjo6O0OMVL63+S0OpeDZt2tTkFWdQUFBiYqJ41gJiMBj//PPPqlWr/Pz8Hjx4kJ6enpeXR2aXAgB5eXlNTU0zMzN7e/vZs2c3WacSw0ROUVExLy+PJ00WD5RWq7mp3Z0IKhnK/XfaGLrPJ85qamry8/NpNJqqqiqfIqik1atXp6enGxoahoeHkyuZqVSqtbX1uHHjnJ2d/f3958+fn5SUhCtxC82YMWNa+AdFcFVXw4SgsrLy/fv3GhoahoaGoo4FA4IgfH19d+3axV32TVZWdunSpX/99RcaCpIL3ZuEZsX36NFDCKNBALCysjI2Nv78+fOqVasYDAbKeUM6ffo0GhMOGjTIyspKCPFgP8XhcKKiol68eFFYWMhkMgcMGDB58uQDBw7s2rWLXCUIAARBoN+lEydObN++nfvOspWVFYfDkZCQcHd3R3NHJ0yYIPwPIl6I1meNs7GxWbduXU1NDffGhoaGixcvoquTFStWCCzrTUdis9n5+fmfPn1KTU2tqqoSdTj/D84yivHh6emJ/nj/+eefJhuge2MAoKOjI+TYBM7a2hp9Fj4Z51DuKwqFIszAWig4OHj8+PHkZY20tPT06dNfvnzJ5y2pqakUCoVGo33+/LnJBrW1tX379gWAU6dOdUzU/HTPLKPt6WGxtsF1CDujmpoaR0dH9MsvLy9vbW09ceLEPn36oC29e/dG5cKlpKQyMjKCgoI2bNjg5OTk7u5+4cKFgoICtBMvLy8AmDZtmtDCLikpkZeXJ/vNJUuW+Pj4LF68mEwlpaioWFZWJrR4MD6ePn3aeO4uOdiTlJScMWPGiRMnTE1NuRsMGDAAvT01NZXMT75//34PDw8A0NTUbFVB4y6ZZbQtd1/27NkzYsSIwMBAe3t7fX19FouVmpr65MmT1NRU9FNBKaTEH5VKVVVVxanJsM5l9+7dPj4+HA5n7dq15ubmPNPYamtr1dXV0ddtm0iZkJAQGxurrq4+ZswY/nM1hcDX11dPTw8ABg4ciBbU8YiPj0e5c8jU4WKirq5u8eLFZKobNOezpqbm7t27d+/e9fT03LVrV5Mz3O7du0cQxMSJE42MjJrcs6Sk5IoVKzZs2BAWFrZ8+fIO/AwYFz09PVNTUykpqZ/OS+RwOPn5+V+/fsXpf7DuxtXVNTg4WFpaeteuXStWrJCSkkLbHz586O7unpKSsnr1alNT07i4uP79+5MF3xAmk7lhwwZnZ+cjR44AgLOzs9DCVlRU/P79+5gxYz5//pyRkXHu3DnuVwcNGvT8+XNyxIiJkJ+fn4uLS0NDg4KCgrW1tb6+fllZ2f3799FaNjk5uezsbLSUZvbs2RYWFmQW6MTERBkZGUlJSfKO+YIFC5KTk//9918KhXLixAmcMagtTwgJgvD19W3ySlFaWjokJKSjRq/dBn5CiPH377//kn90o0ePJu9subm5kbPaWlseLScnx8jIiOdiV0lJKTg4uAM+QSuQS3knT57M89KnT5/IgNPT00USXpM4HM68efMAgMFgbN26NTU1FW2Pi4tzdXVFMf/1119NvnfNmjUAsHXrVj77f/78OQAYGhoKPvSf6Z5PCOXl5aurq1v1ltraWhkZmQ6KpzPKzc392hroz6Ql/WBlZeWzZ8/EswZyt4KyKElISDx9+rTxq8XFxf369QMA9C8AyMvLr1+/fu/evV5eXmjaHvyvVMC4ceM4HI7QPwHx4MGD0aNHKyoqMplMJSWlMWPGPH78WPhhYE169eoVGnosXLiwpKSE3I5SXaIzxooVK3JzcxctWsQnkwKdTh84cCC6W0Gj0Y4dO9baSLrkE8I2DggJgoiPj3d1ddXR0aHRaAwGo1+/fmvWrMnIyOiYOLsXPCDEfmrZsmV8bvS0dqgQHBzM57nH7NmzO+hTtERNTQ15ZpeQkLCystq9e/fy5cu5y4SizODi48qVKwAgJSXV5MWEr68vhUKhUChv3rxp/Cpar+Ll5cVn/69evQKAPn36CCrgluueA8K2/VdraWkJPJJO6uLFi3zOV3z4+fmJOnaspdBk0TVr1jTXgMy7i06AAKCtrb1mzZoTJ07s27dv6NCh6FUFBYW8vDxhRo6JPw6HM3z4cACYN28e982Cqqoq9LuEkptQqVQ0SYpCoVhYWLi6ui5ZskRNTa3J08vQoUOfPHnShmDwgLBpLBZLJDdyujA8IMRaIjw8vPEkBzqdvnv37lbt58WLF+RocNSoUV+/fiUIoq6ubtWqVeTiN1dX1475EC1SUFDAZ/Lq8uXLRRhbk1Byi/379zfXYMmSJQBgb2/f+KW9e/cCwIwZM/js/9SpUwBgbW0tgFhbqXsOCIOCgtrwLjyYIT18+FBFRUWpNdBfd0BAgKhjx1qEw+HIyMgAQExMTHNtqqqq0N29RYsW3bp1C2WA5IZ6Ij4rqLFu6+PHjwAgKytLrjVFHj9+jH5z2Gy2k5MT+kUyNjaOioribkbeVtbW1j5+/PjVq1eTkpLaHEyXHBAKIAkhjUbDuZ4xTPisrKwqKioaGhr27t1rZ2e3YcOGrKyshoYGMutMC02ZMoUgCAqFEhYWFhkZiRIAMBiMo0ePlpeXy8nJAcDZs2fT0tI65GO0gIqKSl1dnbOzM/ewkEKh9OzZ8+vXr2h0JD6+fv365csXKSkpPk9x165dCwCPHj1qXD4RlTG4d+9ecwV+OBwOWuKCSxEKDZkno1V+/fVXgUfSSU2aNKmgoKC4NdCN0ZZk5cXEQUlJCXpW09ziZwB49OgRShk9atSoGTNmpKSkBAQErFq1as6cOc7Ozt7e3rGxsTNnzmSz2ZcuXRJi7FgnEBERAQA2NjYqKirc23NycgAAPRtEgxEGg/HixYthw4ZxN0MXD7KyspmZmXV1dfPmzSOnLmOIMFL6YhjWceh0+h9//NHmt4eEhFRVVQHAvn37Gg8wpKWlMzMzlZSUCIKYMWNGbGxsu2Jtn0uXLnWKqwSUXsvIyAiNpZtkbGwsJydXUVGRlZVFpuBDBg0aZG1tHR4evnDhwnv37jW+IPb29v7w4YOCgsLixYs7In4Mw7DWQiuyCIKor69vrmpXZGQk+gKVApeWlp41a9asWbO428ycOfPWrVtoVjyGkdDAj6e7BID+/fsDAIvFKiwsRE8LJSQkyCkGSH19Pao77+zsfOrUqTNnzqxfv15IcXcenb5MGYZh7bFnzx4AoNPpzZXcVVBQGDx4MAA0meQTa6yhoQEAflpBC10zocY8jh07Ji8v//Tp09GjR6P8Mci3b98WLFiwY8cOADh8+LCysrIg48awzqm+vv7Tp0+5ubmiDqRbYzKZKNXzmzdvmmuDrunhfxfxTdLV1QWAvLw8QQeIdW7oBmt5eTnPdnNzc9Tbrl69urCwEAB69OjB0+bgwYNoGpS3t7eEhERycjJKTo5xwwNCDOvWMjIyAIB/8ZVp06YBAIvFElJMnRy6oElOTm48HZSUlZVVXFxMp9ObrJZhZGR09+5dFRWVDx8+WFpa6unpDRs2zMTERF9f38/Pj0ajHTx40MXFpQM/A4Z1HmVlZYWFheRgAxMVOzs7ADh48GBzDVA9ejk5OTKnaGMFBQUAgO92YTxQ7cHw8HCiUWHY8ePHA8CNGzfQtzwVCPPy8tBd1CFDhqioqKB0dHhA2BgeEGJYt4ZWdJDFKppEzgVq/+FKS0tDQ0OvXLny8uXL9u9NPJmYmPTq1au0tNTf37+5NqdPnwaAsWPHojQMjY0dOzY2NtbV1VVOTu779+8fPnz4/PkzjUabMmXK69ev8XQXDMPEjYeHh5SU1L1797Zs2dL41YiICDRlVElJiU+P8/DhQwAgM45iGDJ58mRFRcWUlJTGKYuvXLkiISGBLmYAgEwtAwD379/v27dvXV0djUZDZYHRM0Y+Czq6LTwgxLBuDd0tQzdlm3P//n1owRxI/kJCQrS1tZWUlKZPn+7s7Dx27Fg6nT527NjmUqd0XhQKBdUSXL9+PVpPCABfvnyxtLRE5a1kZWV3794N/0st0xwtLa0zZ84UFha+ffs2MDDw6dOn+fn59+7dMzc3F8KnwLDOAuUP5FN2DBMOPT09dKtrz549tra2z58/53A4APD161cPD48pU6bU19fT6fSMjIzmbpYlJCScP38e/u81fQc5evSoqampoqKijIyMioqKpaUl6ukw8SQjI4PSJbi7u6O7BiR1dfULFy6Q6S3d3d0tLCwsLCzU1NSmTp1aWVlJpVLPnz/fr1+/Dx8+lJaWysrK9u7dWwSfQcwR3TWNuDjDZScwoTlz5gw6Ffj7+zfZgMVioSutvn37tvkoqEo7QqPRJCQkyHM3nU7vepnla2pqUMWkHj16XL58mWcGC2nAgAEsFqvx2z99+rRp06YFCxYsX77cz8+PzWYL/yM0B/cXmHC0qh8sLCysra3t6JCwljh37lxzSWXmzZu3fft2AGAymXfu3OF5Y3x8vI6ODgA4Ojp2aITJyck8mSpJQ4YMqaur69CjY23GYrHQAhYqlbpo0aJ79+4lJydHRUXt37+/uUqDAKChoREZGYn24ODgAABz585tZyRdsuwEHhCKIzwgxIQJ5bGk0Wg/fvxo/KqBgQE6q5Kn1NZasWIFeV4ODAxEG6uqqjZt2oSuG6hU6uvXr9v+AcRSbm7uyJEjeXqzoJIyAAAgAElEQVQmchhMfiEtLc19/XH37l1UVJcbnU5ftmyZCD8LN9xfYMKB+8HOKzk5eenSpRoaGuRZztbWNiwsjCAIFouFKutQKBQ7Ozt/f/9Hjx7dvn176dKlqDBAnz59CgsLOy621NRUsnxR//793dzcdu/evWDBAnJE0atXr4aGho4LAGuPuro6Nze3Jqccm5qaXr9+Hd2/1tLSGjRokJOT0+PHj9EbORyOh4cHADAYjMTExHaGgQeELVJfXy+Q/XRnuCPs1FJTUz09Pc3Nzfv06WNiYuLs7Pzw4UNRB8VPQEAAOp9SqdSVK1eSz6wCAwPl5eXRS5aWlm3beWpqKhr8mJmZNX7SlZSUhBYoamlptecjiKfa2trG2Xr69+9/6dIlDodja2uLtujq6qL2f/75JzlQVFBQ6NWrl4aGBrlFX19fHC5T8ICwhXBX2E64H+wCqqqqSktLeTbW1dW5u7s3OcXX1tY2Pz+/Q0NCd9zodHpoaCjPS2QJX1tb2w6NAWun2NjYlStX9uvXT0lJqWfPnlOmTPHz80OXLmROowkTJly9evXz58/x8fEXL14cNWoUug3x33//tT8APCD8CRaLZW9vT6VSd+zYIYjYui/cEXZSDQ0NHh4eTc6WsbKyysrKEnWAzdq8eTN3tGSBV3IM0+Y9o2EPk8lsbjBz+/ZtdBSUPawrIYtumZmZBQYGBgcHx8TEcDewt7dHDR48eEAuqlFSUiJvahIEUVJSMnHiRPTS+PHjhf4heOEB4U/hrlAgcD/YtSUmJv7555/jx4/v27fvyJEj3d3dnz9/3tEHPXToEHnKbbLB8uXL0bAhLS2to4PBOsjx48cb1+8FABkZmcuXLwvkEHhA+BPx8fHoP11OTk4QsXVfuCPsjNhs9owZM9Boau7cuf7+/u/evbt///7mzZsVFRUBoGfPnhkZGaIOs1kRERGNM31LSEh4enq2Z7eoPqyzszOfNqhq0OzZs9tzIDE0bNgw9PvApw1K1WNiYoI6GBUVlaKion///XfTpk2enp7+/v7oseqyZcv4X8cIDR4Q/hTuCgWi5f0gh8PJzc2trq4WQlRYp2ZkZAQAAwcO5NMGTVpxc3MTWlSYwKWnp2/atMnMzExVVVVNTW3o0KF//vlnTk6OoPbfJQeE7UobyMPAwGDixIlPnz5dunSpAHeLYZ3CwYMHg4KCmExmUFDQ5MmTye02NjarVq2aMmXKp0+f5s6d+/LlS+6Hb+LD0tKyqKiorKzs8OHDMTExPXv2XLx4cftzf1dUVADApEmT+LQxMDAoKipKS0tr57FaKz8/PysrS11dvWfPnh2x/y9fvgAAuQizSUZGRnFxcWTRQm1tbRUVFYKrwsf8+fNnzJjh5+d3+/btnJycrVu3cv92YWIId4VCVlxcnJCQoKysPGjQIFHHgom179+/AwA5NaNJAwcOjIqKevPmjbCCwgRPV1d33759oo6ikxHkgJDBYDx69KiiogLX98C6m8rKSlRI4Pjx442v17W0tO7cuWNiYvLq1avQ0NDp06eLIsYWUVBQQFngBKslY2BCEHUOW6KiomLZsmW3b9+uqqpCWxgMhrm5+cWLF/X19QV4IDTG4z/a1NPTi4uLa2hoAAAKhRIdHc3TgM1m37x588WLF3PmzDl27Njnz58FGCHWEXBXKGSotgH6F8P4IO+78WmDFn6XlZUJKSYMEw+Cr0OIu0CsG7p3715paWn//v0XLVrUZANdXV2UbJNPsfIuCZ0QeKoG8UhJSQGAfv36CSGeiIgIdXX1a9eukaNBAKivr4+MjDQwMDhw4IAAj4Wmg+bn5/Npk5OTA/8bMKMhMZ1Ot7S0nDVr1rBhw8i8C3l5eeg3p7a2VoARYh0Hd4VCI55zLrD2YLPZ3t7eM2fO/OWXX3x8fAS1WzQdNDExkU+bjIwMAEALGTCs++iQwvQsFqsjdothYis2NhYAJk+ezOfSZOrUqQDQ+BFQ12ZhYQEAgYGBzZ0WQkNDi4qKAICsTtFx4uPjJ02aVFNTQ6FQ7O3to6Oji4uLf/z4sWHDBikpKYIgNm3adPLkSUEdTldXF/43cbQ56DeH9OuvvxYXF0dERAQEBERFRX379g3VTQKAgoICAGgy3TYmnnBXKBwKCgoaGhq9evUSdSCYAJSVlQ0ePJhOp3t5eQUFBd26dWvz5s1UKnXcuHHo+V579O/fHwBu3bpVXl7OfU+QVFlZic7YZCovDOsmOuTawtDQsCN2i2Fiq7S0FABQApXmoJQtqGX3cfz4cQqFUl1dPWzYsMZzupKTk2fNmgUAOjo648aN6+hgpk2bxmKx6HR6RERESEiImZmZkpKSlpbWgQMHcnJyUNWsNWvWoHWP7bdnzx4AYLFYCxYsaLLBsmXL0CUO+p+hUql+fn7cT5a0tbVv3bo1b948cgv/3zFMrOCuUDgkJCQGDBjQuMQL1omUlpbeuHFj6dKlysrKMTExaCOVSkW3wAiCePHihZycHJpO0ma//vorAGRmZiooKMjKyqqpqbm5uaWnp5MNHBwcWCwWjUbbuHFjew6EYZ2O4AeEBEE0ed8Fw7owVNoITTVpDup1yFq93UTv3r3Xrl0LALGxsT179rx58ybaXl1d7eHhYWJiUltbS6PR7ty509GRPHnyBP2Azp0713jwqaioGBMTQ6PRWCwWCrj9HBwcULFjPz+/xYsX87zq5uZ29uxZACCrJHM4nB07dvA0o1Kpp06dkpWVRd9aWloKJDaso+GuEMNaoqGhYdu2bb169XJycjp37hx539DExCQiIoLNZn/79s3Y2BgA6uvrBw4cyGaz23AUNpu9efNmnmFeQUHByZMn+/fvf+zYserq6kmTJoWHhwPA77//jnKDY1j30WxSmaSkpDVr1rR2dzU1NVlZWbm5ue2LCsM6GZSL/+7du9XV1Uwms8k2N27cAIDRo0cLNTIxcOjQodzc3GvXruXm5s6ePZtGo1GpVFRDFgDodPq1a9dMTU07OoxTp04BgKKi4sKFC5tsoK6ubm1t/ejRo7CwMEEdND4+XktLi8VinT9//tq1a+bm5v37909JSYmKiqqurgYAGo2moaGRkZFBpVI5HI63t/egQYMcHR25d0IQBHmR1NzDRqyD4K4QwzpObW2to6PjgwcPAEBaWrqmpgYARowYkZiYGB8fP3HixEuXLjk5OcXHx2/btm3nzp11dXX29vahoaGtPZC7u/vp06cpFMovv/zy8OFDNA1EUlJSRkamuLh49erVa9euRafZESNGnDlzRtAfFMPEHtFMXamqqippaen27BZrM1yHsNNhsVhocUJzdWmePXtGo9EoFMr79++FHJuYCA4O5lnkQ6PRxowZk5WVJZwA0Jhz1KhRfNocPHgQABgMhgCPm5+fr6Ki0uR5UllZOScnB011k5KSIm8ljBgx4u7du2lpaZ8+fXJ1dSUfIQJAZGSkAGNrg+5WhxB3haLSqn6QxWJxOJyODgkTODSHU05OLiAgAK3AHzFiBEEQRUVF6CVJScl3796hxn369EEdR2uPcvv2bfTG69evEwRRVVWFFrfzoFKpy5cvF+wHxLqk7lWHkMlkWlpavnv3ztbWVkZGhtxeWFgYGBgoIyPj5OQkISGBOryampqcnJzw8HBra2tTU1NBrcDBsM6CRqMdPHjQ3t7+wIEDVCrV29tbUlKSfPXOnTsLFixgs9murq7tr+zXSTk4ODg4OJSWlj569CgrK8vU1NTKykqYKVJQaQfy58JisTZu3Hjr1q3c3Fw2my0lJTVgwAD00xFs/npVVdWCgoJLly799ddf2dnZHA6HSqVqaGjs2LEDzSNVVFQsKCiora2NioqytbUtKCh4+/YtT20SCoVCEAQAmJmZCTA27KdwVyj+Kisr379/r6GhgRdtdi4vX768evUqg8EIDQ399u0bOsXdunULAJSVla9cucLhcPz9/d3d3d++fQsAvr6+48ePZ7PZHz58aFVPunPnTgDYtGnTnDlzAIDJZL569So+Pt7b2zs6Orq2tra8vLy8vNzBwQFNJMGw7oho/o7v5s2bPT09eTaitOxXr15tPLj8+PGjiYlJcnKy4Met3Qx+QthJHT58GP3stLS0lixZsnv37o0bNw4bNgz9rdnY2NTW1oo6xu4L1YfU1tYmCOLevXt8HvsoKioKMzAyZ8zkyZMJgti6daumpiaZrpbJZE6aNAllS1dSUhJmYE3qbk8ICdwVikjL+8H8/Pzw8PCPHz8KISpMgNAdMfRQztXVFf5354tUUFCA7sLExcWhLeisuHfv3pYfJTMzk0Kh0On0wsLC5tp8/PgRAGRlZevq6tr0UbDupUs+IeR3e97CwkJLS4tn440bN0xMTJycnBq3Hzx48NmzZ+3t7btbHkUMQ9auXRsWFmZoaJidnX3u3LktW7YcOHDg/fv30tLS3t7eoaGh3I8NMSFD467MzMzTp0/b2tqi4hPjxo07e/bs5cuXt2/fTs5ora6ubn9+85abMWMG+uLhw4f79u37+++/0YPE7Ozsuro6lJgElR/cvn270KLCSLgrxLCO8OLFCwCYPXs2/K9CIA8VFZUJEyYAwPPnz7m3N7dQv0lJSUkEQRgaGvIpLWhmZiYrK1tZWZmVldXyPWNYV9LslFEAsLe3b7wxISFh06ZNzU30srCwUFFRWbp0aUBAgGACxLBOxcbGJj4+PiIi4smTJ0VFRUwm09jY2M7ODqUhxURo4cKFq1evrqioWLlyJUEQcnJy7969I+eYEQQRERGBrgbq6+vt7OxQngMhmDlzppGRUUJCAgD88ccfN2/e9PHxsbKyUldX9/X1/euvv1BuEg0NjdWrVwsnJIwb7grFHJPJpNFoZCZerLPIyckBAD09PQCYNm3a0aNHCYKIiooyNzcn26B1g9nZ2QBw7do1tNHOzq7lR0F30/ivBKZQKNLS0pWVlSirDYZ1Q/wGhE2SkJDQ19fn06B3795CyCCPYWKLRqNNmDAB3dfExAeFQrl06dKMGTMIggCAnTt3ojxAABAdHT1//vzExEQAMDAwSElJefToUV5ennCG8TQa7erVq2PGjKmsrASAqKgoa2trnjZMJjM+Pl4IwWAthLtC8SEjIyOEKqaYwMnLy1dWVpaVlQHA5MmTUaZlJyentLQ0sk1xcTEAoBl6q1atAgAJCQk0hmwhbW1tAPj69SubzabRaE22yc/PLywspFKpqDEmBOXl5X5+fvfu3cvJyZGUlOzfv/+8efMmTpwo6ri6r1ZndLC2ts7MzOTT4P379+TqFwzDMPHh6OhIln1fu3atpKSksrKytLT0kCFD0Ghw3LhxCQkJKMvo/v37OzSYqqqq9PR0NDd10KBBERERurq6TbY0MjJKTU3lM98JEz7cFWJYOw0aNAgAnjx5gr5FmbS+fftGFtdhs9kREREAYGZmNnny5KKiIgBYsWJFq45iYmKipqZWXFx89+7d5tpcuHCBIIhhw4bJy8u35ZNgrXTlypW+ffuuXLnyzp0779+/j4yM9PX1nTRp0tixY79+/Srq6LqpVg8I161bd/v27eYKgwYFBSUmJuro6LQ7MAzDMMFD04dQ0eGGhoaSkhK0hclk7t69+9mzZ3Q6vW/fvgAQFRXVEQGUlpZu377dyMhIVla2d+/e0tLSFhYWp06dMjU1TUxMPHjwIFmSkUqljhkzxt/fPz4+XlNTsyOCwdoMd4UY1k6//PILABw6dKikpAQAQkJC0HjMz89PS0vrwoUL586dy8jIkJWVnTdv3qNHjwBAU1PzyJEjrToKlUpFY8jVq1ejqac8Pn36tGvXLgBwd3dv92fCfm737t3Ozs4FBQXm5uaHDx8OCwsLDAzcuHGjsrLyy5cvhw8f/vnzZ1HH2C0Rrc8aZ2Njs27dupqaGu6NDQ0NFy9eRLO0V6xYIcC8N90QzjKKYR0E/XEFBwd///59z549y5Yt8/T0fP78OXcRs1GjRgHA4MGDBX70iIgINTW1Jk/FAwcOTE1NRc3q6uqKi4vZbLbAA2i/bphltDmdtytMSUn5559/li9fPmPGjFGjRhkYGAwZMmTq1KkLFy708PD477//MjMzRR0j7ge7vvr6enT3bfz48UVFRQRBlJaW8nlGp66u3rYsoJWVlQMHDgQAPT298PBwcjuHwwkICFBWVgYAGxsb8TzldjEPHz5EUyd8fHx4aocWFhaOHj0aAPr27SvmKdm7ZJbRtgwIP378KCEhoaOj4+7ufvjw4f379y9btgz9VQMAg8H4/v17R8bcyTx//rxXr15KrYH+J/ElF4YJHLpS37ZtG5826MHOtGnTBHvoN2/eoEx6xsbG169fr66uJgiiqKjo6NGjaLGitrZ2Tk6OYA8qcHhASOqMXWFOTg6Z1ZY/GxubN2/eiDDUlg8I6+rq4uLixP9vB2ssJiYGjQBVVFR27Njx+vXr9+/fW1pa8ky3ZjAYq1atas+Bvn//TqYQ09PTs7e3nzZtmoaGBtoyZsyYkpISQX0ojI8hQ4YAgLu7e5OvlpaWogWix48fF3JgrYIHhP+Pr68vg8Fo3IVIS0uHhIR0WLSd0unTp1vS+zZ25coVUceOYV0NmpDZp0+f5hqkpaWha5H//vtPgMetr683MDAAAHt7e55nSgRB5OTkGBkZAcAvv/wiwIN2BDwg5Na5usKioiIyG4ekpOSYMWPmz5+/YsUKDw+Pv//+e+fOnRs3bnR1dZ01axa6J0Kj0c6ePSuqaHEdwm7i06dP6OzHg0aj2dnZBQUF5efnC+RAxcXF7u7uPMWf5OXlt2/f3vicjHUElExbWlq6uLi4uTYnT54EAAsLC2EG1lpdckDY6iyjiIuLy/Dhw48ePXr//v0fP37QaDQ9Pb2pU6du2LAB52jisWzZMhsbGw6H0/K39O3blyAIvLgZwwRu8+bNv/76a1pamo+Pzx9//NG4AaoOLy0t/dtvvwnwuDdv3kxJSdHU1Lxy5UrjilsaGhrXr183MzO7devWly9fyDvZmJjrXF3h33//nZ6e7uTk5O7ubm5uzqcsKkEQaWlpvr6+q1atMjU1HTFihDDjxLoVExOT2NjY69evBwcHx8TElJWV6ejoWFlZLVq0yNjYWIAHUlJSOnbs2N69e58/f56dnU2j0XR0dEaPHo3rAwvNhw8fAGDUqFHkVLjGpk+fvnLlyg8fPhAEgfNyCVMbB4QAYGxsfObMGQBgs9lUKhX/2PhoVYpkAKBQKARBdEwsGNatzZs3b+/evXFxcZs3b/7+/fvx48fJUnKZmZkTJkxITU0FgAMHDtDpbT89NoYS3Lm6upJpTnmYmJhMnTr17t27t2/fxgPCTqQTdYXBwcEbN25sSfpcCoWir6+/a9cuVVXVgwcP3rhxQwjhtRmqJdBcRQFM/NHp9Pnz58+fP18Ix5KRkZk6daoQDoQ1hoqIqKqq8mmDXq2vr6+oqMDPRYSp1VlGMzIypkyZgkb5CI1GI7vAkpKSx48fCyw6DBN7NTU1jo6OMjIydDqdTqczmcwJEyagsx4mnl6/fo2Wjpw6dUpKSsrQ0HD48OE9e/bU1dVNSUkBAFdX15UrVwr2oElJSQAwcuRIPm0sLCwAIDk5WbCHxjpCZ+wKf/z40eRTcT5+//33yMjIDopHUJSVlU1NTcmyohiGiSeUU+3Hjx982mRlZQGAtLQ0Hg0KWasHhPX19Q8ePPj27VvTu6NS7e3tr1y50u7AMKwT2L59u4yMTEhISHV1NZvNZrPZNTU14eHhKioqS5cuFXV0WNOYTOb379+tra0pFEpDQ0NSUlJUVFR2djZBEJKSkocOHUIPfAQL1Rtscr0ZCb3a0NAg8KNjAtcZu0J5eXlUcKXlaDQaKv4m5nr06IEn/mGYmLOwsKBQKK9fv0ajvibdvHkTfnbzFOsIrR4Q8qegoGBsbLxnzx7B7hbDxNCSJUt27NiBJvfq6uo6OTn9+uuvffv2RTN+z507Z2NjI+oYsaYxGIwnT55kZmZu2LDByspq5MiR06dPP3v2bGVl5bp16zriiChLB//ySujV1s4wx8SQeHaFxsbGr1+/btVbAgICcA1MDMMEQldX18rKisVirV27tsmFUenp6T4+PgDg7Ows9Oi6u58vkikuLo6MjFRVVVVVVVVRUamrqwOA+vp6VM2ZW0NDw9u3b3FBSaw7ePbs2X///QcAUlJS0dHR3Iu+KisrdXR0SkpKHj58ePbsWVdXV9GFifHTs2fPAwcOCOdYEydODA0NvXDhgru7e+NlZsnJyX5+fteuXQOAgoKC1NRUsnoBJia6QFfo4uLi4uISEhLSklwdbDb74sWLbm5ueLIDhmGC4uPjM3r06MDAQBcXl2PHjnEvqv/48aOTk1Npaenw4cMFm9QNa4mfDwhLS0sdHR15kmTyX/uLErtjWBc2e/ZsAKBSqT9+/EBlbUmysrK5ublycnL19fXr1q3DA0IMAH777bedO3d+/PjRy8vL29ub3J6Zmbl27dqgoCDydumpU6dOnz49e/bsw4cPa2lpiShejFcX6AqdnZ0DAgJMTU2HDx8+YcKEoUOHKioqKigoyMnJsVisioqK8vLyioqK5OTkFy9evHz5sqysrEePHlu2bBF14D9BEER+fr68vDyqMophmNgaNmzYuXPnFi9efPHixYcPH86aNat///41NTWvXr26c+cOi8XS19e/desWzhElAkQL6krNnDmz5TuUkZG5c+dOR5fL6NpaXn8JEwn0cAAAfv/99+baHDlyBLVJTk4WZmyY2Lp06RL5a5Obm0sQRHR0NFpkj/7k6XT6smXL7O3t0WooTU3NT58+iTpqXt25DmEX6Arr6urWrFnTwgy6ffv2jY2NFVWoLe8HCwsLw8PDY2JihBAVJm6Sk5O/ffsm6iiw1omIiGg8T4FKpf722298ShSKj+5bh/DAgQO//fabnJwcg8Goqamxs7PbsGEDuizgISsra2RkxPPABMO6GFRCAACOHTvWXJvVq1evWbMGAHx9fcVtKREmEs7OzpmZmX/++ed///138eLFoUOHxsTEoJsLHA5HRkbmypUrjo6OAJCenj579uz379/b2dnFxsbiZGtiogt0hQwG459//lm1apWfn9+DBw/S09Pz8vLYbDbZQF5eXlNT08zMzN7efvbs2RISEiKMtoXQY9tWFfvFOruDBw9u3769srKS3KKsrHzy5EknJycRRoW1kKWlZWxs7OPHj+/du5eTkyMpKdmvX7+5c+fitRIi1KIBYe/evXv37k1+6+zsPHjw4ClTpnRYVBgm1lAJAQDgP0OJSqVyOJyMjAyhBIV1Alu2bBk1atTWrVtfvXr19u1bcjuFQjEyMiJzkOrp6T1+/HjEiBFJSUmHDh3avn27aMLF/q8u0xXq6+tv27Zt27ZtAMDhcIqKivLy8qSlpTU1NZlMpqijazVxrv2ICVxNTU3fvn2zs7N5thcXF8+dO3fPnj0xMTEiCQxrFRqNZmNjg3PviY+2ZBn966+/hg4dKvBQMKyzMDMzQ18UFBTwaYbuWBsYGAgjJqyTGD169KBBg8hv5eTkUFHEqKioadOmLViwoKamBgAUFBR2794NAL6+vkRT2dgwkesaXSGVSlVVVTUxMdHX1++Mo0EAUFBQ0NDQ6NWrl6gDwYShZ8+eaDQoIyOzcePG6Ojo6OjoRYsWoafZsbGxAwYMEHWMGNb5tGVAqKOjw32XFMO6m8mTJ6Mv+OTf8/T0RF8sX75cGDFhnYSbm9upU6fQinl5efmSkpKcnJzc3Nw9e/ZISUn5+fktXLgQjQCnT58uIyOTmZnZXLE7TLTIrjAgIMDa2lpbW3vIkCGenp78yy53Lp2iKqaEhMSAAQNUVVVFHQjW4ebOnVtSUgIAtra2lZWV+/fvNzMzMzMzO3/+fH19PUr3/eXLl4MHD4o6UgzrZNpVh7AL94IYxgeNRtPV1QWA27dvp6SkNG5QXFy8f/9+AJCXl0fPfzAMAB4+fPjvv//SaDSUaFRbWxuNDNXU1DZv3nz//n0GgxEQEHDjxg0AYDAYKMtobm6uaMPGWCzWL7/8smTJkm3btgUEBHC/5OvrO2fOnKdPn2ZlZUVHR+/du9fY2Dg0NFRUoQoKm812cHCQkpLiToqLYaKF/vq0tLSa/BNLTExE6zjQdGgMw1ruJwPCbtgLYlhL3L9/HwAIghgwYEB4eDj3S58+fdLS0kJ5Gq5evSqa+DCxtHfvXgBYt27d1KlTAQDd6iZZWlr+9ddfZDMAKC4uBgBFRUVhB4r9X8+ePbt165a/v/+nT5+4VwVXV1ejHxkA2NjY7N69e+XKlYqKijNnznzz5o2IghWML1++3L59m8PhCK1WJ4bxFxoaihZiBAcHN9cG/T1WV1ejkyeGYS30kwFhN+wFMawlDA0N0VU7m82eMGGCnJzcoEGDBg8erKioaGpqilJHrly5ctq0aaKOFBMX5eXlL168oFAoa9as6d+/v7S0dHZ2dlxcHHcbNzc3Op0eExOTlZUVFRVVVFQkKyurr68vqpgx5ObNmzIyMjExMUFBQRs2bCC3h4eHo+VMHh4e9+7d8/T0PHHiRFxc3OTJk5cuXdqp814aGBhMnDiRRqN1isL0bDYbL7Xt8m7fvg0AFArF3Ny8uTYeHh7oiwcPHggpLAzrEn4yIOyGvSCGtdAff/wREBCAMkNWVlbGxcXFxMSUlZUBAJVKPXr06IkTJ0QdIyZGvn//zmKx1NXVe/XqxWQyHRwcAMDT05P7QlZJSQllIUpOTkbLUMmyhJgIvXnzxsXFpXFKdDSeV1FR2bZtG5nrUl5e/vLlyz9+/OjUl6QMBuPRo0clJSXivxyrsrLyxYsXZPJnTDx9+fIFZcxqM1Rkgn9SWbKgeWFhIf+9VVdX498ZDCP9ZEDYDXtBDGu5WbNm1dXV7d69u1evXjIyMjIyMurq6i4uLjU1NatWrRJ1dNujyLAAACAASURBVJh4QXfKULltANi2bRuDwQgLC1u1ahV36g50QXPo0KEnT55IS0vjmhPiIDMzk0wlxS02NhYAJkyYICMjw71dUVHR1dX15s2bQoqvw8jJyYk6hJ+rqakhCKKdgw2sI2RmZh45cuT33383NDQcMGDA58+f27O3IUOGAACHw+Hzs3758iX6YtKkSU02uHPnztatW21tbVVVVVGtYAzD4Kd1CNvcC6IVMhjWHXh6epI5RTGsOTo6OlQqNTc3Nzc3V0NDY8CAAWfPnl28ePGJEyciIiJWrFhhZmZWU1ODblqHhobSaLT//vsPly0RB7W1tT179my8Hd0bRdepPExNTVHhEAwAPn/+vHXr1qqqqpa/Bd1AQYuxsTYgCOLNmzf+/v4pKSkZGRkZGRkcDkddXV1dXd3IyMja2nr8+PEobVXHKSkpKSkpyc3NbeGzuKKiorFjxw4cONDf37/xk8BVq1Zt3LgRAH777TeerBYkNMOZSqWijKONff/+nSCIt2/fVldXt+KTYFhX95MBIe4FMQzDBEJJScnCwiIyMvLs2bMoCd7ChQuVlZVdXV0/f/7s7u7O3bhnz57nzp3rjEXPuyQDA4PGOSqqq6uTk5MBYPDgwY3foqmpiTNvkx4+fBgSEtKGN7ZkBQqTyaTRaLKysm3Yf5fEYrGOHz9++vTptLQ0R0fHX375xcDAQFFRsbi4ODMz8/nz53fu3Pnvv/8A4O7dux260N3U1NTU1DQhISEsLKwl7WNiYhITE1NSUlgsFqoryI3BYOjq6n7//v3mzZsPHz5s/Lji8OHDX758AYBx48Y1dwh0ps3MzLxy5UrjVxsaGjw8PGpra/fv39+236hv374pKCgoKyu34b0YJkI/GRDiXhDDMExQNm7cGBkZuXfvXisrq7FjxwKAnZ1damrqxYsXg4KCUlJSMjMzORzOggULzp49i/KnY+Kgf//+b968mThxIvfGDx8+oOFKk/dG8/LyusYjCC8vrx07drRzJytXrtTV1W3V4z4XF5eqqqrmnvNwk5GR4TMA6G7S09MXLFgQGRlpa2v74MEDVCGJm7Ozc3V1taen59GjR5u84y9wTCazhS1RTXkDA4PGo0EkIiKiT58+BEHY2NisXLmSXKjPZrNnzpyJss5ISEj8dOESz+w20qtXr/755x8AmDhx4i+//NLCsJFv375t2rQpKCgoODjYzs6uVe/FMJH7yYCwO/eCGIZhguXg4ODk5HT9+nUbG5tdu3YtWbJETk5ORkZm4cKFNBrNw8ODw+FMnTr1woULZGoETBzMnDlz2bJlS5Ys4S4reubMGQDQ09Pr0aNH47e8fv1aU1NTeCF2mHPnzrV/QCgpKTlz5sxWvWXlypWtmmKKAUBGRsaIESPy8/MXL1589uzZ5k4jTCbTx8fn6NGjffr0EXKE/GlqaioqKhoZGTXXQE9PLygoaMaMGQRBnDx58uTJk5KSkgRB1NfXowY0Gu3Dhw8o2VsbDB48eNiwYTU1NRYWFq19b1xcXGBgIACoqqq27egYJkI/SSozc+bMgwcP8pRF7ia9IIZhmGBRKJTz58/PnTu3pqZm/fr1PXr0MDY2NjEx6dGjx/Lly8vLy6dPn379+nU8GhQ3s2bN0tfXHz58eHBwcHFxcW5u7t9//42qjFpbWzduX1lZeePGDW1tbaFHKmAEQVRUVIg6CqxFqqurHR0d8/PzzczMTp06xf80QqfTVVRU5OXlhRZeS1AoFGNjYz4DQgBwcHD4+PEjef1ZV1dHjgZ1dXWzsrIGDhzY5gDk5eWjoqLi4+PbsLqSzMCEB4RYZ/STJ4SzZs3at2/f8OHDjx49Om7cuPr6+nPnzv20F2yclRTDMAwDAGlp6atXr9rZ2Xl7eyclJSUkJKDtvXv33rp1q4uLC5mGFBMfVCr19OnTVlZWM2bM4N4uISHx559/cm/hcDhZWVkbNmzIzc1dtmyZcMPkp7Ky8v79+616C4vFevXqFR4Qdha+vr7R0dEAsHPnzp8+IqPRaF+/fhVKXK1jZGRkbGzMv42ZmVlhYWF6evq2bdu+fftGpVKNjIy8vb1FOxIj/89VVFREGAbGR3V1dXx8fHl5uZycnImJSXMzh7spgiDQUpabN28STYmKimq8slZCQiItLY27GZvN/v79+6xZswDAy8uryV1hLYSuCG/fvi3qQDAM60BpaWkRERFPnz79/9q777gorvV/4IfO0otUMVLsKEgQiSLEBNREDYkGxcRgjRrFjkJiiRqNV29seKM3JtHEKOoVFRRRr0YxUkTsilhABaUISu+wu/P743wzv727lFkWtrCf98s/cPbMzHPOTnt2Zs558uSJomPhquXzRed2586doUOHsudBExOTI0eOiBZobGw0Nzdn78zcv39fUaFKKikpafPVj0ICplfVDx48aLVkfX39vXv3CgoK5BCV0hIKhfR9S3Nzcz6f3+aFnD17duLEid26dTMxMTE3N/fx8dm6dWtlZaUshZ8/f043pOvXr4tOT0lJMTMzI4QYGhpmZ2fTiXFxcU+fPhUtVlpa+v3333t5eTk5Oenr6zs6Ok6cOFGqQ1BSUtKnn35qYWFhbGzs7e29detW+n7gqFGjRIvV1dXdvHlz/fr1rq6ut2/fljaG8+fP02qmp6dnZmZmZmbSHk2pvLy8VatWDRgwwNDQ0M7O7t133z169KhYe+bm5kZHRwcHB48ePZrOMnHiRHNzczMzM29v7+3btzc2NjZZwcbGxsOHD3/00UeOjo6GhoYeHh5bt26tqKgQXfj58+fHjRvXo0cPExOTQYMGLVu2rLS0lHsbqrrMzMzPPvtM9M18fX39oKCghw8ftmFppqamhJBly5a1e5wK1HpCyKj4WVAVISEEAOWkzgkhlZmZGR8fn5KSUl5e3mQBgUBQUlKSlZUlFArlHFvLlixZ0ikTwqKiokuXLt26dUsOUSmtrKws+mXRXKINKioqPv74Y0NDw99//724uFgoFN64ccPd3Z0Q0r17d7HmlapwkwnhhQsXDAwM7O3tY2NjW8hg8/PzHRwcgoKCcnNzGYapqqqKioqytLT09fXlUqnbt29/8MEH77zzzvfff3/gwIE1a9aI3n4UTQjj4+NtbGzYsS5EQ201hhcvXsyaNUtPT09sx2GX/91339na2s6cOXPVqlVTp06laTAhJD4+nl3L2LFj2Z9sfHx87t27161bt169evn4+LAPo44fP16yjseOHXNxcRk2bNjSpUvDwsLee+89WviPP/6gBXJzc0eMGOHp6ZmcnCwQCCorKzdv3qyhoWFlZfXo0SMuzajqzp49y97Zsra29vT0ZN8GNzAwiI2NlXaB6psQUqp7FlQ5SAgBQDkhIVRdL1680NbWTk9P51i+oaEhISGhMySEhw8zs2c3/W/FCqaqSrx8bS2zenWzs/x9nf0/0tOZ+fObLh8ayvzv7aaO8Oeff9IL3JkzZ7Zhdj6fTwe5OXPmjOj00tJSLy8vehlN0yFpCzNNJYSxsbG6urqBgYGt3qSaNGkSIUSsWExMzIcffthqpX7//XcdHZ1FixaJJpwCgeDQoUM09RK7Q8gwzNGjRyUTwlZjePbsWXR09IoVK+i8UVFR0dHR0dHRN27coAUIIQcOHGDnLSkpcXNzI4S89957ossUCoU+Pj6EEFtb23feeefatWt0emlpKTs6SEJCgugsq1evJoTs379f9MI7ISGBx+NdvnyZYZg3b944Ojp269atrKxMdMaQkBBCyODBgwUCQastqdLS0tLojcH33nvv5s2b7PQ7d+7QkUt0dXUTExOlWmanTAibeIdQKBSuWbOG4yiizdHU1Bw9evSUKVNkWQgAAAC0i27dun388cdRUVEcxwrW0dEZPny48r8QRZ9OarYPFYYhM2aQ2tpm53d3JxMn/s+UCxfI+vXNlt+7l0yaRMTGRdi8mRw40Owsr16RY8ea/bQ95Ofn0z/a9hLy4cOHz5075+7uLjb2qZmZ2bZt23x9fYuKilavXr1v3z5pC0uKioqaPn36qlWrVq1a1Wq0iYmJhBCxAUuGDBnS6jXqgwcPZs+ebWdnt2nTJtFtQ1NT87PPPvvzzz+bDK93795tiMHJycnJyYm9BzV+/Hh9fX3RwnPmzJk8eTL7X3Nz8w0bNgQGBl65ckUoFLKNoKGh0atXr+Tk5JKSkps3b7Id25iZme3bt8/JyammpubKlSvDhw+n02NiYtavXx8UFCR2sT18+PAePXq89dZbhJCwsLDs7Ow1a9bQHIY1Y8aMAwcOpKWlPX36tGfPnk22ofzl5ubu2bPn888/pwOQsCorK9euXZuYmFhVVWVpafnZZ5/NnTuX3s4VCoVbt249duxYRkZGly5dhgwZsmHDBrb7XD6fP3369Nra2qCgoMOHD2tr//+sx93d/cyZM1OmTDl06NCMGTPS09Pb3Dlt59BEQvjq1avvv/+eYRgZF33r1i0khAAAAEpi+vTpM2bMWLNmjeTjbc3hXlJRLCws3Nzcmh1GXEODHD5MHj1q+lM9PSI5MvuIESQystkcskcP8WyQELJyJWmhK5SOHPydYi/3i4qK2jA77T3ey8uLfWaSNWzYMG9v72vXrh09evTf//63np6eVIVFP2UYZv369du2bYuJiRnDrU1osvTJJ59s3rzZ29ubpnY2NjYREREtz7hz586GhobAwECx3IxqbpzDJrtdbXMMrJ9++klsSv/+/Qkh9ME60d9caAAeHh5i3ZxaW1sPHDgwJSWF7QqIYZjvvvuOEEI77xATFRXVrVu36urq6OhoQoiFhUVlZSWPx2MzIkdHR/rHnTt3FJ4QMgyTkJCwa9eukydPCgQCf39/0YSwrq7O399/1KhR165dI4Ts2rUrNDS0pqZm2bJlhJCgoKC4uLjhw4f7+fldu3bt8OHDcXFx9+7dc3JyIoScPXv2wYMHlpaW+/btE80GKS0trV9++eXSpUuZmZknT56cMGGCHCutdJpICO3t7U+fPp2bmyvjoumTAwAAAKAMRo0apampGRMTQ5+C44Id+1uZNTkI1v/38cfk44+lWJy+Plm4ULoIevcmnNODjkBvB5G/n3WUTNVawOfzr169SghxcHBosoCXl9e1a9eqq6uzs7NdXFy4Fxa74TZ37tybN2/a2dm1PLCEqMWLF4eFhSUlJfn4+Jiamvr4+Pj4+AwfPnzIkCEt15H2qevi4sJxRR0RgyiGYR4/fnzx4sUrV648ePCgsbGRTn/9+rXkTXjJ1IX83eDs4JwvXry4c+cOIaTJwSTp2BsPHz6kA4OHhYWFh4cTQnR0dLS0tLS0tLS1tR0dHe3s7FrZd+QiNDS0sLDwiy++sLW13b17t9inBw8ezMvLW7t2LW3t0NDQqKioLVu2LF68WEtL69KlS6mpqZ6enoSQsrKyTz/99NKlS6tXrz548CAhhPb0M3nyZPY9TDEGBgZTpkz55z//ef78eSSETRg9erSc4wAAAIAOpa2tHR8fL9UYax9LlUqBgri5udna2r569So/Pz81NVWqcdVLS0vp85BssiGGHUusrq5OqsJiH/Xq1evmzZsFBQUjRoxITEzkMmb1kiVL7O3tf/7556SkpPLy8jNnzpw5c4YQMnLkyKioqOaeZxYIBHl5eYQQPp/fZAGpHoJrWwyiLly4EBERkZubO2XKlAULFri7u+vo6NAX28SeRG2BWPL54sUL+kcLA8O8fv2a/rF///7PP/+c44rkj00C7969K/npb7/9Nnz4cPa5Xw0NjYCAgA0bNly8eNHT03P48OE0GySEmJmZ/fjjj/369btx4wadkp2dTQih3R01x8PDgxDCvumqtv7/09t5eXns4J4AAADQ+bz99ttsD3vQaWhqan7xxRf077Vr10o1r4WFBX22k149SzIwMKB/ODg4SFVY7KOlS5fu2LGDEPL06dOAgAAuT7dqaGhMmjTp0qVLJSUlp0+fXrhwobW1NSHk/Pnza9asaW4uTU1Nmj80N9ZibQvvlLZTDKyYmJiRI0cWFhampqZu2bJl2LBhzd2tkgr75mELr1OyAzPK/tCfohQWFqakpIgNTTl48GBCyP379zU0NL755hvRj3r37q2vr0/vi5K/W6nl/F8oFJK2vnzbmWiSv1/FXrRokaGhYb9+/YKDg9evXx8TE0P7C1V0hAAAANDhNm/eXFJSougopMYwTGFhoVSX+J3SihUr6N2q8+fP79y5k/uMWlpa9BnO27dvN3nVR3M/Dw8PS0tLqQpLfrpo0SL6Ql1GRkZAQMCbN29aji0+Pp7+YWRkNGbMmMjIyOzs7KlTpxJC7t2719xcGhoa9B25ixcvNnmTsKCgoOX1yh4Da/HixYSQ0NDQJp/tbLNevXrRe4Znz55trkz37t3pH+wYiSqH3ukV6xGHJuRFRUWWlpbe3t6iH9XU1NTV1Q0aNIj+lz4zzN4wbBL9tF2eLlZpmoSQb775ZuzYsY6Ojnw+/+HDh0ePHv3222/Hjx/fs2dPY2NjLy+vGTNmbNu27cKFC1LtQsopKysrMjJy7ty548eP9/Hx6dWrl6en5+jRo6dNmxYREbFv3z7V/R0FAACgzb7++utu3bopOgqplZSUZGRkPHnyRNGBKJi5ufmRI0doT4mLFy/eunVrqw9GsgXo4HVZWVls8iMqKSmJEEL78JC2sKQ5c+b89ttvGhoa9+/fDwgIKC4ubiHCGTNmiNWCx+MFBweTv5/0a86HH35ICMnMzDx06JDYR7dv36bjqXAkbQzs+4GEkPLycvpsZ69evUTL0IdOZWFlZeXv708IiYuLu3TpUpNlTExM3n//fULIxYsXU1NTZVyjQhQWFhJCxO6p0v82eYf51KlTmpqa7OY3duxYQsihQ4eaux1dUlKyf/9+QshHH33UroGrINExKBoaGtLT048ePbpmzZqxY8c6OztLvi+rq6vbr1+/kJCQTZs2nTp16unTp3IcJEMmBQUF48aN49Imo0aNSk1NVWCoGIcQAJQTxiHsxCSvChQIA9O3zZkzZywsLOhX+e677164cEFyoDmhUHjhwoXAwMD//Oc/dEp+fj5tcFdX16KiItHCdNCFoKAgdjlSFWYYJiMjg8Zz5coVduKhQ4fo42kDBw7My8trsi719fWEkOTkZLHpYWFhenp67DB9TcrJyaH9i4qNPH716tX+/fvTVMrPz09srocPH9JQ2YHpuMdA604I+fPPPxmGKSsrKykp4fP5NIwxY8Y0NjYyDMPn87ds2UIPpISQO3fuiC521qxZhBAPDw/JGtEUVHQAxlu3btGFW1hYxMTEiBauq6urqqpiGIbNFe3s7MRq8fDhw6+++kp0kEaFo4/gio61SLO1/fv3ixbLyckhhMyePVts9urq6n79+m3cuJGdIhQK6fOl/v7+1dXVYuVra2vpDwfu7u5SjcfYKcchbOXQX15efuPGjf379y9cuDAgIMDGxkYyfTI3N/fx8Zk9e/aOHTsSExMrKirkE7pUiouL2T529fT0hg0bNnny5Llz54aHh2/YsGH9+vXLli2bPXt2UFAQ7apLS0vr559/VlS0SAgBQDkhIezEVDQhfP36NRJCUbm5uZ9//jnbCUeXLl3GjRu3cOHCVatWffnll/7+/g4ODvr6+tOmTRO9CE5JSaEPefbs2fPs2bOVlZVVVVXHjh0zNTWdM2dObW2t6CqkKsw+r3jo0CHR6cePH6fDP9ja2u7Zs0fyep0+LmhlZbVnz57s7OyKior09PSlS5caGRmdOHGi1XaIjY1lR5ZzdXWdMmWKn59fnz59njx5snTpUkKIs7Oz6HjuoqEePnxY2hiKi4vp+5M8Hs/Ly4vH450/f55hmC+//JIuc8CAASEhIf369YuMjKSLJYScPXtWdCEBAQGEEGtr64aGBrHq0ITQ1dVVNOb4+Hh2qAxvb+958+Zt2LBh5syZ1tbWaWlptMyePXvYdvDz81u2bFlERMSYMWPMzc337t3bajPKk2RCeOzYMULIjz/+KFrs2bNnhJCVK1eKzT5jxoxRo0aJpXb37t2jdxRdXV3PnTvHpuUXL16knc0YGBiIDljPhTomhGIEAkFWVlZMTMyGDRsmTpzYr18/ybFctLW1+/btO3HiRC67q9wsWbKEEBIcHJyYmFhXV9dCSaFQmJWVtWLFCj09PUXdJ0RCCADKCQlhJ6aiCWFDQ0NGRobYrSp4+fLl9u3bx48f36NHD3Nzc21tbXt7+8GDB3/66ad79+4tKyuTnKWwsDAiIqJv3776+vqmpqaurq5z5sxpLtPmUviPP/5wdnY2NDSkmxaPx3N2dt63bx9bIC4uTldX19DQcNy4cQUFBWKrKCsrW7FixZAhQ6ytrXV0dBwcHHx9fdetW/fmzRuOjZCTkzN37lw3NzczMzNTU9OgoKDS0lLm7xtx9L6Zi4tLY2Njk6FGRkZKFcOpU6f69+/P4/H69u174MABOrGqqmr58uWOjo6Ghob+/v4PHz5kGIbtCcbQ0NDd3b2urs7Hx0d0FEQDAwNLS0vR1JomhIQQExOT0aNHs9Pz8/NXrlxJ79kYGxu7u7tPnTo1JSVFNLDMzMwFCxb07t2bx+OZmpoOGjRo48aNr1694tiMciOZENL7rps2bRItRsfbiIyMFJ24f//+fv36FRcXSy42JSWF7dKWfrNs10fW1tZ//fWXtHEiIWxCfX39nTt3oqKiwsPDxTouc3FxaZcQ24WTk5O039z27dsnTJjQQfG0DAkhACgnJISdmIomhKDSnj171vLP9EDx+XyBQCAUCgUCgVI959mOJBNC+m7wokWLRIv99ddfYhfJd+/e7dOnz4sXL5pbcklJyTfffCM60omNjU14eHiTCWSrOmVC2PQ4hNxpaWkVFxcnJyefOHHi1atX7A8eY8aMoR0rKYm8vLwIKQeNnTlz5g8//NBB8QAAAACoOScnJ0WHoBpEB+JTbCTy5Ojo2KVLF7Eece7evWtsbDxixAj635ycnJCQkBMnTrTQJ5a5ufnGjRs3bNjw9OnTiooKY2NjFxcXtkmBNDcwfauqq6uPHz8eHR196dIldrgPGxub4ODgCRMmDBkyRNla2cTExMzMTKpZaK7bQfEAAAAoFRMTk4qKCkVHAQBqimEY8r/DBuro6EyePHn37t2vX79mh1VMSEgYN24c7VCnpKQkKCjo559/7tu3b6vL19TU7NmzZ8fErvLakhBWVla6ubmxY5Kam5sHBgYGBQWNGDGCDleqhFxdXa9evcp268RFdHS06M1lAACATiwvL4924aByBAKBpqamWt05Aeh86BAdL1++FJ04f/78//znP1999dXhw4d1dXXj4+P/+usvOnhgTU3NRx999OzZs9DQULFF+fr6bt++XW6RdwJtSQiFQiEd0MPHx2fVqlX+/v6SXcsom+nTp0+fPv3kyZOurq6tFhYIBPv37w8NDWVfOwYAAOjcjIyMpk2bpugopFZVVXXjxg1bW9s+ffooOhYAkJpAIPj000+LioquX79OCFmwYMGBAwcCAgLoq149evRITU2NiIgYOHCgqampjY1NSkoKfdI4IiIiJSWFEFJSUiK2THt7e7nXQ7W1JSE0NTUNDw9fu3Ztdna2n5+f8meDhJCQkJDo6Gg3N7fBgwf7+/t7enrSLqeMjY35fH5lZWVFRUVlZeWTJ08SExOTkpLKy8stLS1XrFih6MABAACgWbQnxtraWkUHAgBtoaWlFRsb20KB7t27HzlyRHL6v/71r3/9618dFpd6aeM7hOHh4Xv37n358mVkZOQ333zTvjF1BE1NzRMnToSHh+/atUvs5dQm9ejR4/jx42L9pgIAAAAAAHQmmm2bjcfjrVy5khCyb9++do2nA+nq6u7YsePRo0fr1q0bOnSovb29WM83JiYmvXv3Dg4OjoqKysjIcHNzU1SoAAAAwIWBgYGWlpaRkZGiAwEAUFVtH3biyy+/zM7OVrlH9l1cXL799ttvv/2WECIUCouLiwsLC3k8np2dHTtOJQAAAKgEQ0NDPz8/RUcBAKDC2p4Qamlp/eMf/2jHUORPU1PTysqK7ccWAAAAAABArbTxkVF10NjYqOgQAAAAAAAAOlDb7xB2YgKBYPz48adPn16zZg19uFQWQqHw4sWLZWVl3GcRHZQTAAAAAACggyAhbMKjR49OnTpFCNmyZYvsCeGuXbsWLlzYhhkrKipkXDUAAEDn1tDQ8PjxYysrK3QMDgDQNkgIm9CzZ8+AgICEhIR2GZh+6NChPj4+dXV13Ge5ffu2UCjs27ev7GsHAADoxMrLy9+8ecPn85EQAgC0DRLCJujq6l64cKGystLY2Fj2pXl6eiYlJUk1i5WV1Zs3b/T19WVfOwAAAAAAQHPQqUyz2iUbBAAAgI5DhxQWG1gYAAC4wx1CAAAAUFUWFhZubm4YmB4AoM3ULiHMysqKj49/9OhRYWFhYWHh69evjY2NbWxsrK2tbWxsevfuPXLkSAcHB0WHCQAAAJxYWloqOgQAABWmRgnhq1ev5s2bFxMT02rJUaNGrVu3ztvbWw5RAQAAAAAAKIq6JIQlJSVDhgzJzs4mhOjp6Xl5eXXv3t3ExMTY2NjExIRhmPLy8oqKipKSkrS0tP/+979//vnnv//973bpZRQAAAAAAEA5qUtCuGHDhuzs7ODg4Pnz53t5eenp6TVXkmGYZ8+e7du3b8GCBW5ubrhPCAAAoLQYhikqKjIxMeHxeIqOBQBAJalLQhgbG7ts2bIffvih1ZIaGhouLi7ff/+9lZXV1q1bjx49KofwAAAAoA1KSkoyMjIsLCzc3d0VHQsAgEpSl4QwLy8vIiJCqllmzpzJJYHsONHR0XZ2dux/a2pqTp8+bW1trdKdawsEgry8PHt7e21tFd72GIbJzc21s7NT9Vrk5eVZW1vr6uoqOpa2o7WwsrJq4ba/8mMY5tWrLumbwQAAIABJREFUV76+vqK7vHIqKChQdAigRsTOg00yMjKys7N78ODBli1b5BOV6qqsrKytrbW2tlZ0IMqOnuVtbW11dHQUHYuyKy0ttbW1HTx4sKIDkZ+GhgZFh9D+VPhyViomJiZmZmZSzaKlpVVcXNxB8bRMU1OTELJ27VqFrB0AFOLixYuKDoErlf5ZClQC9/PgsGHDvvvuu6KiooMHD3Z4WADQlL179yo6BHlT6VsCkjpVZVrg6up69epVX19f7rNw+WGyg6xatSoxMVFsYlpaWk5OjrGxsampqUKiahcVFRUVFRVGRkbS5udKpbKysry83NDQ0NzcXNGxtF1VVVVZWZmBgYGFhYWiY2m76urq0tJSHo+n0v3O19TUlJSUmJmZjRgxQtGxtM7Q0NDPz0/RUUAn1+R5sEmFhYXnzp27fv06hoxqVUFBgUAgsLGxwY2vlnWOs7x85ObmEkI++eQT9dmo8vLyioqKvvzyS0UH0q4Y9fD777+7uLikp6dzKczn8/fu3auvr79gwYKODoy7sLAwQkhERISiA5HJ6tWrCSFK1bBt8I9//IMQMmPGDEUHIpPIyEhCyKRJkxQdiEx++eUXQkhgYKCiA5HJoUOHCCH+/v6KDgRA9Rw7dowQ4uvrq+hAVADNmW/evKnoQJTdP//5T0LI1KlTFR2Isquvr6fZRGlpqaJjAZmoyx3CkJCQ6OhoNze3wYMH+/v7e3p6mpmZmZqaGhsb8/n8ysrKioqKysrKJ0+eJCYmJiUllZeXW1parlixQtGBAwAAAAAAdBR1SQg1NTVPnDgRHh6+a9eu1NTUVsv36NHj+PHjtra2cogNAAAAAABAITQVHYD86Orq7tix49GjR+vWrRs6dKi9vb1YvwgmJia9e/cODg6OiorKyMhwc3NTVKgAAAAAAAByoC53CFkuLi7ffvvtt99+SwgRCoXFxcWFhYU8Hs/Ozs7AwEDR0QEAAAAAAMiP2iWEojQ1Na2srKysrBQdCAAAAAAAgAKo0SOjAAAAAAAAIAoJIQAAAAAAgJpCQggAAAAAAKCmkBACAAAAAACoKSSEAAAAAAAAagoJIQAAAAAAgJpCQggAAAAAAKCmkBACAAAAAACoKSSEAAAAAAAAagoJocowNzcnhFhYWCg6EJl0jlrQ+FELZYBaAKg57D7cWVhYaGpq0hMxtAAbFUfa2tomJiY8Ho/H4yk6FpCJBsMwio4BOKmvr09JSfHx8dHV1VV0LG3X2NiYnJz8zjvv6OvrKzqWtuPz+cnJyV5eXgYGBoqOpe2EQmFiYqKnp6eRkZGiY2k7hmGSkpLc3NxMTU0VHUvbMQyTkpLSt29fXH8AtMHVq1d79uzZpUsXRQei7HJzc1+/fu3h4aHoQJSdQCBISkoaNGiQoaGhomNRdpmZmQKBoE+fPooOBGSChBAAAAAAAEBN4ZFRAAAAAAAANYWEEAAAAAAAQE0hIQQAAAAAAFBTSAgBAAAAAADUFBJCAAAAAAAANYWEEAAAAAAAQE0hIQQAAAAAAFBTSAgBAAAAAADUFBJCAAAAAAAANYWEEAAAAAAAQE0hIQQAAAAAAFBTSAgBAAAAAADUFBJCAAAAAAAANYWEEAAAAAAAQE0hIQQAAAAAAFBTSAgBAAAAAADUFBJCAAAAAAAANYWEEAAAAAAAQE0hIQQAAAAAAFBTSAgBAAAAAADUFBJC5VJaWlpVVaXoKGTVLrXIz89XbFPIXouampr9+/cHBwenpaW1V1TS6hxbFAAAyFNZWVlJSUllZWVdXZ1AIBAKhfX19VVVVaWlpUVFRQzDKDpAucKZlLsW2goblTJDQqgscnNzw8LC3nrrrXPnznGfq66ubtu2bd7e3mZmZoaGhgMHDpwyZUpGRkbHxdmyttVCzNOnT0eNGtWtW7cbN260Y2zcyV6LysrKsLAwe3v73bt3jx071s3NrX0j5KLNtWhsbNy9e/eIESO6d+9ubGw8cODA5cuXFxUVdVCcTZJ9w2YY5sCBA++//76NjY2enl7Pnj2XL19eVlbWcTFLkrEWyrZ3A3QcGXdY7rMrw5FBRvJpq/fee8/S0tLExITH42lra2tpaenr6xsbG1tYWNjY2KhEi7XLd83lTIqNimq1rTrBRtWZMaBQjY2N8fHxQUFB2tra9BuJjo7mOO/z58/79esn+Z1qaWlt3bq1Q8MWI0stxAiFwlGjRtGFJCUltW+cLWuvWly5csXJycnDw+PatWvtHmSrZKxFbm5unz59hg4devXq1fr6+uLi4n379llYWFhYWDx9+rTjwhYl+4bd0NAQGBjo7Ox8+fLlhoaGwsLCpUuXEkKcnZ1fvXrV0fFTMtZCefZugI4m4w7LfXZlODLISG5t5enp2cKlY3l5eYdVsX3I2FDcz6TYqLi3lapvVJ0bEkJFunnzpq2trZWV1ddff33//n1pL9+//vprQsiECRPOnz9/7969kydPfvHFF+xV49WrVzs0eJaMtRATHR1ta2tLF5KWlta+obagvWpx+vRpbW3tzz//vL6+viPibJmMtWhoaBg6dKi9vX1ZWZno9FOnThFCRowY0QEhN0H2DXvRokWamprp6emiEydOnEgIGT9+fIcF/j9krIWS7N0AciDjDst9dmU4MshIbm01ePDgCRMmRDejrq6uXarTcWRpKKnOpGq+UUnVVqq+UXVuSAgVqaCg4PDhw+w+IO3l+6RJkz799FOhUCg6cefOnXQ5U6dObd9omyNjLURVVFT06NHj119/pQu5c+dOu0baknapRUJCgr6+/qhRo/h8fgfE2DoZa5GYmEgImTJlith0oVBoamrK4/EaGxvbM9xmyLhhP336VFtb29vbW2w6rR0hJCsrq30DbpKMtVCSvRugo8m4w3KfXUmODLKQW1sxDDNkyJB//vOf7RW5nMnYUNzPpNiopLrqUOmNqtPDO4SKZGtrO2nSJD09vbbNnp2dvXTpUg0NDdGJoaGhvXr1IoTcuXOnHULkQMZaiFq3bt2UKVNcXFzof3V1dWVfJkey16K8vHzSpElaWlq//fablpZWO8bGnYy1SE1NJYTU19eLTdfQ0LC0tNTQ0NDUlMcRQ8YN++DBg3w+PyAgQGz6oEGD6BZ1+vTpdo23aTLWQkn2boCOJuMOy312JTkyyEJubUUIaWxsNDIyap+45U7GhuJ+JsVGJdVVh0pvVJ0eEkIV5unp6e3tLTZRU1Nz0KBBhJDy8nJFBNV29+/fP3v2bHh4ODtFR0dHgfFIa+3atYWFhbNnz7azs1N0LG3EMAwh5OTJk1lZWaLTc3Nzc3JyPvvsM/kkhDJu2P/973/pQsSm6+vrDx48mBDy6NGjdou1eTLWopPt3QDNkXGH5T67khwZZCG3tiKE1NfXGxsbt0fUCiC37xoblVRUeqPq9JAQqrAff/yxyTtR9LKe3klQFQzDzJs3b8eOHaK/M8nzDqGMCgsL//WvfxFCxo0bp+hY2m7EiBGEkLq6uuHDhyckJNCJAoEgNDTUw8Njy5Yt8glDxg07JyeHEGJmZib5Uffu3QkhhYWF7RBla2SsRWfauwFaIOMOy312JTkyyEJubUUIaWhoMDIyevjw4VdffeXt7e3k5DR27NgffvhB8hESJSS37xoblVRUeqPq9JAQdjYMw9y9e5cQEhISouhYpPDHH384ODjQhISlQglhTEyMQCDQ0dEZNGjQzZs3AwMDLSwsLC0tAwIC/vOf/yg6Oq4GDhy4cuVKQkheXt77778/ZsyYM2fOfPjhhwYGBn/++WeTJwy54bhhC4VCevYyNTWV/NTExIQo9Awt4+6pons3QHNk3GG5z67kRwYu5NZWVH19/YYNG1xdXffs2ZOWlpadnR0fHx8eHu7h4fHkyROZa9OB5PZdY6OSlupuVOoACWFnk5ycnJGR4eXlNWnSJEXHwlVpaen69eu3bt0qNl1Rb+K1wfHjxwkhHh4eO3fuHDZsWH5+vqura3V19cWLFydNmrRgwQJFB8jV+vXrd+7cqa+vTwg5c+bMmDFjbty4MXnyZHpiUCCOG3ZxcTGfzyeENPlcCp34+vXrDgqyVTLunqq4dwO0QMYdlvvsSn5k4EJubUXV19fn5+cfPnz45cuXBQUFp0+fHjhwICHk4cOHU6ZMEQgEstanw8jtu8ZGJS3V3ajUARLCTkUoFK5atcrExOTAgQPsgDDKb8WKFQsXLrS3txebLtajhjJLT08nhNy4ceP58+evXr26ceNGYmJiVlYWPdj9+OOPbIddSk5DQ8PPz2/gwIE+Pj70lmBpaelHH33k5+eXm5urqKi4b9jsb5n0JCeGprWKeodBxt1TRfdugBbIuMNyn12Zjwwcya2tqJCQkJs3bwYHBzs4ONja2o4ZMyY1NdXf358Qcu3atZiYmLbXpIPJ7bvGRiUt1d2o1AESwk5l27ZtKSkpMTExvXv3VnQsXKWlpaWlpc2bN0/RgbQdn8+nR1U/P79///vf7KMXDg4Ox44dox2x/Pjjj4oMkbM9e/Z4eXlNnjw5MTExNzd39+7dXbt2JYQkJSUNGjRIUU+/cN+weTwe/aOyslLyU/oCno2NTbtHyIWMu6cq7t0ALZNxh+U+uzIfGTiSW1tRmzdvFusgTU9Pb/v27fSH2ps3b0obv9zI7bvGRiUt1d2o1AESws4jISFh9erVBw4ceP/99xUdC1e0w5Ldu3er9B2P0tJSetwcNWqU2F1NFxeX0aNHE0IePnyomOCkcfXq1dDQ0IiIiPnz52toaBgaGs6dO/fJkyf0AcXCwsKNGzfKPyqpNmz2ZFNRUSH5KZ1obW3dvhFyIePuqYp7N0CrZNxhuc+utEcG7uTWVi0YMGCAo6MjIUSsJ2qlIrfvGhtVu1CJjUodICHsJO7fvz9+/Pjdu3cHBwcrOhYp/PTTT3fv3p05c2Z/EdOnT6efDhs2rHfv3o6Ojkreyb6FhQVNaNkf20T169ePEJKXlyfvsKS3cOFCLS2tsLAw0YkGBgYHDhwYMGAAISQtLU3OIUm7YRsYGNCnXJr8vZNuSPL/yVbG3VNF926AVsm4w3KfXTmPDFKRW1u1jHZxbGVlxTVuuZPbd42Nqr0o/0alDpAQdgbZ2dmjR4/esGEDm0qpir179zY2Nj74X9nZ2fTTx48fP3nyJCcnh95/U1paWlpvvfUWaebdawsLC6L0PxMSQqqrq2/fvt29e3fJ3kS1tbWnTp1KCBEKhfIMqW0bNv3JMzMzU/Kj0tJSQoicH7mUcfdU3b0bgAsZd1jusyvbkaEN5NZWLaipqSGE+Pn5cYpYQeT2XWOjahcqsVF1ekgIVV5BQUFAQMDChQtDQ0MVHYvUbt26xUhgR8ArKCiorq4uKSlReBeXrerRowchJD8/X/KjFy9eEEJ8fHzkHZOUysrKBAJBc8MB0VugHh4ecounzRs27chHshcfhmGuXbtGCBk5cmR7BdkqGXdPld67AbiQcYflPrtSHRnaRj5tdeLECdpNmiSGYR4+fGhjY/PRRx+1sQ5yIbfvGhsVR51go+r0kBCqjIaGhoyMDLFueYuLi0eMGBESErJ8+XJFBSaVJmvRHG1tbQMDA3Nzc9ovi/KQrMX48eMJIefOnRPrqothmNTUVELIrFmz5Bxkq8RqYW9vb2Nj8+LFi5KSEsnCycnJGhoacqsF9w1b8rsIDAwkhCQlJYltZs+ePXvx4sXIkSMdHBw6ImZJstRCqtkBVJdUO6ws+7vyHBnaTD5tJRAImjvmnDhx4s2bN5GRkYaGhu1XrfYnY0N10IqUk3zaqhNsVJ2f5P0ZUIiGhgb6jRw+fLjJAnTQ9o8//pidUl5ePmjQIE9Pz6NHj0Y3JSYmRl7h/5821ELS2bNn6UJyc3M7JsxWtKEWNTU19Cah2Cy0LjNnzuzYiJvShlqsW7eOEDJ//nyxkpcvXyaEhIeHd2C4IqTasCVr0dDQ4OLiQgjZt2+f6GJXrlyppaV19epVlaiFEu7dAB1Bqh1Wlv1dSY4MspBPW9XW1pqZmcXGxoqt/d69e127dt24cWN7VqljyNhQYotq4UyKjUpsUc21VSfYqDo9JITKgn1OcuHChUKhUOzTiooKOkq7pqZmQ0MDwzDV1dW+vr4tZ/vW1tZKXgtJQqFw2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width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># anova(m0, test = "Chisq")
+anova(m1, test = "F")</code></pre>
+<pre><code>## Analysis of Deviance Table
+##
+## Model: quasipoisson, link: log
+##
+## Response: ncap
+##
+## Terms added sequentially (first to last)
+##
+##
+## Df Deviance Resid. Df Resid. Dev F Pr(>F)
+## NULL 124 75.514
+## est 4 19.9582 120 55.556 21.5543 3.775e-13 ***
+## des 1 15.8643 119 39.692 68.5317 3.269e-13 ***
+## I(des^2) 1 1.2926 118 38.399 5.5839 0.01988 *
+## est:des 4 6.7085 114 31.691 7.2450 3.236e-05 ***
+## est:I(des^2) 4 6.3592 110 25.331 6.8677 5.674e-05 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m1)</code></pre>
+<pre><code>##
+## Call:
+## glm(formula = ncap ~ est * (des + I(des^2)), family = quasipoisson,
+## data = capdesfo)
+##
+## Deviance Residuals:
+## Min 1Q Median 3Q Max
+## -1.07706 -0.30981 -0.02283 0.27044 1.16650
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 2.21424 0.06706 33.018 < 2e-16 ***
+## estbotão floral -0.08003 0.09655 -0.829 0.40898
+## estflorecimento -0.02723 0.09626 -0.283 0.77781
+## estmaça -0.14861 0.09867 -1.506 0.13489
+## estcapulho 0.11291 0.09247 1.221 0.22465
+## des 0.34859 0.32741 1.065 0.28935
+## I(des^2) -0.73843 0.32397 -2.279 0.02458 *
+## estbotão floral:des 0.13638 0.46401 0.294 0.76937
+## estflorecimento:des -1.58189 0.49140 -3.219 0.00169 **
+## estmaça:des 0.47548 0.49046 0.969 0.33444
+## estcapulho:des -0.82100 0.45204 -1.816 0.07206 .
+## estbotão floral:I(des^2) 0.10435 0.45451 0.230 0.81884
+## estflorecimento:I(des^2) 1.40435 0.49033 2.864 0.00501 **
+## estmaça:I(des^2) -0.92938 0.49667 -1.871 0.06397 .
+## estcapulho:I(des^2) 1.07565 0.44314 2.427 0.01683 *
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## (Dispersion parameter for quasipoisson family taken to be 0.2314882)
+##
+## Null deviance: 75.514 on 124 degrees of freedom
+## Residual deviance: 25.331 on 110 degrees of freedom
+## AIC: NA
+##
+## Number of Fisher Scoring iterations: 4</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Modelo Poisson Generalizada.
+
+L <- with(capdesfo,
+ list(y = ncap, offset = 1, X = model.matrix(m0)))
+
+start <- c(alpha = log(1), coef(m0))
+parnames(llgcnt) <- names(start)
+
+# Modelo Poisson também.
+m2 <- mle2(llgcnt, start = start, data = L,
+ fixed = list(alpha = 0), vecpar = TRUE)
+
+c(logLik(m2), logLik(m0))</code></pre>
+<pre><code>## [1] -254.8414 -254.8414</code></pre>
+<pre class="r"><code># Modelo Poisson Generalizado.
+m3 <- mle2(llgcnt, start = start, data = L, vecpar = TRUE)
+logLik(m3)</code></pre>
+<pre><code>## 'log Lik.' -203.7501 (df=16)</code></pre>
+<pre class="r"><code>anova(m3, m2)</code></pre>
+<pre><code>## Likelihood Ratio Tests
+## Model 1: m3, [llgcnt]: alpha+(Intercept)+estbotão floral+
+## estflorecimento+estmaça+estcapulho+des+I(des^2)+
+## estbotão floral:des+estflorecimento:des+estmaça:des+
+## estcapulho:des+estbotão floral:I(des^2)+
+## estflorecimento:I(des^2)+estmaça:I(des^2)+
+## estcapulho:I(des^2)
+## Model 2: m2, [llgcnt]: (Intercept)+estbotão floral+
+## estflorecimento+estmaça+estcapulho+des+I(des^2)+
+## estbotão floral:des+estflorecimento:des+estmaça:des+
+## estcapulho:des+estbotão floral:I(des^2)+
+## estflorecimento:I(des^2)+estmaça:I(des^2)+
+## estcapulho:I(des^2)
+## Tot Df Deviance Chisq Df Pr(>Chisq)
+## 1 16 407.50
+## 2 15 509.68 102.18 1 < 2.2e-16 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>summary(m3)</code></pre>
+<pre><code>## Maximum likelihood estimation
+##
+## Call:
+## mle2(minuslogl = llgcnt, start = start, data = L, vecpar = TRUE)
+##
+## Coefficients:
+## Estimate Std. Error z value Pr(z)
+## alpha 1.710979 0.135195 12.6556 < 2.2e-16 ***
+## (Intercept) 2.258038 0.059339 38.0532 < 2.2e-16 ***
+## estbotão floral -0.076524 0.085405 -0.8960 0.3702456
+## estflorecimento -0.025313 0.085113 -0.2974 0.7661593
+## estmaça -0.139845 0.087219 -1.6034 0.1088485
+## estcapulho 0.108438 0.081763 1.3263 0.1847562
+## des 0.329398 0.289643 1.1373 0.2554329
+## I(des^2) -0.699663 0.286619 -2.4411 0.0146430 *
+## estbotão floral:des 0.133744 0.410476 0.3258 0.7445554
+## estflorecimento:des -1.501986 0.434453 -3.4572 0.0005459 ***
+## estmaça:des 0.421813 0.433578 0.9729 0.3306201
+## estcapulho:des -0.782023 0.399797 -1.9561 0.0504593 .
+## estbotão floral:I(des^2) 0.094333 0.402116 0.2346 0.8145248
+## estflorecimento:I(des^2) 1.338205 0.433533 3.0867 0.0020236 **
+## estmaça:I(des^2) -0.833309 0.439023 -1.8981 0.0576829 .
+## estcapulho:I(des^2) 1.022210 0.391972 2.6079 0.0091108 **
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## -2 log L: 407.5003</code></pre>
+<pre class="r"><code>c0 <- cbind("PoissonGLM" = c(NA, coef(m0)),
+ "PoissonML" = coef(m2),
+ "GCount" = coef(m3))
+c0</code></pre>
+<pre><code>## PoissonGLM PoissonML GCount
+## NA 0.00000000 1.71097890
+## (Intercept) 2.21424242 2.21424242 2.25803759
+## estbotão floral -0.08002756 -0.08002756 -0.07652439
+## estflorecimento -0.02722855 -0.02722855 -0.02531284
+## estmaça -0.14861263 -0.14861263 -0.13984549
+## estcapulho 0.11291268 0.11291268 0.10843781
+## des 0.34858564 0.34858564 0.32939763
+## I(des^2) -0.73843427 -0.73843427 -0.69966320
+## estbotão floral:des 0.13638395 0.13638395 0.13374406
+## estflorecimento:des -1.58188650 -1.58188650 -1.50198575
+## estmaça:des 0.47548300 0.47548300 0.42181332
+## estcapulho:des -0.82100307 -0.82100307 -0.78202287
+## estbotão floral:I(des^2) 0.10435096 0.10435096 0.09433350
+## estflorecimento:I(des^2) 1.40435178 1.40435178 1.33820484
+## estmaça:I(des^2) -0.92937720 -0.92937720 -0.83330941
+## estcapulho:I(des^2) 1.07565430 1.07565430 1.02220995</code></pre>
+<pre class="r"><code>splom(c0[-(1:2), ]) + layer(panel.abline(a = 0, b = 1, lty = 2))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code># Perfil para o parâmetro de dispersão.
+plot(profile(m3, which = "alpha"))</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>V <- cov2cor(vcov(m3))
+corrplot.mixed(V, 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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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>dev.off()</code></pre>
+<pre><code>## null device
+## 1</code></pre>
+<pre class="r"><code># Tamanho das covariâncias com \alpha.
+each(sum, mean, max)(abs(V[1, -1]))</code></pre>
+<pre><code>## sum mean max
+## 0.070733515 0.004715568 0.022155377</code></pre>
+<pre class="r"><code># Teste de Wald para a interação.
+a <- c(0, attr(model.matrix(m0), "assign"))
+ai <- a == max(a)
+L <- t(replicate(sum(ai), rbind(coef(m3) * 0), simplify = "matrix"))
+L[, ai] <- diag(sum(ai))
+
+# Teste de Wald explicito.
+crossprod(L %*% coef(m3),
+ solve(L %*% vcov(m3) %*% t(L),
+ L %*% coef(m3)))</code></pre>
+<pre><code>## [,1]
+## [1,] 30.51573</code></pre>
+<pre class="r"><code># Teste de Wald para interação (poderia ser LRT, claro).
+# É necessário um objeto glm, mas necesse caso ele não usado para nada.
+linearHypothesis(model = m0,
+ hypothesis.matrix = L,
+ vcov. = vcov(m3),
+ coef. = coef(m3))</code></pre>
+<pre><code>## Linear hypothesis test
+##
+## Hypothesis:
+## estbotão floral:I(des^2) = 0
+## estflorecimento:I(des^2) = 0
+## estmaça:I(des^2) = 0
+## estcapulho:I(des^2) = 0
+##
+## Model 1: restricted model
+## Model 2: ncap ~ est * (des + I(des^2))
+##
+## Note: Coefficient covariance matrix supplied.
+##
+## Res.Df Df Chisq Pr(>Chisq)
+## 1 114
+## 2 110 4 30.516 3.843e-06 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Predição com bandas de confiança.
+
+pred <- with(capdesfo, expand.grid(est = levels(est),
+ des = seq(0, 1, by = 0.025)))
+X <- model.matrix(formula(m0)[-2], data = pred)
+pred <- list(pois = pred, quasi = pred, gcnt = pred)
+
+# Preditos pela Poisson.
+aux <- confint(glht(m0, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$pois <- cbind(pred$pois, exp(aux))
+
+# Preditos pela Quasi-Poisson.
+aux <- confint(glht(m1, linfct = X),
+ calpha = univariate_calpha())$confint
+colnames(aux)[1] <- "fit"
+pred$quasi <- cbind(pred$quasi, exp(aux))
+
+# Comparando as estimativas de média para contagem.
+cbind(Pois = pred$pois$fit,
+ Gcnt1 = c(exp(predict(m3, newdata = X))),
+ GCnt2 = c(predict(m3, newdata = X, type = "response")))[1:10, ]</code></pre>
+<pre><code>## Pois Gcnt1 GCnt2
+## [1,] 9.154471 9.564302 9.154646
+## [2,] 8.450409 8.859703 8.450047
+## [3,] 8.908571 9.325240 8.915585
+## [4,] 7.890265 8.316089 7.906434
+## [5,] 10.248743 10.659755 10.250099
+## [6,] 9.230337 9.639172 9.229517
+## [7,] 8.550098 8.959491 8.549835
+## [8,] 8.641685 9.059457 8.649801
+## [9,] 8.046113 8.465629 8.055973
+## [10,] 10.130548 10.541938 10.132282</code></pre>
+<pre class="r"><code># Preditos pela Gamma-Count.
+aux <- predict(m3, newdata = X,
+ interval = "confidence", type = "response")
+pred$gcnt <- cbind(pred$gcnt, aux[, c(2, 1, 3)])
+
+pred <- ldply(pred, .id = "modelo")
+pred <- arrange(pred, est, des, modelo)
+
+key <- list(lines = list(lty = 1),
+ text = list(c("Poisson", "Quasi-Poisson",
+ "Gamma-Count")))
+key$lines$col <-
+ trellis.par.get("superpose.line")$col[1:nlevels(pred$modelo)]
+
+p2 <- xyplot(fit ~ des | est, data = pred, groups = modelo,
+ layout = c(NA, 1), as.table = TRUE,
+ xlim = extendrange(range(pred$des), f = 0.1),
+ type = "l", key = key,
+ ly = pred$lwr, uy = pred$upr,
+ cty = "bands", alpha = 0.35,
+ prepanel = prepanel.cbH,
+ panel.groups = panel.cbH,
+ panel = panel.superpose)
+# p2</code></pre>
+<pre class="r"><code>update(p1, type = "p", layout = c(NA, 1),
+ key = key, spread = 0.07) +
+ as.layer(p2, under = TRUE)</code></pre>
+<p><img 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width="700" style="display: block; margin: auto;" /></p>
+</div>
+<div id="numero-de-nematoides-em-linhagens-de-feijao" class="section level2">
+<h2>Número de Nematoides em Linhagens de Feijão</h2>
+<pre class="r"><code>#-----------------------------------------------------------------------
+
+data(nematoide, package = "MRDCr")
+str(nematoide)</code></pre>
+<pre><code>## 'data.frame': 94 obs. of 5 variables:
+## $ cult: Factor w/ 19 levels "A","B","C","D",..: 1 1 1 1 1 2 2 2 2 2 ...
+## $ mfr : num 10.52 11.03 6.42 8.16 4.48 ...
+## $ vol : int 40 40 40 40 40 40 40 40 40 40 ...
+## $ nema: int 4 5 3 4 3 2 2 2 2 2 ...
+## $ off : num 0.263 0.276 0.161 0.204 0.112 ...</code></pre>
+<pre class="r"><code># help(nematoide, package = "MRDCr", help_type = "html")
+
+# Número de nematóides por grama de raíz.
+plot(nema ~ off, data = nematoide)</code></pre>
+<p><img src="data:image/png;base64,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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>xyplot(nema/off ~ cult, data = nematoide,
+ xlab = "Linhagens de feijão",
+ ylab = "Número de nematoides por grama de raíz")</code></pre>
+<p><img 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" width="600" style="display: block; margin: auto;" /></p>
+<pre class="r"><code>#-----------------------------------------------------------------------
+# Ajuste do Poisson.
+
+m0 <- glm(nema ~ offset(log(off)) + cult,
+ data = nematoide,
+ family = poisson)
+m1 <- update(m0, family = quasipoisson)
+
+# Diagnóstico.
+par(mfrow = c(2, 2))
+plot(m0); layout(1)</code></pre>
+<p><