diff --git a/inst/doc/v04_poisson_generelizada.R b/inst/doc/v04_poisson_generelizada.R index 825255a02cd47b15da8c9310cda69f3a9201391a..28815cb15a385a70022db577f966d95ac9deee90 100644 --- a/inst/doc/v04_poisson_generelizada.R +++ b/inst/doc/v04_poisson_generelizada.R @@ -322,6 +322,7 @@ dev.off() # Tamanho das covariâncias com \alpha. each(sum, mean, max)(abs(V[1, -1])) +## ----------------------------------------------------------------- #----------------------------------------------------------------------- # Testes de hipótese. @@ -467,6 +468,7 @@ 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) @@ -621,6 +623,7 @@ corrplot.mixed(V, lower = "number", upper = "ellipse", 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])) @@ -771,6 +774,7 @@ corrplot.mixed(V, lower = "number", upper = "ellipse", 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])) @@ -853,165 +857,204 @@ update(p1, type = "p", layout = c(NA, 1), key = key, spread = 0.07) + as.layer(p2, under = TRUE) -## ---- eval=FALSE-------------------------------------------------- -# 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) -# -# # Quantil normal. -# qn <- qnorm(0.975) * c(lwr = -1, fit = 0, upr = 1) -# -# # 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. -# V <- vcov(m3) -# V <- V[-1, -1] -# U <- chol(V) -# aux <- sqrt(apply(X %*% t(U), MARGIN = 1, -# FUN = function(x) { sum(x^2) })) -# pred$pgen$eta <- c(X %*% coef(m3)[-1]) -# pred$pgen <- cbind(pred$pgen, -# apply(outer(aux, qn, FUN = "*"), MARGIN = 2, -# FUN = function(x) { -# exp(pred$pgen$eta + x) -# })) -# -# 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)) +## ----------------------------------------------------------------- +#----------------------------------------------------------------------- + +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$off * exp(X %*% coef(m1)[-1])) +# }) + +# Predito do número de nematóides por grama de raíz. +pred <- with(nematoide, { + data.frame(y = nema/off, + Pois = c(exp(X %*% coef(m0))), + PGen = c(exp(X %*% coef(m3)[-1]))) +}) +str(pred) + +splom(pred) + layer(panel.abline(a = 0, b = 1)) + +# Correlação predito x observado. +cor(pred) + +# Média das observações de das estimativas por cultivar. +predm <- aggregate(as.matrix(pred) ~ cult, data = nematoide, FUN = mean) +cor(predm[, -1]) + +#----------------------------------------------------------------------- +# Predição com intervalos de confiança. + +pred <- unique(subset(nematoide, select = cult)) +X <- model.matrix(~cult, data = pred) + +pred <- list(pois = pred, quasi = pred, pgen = pred) + +# Quantil normal. +qn <- qnorm(0.975) * c(lwr = -1, fit = 0, upr = 1) + +# Preditos pela Poisson. +aux <- confint(glht(m0, linfct = X), + calpha = univariate_calpha())$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$quasi, exp(aux)) + +# Preditos pela Poisson Generalizada. +V <- vcov(m3) +V <- V[-1, -1] +U <- chol(V) +aux <- sqrt(apply(X %*% t(U), MARGIN = 1, + FUN = function(x) { sum(x^2) })) +pred$pgen$eta <- c(X %*% coef(m3)[-1]) +pred$pgen <- cbind(pred$pgen, + apply(outer(aux, qn, FUN = "*"), MARGIN = 2, + FUN = function(x) { + exp(pred$pgen$eta + x) + })) + +pred <- ldply(pred, .id = "modelo") +pred <- arrange(pred, cult, modelo) + +key <- list(type = "o", divide = 1, + lines = list(pch = 1:nlevels(pred$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(...) + }) + diff --git a/inst/doc/v04_poisson_generelizada.html b/inst/doc/v04_poisson_generelizada.html index 18105ad056bb6c3b7d5675fcdaaf42c1fb362332..8c4b84c81991ee5e7f104662e6c0ff73035442aa 100644 --- a/inst/doc/v04_poisson_generelizada.html +++ b/inst/doc/v04_poisson_generelizada.html @@ -444,21 +444,21 @@ n0 <- mle2(minuslogl = llpgnz, c(coef(n0)["lambda"], coef(glm(y ~ offset(log(L$offset)), family = poisson)))</code></pre> <pre><code>## lambda (Intercept) -## 1.045563 1.045563</code></pre> +## 1.0936 1.0936</code></pre> <pre class="r"><code># Estimando o \alpha. n1 <- mle2(llpgnz, start = start, data = L, vecpar = TRUE) coef(n1)</code></pre> -<pre><code>## alpha lambda -## -0.004071052 1.045562864</code></pre> +<pre><code>## alpha lambda +## 0.003954074 1.093607667</code></pre> <pre class="r"><code># Perfil de verossimilhança dos parâmetros. plot(profile(n1))</code></pre> -<p><img 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" 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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code># Covariância. V <- cov2cor(vcov(n1)) corrplot.mixed(V, lower = "number", upper = "ellipse", diag = "l", tl.pos = "lt", tl.col = "black", tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])</code></pre> -<p><img src="data:image/png;base64,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" 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" title alt style="display: block; margin: auto;" /></p> <pre class="r"><code>dev.off()</code></pre> <pre><code>## null device ## 1</code></pre> @@ -761,6 +761,7 @@ xyplot(fit ~ K | umid, data = pred, prepanel = prepanel.cbH, desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE), panel = panel.cbH)</code></pre> +<p><img src="data:image/png;base64,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" title alt 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> @@ -1026,6 +1027,7 @@ xyplot(fit ~ K | umid, data = pred, prepanel = prepanel.cbH, desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE), panel = panel.cbH)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> </div> <div id="numero-de-graos-por-vagem" class="section level2"> <h2>Número de Grãos por Vagem</h2> @@ -1314,6 +1316,7 @@ xyplot(fit ~ K | umid, data = pred, prepanel = prepanel.cbH, desloc = 8 * scale(as.integer(pred$modelo), scale = FALSE), panel = panel.cbH)</code></pre> +<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAJYCAMAAACJuGjuAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAgAElEQVR4nO2dB3zU5PvA37I6KF20bCi7FaQIZSggswwVyrBlWhSEQsFWQaEyRPiz4QciIkOGsrUiW0XqAJlCBRFBBNqCgIxCoS2jLe29/ySXu969dxl3fdNL7p7v52OSvs+TNy+5r5dc8uYNwgCgAMjRDQCcExALUAQQC1AEEAtQBBALUAQQC1AEEAtQBBALUAQQC1AEEAtQBBALUAQQC1AEEAtQBBALUAQQC1AEEAtQBBALUAQQC1AEEKuIbb1QxX5x7ZptdnRDnAFnF+vW8Nqla4+4LS/5ARqFsS4OfWcsOVglVaGGOTtOLtaVmu+eufvHuOB/5aWXYsTCqSjWWJA24oEyDXN6nFysXtO52ZQ+8tJLs2LloAlFJYU6+o1yCZxbrAdeOdw8yzNLVj4n1q/oZ93qhLj2iY/w/oFBlzD+8rVR3WONM0Nsbd9mV9t4hP2kYPO1jDOJtbEuSY0y/EKZmhaxjVZqYMXKaPkufneoDt+q36kwYxq6hM/WK8BPBxtmxthfnXwmXP67edCTEv93agJnEutRKskRn0vc/KLXUYvYIys1lB7167sJ3+OLbseZPzaivXgfI9Y3Pkd1ON0wK4q951eA8R50toT/lRrBmcSyQuhebrazkbx07lDIanONmV5H03EyI1ZmGKr5xn7DrCiWGMws/IkOKdFu7ePkYu2p9gsz3Rf0vbx0XqwV6BQzzUNLObFwXvL4YLSTnxXFOLHOgljWcXKx8LbqIZ0b1tghM7uU/kLDUbSYmV50O8OJdTgN46cNFvOzohiIJYazi4Wfnt3xV4HM3Gw0gJvruldNx7qxEzHei/7Cn67CODM0lZ8Vxd6uglmxflSs6ZrG6cWygc29kf+Yy+xSTkLzuKlf6vDmDihy3+62z48e9QfmZ8bYlJpub6YyYrWXeZh1MUCs4qErKCx0dBtUCYgFKIILiHXU0Q1wSZxfrD1or6Ob4Io4vVh5DYeE5MlN1u0b2qdbi5dXPJWXDh24hHF6seZ2w93myczNG9z6H8auA9WbpIlkmfTRgg5cgji7WDf8z+Fz/v/JS36rUjY3/9ejncilL9M+WtCBSwhnF+uNscxkzDBZuZdKzeGXxqEkjO+x1xHyrHhi0kcLOnAJ4eRi/RaUyUzvBf4mJ3mh8TT/B5S4orlbDj71ktdqjK+MrO8bnWXokKXvo8UDHbiEcCaxLPtj1fWoyM0qeliGLPtjxXL3l1kuoUjdDJSD8TnEiNX1Gj7isdDQIYvro2UAOnAJ4UxiWfbH+ijkor4/VsMlMvpjvY128Us30XC8hRUrnxUrnSnpO9DQIYvro1XwhKEQOnAJ40xiWfCwhuEO8Y81Hkqnf4bm80vH0ad4KyvWU1as/K2xcU0jDB2yuB4PsxFC3g+gA5cwTi3WfI9oA+7zpdPPuoXyPwaXlX/AiJWtFysr7L0cPKqLsV8W686lkydPXsDQgUsYpxbr5KoiTsrIH8N+PzHk1/4C42/Yb5ozTMlaxJy4D+li6Jeld4cHOnAJ4dRi2UrWS6Xm5mJ8q8ci5o/fUMKNX99Cy/A6tOLWgkYdDf2yuD5aPNCBSxAQyxTd5l4hrV4ayv041MVXDBx3GzXd9KinV4+r/f0X8x2yuD5a+nTowCUMiGVO4XyPTp/cUXADrtKBC8QyZ+OupLgqZbqPX+fohmgdEMuSwiMz3stxdCO0jvOLpXtTvXfvHv0yI0MknHds/oUSawtlnF+sfJQvM7OY3auuTunY+cXG4eNOy19l1ysmly4sORiDku1ri+MBsUwoTvcq3aJq69nLq5faLLWhcT+wYglvJBXEUi82iFWc7lX/K/2nfuErW3pCcxdbhTeSDmKpF1vEsr971XWPMfzSAxl3JY3or+ILbgTEUjE2i2VX96qP0Zem21w4OrbjEdMUvuRQbO3zMT5nDX9yYuk3Ur/P0NdboNnGzl84PaFj86GsWMYSTeFMYln0x/Iqy4K4qZey42ONRiY3Iwu6z8B4pc9/RSmGkuuJaODU0FTDn5xY+g5ezBfeg+BWeYbOX/iLLpn43uusWIYSbeFMYln0x/rtAMOP6Ed29puy42O9bXLGj3eiy2yfrvVFKcaSfWg5vp1n/JM7FO7jTrSwLsr/irHzV1a5w5g/FPIlGsOZxLKOzYdCu7pXrUPsjWtcOD2mbXTOVDRgWNyEvnuLUowlyeg8U2Ty5yXDiRZewPWM5jt/JaN7mBeLL9EYIJYp9nevSivXVP8w4m00A09B9/X1GVOMJXqJzP/Ul/1Y6n1mauj8tQFdZP66yIhl7A6mLUAsU4rRvWoW0j+9eB/NxVvQFn2hMcVYopfI/E9ucjWwPWPmYUPnr9OIPavawYhlKNEYIJYJxelelT8CvcY+vvg7I1ZuqPfOJ7mf3ShKMZboO3MZ/9zD/smWPWlR6QZz1j/K0PmrMMJ7x6NvBzFHR0OJxnB+sQoC5Y67VszuVcder12n16A3195kvrZG1q0etcM0hS9hKuy5DBsTNrdn6uc2Mh4993pMv0ZvGzp/4duvVfKelo46bDaWaAvnF0tZZHSvcpUeWOaAWIAigFiAIoBYgCKAWIAigFiAIoBYgCKAWIAigFiAIoBYgCKAWIAigFiAIoBYgCKAWIAigFiAIoBYgCKAWIAigFjC5BXoCoTf7yT5iLROug4nxsXFOj1jdmS6ULACQqipQM69hXWeFq1vJYVPEKojJzYoICZbrAKN49piPW71FK8VfGTvjYyMjEzrOem9dqKnxvWtpPAJgnUkTctOqTZRpAKt49pibR6G8Q2ULRCNF8u5xnrDx6ymcAmCdezLx3hyb9EKtI1rizVtAnMqVOqiQLR9hH/r34VyOG/4mNUUvVhidUQtEq1A27i2WHGTmYnPOYHo/woeD6qtE8jhvOFjVlP0YonUkdY1V7QCbePaYr2fwEzc7wonpKF7AjmcN3zMaopeLOE6cvrcFK9A27i2WMv7YJxdReCpP/aU504toRzOGz5mNYVLEK4jP/4KFq9A27i2WDcrZ+Pt7wsEpz3EeMleoZyrKM+4vtUULkGwjoKxx5jfi/liFWgb1xYLb3t9yTSh65fHIsfNOSiUs2s4GnfAGLOSok8QrCMBsRwTqUDjuLhYgFKAWIAigFiAIoBYgCKAWIAigFiAIoBYgCIoKtYIsXemMexbKR7XRUlcjF67Wzx+f5h4HOMDSyQSBkhcXtqcJB5/NERiAwuPSCTgGImXJ36zQTye319iA5/8JB6/GSdRgRUUFSv4vHh88SjxeCF6Ip6QMFc8frmqeBzjlTESCR73xOPvTxOP/+crsYEBki9zDbgmHp/xnnj8QVmJDQxbJh4/3VCiAiuAWBIJIBaIZQmIxQJikYBYHCAWCYgFYikCiAViKQKIBWIViwsV/azi7mO93EB5L/G4Xzlf8bhXefG4r7txsbmPVSpUsF5elCAVp1dBeQ/r/wp3ib0gtRt9y4nH/by8xeM+Rbsx4K+SFOtwvV2qJ/RDR7dAksGhjm6BNHXlvqSajljPpKie0KWOboEkcU0c3QJpQkAsAhCLCs4i1tGjJ04eP3KCQk00xaLXKjOUE4teg7Uo1jdtfPx7/JCyEulZz5Z15BaXU6idpljGVk1+rXOrbdSqpSbWrx/Ep6R8/pxX5aif9QX0dqMGxTpZLW79FPc2KWvrJowfP75ni5NsYeeRzPL4PRSqpymWoVWJ/VJSxgQcplUtLbHmhcw8lrLfc+j0l1F7fQm93ahBsXaNZSbDglJWT2b/asV9YaV0+YlCzRw0xeJbdaLShpSUA25zaFVLSayJofuY6efDmUkP9AtXRG83alCsw+z/+bF9Ur7aysxXddYXdjhKoWYOmmLxrfrM7TdmWjeaVrV0xFpb5mt29iX7/TQDbefK6O1GDYrFsq3bIW5+MvxrfUG7CbU9w9bQqJqmWHyrZnixf7SKoFUtHbEavVS0PN7vGDentxs1Kdb/ta7ebB63tDCSL2o9fO2MSuV2UKicplh8qxIC2D86tqJVLRWxtqOJI+o2nMidoZ5sNE1fSG83alKsX06cHIPmMgtHahnOM/cz/21EIylUTlMsvlVxFdg/unalVS0Vsf4PtVq6tReayS6/04svpLcbNSkWw28e7Bd5bF+zwmr9KNRM/QJptX6TS7PfC23606qRiljj0SZmN1btwCyue87sByuV3ahBsfS/XyoNSEnZ7bXbLFJ/CoXqqYtVf8pixH4TNHmXVo1UxJrFNapz65SU71ub/xakshs1KFb/X5nJT6W3ML9hXuGLjiewP7t+qZ5MoXqKYhla9XO5xSkpxzy/o1UvFbGSuCvLLYenHGj3LV9EczdqUKxJXQ+lHHt5UkrKJ2gdV7C5QcL/jTyZ8muvlRRqpymWsVW9WpxI+aAntXrp/Crs1PNkSlLln4+G92Uvis6mvBs1KNbuziHt+zJKnahVh/tJkxJX/sCvL9btEL2XQuVUxTK26uiAtgOGHqdWLx2xDr/abWi/71Ki9DfGnqW8GzUolpFj+o/qZJPxNGt11d4NlHejlsXiWd6cavcBVxWL8m50ArHmUDsp5nBVsSjvxpIVa1spiX7dKiDUy9EtkKRcaUe3QJpSX5ekWIeb/6x6qsQ7ugWSxNZydAukaXm4RMVqRqMWZfGd6egWSDJT6kkxFdAMxCIAsagAYpGAWFQAsUhALCqAWCQgFhVALBIQiwogFgmIRQUQiwTEogKIRQJiUQHEIgGxqABikYBYVACxSEAsKoBYJCAWFUAsEhCLCiAWCYhFBRCLBMSiAohFAmJRAcQiAbGoAGKRgFhUALFIQCwqgFgkIBYVQCwSEIsKLinW/pdFgiAWFZQUS3eQfFGPSsT6+gWRIIhFBcpi5cQGBcRk65fPDv2ugAirRKzdXUSCIBYVKIuVNC07pdpEbvFsjxyLsNJi5e2XlQZiKQ9lsfblYzy5N7tU2OKkZVhpsfZWlpUGYimPAudYUYvY6a9V1nZvf8hQlp3J8X1T21pnK0fl1Q9iKU/T7/UfebZUomyx0rrmsrNZAad1cwIf6cseV/XnqOBvbzvlAWKpBuaz5qj6WCJRrlg5fW5y8/G9MM4tfdo8qPShEMRSDbQPhfnxV/QLi3pgrCv/n3kUxKKCC4pVMPZYRkZGPt50N63SI3yqu848DGJRwQXFSuBG4D2WG/wD3j582aQMIgxiUcEFxZIAxKICiEUCYlEBxCIBsagAYpGAWFQAsUhALCqAWCQgFhVALBIQiwogFgmIRQUQiwTEogKIRQJiUQHEIgGxqABikYBYVACxSEAsKoBYJCAWFUAsEhCLCiAWCYhFBRCLBMSiAohFAmJRAcQiAbGoAGKRgFhUALFIQCwqgFgkIBYVQCwSEIsKIBYJiEUFEIsExKICiEWiJrFu17UeBLGo4LpiXfOzHgSxqODCYgVYD4JYVHBGsa5LpYFYyuOEYuWV1kmkgVjK44RiPUGFEmkglvKAWCQgFhVALBIQiwpOK9aUe8JpJmI1vUMGQSwqOK1YVQ4Kp5mI5XeFDIJYVHBasUJ/F04zESvwKhkEsagAYpFBEIsKIBYZBLGoAGKRQRCLCiAWGQSxqABikUEQiwogFhkEsagAYpFBEIsKIBYZBLGoAGKRQRCLCiAWGQSxqABikUEQiwogFhkEsagAYpFBEIsKIBYZBLGoAGKRQRCLCiAWGQSxqABikUEQiwogFhkEsaigEbH+bS4rDcRSDcUSa7GtW7NbrAuVZKWBWFTY/0Lx67BPrKyFAyO6dOnob+vW7BbrYnVZaSAWFb5tKSttfXeRoH1iverRt+moIY36y1zXCIglm4+zhGNKi/VDO1lpn/cQCdonls8RHIfx/H9lrmsExJIxFo6eavuEYyoRa3MfkaB9YtXHOPYhvilmrFVALIyD18hKa3JcOOa8Yo28jre8l7XCS+a6RkAsjDvtlZXmmmKld03PD0Ool8x1jYBYIBaJxeWGB2s+fyRzXSPyxGoz1qIIxDLFucViEDm/tI48sUYusSgCsUxxSrEyLhn5K1LmukZALBCLxCDWdGSCzHWNgFggFolBop9f+SGZZ097mesaAbFALBKDWI92mdQsc10jVsQ6bZkFYmEXFEvPf+u/xfiGzFWLsBQrs4xlFoiFXVWswz6oH8ardshct2g9S7HcLbNALOyqYr246uZEjHOjZa5rBMQCsUjMxIrF7E3oJ/I+bRNALBCLxEys0Ri/gfGO+jLXNQJigVgkZmItmHG5//0t3rEy1zUCYoFYJGZi5XdjL4+GPpC5rhEQC8QiMb/cULBz6pQtuTJXLQLEArFIzMSa0GEbMz2yVea6RkAsEIvETKyKB9hpVguZ6xoBsUAsEjOx6nGvmswXeH+WnrwCXUEeUQZigVgkZmL157r4bbN8D3xObFBATDa3WIE5vSdf0QxigVgkZmIdH3gb56zxTbDISpqWnVJtIrf4RkZGRiYRBrFALBLzX4Xz3XwQet7y0bd9+RhP7s0txlupBMQCsUiITn1/zPrgmwLrmVGLuFn7CP/Wxg/3YgrH2iZkMoglgNbFarJW/5FflKrFTKw/U8nT8iLSuuqvb/2v4PGg2vz75B+H1OWoVpHMBrEE0LpYAdX0H3noY4lazJ+EDr0tlJfT56ZxOQ0R78+FQ6HLiGXfoTBmKjdbZpmWH8+/C5f9aXinFhFVk1jflsrAIJZVHCfW+UHLz1+69FdPi6yCsceYH4P5eNPdaQ8xXkLuQ5WItbVtAda1LDUGg1hWMRFL7NFRBcSqLfSUTgJXfCw3+IdjkePmWLzvWxVinW3j7u67ZEMj/8CTIJZVTMTy/ls4TYmxGxL3JScn7+0gc10jahDrbo0FO7qcrue3PWBJWx2uCGJZYiJWdZFfdZxYt4daD9on1iH9WDwUntKxSawIqWf6ObEuIrZ1gmLNG8ieY73heS3g6bNJuFQKGVeTWPvTrMZKRKysZ9lFSbFOBbGLls9aOXqoSJvE8rwlUf8R9jpZNGL/J/LeI5AzYikjVnpA6QsB+Meaj0odI+NqEqvtJKuxEhHrNjeWkKRY54PZxTL3yaCjh4q0SSxvwYscHHdjy6OQzb9URUGHMC4n9HU64X1GrOhxXlcDMI6c5SCx8p5KpXFixay0GisZsbzZRZliuZM37xw+VCRFsZ62GfN92LGGNVeh5c0LhcX6M/D87haebSO3VEhOXubj5hixIgZLpbmmWPSGiqQo1pa2OuYca2qZbJQf9oWwWHilX8eA8n6dXixTn8FtzLx588yOmiUi1rhZUmmuKRa9oSIpijVpKnPyfr+S7yW0f6H/rrKTmN+tF6wmXh7b4DsdvuYdy+DWm5mYXegFsRwoFr2hIimKNWcMI9b4AZ43UXi4XxW3OuHh4QLHapNbOg46xwKxjCg0VCRFsc5VSjv6jMeg54+iEylbvMqKXAsBscRxnFgsdIaKpPmrcGVgX7/yZWvVQexd9TIglt04Uqx75wplrmiKDWItNjuMyRIL/x0buC6Xv/IufPIOYknhOLFy30QocIbktRgLbBBr0SDTInlimd7SkSmW3xUyCGI5UKxpbnF7d8YN1slc14gNYi0bZlpku1jVLO6AF+H4/licWGfXiaS5plh1J7DTDV/JXNdICYql7o5+nFjzxF6y5ZpieR5ipwVtZK5rBMQyFWt9lEhakVj/WtzhdV6xXt3OTnMrsNPzMitgAbHsEGtMFzLmvGJlDWO79S7lXns6SmYFLCCWHWItGk3GnFesUO+yFStWLOXOTMrbMtg7iAVikZg/Yv/y9Jk8UxvIrICFhlhhIv2ZQCwqOE6sL03u7s6XWQGLkFgbzB5TFBfreZE3+IBYVHDsLR17EBLL94RpmbhY7X4Qrh/EooLziBVs9tMSxMIglm3YKtYvhideQSxTQCwSW8U6EsYXgVimOK9YYoOCiGGzWM/xRSCWKc4rlsigIKKAWCAWicxBQcQBsUAsEnmDgkggKlbjBXwZiIVdVSzBQUEkEBWrj6FrHoiFXVUs2oOCgFgWKCPWdVlZjhOL9qAgTiHW0lOy0hwp1gF5gyI48DpW4Z7pS8/IXNMEpxarzQLpHOxYsX4PlZXmOLEedmROsNzep9bn3SnEilovKw3EMsdMrIkNNl7Puzg2Sea6RkAsEIvETKz23EBVuiky1zUCYpWgWC9/YlGkerHi9DOLf7EUIFYJitVvlUWR6sWK586u0sJlrmvEacTKGW5ZpjaxBq61KFK9WJ8NPX7t1OKq78hc14jTiPW3lY8WxDLFPrF0492Yn4U9Hspc14jTiJVaxbIMxDLF3v5YFzeuOGrz1QYQC4NYJIqONgNiWeCaYtEebUbdYkUmWtSgNrGuWblXo0WxaI82o26xYhda1KA2sa5avK9Pm2LRHm1G3WKNXmRRg+rECrSsQYti0R5tBsSywDXFoj3aDIhlgbbEcrtBBtUx2gyIZYFKxPL8TTjNRCxk8TYpdYw2A2JZoBKxSu8XTlNALNqjzYBYFrimWLRHmwGxLNCMWNWSGNAyZmK2x1X0iD2IZYrjxSqfwlDqU2Zy03qaXqyAaAb0MjOZZxoEscggiMWL5c6+4ANVZSbR1tMUOBTaC4ilIbEccY5lLyCW04n1VzV2kaZYOxenyly1CBDLNrG6s2nqFmu62yVMT6zYIen7UMMQm58sBLFsEivTvSFWr1j33g3/Bz8I8OzNLJe9R0btE6t7AR5a+2mmLRfdOUAsmWI9WVNx9EX8du1KXztYLD/BL4+1gU2rVh/yVmSt4O/o3SschXU133WZp3RKXqyrdV+tPLjy9IDot2s8xAObk+GSEYt7f67gvcLTgWc398lp5fFL8NbQfGpivVZwBP2IcWuZ6xoBsXixBicwk2lNhHI6LmAOhZfLjY9Z+fJ0HNmIDJeIWGsRuwcFxYr/kD3Hal2B+VX44hJ647zX82mal7ayncx1jRRTLC9nEeuxT5UC5ky1hkBKRvl8RqydvnNjVl7yu1LiYt2e2vAsflKrzIs6EbH6f86ItadW6XPB+FTFDGp93v/clokPf7pb5rpGiifWWbQFa12s/A01hvyJZwZXXykiVmpl5uT9UN1Xp8asxOMGl7RYSQHNKgZHTo3wbrJRRKyJ4/DmyHoz67PXsYaN0epoM7mbAxhPupRpkK9xsTIav1w3qtpkv2FjKmYIi5XvdxY3GRvROinm3eQdvo2Dk5OTfzQdTbiYYom/yju14pEf2j3pVu6I90/VHwqLlR60ZXOYR8BLI3wSE2PKltPmaDMn6od41IhY28S7yzy1i3XmiPBm2ZyJzKHwpueQcdMGjsx8vVomg7W0z575rZG3n3+XyuUDAtzLlY9gOGcSLp5YurL5Yk2cMZY9x+pb5oY3jvxApKPfwYb+nu4dE1mxEhNpiVWyo808qLn6YvXcoZ4/eR8OuKFysYZHCm+W+Soq94AR66D3O2/7+Lr5uJfyZ/jJWuL6Bsij2+dJ7UcmJSW1pXwoLERPxNo4ZiEj1qEg93+88WW/dJEepE/nt8/W9mgzm7qx51hTmf+Hbr/9BmWxPC12XPHEmjVOeLMYZ5XV4U57mkXHjZuFZ3cRPBSyND6G+Vs6tM+xJMRaEMOI1fyDgJveGE/o79SjzSwcw4iV7lc/xft2ZqXjtMRK9WAXv7R47lZJsXDwAdzp7fAeKxixntTpLiZW0b3CEhbrTrXl+0JKV+oQXy4xMdYtyJlHm/m6AyPWgHfK3/G+jZeHyxSr8i/CaZxY+ID1oKJiba99sEOAf4XOtepFRNQKUKVYOCXM36Nc57lTy81jqOzMo808fmbBhSC3OmGJ5eITx5cOlSfWxxZ3r4rYbfGWZRMUFQtvb4zKdfgs6ZWBzMlTT3liJfYhY8qKhQtWh913jdFmzr1QpYxH43GsWImJTeSJJYYDxWLOT/dg/pbODLFvfErdZvZ+YVokTyxXGm3mp8A72LZbOmI4VKyS7Y+VYNb7UwNicSyWua4RG8Sayf5ut+teYUFtKeNpidXkvmmZKsWay96UTJvNF6lbrPEpOGvhwIguXTrKG47eBBvECin/0E6xpKEllvd/pmXqFWtLCF9kIlYTkQ/eQWLdDcWvevRtOmpIo/4y1zUiRyzdruaRf+CdgTU+UL1YvhoRa9+LfJGJWI3VJ9bmFtjnCHspa/6/Mtc1IkOs/IjGz7av9ladUVE+F62K1WS7cP0glgniYjU9KrxtB4nV+GNcH+PYh/hmD5nrGpEh1vTu+SOX3K/YbNmwSf2siuUzV7h+EMsEzYnV8Sc88jre8l7WCi+Z6xqRIVbD35hzrBte3ZYNy6m236pYc4TrB7EwfnEXv6A5sbJW4vSu6flhCPWSua4RGWJVSmfEev2ViGXD8BeNfwWxbBarneFUQXNi8TxY87l4xx4ryBCr/Ro8cnzQqARGLF2rCSCWzWJ1MXS/1KJYirzFXi/WoYrb32wQ4P5Ks9rR0c8FhPFperE820dERJSpz0wGW69fQbFunTAtUqdYvXKwxsUSfIt9TmxQQEw2/8f1D8mwnMsN3zYsXSp0QdKbnZKSkuaYf2OVX82UeQ5iJgetb15BsRJfMC1Sp1jeV7DGxRJ8i33StOyUahP1y7roSmRY3gXSGHbYEsGndBx0KFwZY1qkTrECrmGNiyX4Fvt9+RhP7q1fTvrI4u49jce/QCwnFkv0LfZR+nPdu58k1zWWHU/mWGLRtUhcrG+C+CJtiXX9M5H6XUSsRkv0H/lx4fX1yH6LfVrXXG4+Lze5oaHs0QvhHCEWB0dxsVZ68kUmYvkvEW6kSsRaF4KFcRGxgkL0H3kHqUsH5m+x1z+CYO0t9jl99OO//XwIJ1vsX1sPhdbEctC9QkGx2n7HlxWJtbeTSP0uIpad17H0P5H+GT+RHIwkP/6KfqFTSEiNsnWIsDOK9bzhgwSxTLFTrBpHLurwo0qenYNHm3V+Khh7LCMjIx9vusu2zzyK49EAABjDSURBVGJAZQGxdBXYyweEWENSU1NneTCT1ALViHW0Pl9kIlYH+MaiJ9alsggNKzyDduHC6V+aBhK4c/pjucHMp7+uZ5nZxHhcAmJtRuwPSUKsIH9/fy83ZhK4RjViHTP8+ACxsCJitR1/+sKEr06jLKaZb8msgMVCrJ093PodyKocFHhQE4fC44bxYUAsrIhY7B7RvX8aPWbmk2RWwEKKNav2srLLKr/8avCMZgUglhmuKdYHzH8PXviZG3kyTmYFLIRYqX5pzKFwu9u54L9arAaxzHBNsTYO2/RpWP+aQfFP8XcCg4BbhRBrU2/2HCuy6s/B549Uug9imeKaYuHFVVHbOzu3xVeoHfSXzApYCLE2RzJifV+r+S/B5/HA8VbE2l2dLwKxTHFisbCOPb3CeVvWWLyoTgxCrCsBzKHwmVkBOYxY1/y6UBoqUhoQS71i2Qd58j6/9idlkFt5/1I+/v5l6oFYJoBYtmDtckOvPZmZNY9nZmZGglgmgFi2UCKjJksDYtEWqwylFwjYC4jlpGINe0oG7RTrv/XfYmzTeTuHSsTabNEME0AsO8SyxD6xDvugfhiv2iFz3aL1xMQquXOs4/EiQRDLgWK9uOrmRIxzbbk2yiEqFvsSFQ7FxRIFxHKgWLHcnZwn1YWShRAVq+pYvgzEwqoRK+CccJoCYjH/1Dcw3lFfKFkIEEtrYg3IEE5TQKwFMy73v7/FO1bmukaUFmuvlYH2bAXEMhVLDAXEyu/G9ucLfSBzXSNCYtX8KCkpyb87M2F+bBZDrEc2/5ywBMRyoFi4YOfUKVtyZa5ahJBYVbpHR0d71GcmQwqKIxYNQCxHisXXLHNdI0ofCmkAYjlGrAvJRqw/VygGiGWHWLOHkjGnFGseMkHmukZALDvEmjucjDmlWEdjUtPTh76enn5xx6B0mesaAbHsEMsSpxQrj30EsDnXS2LPNJnrGhEVq/1yvgzEwi4oFod+xz2sIHNdI0rfhKYBiOVAsRK4VzJ8Y/PlSBDLVKzpgm+xx64qVlqXw/cuLvSOEUoWAsQyFeuR2Dj5rikW/rwc85uwq8B4kcKAWKZiieKiYuGs5A2npV6yZYnzi5X4Jla7WOcR+/JZamIJvHTRubom06B4YtUOLKAo1guJVmP2iqXbWesuxj1QZ2Y5UOS2qi1i/VPXehDEIrFXrJPPjbiGkwIrr6Ao1qnrVmN2inX+eT93r4RtjdGzSRh7igxnaYtYQoBYJPaJlT+geq3nK31cY9iQihn0xBLAPrGy6889GXrjRd+96PuaD0EsPaoXa+orT6LWp3u3mzXu9bdUKta6V9hzrMmls9GTyOlqFatwz/SlZ2SuaYLzilXtHHOOdcVjyKxxt/z/VKdYH7zPiHXDv8rf6PwvPr96zElNTbV4zFSP48R62BEh5Pa+zS+Fdl6xyj5gxBrY49VZ4/DsztJixc+QagZ9sT4dwIgVM8bzLvLz9yjn5uXv79/Kev2OE2tig43X8y6OTZK5rhHnFeuZH3HU5CqjJjFi5dafJilW9FiRDA76Yt2q/P3vtUuFt1qJlq2aX8pd8lBYXqqJCojV/hY71U2Rua4R5xXrqwbnoxpU9xrSsklsbLOakmJJQ18svK96uKd3pd5RqF90dHQ5KbHuV5VqogJi8aP4WXRtlMJ5xcKrK3l5VH9rXrd28+bNG6UysXbwDy89+rTqKcOVd8mTd2kUECueO7tKC5e5rhEnFgs/7f4Rln1LRxpKYsWx41HPNuSb3NJRp1ifDT1+7dTiqu/IXNdIMcXyZI/A6hErr+yf2M57hdLQESs/yCvLuljVRJrhOLF0492Yn4U9Hspc10gxxWrDvglRPWItROz7OK2J1V6k/hIS6+GC2u2/1M1rEPKOdbEk7xVKo8gF0osbVxy1+WpDccXiUIFYBcufLdXphxv+3hWPWxVrdkWR+ktGrDt1+rQe0qiX/7jhvmc1JJaCr+7FGhArtvnawM+rtov3nf28zppYH/qL1F8yYg16izkUPvaLmBv2bKXoZ8syPwOjD2pALMFX90rgHGL9VvUecyjc4Paf77WwDSoVK+AKI9Zx76i5vTdXShzklcTwrwbEEnx1rwTOIdbS4cw5VmF45RTf/36qkqVOsbzu4IFrno95dW4C3lZvhmYOhYKv7pXAOcRa8Roj1udNg8/4/of7TiLEemXVqlU9vZjJKoGOxyUjVscVeOCIsF5z2OtY3bprRizRV/eK4BxiXQy8mlq5RmKNOz5/Z/5WobW5WOGxsbHh7swkVuCTKxmx/ghYFhno5dGseqXw8FqePnya6sUSe3WvGM4hFp5T88PyxqfBa6vyUIhPdPPw77M/5a2BKSkp4w3tUb1Yh/Q9G+kOCqIdsfCvA93fuyz8MIUaxDK7V9iWL1K9WA4aNZmjxXdYUWy9pVNnDV+mYrHseUpHGgXEUmTUZJlitSdfQ00ZW8Xy+z++rEis6SCWmkZNlimW0lAQa5tABzoOEMsc5UdNNhcrkb2Rq1Gx1HMTWmtiKTJqsrlYZ9j9r3axLmRmZvpOYibsR+V4sXzZS2eaFkuRUZPNxeJQkVgzu2ELsbyM1xyCsQrEOoM+xRoXi/aoyRoQqyH75jS1Hgrztngz6Z3LVn+McbX/8YVaFIv2qMlqFqtgfZOOu3BS5eB3VCvWqYbh7s90+iwkoNtU5kRrKl+qSbH0/CRzXSMaFOvJ861bdmsQVeOd6IA/VSpWdp0tVwMLEzy+DTjil651sbJu3rx5RWxEOqtoUKzJfQpHL3pcuenKmDmdVSpWUgR7jjW9bHrAtQnRJSlWpEjQPrF+b6w/Z7V1ICMNitXwN+Yc64pXp5UxeQ12WROrruWVdxpiVRS5wUCI9fEIRqyrvqFH/LfsClhUYUhycvIJXAJiLQwTCdonVrOQT7bvYHABsapdYsQa1IcRC39T7xCtgdekEXmdGynWrtaMWK+N8fmvQpPwYK/SVcPDw1/BJSCWKPaJ5XHJvq1pUKzuS/DosVWGv81ex+r6VsmJJQYhVm6zWel+peo2SfQYk/he2fIldigUxT6xup/iZgdt3ZqtYh1qzC84TqzTAauH16lQrv0zVSMinqlgaI+qxMLpnSuX9gwbz4qVmFhBy2LdGZ52//79WwNs3ZrNYhkeiXXg5YYjL5Qq3Xpd8tsRzKnLclV+YzEc9mUfueRu6ZTcybsodnZNDlG8B6k5Dr1AOnIBpj24bfEQvVeoabHaNvgo6euvN7W2dWvaFIvuqMkttxW7iaJiNV3Pl2lRLC/9b5a1tm5N62L9ahjJtRhiDbL5srIFKundIIp9YnX9g5udsnVrWhdrnQdfVAyxKKC0WEmhxW+jfWKlD/s3Jyfn7mBbt6Z1sda6hlj/2DzwmSX2iVVd+ce/zAGxTFFaLBrY+SR07KatW7d+0dLWrYFYVHBesb5N52arbd2alsUKiYiIaFSKmUTsAbGkKVa3mU22bs1usf6QHGmVGkJidU1KShpdlpls+xfEksYusc6t5vhE7O62VYTEqiUlVqHNd4/sBg6FVLBdrHM6/BPtl437sy8jEBOrBAGxqGC7WGH/w7kt7uY/zT8Rf8fWrQmJxQFiycU5xTpT8zL+nVv65T1bt6Z1sTZ78UUglhR2nGOdHcovXA+0dWtaF4vGvUIKOKlY+Gp+DkP21bEgFgaxBLDrV+FW/tz9XVu3BmJRwWnFuh20YsvWrdtTLMfjzokNCohhR2PHhTMaVhpIDgQPYlHBOcVi+6ktF8pKmpadUm0iu3R6Ut7d0HlEGMSignOKFfWkqNDiK2tfPsaT2de34N8fYxxPDqsMYlGBhljBCg8zZrtYpeu3aavHp6zVhyqjFvELWUOz+CXd7iSOmSFkMohlBzTEGicwqDMtQmbqP/I9Uu8vMYo1gp8/eRM1fGQlMa2rfkyHwrejeh8y5PaM4Ghh8Q48EMsOaIilNFVa6D/yflIbM4qVop+lNUdRWVbycvrcNC5v8MgxD8o7FA5bLNEWRQGxqGBv74bv/EsvtvYllx9/Rb+QwfyXju6ZR+WJ9fIkmW1SBBCLCvaJVfChW9VD1rIKxh7LyMjIx5vuxt/CePUEIixPLMcCYlHBLrHu9kAdb1rNSuAunB7LDf5hd7dJn35NhkEsKjirWCeD0cSndm0NxKKCk4q12t2HH+D9iq1bc36x3mKHHVC3WLirrYME2YPNYhUMR2GGIXaovcWewynE2rEOq16sEsFmsZ4it75DOAb3rGDr1kTF6rDK1uoUoXhicYBY9ojV8VRaOkfa7y+KrmEFUbFGF3+0DBqAWFSwWaw8kwEbPrN1a6JiqQQKYq1/RtkmOqVYxcJFxLr8kbJNBLFIXEQspQGxSEAsKoBYJCAWFUAsEhCLCraKte1ZvgjEciBOKNbpOL4IxHIgTiiWERDLgYBYVACxSGwQq4L6xZo1xjQNxHIgNojVgO0gq26x4vuZpoFYDsQGsTjULZY5IJYDAbGoAGKRgFhUALFIQCwqgFgktopV2/D5gVimOFqse2Vo1EsTW8U6bngcHMQyxdFiPR1Go16a2CqWERDLFEeLpT5ALCqAWCQgFhVALBIQiwogFgmIRQUQiwTEogKIRQJiUQHEIgGxqABikTizWIcshupUDBCLxG6xnl+gaLtMsFusW+8o2i5TQCwSu8VafVrRdplgt1glCIhFYrdYJQeIRQJiUQHEIgGxqCAklnsaBrFUi4BY/xeBVS/WAXYCYqkUAbF+/hirXiwOEEulCIjFAWLJBsQi0bpYnUEsdaJ1sRp+wS+AWOpC62IZAbHUBYhFBRCLBMSiAohFAmJRAcQiAbGoAGKRyBLrvFeJtccK8sSKXFESbRECxCKRJRb+p6SaYw15YkU59N1EIBaJPLEcijyxHAuIRQJiUQHEIgGxqABikYBYVACxSMTESg4o2bYIAGKRaF0slQBikYBYVACxSEAsKoBYJCAWFUAsEhCLCiAWCYhFBRCLBMSiAohFAmJRAcQiAbGoAGKRgFhUALFIQCwqgFgkIBYVQCwSEIsKIBYJiEUFEIsExKICiEUCYlEBxCIBsahgKdYVP0e0QwwQi0STYt1p4Yh2iAFikViK9WKsI9ohgqVY6gPEIrEUKyfPEe0QAcQi0aZYqgPEIgGxqABikYBYVACxSEAsKoBYJCAWFUAsEhCLCi4oVk5sUEBMtvmSCSAWFVxQrKRp2SnVJpovmQBiUcEFxdqXj/Hk3uZLJoBYVHBBsViiFlksFa5fxTGxgQ1NcxAgFhUaTNR/5BsKJRJli5XWNddiKXdMLEdkDbsaWaKAWFSoEan/yMfkSiTKFSunz02LJSNwKKSCFsSifSjMj79isVQEiEUFFxSrYOyxjIyMfLzprmHJDBCLCi4oVgJiOZYb/AO/ZB4GsajggmJJAGJRAcQiAbGoAGKRgFhUALFIQCwqgFgkIBYVQCwSEIsKIBYJiEUFEIvkSIUIqwR3sF5uILyxeDyiehfxeJPm4vGOtYyLZepbzWj5jEQTakg0Iew58XjnmhIbCG1lWKpXxnpGzU7iNTQLE493qS7RhEYtxOPtaxsXKxwtSbHyvkmyStBH1ssNvN5VPP4V2iye8NJg8fgn/sbFJdarGtlevIaksuvE432ixOOrvCQ20CbOsLRJYHd5rxCvoX8v8fgXpSWa0OlN8fiCqsbF3XIfxqQilhDB58Xji0eJxwvRE/GEhLni8ctVxeMYr4yRSPC4Jx5/f5p4/D+p49uAdRIJOOCaeHzGe+LxB2UlNjBsmXj8dEOJCqwAYkkkgFggliUgFguIRQJicYBYJCAWiKUIIBaIpQh1/xGPLx0jHteVkfhxO26heDxdsjP+mjckEso/EI9PmSEevy31WuDBGyQScNB/4vHZieLxHE+JDYxYKR4/+4xEBVZQVKxbOvH4Y4kPDVv0rifIeiQe10lVgJ/cL2YTsnOKWUGm1GMJkjU8JB8gtrWC+4/F44W3JCqwgqJiAa4LiAUoAogFKAKIBSgCiAUoAogFKIKjxMor0BWIXKSSuE6hj0vU4QqodzcqKNbpGbMj04WCFRBCTYVy7i2s87SoAsscPi5Yh2F0OMEKtIRGd6NyYj1u9RSvjRCKvpGRkZEpkJPeayd6aqzAMoePC9fBjw4nWIGW0OpuVE6szcMwvoGELgrHi+ZcY//FfNBaDhcXroMfHU6kAu2g1d2onFjTJjDH8FIXBaLtI/xb/y6Yw/2L+aC1HP0eEa0japFYBdpBq7tRObHiJjMTn3MC0f8VPB5UWyeUw/2L+aC1HP0eEauDHR1OpALtoNXdqJxY7ycwE/e7wglp6J5QDvcv5oPWcvR7RKQObnQ4kQq0g1Z3o3JiLe+DcXYVgaEq2UP1nVqCOdy/mA9ay+HiInXoR4cTqUA7aHU3KifWzcrZePv7AsFpDzFeslcw5yrKM1ZgLYeLC9fBjw4nUoF20OpuVPA61rbXl0wTuvB2LHLcnIOCObuGo3EHjEHLHH1cuA7D6HCCFWgJje5GuKUDKAKIBSgCiAUoAogFKAKIBSgCiAUoAogFKAKIBSgCiAUoAogFKAKIBSgCiAUoAogFKAKIBSgCiAUoAogFKAKIpUaevFk9VO4rIFQKiKVGvttYOO0FRzeieIBYCpFXnKc3Turwpc7Fq8LRgFjKcHqM1PiqEqw6gNNfPUunMY4AxMJ5x+ZfoF3nD60kht2V2PDfY1t8osNXnzlFtVUliVOK9VU7VKd/bM+eL62TczA5GIOSpbOe5HOzmy8ekFHlZd8jdm541BCWVIxzqv6I8bp6xfzecxxOKRY+g7g3C1xo2VJi+H+OVBliHaz8Bzt7GN7bYvjtg1VSyaJBLWRsVmTDmcx/EbuY7zTfKbIqUiHOKda/erHwVY/+UmOPMaTLEGszusFMCwZ8allf2gjyayXN7UPprYpteHwezunCjv8+xFdqGHm14pxiXePFwnHoL+lsOWJ9jdiTpruXrcUKSdk+QV9Jb1Vswxv6zP0oi11YjPbKqkl9OLlYy9AGrFudENc+kfHiy9dGdY/FOH/h6NiOhnOg9ISOzYeyn69J6ZcDQrNe9ar3IfOVYVh3V0NUqfLRKyPr+0ZnGSvSz/YPDLpUlMjRDx1ipt8NrZ7e1avd+YwenuHcSfjGqa+2vYSJDVtkmbEPSbwnR7U4uVg70Uz87lAdvlW/U+HZegX46WBc0H0Gxit99O+n+aJLJr73OvP5mpZeeNl72De/vus2AhvXxRvZ90V1vYaPeCzEfEX8LGMaumSSyNISsd9s6bHojVP/1A8Z/vulkGeZvxcPw3hc2RovFJhtmMwy5wTqXwK7SwmcXKyVaM1Ft+PMwka09xufozqczrjGfOo30Xo2nFWOfSk7e0QyLcXTy2Zg9jB6z7iuXqx05o++AzFfET9jvlUu4aJEljroITvbhK5i/BFKZY+NWVhXdRPGp5D+S7Fow0QWwXnUSbm9pChOLtbb6OJGxL6V7TqanhmGar6xH09FA4bFTejLKZCM2F+N7OdrWopnVmSne9F547p6sfK3xsY1jcB8RfyMqeQSLkpkaYy40/mtiDnzTkL3Md6ObuLHaDnzZYj0Q+IVbZjIIjiKIpXcTwri3GLpwtrjFYg9dclDS3Fe8vhgtHMKKnrh1wbuc77IfL6mpbxYOwMLi9ZlxcoKey8Hj+qC+YoMM1asokSWTuhfdsYp8zVb8Q5WmbZNs3QTh+mIDZNZ5mxDIxXYPSWBc4v1SbkU5n/6xczSRbczh9Mwftpg8Ra0xZh3GrEvPNzBfL6mpbxYY2YUrcuI9RCvZQ9VQ7pgviJ+xolVlMgygTt5J5W5Hd3m/a8KyQ2Li7UUSbxKULU4p1gXOLFux1XYznxrda+ajnVjJ+JPV2GcGZqaG+q980nuZ+xlKVwY4b3j0beDmFMj01I8s9TSvIJNg58Wrct86BuSl6MVtxY06mioiJ8xh8y/TBJZ9iPulaVfoLvsKdQtdu0rzDdgrZ9Pnz6jfzVg0YbJLHPeQ+klsb8UwCnFyu+KApq3Cm323lX2r5yE5nFTv9Th3W2fHz3qD4zvj6xbPWqHPvP2a5W8p6WjDpvNSme6N6vQ5iudybo4+wWv+Ic9vXpc7e+/mK+In23ugCL3FSWyFDTsw0xXt0SDT61tjQYcZJSJ+glvC2THMav0j/mGySxzmnVTfm8pg1OKVVz0h8Ji8CUxCGwhcwTMS4hPe/xgp+d4wbUKLe5snuN+bGoSEMsKxRYLjxhrUbSlAjdEceeJ8mvR9Z1d3IY4DBDLCsUXK/+N+WTRmtrstDB4v+xKdDM/lHGnU6WAWFaYWr74dXxL9qu4EfQ948qMUfKruPx78ZvhMEAsS+Y3QKPO06/2r6gxk97aot3vINsAsQBFALEARQCxAEUAsQBFALEARQCxAEUAsQBFALEARQCxAEUAsQBFALEARQCxAEUAsQBFALEARQCxAEUAsQBFALEARfh/ZS7ojql9MgoAAAAASUVORK5CYII=" title alt 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> @@ -1634,26 +1637,33 @@ p2 <- xyplot(fit ~ des | est, data = pred, groups = modelo, <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 src="data:image/png;base64,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" 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" title alt 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) - -# Número de nematóides por grama de raíz. -plot(nema ~ off, data = nematoide) +<pre class="r"><code>#----------------------------------------------------------------------- -# Média do número de nematóides por grama de raíz. +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 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" title alt 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)) - -#----------------------------------------------------------------------- + layer(panel.abline(a = 0, b = 1, lty = 2))</code></pre> +<p><img 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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>#----------------------------------------------------------------------- # Ajuste do Poisson. m0 <- glm(nema ~ offset(log(off)) + cult, @@ -1663,16 +1673,68 @@ m1 <- update(m0, family = quasipoisson) # Diagnóstico. par(mfrow = c(2, 2)) -plot(m0); layout(1) - -# Estimativas dos parâmetros. -summary(m1) - -# Quadro de deviance. +plot(m0); layout(1)</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code># 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") - -#----------------------------------------------------------------------- +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, @@ -1685,34 +1747,48 @@ parnames(llpgnz) <- names(start) m2 <- mle2(llpgnz, start = start, data = L, fixed = list(alpha = 0), vecpar = TRUE) -c(logLik(m2), logLik(m0)) - -# Poisson Generalizada. +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) - -# Perfil de log-verossimilhança para o parâmetro de dispersão. -plot(profile(m3, which = "alpha")) - -# Covariância. +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 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" title alt 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)]) -dev.off() - -# Tamanho das covariâncias com \alpha. -each(sum, mean, max)(abs(V[1, -1])) - -# Gráfico das estimativas. + tl.cex = 0.8, col = brewer.pal(9, "Greys")[-(1:3)])</code></pre> +<p><img 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" title alt 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)) - -#----------------------------------------------------------------------- + layer(panel.abline(a = 0, b = 1, lty = 2))</code></pre> +<p><img src="data:image/png;base64,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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>#----------------------------------------------------------------------- X <- model.matrix(m0) @@ -1729,18 +1805,27 @@ pred <- with(nematoide, { 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. +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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" title alt 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]) - -#----------------------------------------------------------------------- +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)) @@ -1798,6 +1883,42 @@ xyplot(nema/off ~ cult, data = nematoide, desloc = 0.25 * scale(as.integer(pred$modelo), scale = FALSE), panel = panel.cbH))</code></pre> +<p><img 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" title alt style="display: block; margin: auto;" /></p> +<pre class="r"><code>#----------------------------------------------------------------------- +# Resíduos de Pearson. + +X <- model.matrix(m0) + +# # Resíduos de Pearson no Poisson. +# with(nematoide, { +# y <- nema +# # haty <- fitted(m0) +# haty <- nematoide$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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" title alt style="display: block; margin: auto;" /></p> </div> <style type="text/css"> diff --git a/vignettes/v04_poisson_generelizada.Rmd b/vignettes/v04_poisson_generelizada.Rmd index 403d10cc6cb2ed384fe1683677c3d9c7a4b76ac2..e897731d049e6aed55fd6395071c6ab550c0b952 100644 --- a/vignettes/v04_poisson_generelizada.Rmd +++ b/vignettes/v04_poisson_generelizada.Rmd @@ -384,7 +384,9 @@ dev.off() # Tamanho das covariâncias com \alpha. each(sum, mean, max)(abs(V[1, -1])) +``` +```{r} #----------------------------------------------------------------------- # Testes de hipótese. @@ -534,7 +536,9 @@ dev.off() # Tamanho das covariâncias com \alpha. each(sum, mean, max)(abs(V[1, -1])) +``` +```{r} # Teste de Wald para a interação. a <- c(0, attr(model.matrix(m0), "assign")) ai <- a == max(a) @@ -691,7 +695,9 @@ 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() +``` +```{r} # Tamanho das covariâncias com \alpha. each(sum, mean, max)(abs(V[1, -1])) @@ -853,7 +859,9 @@ 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() +``` +```{r} # Tamanho das covariâncias com \alpha. each(sum, mean, max)(abs(V[1, -1])) @@ -940,7 +948,9 @@ update(p1, type = "p", layout = c(NA, 1), ## Número de Nematóides em Linhagens de Feijão -```{r, eval=FALSE} +```{r} +#----------------------------------------------------------------------- + data(nematoide, package = "MRDCr") str(nematoide) @@ -1006,7 +1016,9 @@ 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() +``` +```{r} # Tamanho das covariâncias com \alpha. each(sum, mean, max)(abs(V[1, -1])) @@ -1101,4 +1113,40 @@ xyplot(nema/off ~ cult, data = nematoide, 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(...) + }) + ```