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histexpplot <- function(data, colX, colY, qmarg1, qmarg2, constrainedshape){
data <- cbind(data[[colX]], data[[colY]])
constrainedshape <- as.logical(constrainedshape)
dataexp <- margtransf(data = data, qmarg = c(qmarg1, qmarg2), constrainedshape = constrainedshape)@dataexp
df <- data.frame("Xexp" = dataexp[, 1], "Yexp" = dataexp[, 2])
expX <- ggplot(data = df, aes(x = Xexp)) + geom_histogram(aes(y = after_stat(density)), col = "darkred", fill = "red", alpha = 0.3,
na.rm = TRUE, show.legend = FALSE, bins = 30, boundary = 0) +
theme_minimal() + labs(x = expression(X[exp]), y = "Frequency") + ggtitle("Marginal transformation of X")
expY <- ggplot(data = df, aes(x = Yexp)) + geom_histogram(aes(y = after_stat(density)), col = "darkblue", fill = "blue", alpha = 0.3,
na.rm = TRUE, show.legend = FALSE, bins = 30, boundary = 0) +
theme_minimal() + labs(x = expression(Y[exp]), y = "Frequency") + ggtitle("Marginal transformation of Y")
grid.arrange(expX, expY, nrow = 2)
}
qqplot <- function(data, colX, colY, qmarg1, qmarg2, constrainedshape, blocksize, nboot, alpha){
data <- cbind(data[[colX]], data[[colY]])
constrainedshape <- as.logical(constrainedshape)
dataexp <- margtransf(data = data, qmarg = c(qmarg1, qmarg2), constrainedshape = constrainedshape)
marggpddata <- marggpd(dataexp, blocksize = blocksize, nboot = nboot, alpha = alpha)
plot(marggpddata)
}
jointexpplot <- function(data, colX, colY, qmarg1, qmarg2, constrainedshape){
data <- cbind(data[[colX]], data[[colY]])
constrainedshape <- as.logical(constrainedshape)
dataexp <- margtransf(data = data, qmarg = c(qmarg1, qmarg2), constrainedshape = constrainedshape)@dataexp
df <- data.frame("Xexp" = dataexp[, 1], "Yexp" = dataexp[, 2])
df %>% ggplot(aes(x = Xexp, y = Yexp)) + geom_point(na.rm = TRUE) +
theme_minimal() + labs(x = expression(X[exp]), y = expression(Y[exp])) +
ggtitle("Standard exponential margins")
}
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