## --------------------- PLS, sPLS, rCC, rGCCA, sGCCA --------------------- ##
#' @rdname plotLoadings
#' @method plotLoadings mixo_pls
#' @export
plotLoadings.mixo_pls <-
function(object,
comp = 1,
style = 'graphics',
ndisplay = NULL,
xlim = NULL,
layout = NULL,
col = NULL,
border = NA,
name.var = NULL,
size.name = 0.7,
title = NULL,
subtitle,
size.title = 2,
size.subtitle = rel(1.5),
size.axis = 0.7,
X.label = NULL,
Y.label = NULL,
size.labs = 1,
block,
...) {
# Input checks
if (!is.numeric(comp) || length(comp) != 1 || comp <= 0)
stop("'comp' must be a positive integer.")
if (!style %in% c('graphics', 'ggplot2'))
stop("'style' must be either 'graphics' or 'ggplot2'.")
if (!is.null(col) && (length(col) != 1 || !col %in% colors()))
stop("'col' must be a single valid color.")
if (!is.null(ndisplay) && (!is.numeric(ndisplay) || length(ndisplay) != 1 || ndisplay <= 0))
stop("'ndisplay' must be a positive integer.")
if (!is.null(title) && !is.character(title))
stop("'title' must be NULL or a character string.")
if (!is.null(xlim) && (!is.numeric(xlim) || length(xlim) != 2))
stop("'xlim' must be a numeric vector of length 2.")
if (!is.null(X.label) && !is.character(X.label))
stop("'X.label' must be NULL or a character string.")
if (!is.null(Y.label) && !is.character(Y.label))
stop("'Y.label' must be NULL or a character string.")
if (!is.numeric(size.name) || size.name <= 0)
stop("'size.name' must be a positive numeric value.")
if (!is.numeric(size.title) || size.title <= 0)
stop("'size.title' must be a positive numeric value.")
if (!is.numeric(size.subtitle) || size.subtitle <= 0)
stop("'size.subtitle' must be a positive numeric value.")
if (!is.numeric(size.labs) || size.labs <= 0)
stop("'size.labs' must be a positive numeric value.")
if (!is.numeric(size.axis) || size.axis <= 0)
stop("'size.axis' must be a positive numeric value.")
# check for inappropriate args
extra_args <- list(...)
if ("name.var.complete" %in% names(extra_args)) {
warning("'name.var.complete' argument is deprecated")
}
name.var.complete <- FALSE
# -- input checks
check = check.input.plotLoadings(object = object, block = block, subtitle = subtitle, size.name = size.name, title = title, col = col, name.var = name.var, xlim = xlim)
col = check$col
size.name = check$size.name
block = check$block
xlim = check$xlim
# -- layout
res = layout.plotLoadings(layout = layout, plot = TRUE, legend = FALSE, block = block)
reset.mfrow = res$reset.mfrow
opar = res$opar
omar = par("mar") #reset mar at the end
if (length(block) == 1 & !is.null(name.var))
name.var = list(name.var = name.var)
contrib.df <- list()
# create a list to hold ggplot objects if needed
plot_list <- list()
for (i in 1 : length(block))
{
res = get.loadings.ndisplay(object = object, comp = comp, block = block[i], name.var = name.var[[i]], name.var.complete = name.var.complete, ndisplay = ndisplay)
X = res$X
names.block = res$names.block
colnames.X = res$colnames.X
value.selected.var = res$value.selected.var
df <- data.frame(importance = value.selected.var) # contribution of the loading
if (style == 'graphics') {
# barplot with contributions using base graphics
if (!is.null(title) & length(block) > 1)
{
par(mar = c(4, max(7, max(sapply(colnames.X, nchar),na.rm = TRUE)/3), 6, 2))
} else {
par(mar = c(4, max(7, max(sapply(colnames.X, nchar),na.rm = TRUE)/3), 4, 2))
}
.plotLoadings_barplot(height = df$importance, col = col, names.arg = colnames.X, cex.name = size.name, border = border, xlim = xlim[i, ],
xlab = X.label, ylab = Y.label, cex.lab = size.labs, cex.axis = size.axis)
if ( (length(block) == 1 & is.null(title)) | (length(block) > 1 & missing(subtitle)))
{
title(paste0('Loadings on comp ', comp, "\nBlock '", names.block,"'"), line=0, cex.main = size.title)
} else if (length(block) == 1) {
title(paste(title), line=0, cex.main = size.title)
} else if (length(block) > 1 & !missing(subtitle)) {
title(paste(subtitle[i]), line=0, cex.main = size.subtitle)
}
} else if (style == 'ggplot2') {
if (missing(subtitle)) {
# Combine title and block info in one title line when subtitle is missing
plot.title <- paste0("Loadings on comp ", comp, "\nBlock '", names.block, "'")
} else {
# If subtitle is provided for multiple blocks, use it per block.
plot.title <- subtitle[i]
}
df$names <- colnames.X
p <- ggplot(df, aes(x = reorder(names, -abs(as.numeric(importance))), y = importance)) +
geom_bar(stat = "identity", aes(fill = col), color = border) +
scale_fill_identity() + # This ensures the colors are used as-is
theme_minimal() +
theme(axis.text.y = element_text(size = size.name * 8),
axis.text.x = element_text(size = size.axis * 8),
axis.title.x = element_text(size = size.labs * 8),
axis.title.y = element_text(size = size.labs * 8),
plot.title = element_text(face = "bold", hjust = 0.5, size = size.title * 8)) +
labs(title = plot.title, y = X.label, x = Y.label)
# optionally control x axis
if (!is.null(xlim)) {p <- p + scale_y_continuous(limits = xlim[1,], expand = c(0,0))}
# flip and store it
p <- p + coord_flip()
plot_list[[i]] <- p
}
contrib.df <- c(contrib.df, list(df))
}
names(contrib.df) <- block
## Final additions to plots
if (style == "graphics" & length(block) > 1 & !is.null(title)){
title(title, outer=TRUE, line = -2, cex.main = size.title)
if (reset.mfrow)
par(opar)
par(mar = omar) #reset mar
}
if (style == 'ggplot2') {
# Add overall plot title if set
# If there is more than one plot, arrange them side by side using gridExtra
if (length(plot_list) > 1) {
grid::grid.newpage() # clear previous grids
if (is.null(layout)) {layout <- c(1, length(plot_list))} # default layout if one isn't specified
if(is.null(title)){
gridExtra::grid.arrange(
grobs = plot_list,
layout_matrix = matrix(seq_along(plot_list), nrow = layout[1], ncol = layout[2], byrow = TRUE)
)
} else {
title_grob <- grid::textGrob(title, gp = grid::gpar(fontsize = size.title * 8, fontface = "bold"))
plot_grobs <- gridExtra::arrangeGrob(
grobs = plot_list,
layout_matrix = matrix(seq_along(plot_list), nrow = layout[1], ncol = layout[2], byrow = TRUE)
)
combined <- gridExtra::arrangeGrob(title_grob, plot_grobs, ncol = 1, heights = c(0.1, 1))
grid::grid.draw(combined)
}
# if just one plot
} else {
print(plot_list[[1]])
}
}
# return the contribution matrix
return(invisible(contrib.df))
}
#' @rdname plotLoadings
#' @method plotLoadings mixo_spls
#' @export
plotLoadings.mixo_spls <- plotLoadings.mixo_pls
#' @rdname plotLoadings
#' @method plotLoadings rcc
#' @export
plotLoadings.rcc <- plotLoadings.mixo_pls
#' @rdname plotLoadings
#' @method plotLoadings sgcca
#' @export
plotLoadings.sgcca <- plotLoadings.mixo_pls
#' @rdname plotLoadings
#' @method plotLoadings rgcca
#' @export
plotLoadings.rgcca <- plotLoadings.mixo_pls
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