Show gtable names and grill
2024-11-10
library(ggplot2)
library(gtable)
library(grid)
dat1 <- data.frame(
gp = factor(rep(letters[1:3], each = 10)),
y = rnorm(30),
cl = sample.int(3, 30, replace=TRUE),
cl2 = sample(c('a','b','c'), 30, replace=TRUE)
)
my.theme <- theme_light()
(
p <- ggplot(dat1, aes(gp, y)) + geom_point() + my.theme
)
![](data:image/png;base64,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)
g <- ggplotGrob(p)
nul <- unit(1, 'null')
for (i in 1:nrow(g$layout)) {
if (g$layout$name[i] == 'lemon') next
h <- g$heights[[g$layout$t[i]]]
rot <- 0
rot <- ifelse(as.character(h) == '1null', 90, 0)
w <- g$widths[[g$layout$l[i]]]
if (rot == 90) {
rot <- ifelse(as.character(w) == '1null', 0, rot)
}
r <- rectGrob(gp=gpar(col='black', fill='white', alpha=1/4))
t <- textGrob(g$layout$name[i], rot = rot)
g$grobs[[i]] <- grobTree(r, t)
}
grid.newpage()
grid.draw(g)
![](data:image/png;base64,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)
is.small <- function(x) {
#if (is.list(x) & !inherits(x[[1]], 'unit.list') & length(x) == 1) x <- x[[1]]
#if (inherits(x, 'unit.list')) return(FALSE)
if (!is.unit(x)) stop('`h` is not a unit.')
if (is.null(attr(x, 'unit'))) return(FALSE)
if (as.numeric(x) == 1 & attr(x, 'unit') == 'null') return(FALSE)
if (as.numeric(x) == 0) return(TRUE)
n <- as.numeric(x)
r <- switch(attr(x, 'unit'),
'null'= FALSE,
'line'= n < 1,
'pt'= n < 10,
'cm' = n < 1,
'grobheight' = FALSE,
'grobwidth' = FALSE,
NA) # i.e. not implemented
return(r)
}
g <- ggplotGrob(p)
gp.gutter <- gpar(colour='grey', lty='dashed')
g <- gtable_add_cols(g, unit(2, 'line'), 0)
for (i in 2:nrow(g)) {
g <- gtable_add_grob(g, t=i, l=1, clip='off', grobs=grobTree(
textGrob(sprintf('(%d, )', i-1)),
linesGrob(x=unit(c(-100,100), 'npc'), y=1, gp=gp.gutter)
), name='lemon')
if (is.small(g$heights[[i]])) g$heights[[i]] <- unit(1, 'line')
}
g <- gtable_add_rows(g, unit(1, 'line'), 0)
for (i in 2:ncol(g)) {
g <- gtable_add_grob(g, t=1, l=i, clip='off', grobs=grobTree(
textGrob(sprintf('( ,%d)', i-1)),
linesGrob(x=1, unit(c(-100, 100), 'npc'), gp=gp.gutter)
), name='lemon')
if (is.small(g$widths[[i]])) g$widths[[i]] <- unit(2, 'line')
}
grid.newpage()
grid.draw(g)
![](data:image/png;base64,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)
gtable_show_grill <- function(x, plot=TRUE) {
if (is.ggplot(x)) x <- ggplotGrob(x)
gp.gutter <- gpar(colour='grey', lty='dashed')
if (is.null(x$vp)) {
x$vp <- viewport(clip = 'on')
}
x <- gtable_add_cols(x, unit(2, 'line'), 0)
for (i in 2:nrow(x)) {
x <- gtable_add_grob(x, t=i, l=1, clip='off', grobs=grobTree(
textGrob(sprintf('[%d, ]', i-1)),
linesGrob(x=unit(c(-100,100), 'npc'), y=1, gp=gp.gutter)
), name='lemon')
if (is.small(x$heights[[i]])) x$heights[[i]] <- unit(1, 'line')
}
x <- gtable_add_rows(x, unit(1, 'line'), 0)
for (i in 2:ncol(x)) {
x <- gtable_add_grob(x, t=1, l=i, clip='off', grobs=grobTree(
textGrob(sprintf('[ ,%d]', i-1)),
linesGrob(x=1, unit(c(-100, 100), 'npc'), gp=gp.gutter)
), name='lemon')
if (is.small(x$widths[[i]])) x$widths[[i]] <- unit(2, 'line')
}
if (plot) {
grid.newpage()
grid.draw(x)
}
invisible(x)
}
gtable_show_grill(p)
![](data:image/png;base64,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)
gtable_show_names <- function(x, plot=TRUE) {
if (is.ggplot(x)) x <- ggplotGrob(x)
for (i in 1:nrow(x$layout)) {
if (x$layout$name[i] == 'lemon') next
if (grepl('ylab', x$layout$name[i])) {
rot <- 90
} else if (grepl('-l', x$layout$name[i])) {
rot <- 90
} else if (grepl('-r', x$layout$name[i])) {
rot <- 90
} else {
rot <- 0
}
r <- rectGrob(gp=gpar(col='black', fill='white', alpha=1/4))
t <- textGrob(x$layout$name[i], rot = rot)
x$grobs[[i]] <- grobTree(r, t)
}
if (plot) {
grid.newpage()
grid.draw(x)
}
invisible(x)
}
gtable_show_names(p)
![](data:image/png;base64,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)
gtable_show_names(gtable_show_grill(p, plot=FALSE))
![](data:image/png;base64,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)
try(rm(list=c('gtable_show_names','gtable_show_grill')), silent=TRUE)
library(lemon)
print(p)
grid.draw(gtable_show_names(p, plot=FALSE))
![](data:image/png;base64,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)
gp <- ggplotGrob(p)
gp <- gtable_add_rows(gp, g$heights[1], 0)
gp <- gtable_add_cols(gp, unit(1.5, 'line'))
gp <- gtable_add_grob(gp, linesGrob(x=0.5, gp=gpar(colour='grey', lwd=1.2)), t=1, b=nrow(gp), l=ncol(gp))
g <- gtable_show_names(gtable_show_grill(p, plot=FALSE), plot=FALSE)
g <- cbind(gp, g)
grid.newpage()
grid.draw(g)
![](data:image/png;base64,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)