The R package gtable
is designed to help construct and manipulate layouts containing graphical elements. The standard grid
package in R provides low-level functions to define viewports, and place graphical elements (grobs) at specific locations within the device window. gtable
builds upon these functions and provides a higher-level interface, where one can e.g. merge two layouts, add columns, rows, insert graphical elements in a given cell, and change the display order, among other things.
The gtable
package is used internally by ggplot2
, and can therefore be used to modify the layout of such plots.
A gtable
object can be constructed in a variety of ways,
gtable(unit(1:3, c("cm")), unit(5, "cm"))
This is an empty table with 3 rows and one column. gtable_col
and gtable_row
provide a simplified interface for 1 column or 1 row layouts, respectively.
a <- rectGrob(gp = gpar(fill = "red"))
b <- grobTree(rectGrob(), textGrob("new\ncell"))
c <- ggplotGrob(qplot(1:10,1:10))
d <- linesGrob()
mat <- matrix(list(a, b, c, d), nrow = 2)
g <- gtable_matrix(name = "demo", grobs = mat,
widths = unit(c(2, 4), "cm"),
heights = unit(c(2, 5), c("in", "lines")))
g
## TableGrob (2 x 2) "demo": 4 grobs
## z cells name grob
## 1 1 (1-1,1-1) demo rect[GRID.rect.583]
## 2 2 (2-2,1-1) demo gTree[GRID.gTree.584]
## 3 3 (1-1,2-2) demo gtable[layout]
## 4 4 (2-2,2-2) demo lines[GRID.lines.629]
Actual drawing of the gtable on a graphics device is performed with grid.draw()
; note that plot()
is only defined for debugging purposes, it adds a light grey background and thin grid lines to help visualise the scene in its drawing context.
plot(g)
grid.newpage()
grid.draw(g)
The gridExtra package provides a few conventient constructor functions, e.g.
grid.arrange
dummy_grob <- function(id) {
grobTree(rectGrob(gp=gpar(fill=id, alpha=0.5)), textGrob(id))
}
gs <- lapply(1:9, dummy_grob)
grid.arrange(ncol=4, grobs=gs,
top="top\nlabel", bottom="bottom\nlabel",
left="left\nlabel", right="right\nlabel")
grid.rect(gp=gpar(fill=NA))
gt <- arrangeGrob(grobs=gs, layout_matrix=rbind(c(1,1,1,2,3),
c(1,1,1,4,5),
c(6,7,8,9,9)))
grid.draw(gt)
grid.rect(gp=gpar(fill=NA))
Let’s have a closer look at the gtable we created earlier.
print(g)
## TableGrob (2 x 2) "demo": 4 grobs
## z cells name grob
## 1 1 (1-1,1-1) demo rect[GRID.rect.583]
## 2 2 (2-2,1-1) demo gTree[GRID.gTree.584]
## 3 3 (1-1,2-2) demo gtable[layout]
## 4 4 (2-2,2-2) demo lines[GRID.lines.629]
names(g)
## [1] "grobs" "layout" "widths" "heights"
## [5] "respect" "rownames" "colnames" "name"
## [9] "gp" "vp" "children" "childrenOrder"
Other useful characteristics of the gtable are,
length(g); nrow(g); ncol(g)
## [1] 4
## [1] 2
## [1] 2
where we note the dual nature of a gtable: it looks like a matrix, in the sense that it defines a rectangular table of nrow x ncol cells, but it’s also a list with an arbitrary length, defining where and how many grobs are to be placed in this tabular layout.
The most important components are,
grobs
: This is a list of grobs of length(g)
. Grobs are placed in the tabular layout defined by the gtable, and multiple grobs can overlap and/or be stacked in the same cell(s).length(g$grobs)
## [1] 4
layout
: this is a data.frame indicating the position of each grob.g$layout
## t l b r z clip name
## 1 1 1 1 1 1 on demo
## 2 2 1 2 1 2 on demo
## 3 1 2 1 2 3 on demo
## 4 2 2 2 2 4 on demo
The z-column is used to define the drawing order of the grobs, which becomes relevant when multiple grobs are stacked on top of each others. * widths
and heights
: this is the size description of the cells, given as grid units.
g$widths; g$heights
## [1] 2cm 4cm
## [1] 2in 5lines
The gtable package defines several high-level functions to operate on a gtable object,
t.gtable
to transpose the layout (future versions may support more general rotations)
[.gtable*
, gtable_filter
, gtable_trim
to extract a portion of the gtable
cbind.gtable*
, rbind.gtable*
to combine 2 gtable objects (particularly useful for aligning multiple ggplots)
gtable_add_cols
, gtable_add_rows
,gtable_add_col_space
, gtable_add_row_space
, gtable_add_padding
, gtable_col_spacer
, gtable_row_spacer
Manual operations at the low-level on the gtable can involve the grobs or the layout, but care should be taken to keep the two consistent (e.g. make sure that the length of both are in sync).
The gtable
tag on Stack Overlfow has several real-life examples using gtable to alter a ggplot2 before drawing.
aligning (multiple) ggplot objects on a device, another use-case scenario, aligning base plot and ggplot
adding new grobs aligned with the plot panel, also this one
add new axes to a facet_grid layout, or a second axis