How do you add a general label to facets in ggplot2?
RLabelFacetGgplot2R Problem Overview
I often have numeric values for faceting. I wish to provide sufficient information to interpret these faceting values in a supplemental title, similar to the axis titles. The labeller options repeat much unnecessary text and are unusable for longer variable titles.
Any suggestions?
The default:
test<-data.frame(x=1:20, y=21:40, facet.a=rep(c(1,2),10), facet.b=rep(c(1,2), each=20))
qplot(data=test, x=x, y=y, facets=facet.b~facet.a)
What I would love:
The best I can do in ggplot:
qplot(data=test, x=x, y=y)+facet_grid(facet.b~facet.a, labeller=label_both)
As indicated by @Hendy, similar to: https://stackoverflow.com/questions/9096671/add-a-secondary-y-axis-to-ggplot2-plots-make-it-perfect
R Solutions
Solution 1 - R
As the latest ggplot2
uses gtable
internally, it is quite easy to modify a figure:
library(ggplot2)
test <- data.frame(x=1:20, y=21:40,
facet.a=rep(c(1,2),10),
facet.b=rep(c(1,2), each=20))
p <- qplot(data=test, x=x, y=y, facets=facet.b~facet.a)
# get gtable object
z <- ggplotGrob(p)
library(grid)
library(gtable)
# add label for right strip
z <- gtable_add_cols(z, unit(z$widths[[7]], 'cm'), 7)
z <- gtable_add_grob(z,
list(rectGrob(gp = gpar(col = NA, fill = gray(0.5))),
textGrob("Variable 1", rot = -90, gp = gpar(col = gray(1)))),
4, 8, 6, name = paste(runif(2)))
# add label for top strip
z <- gtable_add_rows(z, unit(z$heights[[3]], 'cm'), 2)
z <- gtable_add_grob(z,
list(rectGrob(gp = gpar(col = NA, fill = gray(0.5))),
textGrob("Variable 2", gp = gpar(col = gray(1)))),
3, 4, 3, 6, name = paste(runif(2)))
# add margins
z <- gtable_add_cols(z, unit(1/8, "line"), 7)
z <- gtable_add_rows(z, unit(1/8, "line"), 3)
# draw it
grid.newpage()
grid.draw(z)
Of course, you can write a function that automatically add the strip labels. A future version of ggplot2
may have this functionality; not sure though.
Solution 2 - R
The secondary axis is now an option: https://ggplot2.tidyverse.org/reference/sec_axis.html
# Basic faceted plot
p <- ggplot(mtcars, aes(cyl, mpg)) +
geom_point() +
facet_grid(vs ~ am)
# Create a simple secondary axis for the facets (use the appropriate scale_x function)
p +
scale_y_continuous(sec.axis = sec_axis(~ . , name = "SECOND Y AXIS", breaks = NULL, labels = NULL)) +
scale_x_continuous(sec.axis = sec_axis(~ . , name = "SECOND X AXIS", breaks = NULL, labels = NULL))
Solution 3 - R
There may be a better way to do it, but you can :
fac1 = factor(rep(c('a','b'),10))
fac2 = factor(rep(c('a','b'),10))
data = data.frame(x=1:10, y=1:10, fac1=fac1, fac2=fac2)
p = ggplot(data,aes(x,y)) + ggplot2::geom_point() +
facet_grid(fac1~fac2)
p + theme(plot.margin = unit(c(1.5,1.5,0.2,0.2), "cm"))
grid::grid.text(unit(0.98,"npc"),0.5,label = 'label ar right', rot = 270) # right
grid::grid.text(unit(0.5,"npc"),unit(.98,'npc'),label = 'label at top', rot = 0) # top
Solution 4 - R
In addition to the method outlined by kohske, you can add a border to the boxes added by changing
col=NA
to
col=gray(0.5), linetype=1
Also, change
fill=gray(0.5)
for
fill=grey(0.8)
and
gp=gpar(col=gray(1))
to
gp=gpar(col=gray(0))
If you want the new bars to match the facet labels
ie
z <- gtable_add_grob(z,
list(rectGrob(gp = gpar(col = gray(0.5), linetype=1, fill = gray(0.8))),
textGrob("Variable 1", rot = -90, gp = gpar(col = gray(0)))),
4, 8, 6, name = paste(runif(2)))