Reputation: 41
How can we custom the position of the panels/subplot in ggplot2?
Concretely I have a grouped times series and I want to produce 1 subplot per time series with custom positions of the subplot, not necessarily in a grid.
The facet_grid()
or facet_wrap()
functions do not provide a full customization of the position of the panel as it uses grid.
library(tidyverse)
df = data.frame(group = LETTERS[1:5],
x = c(1,2,3,1.5,2.5),
y =c(2,1,2,3,3),
stringsAsFactors = F)%>%
group_by(group)%>%
expand_grid(time = 1:20)%>%
ungroup()%>%
mutate(dv = rnorm(n()))%>%
arrange(group,time)
## plot in grid
df%>%
ggplot()+
geom_line(aes(x=time,y=dv))+
facet_grid(~group)
## plot with custom x, y position
## Is there an equivalent of facet_custom()?
df%>%
ggplot()+
geom_line(aes(x=time,y=dv))+
facet_custom(~group, x.subplot = x, y.subplot = y)
FYI: This dataset is only an example. My data are EEG data where each group represents an electrode (up to 64) and I want to plot the EEG signals of each electrode accordingly to the position of the electrode on the head.
Upvotes: 2
Views: 384
Reputation: 23747
Well, I guess this would not really be a 'facet plot' any more. I therefore don't think there is a specific function out there.
But you can use the fantastic patchwork
package for that, in particular the layout option in wrap_plots
.
As the main package author Thomas describes in the vignette, the below option using area()
may be a bit verbose, but it would give you full programmatic options about positioning all your plots.
library(tidyverse)
library(patchwork)
mydf <- data.frame(
group = LETTERS[1:5],
x = c(1, 2, 3, 1.5, 2.5),
y = c(2, 1, 2, 3, 3),
stringsAsFactors = F
) %>%
group_by(group) %>%
expand_grid(time = 1:20) %>%
ungroup() %>%
mutate(dv = rnorm(n())) %>%
arrange(group, time)
## plot in grid
mylist <-
mydf %>%
split(., .$group)
p_list <-
map(1:length(mylist), function(i){
ggplot(mylist[[i]]) +
geom_line(aes(x = time, y = dv)) +
ggtitle(names(mylist)[i])
}
)
layout <- c(
area(t = 1, l = 1, b = 2, r = 2),
area(t = 2, l = 3, b = 3, r = 4),
area(t = 3, l = 5, b = 4, r = 6),
area(t = 4, l = 3, b = 5, r = 4),
area(t = 5, l = 1, b = 6, r = 2)
)
wrap_plots(p_list, design = layout)
#> result not shown, it's the same as below
For a more programmatic approach, one option is to create the required "patch_area" object manually.
t = 1:5
b = t+1
l = c(1,3,5,3,1)
r = l+1
list_area <- list(t = t, b = b, l = l, r = r)
class(list_area) <- "patch_area"
wrap_plots(p_list, design = list_area)
Created on 2020-04-22 by the reprex package (v0.3.0)
Upvotes: 2