I have a list of data frames that I use to make a list of ggplot
s, and then assemble into a grid of plots with cowplot
. I need to then attach a shared title, subtitle, and caption. I want to do this in a way that these labels will have the same theme elements (size, fontface, etc) as if they were created by labs
instead of cowplot::draw_label
.
In my real situation, I have several choropleths that each have their own units and scales, which is why I can't just facet, but instead need to build the plots independent of one another.
Here's a simplified version of the data, and the packages I have loaded:
library(tidyverse)
library(cowplot)
dfs <- list(
adults_no_diploma = structure(list(
tract = c("09003405100", "09003405200", "09003405300", "09003405401", "09003405402", "09003405500", "09003405600", "09003405700", "09003405800", "09003405900"),
value = c(0.08, 0.108, 0.095, 0.099, 0.105, 0.103, 0.161, 0.279, 0.056, 0.055)),
row.names = c(NA, -10L), class = c("tbl_df", "tbl", "data.frame")),
severe_cost_burden = structure(list(
tract = c("09003405100", "09003405200", "09003405300", "09003405401", "09003405402", "09003405500", "09003405600", "09003405700", "09003405800", "09003405900"),
value = c(0.128, 0.147, 0.165, 0.1, 0.151, 0.11, 0.179, 0.184, 0.14, 0.038)),
row.names = c(NA, -10L), class = c("tbl_df", "tbl", "data.frame"))
)
I'm working with a custom theme (again, a simplified version):
theme_georgia <- function(...) {
theme_gray(base_family = "Georgia", ...) +
theme(plot.title = element_text(face = "bold"))
}
plots <- dfs %>%
imap(~{
ggplot(.x, aes(x = value)) +
geom_density() +
ggtitle(.y) +
theme_georgia()
})
gridded <- plot_grid(plotlist = plots, nrow = 1)
Following the cowplot
annotations vignette, I can make a title with ggdraw() + draw_label("Socio-economic measures")
and manually set things like font size, but what I'd prefer is to somehow define that label as a title; that is, the theme would apply everything in plot.title
to it, and the same for creating a subtitle and caption.
My current workaround is to make an empty ggplot
with labs
for the title and subtitle, do the same for a caption, and stack them vertically with cowplot::plot_grid
.
title_gg <- ggplot() +
labs(title = "Socio-economic measures", subtitle = "By census tract, 2016") +
theme_georgia()
plot_grid(title_gg, gridded, ncol = 1, rel_heights = c(0.15, 1))
The workaround is okay, but I like the neatness and alignment you get with draw_label
. I could instead add in these theme elements one by one to mimic a title:
title_theme <- ggdraw() +
draw_label("Socio-economic measures",
fontfamily = theme_georgia()$text$family,
fontface = theme_georgia()$plot.title$face, x = 0.05, hjust = 0)
plot_grid(title_theme, gridded, ncol = 1, rel_heights = c(0.2, 1))
My question is whether there's any way I might combine these approaches to pull all the relevant theme elements and feed them to draw_label
quickly, or somehow tell draw_label
that this thing is a title and should get title theme elements, and this other thing is a subtitle, and so on. I imagine some sort of magic like this:
ggdraw() +
draw_label("Socio-economic measures", theme_georgia()$plot.title_elements)
or:
ggdraw() +
draw_label("Socio-economic measures", type = "title") + theme_georgia()
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