I am trying to write a custom function where I want to display an effect size estimate and its confidence intervals in ggplot2
plot subtitle. I am using plotmath
to properly display Greek letters and other mathematical symbols.
This is what the two variants of the subtitle I want look like-
To achieve this, I've written a simple function-
# set up
set.seed(123)
library(tidyverse)
library(cowplot)
# creating a fictional dataframe with effect size estimate and its confidence
# intervals
effsize_df <- tibble::tribble(
~estimate, ~conf.low, ~conf.high,
0.25, 0.10, 0.40
)
# function to prepare subtitle
subtitle_maker <- function(effsize_df, effsize.type) {
if (effsize.type == "p_eta") {
# preparing the subtitle
subtitle <-
# extracting the elements of the statistical object
base::substitute(
expr =
paste(
eta["p"]^2,
" = ",
effsize,
", 95% CI",
" [",
LL,
", ",
UL,
"]",
),
env = base::list(
effsize = effsize_df$estimate[1],
LL = effsize_df$conf.low[1],
UL = effsize_df$conf.high[1]
)
)
} else if (effsize.type == "p_omega") {
# preparing the subtitle
subtitle <-
# extracting the elements of the statistical object
base::substitute(
expr =
paste(
omega["p"]^2,
" = ",
effsize,
", 95% CI",
" [",
LL,
", ",
UL,
"]",
),
env = base::list(
effsize = effsize_df$estimate[1],
LL = effsize_df$conf.low[1],
UL = effsize_df$conf.high[1]
)
)
}
# return the subtitle
return(subtitle)
}
Note that the code for the conditional statements differs only on one line: eta["p"]^2
(if it's "p_eta"
) or omega["p"]^2
(if it's "p_omega"
) and the rest of the code is identical. I want to refactor this code to avoid this repetition.
I can't conditionally assign eta["p"]^2
and omega["p"]^2
to a different object in the function body (let's say effsize.text <- eta["p"]^2
) because R
will complain that the objects eta
and omega
are not found in the environment.
How can I do this?
---------------------- post-script--------------------------------------
Following is the code used to create the combined plot shown above-
# creating and joining two plots (plot is shown above)
cowplot::plot_grid(
# plot 1
ggplot(mtcars, aes(x = wt, y = mpg)) + geom_blank() +
labs(
subtitle = subtitle_maker(effsize_df, "p_omega"),
title = "partial omega"
),
# plot 2
ggplot(mtcars, aes(x = wt, y = mpg)) + geom_blank() +
labs(
subtitle = subtitle_maker(effsize_df, "p_eta"),
title = "partial eta"
),
labels = c("(a)", "(b)"),
nrow = 1
)
a combination of quote and bquote can help,
subtitle_maker <- function(d, type){
et <- if(type == 'a') quote(eta) else if(type == 'b') quote(omega)
bquote(.(et)['p']^2==.(d$x)~", 95% CI ["*.(d$y)*","*.(d$z)*"]")
}
d <- list(x=1,y=2,z=3)
grid::grid.newpage()
grid::grid.text(subtitle_maker(d,"a"), y=0.3)
grid::grid.text(subtitle_maker(d,"b"), y=0.7)
Note: or substitute instead of bquote, that's just personal preference
subtitle_maker <- function(effsize_df, effsize.type) {
effsize.text <- if (effsize.type == "p_eta") quote(eta["p"]) else
if (effsize.type == "p_omega") quote(omega["p"])
base::substitute(
expr =
paste(effsize.text^2,
" = ",
effsize,
", 95% CI",
" [",
LL,
", ",
UL,
"]",
),
env = base::list(effsize.text = effsize.text,
effsize = effsize_df$estimate[1],
LL = effsize_df$conf.low[1],
UL = effsize_df$conf.high[1]
)
)
}