Report effect size for each group

[yuliaUU]

I wonder if it is possible to extract effect size for each group comparisions:

# install.packages("tidyverse")  # for everything ;)
library(tidyverse)

# install.packages("ISLR")
library(ISLR)

# install.packages("ggstatsplot")
library(ggstatsplot)

# stabilize the output of "sample_n()"
set.seed(1)
d <- Wage %>% group_by(education) %>% sample_n(50, replace = TRUE)

p<- ggbetweenstats(
  data = d,
  x    = education,
  y    = wage,
  type = "nonparametric",
  xlab = "education", ## label for the x-axis
  ylab = "wage", ## label for the y-axis
  ## turn off messages
  ggtheme = cowplot::theme_cowplot(), ## a different theme
  package = "yarrr", ## package from which color palette is to be taken
  palette = "info2", ## choosing a different color palette
  title = "Comparison of wage across education",
  caption = "Source: Gapminder Foundation")
p

I see that effect size calculated for the entire dataset: however it is not informative- since each pairwise Comparision can have variable effect size, so it would be nice to replace p values on a plot with the actual effect sizes