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Help_for_ShStudent.R
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# https://stackoverflow.com/questions/49880268/ggplot-how-to-remove-the-outliers-from-multiple-boxplots?noredirect=1#49880268 | |
library(tidyverse) | |
data(iris) | |
iris_long <- gather(iris, "key", "val", -Species) | |
# with the outliers | |
ggplot(iris_long, aes(Species, val)) + | |
geom_boxplot() + | |
facet_wrap(~key, scales = "free") | |
# build our own without the outliers using the underlying function boxplot.stats() | |
new_iris <- group_by(iris_long, key, Species) %>% | |
nest() %>% | |
mutate(stats = map(data, ~ unlist(.) %>% | |
boxplot.stats(x = ., do.out = FALSE) %>% | |
.$stats %>% | |
bind_rows %>% | |
set_names(c("ymin", "lower", "middle", "upper", "ymax")))) | |
stats <- unnest(new_iris, stats) | |
# that's better :) | |
ggplot(stats) + | |
geom_boxplot(aes(x = Species, middle = middle, lower = lower, upper = upper, ymin = ymin, ymax = ymax), | |
stat = "identity") + | |
facet_wrap(~key, scales = "free") |
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