Welcome to OStack Knowledge Sharing Community for programmer and developer-Open, Learning and Share
Welcome To Ask or Share your Answers For Others

Categories

0 votes
901 views
in Technique[技术] by (71.8m points)

r - ggplot2 violin plot: fill central 95% only?

ggplot2 can create a very attractive filled violin plot:

ggplot() + geom_violin(data=data.frame(x=1, y=rnorm(10 ^ 5)), 
    aes(x=x, y=y), fill='gray90', color='black') + 
    theme_classic()

I'd like to restrict the fill to the central 95% of the distribution if possible, leaving the outline intact. Does anyone have suggestions on how to accomplish this?

See Question&Answers more detail:os

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome To Ask or Share your Answers For Others

1 Answer

0 votes
by (71.8m points)

Does this do what you want? It requires some data-processing and the drawing of two violins.

set.seed(1)
dat <- data.frame(x=1, y=rnorm(10 ^ 5))

#calculate for each point if it's central or not
dat_q <- quantile(dat$y, probs=c(0.025,0.975))
dat$central <- dat$y>dat_q[1] & dat$y < dat_q[2]

#plot; one'95' violin and one 'all'-violin with transparent fill.
p1 <- ggplot(data=dat, aes(x=x,y=y)) +
  geom_violin(data=dat[dat$central,], color="transparent",fill="gray90")+
  geom_violin(color="black",fill="transparent")+

  theme_classic()

enter image description here

Edit: the rounded edges bothered me, so here is a second approach. If I were doing this, I would want straight lines. So I did some playing with the density (which is what violin plots are based on)

d_y <- density(dat$y)

right_side <- data.frame(x=d_y$y, y=d_y$x) #note flip of x and y, prevents coord_flip later
right_side$central <- right_side$y > dat_q[1]&right_side$y < dat_q[2]

#add the 'left side', this entails reversing the order of the data for
#path and polygon
#and making x  negative
left_side <- right_side[nrow(right_side):1,]
left_side$x <- 0 - left_side$x

density_dat <- rbind(right_side,left_side)


p2 <- ggplot(density_dat, aes(x=x,y=y)) +
  geom_polygon(data=density_dat[density_dat$central,],fill="red")+
  geom_path()


p2

enter image description here


与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome to OStack Knowledge Sharing Community for programmer and developer-Open, Learning and Share
Click Here to Ask a Question

2.1m questions

2.1m answers

60 comments

57.0k users

...