如何在ggplot2密度曲线下遮蔽特定区域? [英] How to shade specific region under ggplot2 density curve?
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问题描述
(这与 jlhoward 的回答几乎相同,但从 ggplot 中获取计算值).
My intention is to shade area an area underneath the density curve that lie between two points. In this example, I would like to shade the areas between the values .25 and .5.
I have been able to plot my density curve with the following:
setwd("D:/Workspace")
# -- create dataframe
coursename <- c('Math','Math','Math','Math','Math')
value <- c(.12, .4, .5, .8, .9)
df <- data.frame(coursename, value)
library(ggplot2)
density_plot <- ggplot(aes(x=value, colour=coursename, fill=coursename), data=df) +
geom_density(alpha=.3) +
geom_vline(aes(xintercept=.5), colour="blue", data=df, linetype="dashed", size=1) +
scale_x_continuous(breaks=c(0, .25, .5, .75, 1), labels=c("0", ".25", ".5", ".75", "1")) +
coord_cartesian(xlim = c(0.01, 1.01)) +
theme(axis.title.y=element_blank(), axis.text.y=element_blank()) +
ggtitle("sample data")
density_plot
I've tried using the following code to shade the area between .25 and .5:
x1 <- min(which(df$value >=.25))
x2 <- max(which(df$value <=.5))
with(density_plot, polygon(x=c(x[c(x1,x1:x2,x2)]), y=c(0, y[x1:x2], 0), col="gray"))
But it just generates the following error:
Error in xy.coords(x, y) : object 'y' not found
解决方案
Or use ggplot2 against itself!
coursename <- c('Math','Math','Math','Math','Math')
value <- c(.12, .4, .5, .8, .9)
df <- data.frame(coursename, value)
library(ggplot2)
ggplot() +
geom_density(data=df,
aes(x=value, colour=coursename, fill=coursename),
alpha=.3) +
geom_vline(data=df,
aes(xintercept=.5),
colour="blue", linetype="dashed", size=1) +
scale_x_continuous(breaks=c(0, .25, .5, .75, 1),
labels=c("0", ".25", ".5", ".75", "1")) +
coord_cartesian(xlim = c(0.01, 1.01)) +
theme(axis.title.y=element_blank(),
axis.text.y=element_blank()) +
ggtitle("sample data") -> density_plot
density_plot
dpb <- ggplot_build(density_plot)
x1 <- min(which(dpb$data[[1]]$x >=.25))
x2 <- max(which(dpb$data[[1]]$x <=.5))
density_plot +
geom_area(data=data.frame(x=dpb$data[[1]]$x[x1:x2],
y=dpb$data[[1]]$y[x1:x2]),
aes(x=x, y=y), fill="grey")
(this pretty much does the same thing as jlhoward's answer but grabs the calculated values from ggplot).
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