boxplot:按每个组的子集的平均值排序组 [英] boxplot: order groups by the mean of a subset of each group
问题描述
我们考虑这些数据:
$ b $ pre $ df = data.frame('score'= round(runif(15,1, 10)),
'group'= paste0(a,rep(c(1,2,3),each = 5)),
'category'= rep(c(big ,大,大,大,小),3))
我想用 ggplot2
来绘制这些数据的箱型图。我想要的是:boxplot(分数〜组),但是根据每个组的大个体的平均值排列盒形图。
我无法以简单的方式找出它,而无需创建新变量。好的使用Dplyr。感谢。
我不知道这是否符合简单的方法,我个人觉得很简单, code> dplyr 查找方法:
#查找每个组的
library(dplyr)
意味着< -
df%>%
#因为您只需要类别为'big'的$ f
过滤器(category = ='big')%>%
#使用与ggplot中相同的组
group_by(group)%>%
#calculate the means
summarize(mean =平均(分数))
#根据平均值的顺序对组进行排序
myorder< - 表示$ group [order(means $ mean)]
在这种情况下,订单为:
> myorder
[1] a1 a2 a3
为了排列箱形图的顺序,到上面你只需要做:
library(ggplot2)
ggplot(df,aes(group,score ))+
geom_boxplot()+
#您只需要使用scale_x_discrete和limits参数
#来传递箱线图的出现顺序的详细信息
#in this如果订单是myorders vector
scale_x_discrete(limits = myorder)
就是这样。
Let's consider this data:
df = data.frame('score'=round(runif(15, 1, 10)),
'group'=paste0("a",rep(c(1,2,3),each=5)),
'category'=rep(c("big", "big", "big", "big", "small"), 3))
I would like to plot boxplots of this data with ggplot2
. What i want is: boxplot(score~group), but with the boxplots arranged according to the mean of the "big" individuals of each group.
I can't figure it out in a simple way, without creating new variables. OK to use Dplyr. Thanks.
I don't know if this qualifies as a simple way, I personally find it simple, but I use dplyr
to find the means:
#find the means for each group
library(dplyr)
means <-
df %>%
#filter out small since you only need category equal to 'big'
filter(category=='big') %>%
#use the same groups as in the ggplot
group_by(group) %>%
#calculate the means
summarise(mean = mean(score))
#order the groups according to the order of the means
myorder <- means$group[order(means$mean)]
In this case the order is:
> myorder
[1] a1 a2 a3
In order to arrange the order of the boxplots according to the above you just need to do:
library(ggplot2)
ggplot(df, aes(group, score)) +
geom_boxplot() +
#you just need to use scale_x_discrete with the limits argument
#to pass in details of the order of appearance for the boxplots
#in this case the order is the myorders vector
scale_x_discrete(limits=myorder)
And that's it.
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