跟着Nature学作图:R语言ggplot2堆积柱形图完整示例

跟着Nature学作图:R语言ggplot2堆积柱形图完整示例

论文 A global reptile assessment highlights shared conservation needs of tetrapods

https://www.nature.com/articles/s41586-022-04664-7#Sec33

数据代码链接 https://github.com/j-marin/Global-reptile-assessment-

今天的推文学习一下推文中的Figure 1a的堆积柱形图,没有找到论文中的作图代码,但是找到了原始数据集,有了原始数据集就可以自己写代码来做这个图

image.png

作图数据集部分截图 image.png

读取数据集 代码语言:javascript代码运行次数:0运行复制library(readxl)

dat01<-read_excel("data/20220630/41586_2022_4664_MOESM3_ESM.xlsx",

sheet = "Fig 1a")

head(dat01)

最基本的堆积柱形图 代码语言:javascript代码运行次数:0运行复制library(ggplot2)

ggplot(data = dat01,aes(x=className,y=n,fill=rlCodes))+

geom_bar(stat = "identity",

position = "stack")

image.png

调整x轴和图例的前后顺序 代码语言:javascript代码运行次数:0运行复制table(dat01$className)

table(dat01$rlCodes)

dat01$className<-factor(

dat01$className,

levels = c("Amphibians","Mammals","Reptiles","Birds")

)

dat01$rlCodes<-factor(

dat01$rlCodes,

levels = rev(c("EX","EW","CR","EN","VU","DD","NT","LC")))

ggplot(data = dat01,aes(x=className,y=n,fill=rlCodes))+

geom_bar(stat = "identity",

position = "stack")+

scale_fill_discrete(limits=c("EX","EW","CR",

"EN","VU","DD","NT","LC"))

image.png

这里的小知识点是调整图例的顺序可以使用函数 scale_fill_discrete(limits=c("EX","EW","CR", "EN","VU","DD","NT","LC"))

现在堆积柱形图展示的是真实数值,接下来把它转换成比例

代码语言:javascript代码运行次数:0运行复制ggplot(data = dat01,aes(x=className,y=n,fill=rlCodes))+

geom_bar(stat = "identity",

position = "fill")+

scale_fill_discrete(limits=c("EX","EW","CR",

"EN","VU","DD","NT","LC"))

只需要把position = "stack" 改成 position = "fill"

添加顶部的文字 代码语言:javascript代码运行次数:0运行复制library(tidyverse)

dat01 %>%

group_by(className) %>%

summarise(total_number=sum(n)) %>%

ungroup() %>%

mutate(ratio=total_number/sum(total_number)) %>%

mutate(ratio=scales::percent(ratio)) -> dat02

ggplot(data = dat01,aes(x=className,y=n,fill=rlCodes))+

geom_bar(stat = "identity",

position = "fill")+

scale_fill_discrete(limits=c("EX","EW","CR",

"EN","VU","DD","NT","LC"))+

geom_text(data=dat02,

aes(x=className,y=1,

label=paste0(total_number,"\n","(",ratio,")")),

inherit.aes = FALSE,

vjust=-0.2)+

scale_y_continuous(expand = expansion(mult=c(0,0.1)))

image.png

更改配色和其他主题 代码语言:javascript代码运行次数:0运行复制ggplot(data = dat01,aes(x=className,y=n,fill=rlCodes))+

geom_bar(stat = "identity",

position = "fill")+

scale_fill_manual(values = c("LC"="#98d09d","NT"="#d7e698",

"DD"="#dadada","VU"="#fbf398",

"EN"="#f7a895","CR"="#e77381",

"EW"="#9b8191","EX"="#8f888b"),

limits=c("EX","EW","CR","EN","VU","DD","NT","LC"))+

geom_text(data=dat02,

aes(x=className,y=1,

label=paste0(total_number,"\n","(",ratio,")")),

inherit.aes = FALSE,

vjust=-0.2)+

scale_y_continuous(expand = expansion(mult=c(0.01,0.1)),

labels = scales::percent_format())+

theme(panel.background = element_blank(),

axis.line = element_line(),

legend.position = "bottom")+

labs(x=NULL,y="Species threatened (%)")+

guides(fill=guide_legend(title = NULL,nrow = 1,byrow = FALSE))

image.png

制作封面图 代码语言:javascript代码运行次数:0运行复制library(patchwork)

p2+p1

image.png

示例数据可以到论文中去下载,示例代码可以在推文中复制,