I am trying to create a "order" stacked bar chart that each stack is colored by one variable and ordered by another variable, please find my example as below:
library(ggplot2)
library(dplyr)
data(iris)
chart.df.st00 <- iris %>%
as_tibble %>%
mutate(`Sepal.Length`=round(`Sepal.Length`)) %>%
count(Species,`Sepal.Length`) %>%
mutate(`Sepal.Length`=as.character(`Sepal.Length`)) %>%
group_by(Species) %>%
mutate(percent=n/sum(n)*100) %>%
arrange(desc(n)) %>%
mutate(rank=1:n()) %>%
ungroup %>%
mutate(rank=paste(Species,rank,sep='-'))
chart.df.st01 <- chart.df.st00 %>%
left_join(chart.df.st00 %>%
distinct(`Sepal.Length`) %>%
mutate(color=colorRampPalette(
RColorBrewer::brewer.pal(length(unique(chart.df.st00$`Sepal.Length`)),'Set1'))(length(unique(chart.df.st00$`Sepal.Length`)))))
chart.color1.st00 <- chart.df.st01 %>%
distinct(rank,color) %>%
arrange(rank)
chart.color1.st01 <- chart.color1.st00$color
names(chart.color1.st01) <- chart.color1.st00$rank
chart1 <- ggplot(data=chart.df.st01,
aes(x=1,y=percent)) +
geom_bar(aes(fill=rank),stat='identity') +
scale_fill_manual(values=chart.color1.st01) +
facet_wrap(.~Species,ncol = 1) +
scale_y_reverse(breaks=c(0,25,50,75,100),labels=c(100,75,50,25,0)) +
coord_flip()
chart.color2.st00 <- chart.df.st01 %>%
distinct(color,Sepal.Length) %>%
arrange(Sepal.Length)
chart.color2.st01 <- chart.color2.st00$color
names(chart.color2.st01) <- chart.color2.st00$`Sepal.Length`
chart2 <- ggplot(data=chart.df,
aes(x=1,y=percent)) +
geom_bar(aes(fill=`Sepal.Length`),stat='identity') +
scale_fill_manual(values=chart.color2.st01) +
facet_wrap(.~Species,ncol = 1) +
coord_flip()
In my example, each stack is filled by Sepal.Length, and order by rank, chart1 has the ordering of the stacks I want, but not the legend, while chart2 has the legend I want, but not the ordering of the stacks.
Is there a way to have a single chart with the stacked bar of chart1 and the legend of chart2?
Thanks!
