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r - ggplot2 - bar plot with both stack and dodge

I am trying to create a barplot using ggplot2 where I am stacking by one variable and dodging by another.

Here is an example data set:

df=data.frame(
  year=rep(c("2010","2011"),each=4),
  treatment=rep(c("Impact","Control")),
  type=rep(c("Phylum1","Phylum2"),each=2),
  total=sample(1:100,8))

I would like to create a barplot where x=treatment, y=total, the stacked variable is type and the dodged variable is year. Of course I can do one or the other:

ggplot(df,aes(y=total,x=treatment,fill=type))+geom_bar(position="dodge",stat="identity")

ggplot(df,aes(y=total,x=treatment,fill=year))+geom_bar(position="dodge",stat="identity")

But not both! Thanks to anyone who can provide advice.

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by (71.8m points)

Here's an alternative take using faceting instead of dodging:

ggplot(df, aes(x = year, y = total, fill = type)) +
    geom_bar(position = "stack", stat = "identity") +
    facet_wrap( ~ treatment)

enter image description here

With Tyler's suggested change: + theme(panel.margin = grid::unit(-1.25, "lines"))

enter image description here


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