ggplot: arranging boxplots of multiple y-variables for each group of a continuous x

问题:

I would like to create boxplots of multiple variables for groups of a continuous x-variable. The boxplots should be arranged next to each other for each group of x.

The data looks like this:

require (ggplot2) require (plyr) library(reshape2)  set.seed(1234) x   <- rnorm(100) y.1 <- rnorm(100) y.2 <- rnorm(100) y.3 <- rnorm(100) y.4 <- rnorm(100)  df <- as.data.frame(cbind(x,y.1,y.2,y.3,y.4)) 

which I then melted

dfmelt <- melt(df, measure.vars=2:5)     

The facet_wrap as shown in this solution ( Multiple plots by factor in ggplot (facets)) gives me out each variable in an individual plot, but I would like to have the boxplots of each variable next to each other for each bin of x in one diagram.

ggplot(dfmelt, aes(value, x, group = round_any(x, 0.5), fill=variable))+ geom_boxplot() +  geom_jitter() +  facet_wrap(~variable) 

This shows the y-variables next to each other but does not bin x.

ggplot(dfmelt) + geom_boxplot(aes(x=x,y=value,fill=variable))+ facet_grid(~variable) 

Now I would like to produce such a plot for each bin of x.

What has to be changed or added?

回答1:

Not exactly sure what you're looking for. Is this close?

library(ggplot2) library(plyr) ggplot(dfmelt, aes(x=factor(round_any(x,0.5)), y=value,fill=variable))+   geom_boxplot()+   facet_grid(.~variable)+   labs(x="X (binned)")+   theme(axis.text.x=element_text(angle=-90, vjust=0.4,hjust=1)) 

EDIT (response to OP's comment)

You can put the Y's next to each other in each bin by just taking out the facet_grid(...) call, but I don't recommend it.

ggplot(dfmelt, aes(x=factor(round_any(x,0.5)), y=value, fill=variable))+   geom_boxplot()+   labs(x="X (binned)")+   theme(axis.text.x=element_text(angle=-90, vjust=0.4,hjust=1)) 

If you have to do it this way, it's still clearer using facets:

dfmelt$bin <- factor(round_any(dfmelt$x,0.5)) ggplot(dfmelt, aes(x=bin, y=value, fill=variable))+   geom_boxplot()+   facet_grid(.~bin, scales="free")+   labs(x="X (binned)")+   theme(axis.text.x=element_blank()) 

Note the addition of a bin column to dfmelt. This is because using factor(round_any(x,0.5)) in the facet_grid(...) formula doesn't work.

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