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ggplot2 - using two different color scales for overlayed plots

I am attempting to overlay two different plots. One is geom_boxplot, the other geom_jitter. I would like each to have its own color scale. But when I add the second color scale, I am given the error

 "Scale for 'fill' is already present. Adding another scale for 'fill', 
  which will replace the existing scale."

I am assuming I am doing something wrong. Any advice would be appreciate

This is a rough example of my working code:

P <-  ggplot(dat) + 
          geom_boxplot(aes(x=ve, y=metValue, fill=metric), alpha=.35, w=0.6, notch=FALSE, na.rm = TRUE) + 
          scale_fill_manual(values=cpalette1) + 
          geom_hline(yintercept=0, colour="#DD4466", linetype = "longdash") +
          theme(legend.position="none")

P + geom_jitter(dat2, aes(x=ve, y=metValue, fill=atd), 
                size=2, shape=4, alpha = 0.4, 
                position = position_jitter(width = .03, height=0.03), na.rm = TRUE) + 
              scale_fill_manual(values=cpalette2)

dat and dat2 have the same schema, but different values.

I found several examples addressing overlaying graphs but none that appeared to address this specific concern.

like image 541
Ricardo Saporta Avatar asked Feb 21 '13 20:02

Ricardo Saporta


1 Answers

First, made two sample data frames with the same names as in example.

dat<-data.frame(ve=rep(c("FF","GG"),times=50),
                metValue=rnorm(100),metric=rep(c("A","B","D","C"),each=25),
                atd=rep(c("HH","GG"),times=50))
dat2<-data.frame(ve=rep(c("FF","GG"),times=50),
                metValue=rnorm(100),metric=rep(c("A","B","D","C"),each=25),
                atd=rep(c("HH","GG"),times=50))

I assume that you do not need to use argument fill= in the geom_jitter() because color for shape=4 can be set also with colour= argument. Then you can use scale_colour_manual() to set your values. Instead of cpallete just used names of colors.

P <-  ggplot(dat) + 
  geom_boxplot(aes(x=ve, y=metValue, fill=metric), alpha=.35, w=0.6, notch=FALSE, na.rm = TRUE) +  
  geom_hline(yintercept=0, colour="#DD4466", linetype = "longdash") +
  scale_fill_manual(values=c("red","blue","green","yellow"))+
  theme(legend.position="none")

P + geom_jitter(data=dat2, aes(x=ve, y=metValue, colour=atd), 
                size=2, shape=4, alpha = 0.4, 
                position = position_jitter(width = .03, height=0.03), na.rm = TRUE) + 
                scale_colour_manual(values=c("red","blue"))

enter image description here

like image 98
Didzis Elferts Avatar answered Oct 19 '22 23:10

Didzis Elferts