Put whisker ends on boxplot

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南笙
南笙 2020-11-30 00:35

I would like to put perpendicular lines at the ends of the whiskers like the boxplot function automatically gives.

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  • 2020-11-30 00:59

    To resize the whiskers lines we can use the argument width = 0.5 inside the function: stat_boxplot

    set.seed(42)
    df <- data.frame(cond = factor(rep(c("A", "B"), each = 500)), 
                     value = c(rnorm(500, mean = 1, sd = 0.2), 
                               rnorm(500, mean = 1.5, sd = 0.1))) 
    
    library(ggplot2)
    ggplot(df, aes(x = cond, y = value)) +
           stat_boxplot(geom = "errorbar", width = 0.5) +  
           geom_boxplot() 
    

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  • 2020-11-30 01:01

    As hinted but not implemented by @Roland, you can use stat_boxplot to implement this. The trick calling _boxplot twice and is to set the geom to errorbar for one of the calls.

    Note that as R uses a pen and paper approach it is advisable to implement the error bars first the draw the traditional boxplot over the top.

    Using @Roland's dummy data df

    ggplot(df, aes(x=cond, y = value))  + 
     stat_boxplot(geom ='errorbar') + 
     geom_boxplot() # shorthand for  stat_boxplot(geom='boxplot')
    

    enter image description here

    The help for stat_boxplot (?stat_boxplot) detail the various values computed and saved in a data.frame

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  • 2020-11-30 01:03

    It might be possible to use stat_boxplot to calculate the whisker ends, but I am not enough of a ggplot2 wizard, so I use the base function for that.

    set.seed(42)
    df <- data.frame(cond = factor( rep(c("A","B"), each=500) ), 
                     value = c(rnorm(500,mean=1,sd=0.2),rnorm(500, mean=1.5,sd=0.1)))
    
    
    whisk <- function(df,cond_col=1,val_col=2) {
      require(reshape2)
      condname <- names(df)[cond_col]
      names(df)[cond_col] <- "cond" 
      names(df)[val_col] <- "value"
      b <- boxplot(value~cond,data=df,plot=FALSE)
      df2 <- cbind(as.data.frame(b$stats),c("min","lq","m","uq","max"))
      names(df2) <- c(levels(df$cond),"pos")
      df2 <- melt(df2,id="pos",variable.name="cond")
      df2 <- dcast(df2,cond~pos)  
      names(df2)[1] <- condname
      df2
    }
    
    
    
    library(ggplot2)
    
    plot1 <- ggplot(df, aes(x=cond)) 
    plot1 <- plot1 + geom_errorbar(aes(ymin=min,ymax=max),data=whisk(df),width = 0.5)
    plot1 <- plot1 + geom_boxplot(aes(y=value))
    plot1
    

    boxplot with horizontal at whisker ends

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