Combination Boxplot and Histogram using ggplot2

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不知归路
不知归路 2020-12-08 01:04

I am trying to combine a histogram and boxplot for visualizing a continuous variable. Here is the code I have so far

require(ggplot2)
require(gridExtra)
p1 =         


        
4条回答
  •  萌比男神i
    2020-12-08 01:48

    you can do that by coord_cartesian() and align.plots in ggExtra.

    library(ggplot2)
    library(ggExtra) # from R-forge
    
    p1 <- qplot(x = 1, y = mpg, data = mtcars, xlab = "", geom = 'boxplot') + 
      coord_flip(ylim=c(10,35), wise=TRUE)
    p2 <- qplot(x = mpg, data = mtcars, geom = 'histogram') + 
      coord_cartesian(xlim=c(10,35), wise=TRUE)
    
    align.plots(p1, p2)
    

    Here is a modified version of align.plot to specify the relative size of each panel:

    align.plots2 <- function (..., vertical = TRUE, pos = NULL) 
    {
        dots <- list(...)
        if (is.null(pos)) pos <- lapply(seq(dots), I)
        dots <- lapply(dots, ggplotGrob)
        ytitles <- lapply(dots, function(.g) editGrob(getGrob(.g, 
            "axis.title.y.text", grep = TRUE), vp = NULL))
        ylabels <- lapply(dots, function(.g) editGrob(getGrob(.g, 
            "axis.text.y.text", grep = TRUE), vp = NULL))
        legends <- lapply(dots, function(.g) if (!is.null(.g$children$legends)) 
            editGrob(.g$children$legends, vp = NULL)
        else ggplot2:::.zeroGrob)
        gl <- grid.layout(nrow = do.call(max,pos))
        vp <- viewport(layout = gl)
        pushViewport(vp)
        widths.left <- mapply(`+`, e1 = lapply(ytitles, grobWidth), 
            e2 = lapply(ylabels, grobWidth), SIMPLIFY = F)
        widths.right <- lapply(legends, function(g) grobWidth(g) + 
            if (is.zero(g)) 
                unit(0, "lines")
            else unit(0.5, "lines"))
        widths.left.max <- max(do.call(unit.c, widths.left))
        widths.right.max <- max(do.call(unit.c, widths.right))
        for (ii in seq_along(dots)) {
            pushViewport(viewport(layout.pos.row = pos[[ii]]))
            pushViewport(viewport(x = unit(0, "npc") + widths.left.max - 
                widths.left[[ii]], width = unit(1, "npc") - widths.left.max + 
                widths.left[[ii]] - widths.right.max + widths.right[[ii]], 
                just = "left"))
            grid.draw(dots[[ii]])
            upViewport(2)
        }
    }
    

    usage:

    # 5 rows, with 1 for p1 and 2-5 for p2
    align.plots2(p1, p2, pos=list(1,2:5))
    # 5 rows, with 1-2 for p1 and 3-5 for p2
    align.plots2(p1, p2, pos=list(1:2,3:5))
    

    align.plots2 second example

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