I would like to associate sample size values with points on a plot. I can use geom_text
to position the numbers near the points, but this is messy. It would be much cleaner to line them up along the outside edge of the plot.
For instance, I have:
df=data.frame(y=c("cat1","cat2","cat3"),x=c(12,10,14),n=c(5,15,20)) ggplot(df,aes(x=x,y=y,label=n))+geom_point()+geom_text(size=8,hjust=-0.5)
Which produces this plot:
I would prefer something more like this:
I know I can create a second plot and use grid.arrange
(a la this post) but it would be tedious to determine the spacing of the textGrobs to line up with the y-axis. Is there an easier way to do this? Thanks!
To write text outside plot using ggplot2, we can use annotate function and coord_cartesian function. The annotate function will define the text value and the coord_cartesian function will define the position of the text outside the plot area.
Use scatter() method to plot x and y data points using star marker and copper color map. To place annotation outside the drawing, use xy coordinates tuple accordingly. To display the figure, use show() method.
This is now straightforward with ggplot2 3.0.0, since now clipping can be disabled in plots by using the clip = 'off'
argument in coordinate functions such as coord_cartesian(clip = 'off')
or coord_fixed(clip = 'off')
. Here's an example below.
# Generate data df <- data.frame(y=c("cat1","cat2","cat3"), x=c(12,10,14), n=c(5,15,20)) # Create the plot ggplot(df,aes(x=x,y=y,label=n)) + geom_point()+ geom_text(x = 14.25, # Set the position of the text to always be at '14.25' hjust = 0, size = 8) + coord_cartesian(xlim = c(10, 14), # This focuses the x-axis on the range of interest clip = 'off') + # This keeps the labels from disappearing theme(plot.margin = unit(c(1,3,1,1), "lines")) # This widens the right margin
You don't need to be drawing a second plot. You can use annotation_custom
to position grobs anywhere inside or outside the plotting area. The positioning of the grobs is in terms of the data coordinates. Assuming that "5", "10", "15" align with "cat1", "cat2", "cat3", the vertical positioning of the textGrobs is taken care of - the y-coordinates of your three textGrobs are given by the y-coordinates of the three data points. By default, ggplot2
clips grobs to the plotting area but the clipping can be overridden. The relevant margin needs to be widened to make room for the grob. The following (using ggplot2 0.9.2) gives a plot similar to your second plot:
library (ggplot2) library(grid) df=data.frame(y=c("cat1","cat2","cat3"),x=c(12,10,14),n=c(5,15,20)) p <- ggplot(df, aes(x,y)) + geom_point() + # Base plot theme(plot.margin = unit(c(1,3,1,1), "lines")) # Make room for the grob for (i in 1:length(df$n)) { p <- p + annotation_custom( grob = textGrob(label = df$n[i], hjust = 0, gp = gpar(cex = 1.5)), ymin = df$y[i], # Vertical position of the textGrob ymax = df$y[i], xmin = 14.3, # Note: The grobs are positioned outside the plot area xmax = 14.3) } # Code to override clipping gt <- ggplot_gtable(ggplot_build(p)) gt$layout$clip[gt$layout$name == "panel"] <- "off" grid.draw(gt)
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