Sorting Within Lattice Graphics in R
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Default
By default, lattice sorts the observations by the axis values, starting at the bottom left.For example,
library(lattice) colors = c("#1B9E77", "#D95F02", "#7570B3") dotplot(rownames(mtcars) ~ mpg, data = mtcars, col = colors[1], pch = 1)
produces:
Default lattice dotplot |
Graphing one variable, sorting by another
If we want to show the same data, but we want to sort by another variable (or the same variable, for that matter), we can just add reorder(yvar, sortvar). For example, to sort by the number of cylinders, we could:dotplot(reorder(rownames(mtcars), cyl) ~ mpg, data = mtcars, col = colors[1], pch = 1)
Sorted by number of cylinders |
Graphing two variables
To better show how this works, let’s graph cyl alongside mpg, so we can see how it is sorting:dotplot(reorder(rownames(mtcars), cyl) ~ mpg + cyl, data = mtcars, col = colors, pch = c(1, 0))
Graph of mpg and cyl, sorted by cyl |
Reverse order
We can also sort in reverse order, by adding a “-” before the variable name:dotplot(reorder(rownames(mtcars), -cyl) ~ mpg + cyl, data = mtcars, col = colors, pch = c(1, 0))
|
Adding a legend
We can also add a legend:dotplot(reorder(rownames(mtcars), -cyl) ~ mpg + cyl, data = mtcars, xlab = "", col = colors, pch = c(1, 0), key = list(points = list(col = colors[1:2], pch = c(1, 0)), text = list(c("Miles per gallon", "Number of cylinders")), space = "bottom"))
With legend |
Other lattice types
The same technique will work with other lattice graphs, such as barchart, bwplot, and stripplot.
Full code available as a gist.
Full code available as a gist.
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