I want to sort a data frame by multiple columns. For example, with the data frame below I would like to sort by column 'z' (descending) then by column 'b' (ascending):
dd <- data.frame(b = factor(c("Hi", "Med", "Hi", "Low"), levels = c("Low", "Med", "Hi"), ordered = TRUE), x = c("A", "D", "A", "C"), y = c(8, 3, 9, 9), z = c(1, 1, 1, 2)) dd b x y z 1 Hi A 8 1 2 Med D 3 1 3 Hi A 9 1 4 Low C 9 2
You need to create a new list of your columns in the desired order, then use df = df[cols] to rearrange the columns in this new order.
You can use the order()
function directly without resorting to add-on tools -- see this simpler answer which uses a trick right from the top of the example(order)
code:
R> dd[with(dd, order(-z, b)), ] b x y z 4 Low C 9 2 2 Med D 3 1 1 Hi A 8 1 3 Hi A 9 1
Edit some 2+ years later: It was just asked how to do this by column index. The answer is to simply pass the desired sorting column(s) to the order()
function:
R> dd[order(-dd[,4], dd[,1]), ] b x y z 4 Low C 9 2 2 Med D 3 1 1 Hi A 8 1 3 Hi A 9 1 R>
rather than using the name of the column (and with()
for easier/more direct access).
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