Why do identical dataframes become different when changing rownames to the same

Question

I\'ve come across a strange behavior when playing with some dataframes: when I create two identical dataframes a,b, then swap their rownames around, they don\'t

Answer 1

This is admittedly a bit confusing. Starting with ?data.frame we see that:

If row.names was supplied as NULL or no suitable component was found the row names are the integer sequence starting at one (and such row names are considered to be ‘automatic’, and not preserved by as.matrix).

So initially a and b each have an attribute called row.names that are integers:

> str(attributes(a))
List of 3
 $ names    : chr [1:2] "a" "b"
 $ row.names: int [1:3] 1 2 3
 $ class    : chr "data.frame"

But rownames() returns a character vector (as does dimnames(), actually a list of character vectors, called under the hood). So after reassigning the row names you end up with:

> str(attributes(b))
List of 3
 $ names    : chr [1:2] "a" "b"
 $ row.names: chr [1:3] "1" "2" "3"
 $ class    : chr "data.frame"