Let $f: D \rightarrow D$ be a permutation, and suppose $X$ is uniformly distributed, i.e. $X$ is a uniform random variable with support $D$.
Then $f(X)$ is also a random variable with support $D$, and also uniform. How would I formally show or explain that $f(X)$ is uniform?
Does the cardinality of $D$ matter at all here? Are permutations only defined on countable sets?