[mnarayan01]

At the byte level it does, which is presumably what the OP was talking about when saying that replacing characters with digits (uniformly) does not affect entropy.

[mistercow]

Maybe, but I would hope that's not what s/he meant, because that kind of entropy is basically irrelevant to password strength.