I'm wondering how difficult it is to clean the signal once the relevant noise portion can be extracted, and then introduce a fake noise to manipulate the date?

I'm wondering how difficult it is to clean the signal once the relevant noise portion can be extracted, and then introduce a fake noise to manipulate the date? I'd wager it's not too difficult to produce something that can fool a layman just using some dating software...