data that isn't anonymized or de-identified at the source (privacy)

privacy (information privacy, data privacy, ...) and anonymity (anonymous, to be part of the crowd, to be able to blend in with the mass, opposite of publicity) are like being a virgin, once you have lost it, you can not get it back (???).