Yes they are. Any information that can be used to identify a person by definition is PII.
Once all the PII is removed, by definition the dataset is anonymized.
Once all the PII is removed, by definition the dataset is anonymized.
Take for example a database over all mobile phone positions over time, this can be 'anonymized' by removing all connections from the phones to information on who owns the phones.
But it can still be trivially deanonymized by analyzing where the phones are at night and during office hours, not very many persons work in the same building and sleep in the same house.