Making that data truly anonymous so that you cannot de-anonymize it with other data sets is likely impossible. You would have to remove so much that the data be

Making that data truly anonymous so that you cannot de-anonymize it with other data sets is likely impossible. You would have to remove so much that the data becomes useless.