It isn&#x27;t easy to deidentidy a dataset. It isn&#x27;t as simple as removing the names. You don&#x27;t know in advanced what features in a dataset, when combined with a second dataset, will allow an adversary to reidentify data points. It isn&#x27;t as simple as adding noise either, because reidentification can be treated like a machine learning problem.