Apparatuses, methods, and computer program products are provided for anonymizing a data set having an index component and a data component. In certain embodiments, the apparatuses, methods and computer program products make a copy of the data set, removes personal information from the data component, modifies an index component key value with a random value, modifies a data component key value with the same random value, and maintains a data set structure of the index component and the data component.