The rule of thumb is, when context deals with places, cities, or countries, "where" should be used, not "that".
When dealing with people, sometimes you will see "that" used occasionally which seem to be interchangeable with "who". But "who" should be used.
i.e. I 've talked to the staff on duty that / who was supposed to file a report...