Yeah, but you're still using the phrase "what part of town" not "which town/city"
I love Wikipedia here: "Given the proximity of Gateshead to Newcastle, just south of the River Tyne from the city centre, it is sometimes incorrectly referred to as being a part of Newcastle."
... Sure, "incorrectly"