If you are talking about a named area (the name of a territory, district), or a specific type of geographical area (county, state, neighborhood, city, town, etc.) then "in" would be used. General descriptions "north part", "east half" or "southern section" use of.
eg. Harlem, a part of New York City, got its name from Haarlem, a cit