According to FAA Part 91 (which governs the operation of aircraft): "An altitude of 500 feet above the surface, except over open water or sparsely populated areas. In those cases, the aircraft may not be operated closer than 500 feet to any person, vessel, vehicle, or structure."
and:
"Over...