Communities. 1  East ParkâA hamlet east of Hyde Park village. 2  HavilandâA community in the southern part of the town. 3  Hyde ParkâThe hamlet of Hyde Park is on Route 9 near the Hudson River. 4  StaatsburgâA hamlet by the Hudson River in the northwest part of the town.