Question: Ocean Beach is a villiage on Fire Island which is located in one of ten towns in Suffold County New York; Where is it located?

full_context: Document 1: Atlantic Beach, New York: Atlantic Beach is an affluent village off the South Shore of Long Island in the Town of Hempstead, Nassau County, New York. It is located on Long Beach Barrier Island, one of the outer barrier islands which it shares with Long Beach, East Atlantic Beach, Atlantic Beach Estates, Lido Beach and Point Lookout.
Document 2: West Islip, New York: West Islip is a hamlet and CDP located in the Town of Islip in Suffolk County, New York, United States. Situated on the South Shore of Long Island, the population of the CDP was 28,335 at the time of the 2010 census.
Document 3: Bay Shore, New York: Bay Shore is a hamlet and census-designated place (CDP) in the Town of Islip, Suffolk County, New York, United States. It is situated on the South Shore of Long Island, adjoining the Great South Bay. In 2008, Bay Shore celebrated the 300th anniversary of the purchase of the land from the Secatogue Native Americans. The population of the CDP was 26,337 at the time of the 2010 census.
Document 4: Fire Island Lighthouse: The Fire Island Lighthouse is a visible landmark on the Great South Bay, in southern Suffolk County, New York on the western end of Fire Island, a barrier island off the southern coast of Long Island. The lighthouse is located within Fire Island National Seashore and just to the east of Robert Moses State Park. It is part of the Fire Island Light Station which contains the light, keepers quarters, the lens building containing the original first-order Fresnel lens, and a boat house.
Document 5: Suffolk County, New York: Suffolk County is a suburban county on Long Island and the easternmost county in the U.S. state of New York. As of the 2010 census, the county's population was 1,493,350, estimated to have decreased to 1,492,583 in 2016, making it the fourth-most populous county in New York. Its county seat is Riverhead, though most county offices are located in Hauppauge. The county was named after the county of Suffolk in England, from where its earliest European settlers came.
Document 6: Islip Terrace, New York: Islip Terrace is a hamlet and census-designated place (CDP) in the Town of Islip in Suffolk County, New York, United States. The population was 5,389 at the 2010 census.
Document 7: Long Island MacArthur Airport: Long Island MacArthur Airport (also known as Islip Airport) (IATA: ISP, ICAO: KISP, FAA LID: ISP) is a public airport on Long Island, in Ronkonkoma, Town of Islip, Suffolk County, New York. The Town owns and operates the airport, which serves about two million commercial passengers a year, as well as general aviation. Long Island MacArthur Airport (LIMA) covers 1,311 acres (531 ha) and has four runways and two helipads.
Document 8: Islip, New York: Islip ( ) is one of ten towns in Suffolk County, New York (USA). Located on the South Shore of Long Island, the town population was 335,543 at the 2010 census. Within the Town of Islip is a smaller, unincorporated hamlet and census-designated place also named Islip.
Document 9: Cupsogue Beach County Park: Cupsogue Beach County Park is a 296 acre park at the east end of Fire Island and the west end of Westhampton Island, known locally as Dune Road, one of Long Island's easternmost barrier islands. The park is surrounded by the Atlantic Ocean, Moriches Inlet and Moriches Bay.
Document 10: Ocean Beach, New York: Ocean Beach is a village in the southern part of the Town of Islip, on Fire Island, within Suffolk County, New York, United States.
Document 11: Fire Island: Fire Island is the large center island of the outer barrier islands parallel to the south shore of Long Island, New York. In 2012, Hurricane Sandy once again divided Fire Island into two islands. Together, these two islands are approximately 31 mi long and vary between 160 and wide. Fire Island is part of Suffolk County. It lies within the towns of Babylon, Islip, and Brookhaven, containing two villages and a number of hamlets. All parts of the island not within village limits are part of the Fire Island census-designated place (CDP), which had a permanent population of 292 at the 2010 census, though that expands to thousands of residents and tourists during the summer months.
Document 12: Tobay Beach: Tobay Beach is a restricted access recreational beach located in the middle of Jones Beach Island, a barrier island off the South Shore of Long Island, New York in Nassau County, New York within the Massapequa 11758 Zipcode. Its name is an acronym for the Town of Oyster Bay, which owns and manages the beach. Residents of the town are allowed entry, with limited access for non-residents.
Document 13: Outer barrier: The outer barrier, also known as the Long Island and New York City barrier islands, refers to the string of barrier islands that divide the lagoons south of Long Island, New York from the Atlantic Ocean. These islands include Coney Island, Long Beach Barrier Island, Island Park, Jones Beach Island, Fire Island and Westhampton Island. The outer barrier extends 75 mi along the South Shore of Long Island, from Rockaway Beach on the New York City/Nassau County border from Long Beach Barrier Islands' western edge, to Suffolk County's east end of Shinnecock Bay.
Document 14: Babylon, New York: Babylon is one of ten towns in Suffolk County, New York, United States. Located on Long Island, the town population was 214,191 as of the 2014 census. Parts of Jones Beach Island, Captree Island and Fire Island are in the southernmost part of the town. It borders Nassau County to the West, and the Atlantic Ocean to the South. At its westernmost point, its location is approximately 20 mi from New York City at the Queens border, and approximately 30 mi from Manhattan. There is also a village of Babylon located within the town.
Document 15: Cherry Grove, New York: Cherry Grove (often referred to locally as The Grove) is a hamlet in the Town of Brookhaven, Suffolk County, New York, United States. It is located on Fire Island, a barrier island separated from the southern side of Long Island by the Great South Bay. The hamlet has approximately 300 houses on 41 acre , a summer seasonal population of 2,000 and a year-round population of 15.
ground_truth: Islip