Sandy Island, a land mass no larger than Manhattan in the Pacific Ocean, was discovered by James Cook in 1876. When a team of Australian scientists went to survey the island in 2012, they found that there was no island at all! They believe that Cook might have spotted a mass of floating volcanic stone and gas.