The fossil is named after its discoverer , Alfred Nicholson Leeds , who discovered it before 1886 near Peterborough , England . The name Leedsichthys means `` Leeds ' fish '' , after the fossil collector Alfred Nicholson Leeds , who discovered it before 1886 near Peterborough , England .