 On September 24, 1903, Anderson tried to steal second base when the base was already occupied.This particular mistake was often referred to as a "John Anderson play" in the early part of the century 

Anderson was dealt to the New York Highlanders before the season in exchange for Jack O'Connor.He played one full season in New York and batted .278 with the club.