Born into poverty in Iowa, Sunday spent some years at the Iowa Soldiers' Orphans' Home before working at odd jobs and playing for local running and baseball teams. His speed and agility provided him the opportunity to play baseball in the major leagues for eight years, where he was an average hitter and a good fielder known for his base-running.
