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Bred in Kentucky by Mrs. Maxwell Wood, Little Missouri was owned and raced by John Ed Anthony's Loblolly Stable of Lake Hamilton, Arkansas. Under trainer Rusty Arnold, he had his best season as a four-year-old in 1986 when he won the Grade I Brooklyn Handicap and the then GII Stuyvesant Handicap, the latter a race his sire Cox's Ridge had won in 1977.