This iconic thoroughbred racing event has been held in CA for almost a century. Southern California is home to the final stop on the Road to the Kentucky Derby the Santa Anita Derby is typically the last prep race before the horses and their jockeys head to Churchill Downs. California is, unsurprisingly, one of the biggest markets when it comes to wagering on horse races.