'The Wizard of Oz,' based on the children's novel, The Wonderful Wizard of Oz, by L. Frank Baum, is a classic of its time, starring Judy Garland as young Dorothy who gets swept away by a tornado from Kansas to the magical land of Oz. The 1939 film was nominated for five Oscars.