On March 10, 1933, an earthquake occurred during production, and a Paramount newsreel featured what was presented as footage of cast members on the set reacting as it struck. A documentary featurette on W. C. Fields accompanying the film's DVD release, however, reveals that Fields and director Sutherland faked the footage for the publicity. The actual earthquake, centered off nearby Long Beach, caused widespread major damage to unreinforced masonry and about 120 consequent fatalities. A 1976 episode of the television series "In Search Of..." that dealt with earthquakes showed the footage.