- The idea for this film began when Buster Keaton learned of a large passenger ship that was due to be scrapped. Seeing an opportunity, he purchased the ship for a low price and proceeded to build a story around this massive prop.
- The real name of the boat used in the movie was 'Buford'. It had been used in the late teens to deport suspected Bolsheviks from the United States, shortly before it was decommissioned.
- The underwater scenes of Buster Keaton trying to repair the ship in full diving gear were originally intended to be filmed in the local municipal swimming pool. However, the pool was not deep enough, so higher retaining walls were built around the edges, to hold more water. Unfortunately, the weight of the additional water broke the bottom of the pool, and Keaton had to pay for the repair. The production was moved to Lake Tahoe, where the water was very clear, but so cold that Keaton could only stay under for ten minutes at a time. The camera crew was sent down in a watertight box, with ice packed around the camera to keep the lense from fogging over.
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