The E-Flat Man is a 1935 American short comedy film featuring Buster Keaton.
They take cover on a local farm and hide in a hay bale and in the morning given jobs on the farm: Elmer as a farmhand and his girlfriend as a maid but are soon forced to leave after their description is given again over the farmhouse radio Back at the station the real robbers are apprehended.
Morning arrives and Elmer and his girlfriends are pursued through the cornfields by the police and eventually take cover in a train, not knowing that the compartment they have jumped into is a ventilated refrigerator and they are forced to start a fire to stay warm.
The pair decide to turn themselves in but upon arriving at police headquarters they are taken to another room reserved for marriages and presumably are exonerated of the crimes and married.
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