The script was written in the fall of 2014 but wasn't filmed until the spring of 2017.
As part of the set decoration and costumes, the character of Barnes is often seen wearing or near cat related items. Charlie, on the other hand, is often seen with or around alcohol.
During the opening scene, Charlie is supposedly watching 'The Midnight Sleuth', however, it's actually the movie The World's End (2013).