The Cholera Joe Hopper LP (not a real person) is on Argo, which was a R&B/Blues/Jazz label in Chicago. You can see the maroon Argo label as Elliot pulls the record from the jacket.
The record that is "Cholera Joe's" is, if you look closely at the label, it's actually by Ahmad Jamal.