The story
From flop + house, originally hobo slang, presumably from slang flop (“lie down to sleep”).
First known use, by meaning
- from 20th c. A cheap hotel or boarding house where many people sleep in large rooms.
Etymology from Wiktionary, CC BY-SA 4.0.