The story
Likely from ragged + time, in reference to its heavy use of syncopation, or from rag, an American dialectal term for a dance ball.
Etymology from Wiktionary, CC BY-SA 4.0.
ragtime
Today it means: A musical form having a rhythm characterized by strong syncopation in the melody with a regularly accented accompaniment. Full definition →