The story
From the high riding position and Nelly, an old-fashioned name
Etymology from Wiktionary, CC BY-SA 4.0.
high nelly
Today it means: An old-fashioned utility bicycle, especially one with a step-through frame and high handlebars providing an erect riding posture; a roadster. Full definition →