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From the American Slang Dictionary, By James Maitland:
"so called because many of them live in St. John's Wood, London."
From: The Soiled Dove;
A Biography of a Fast Young Lady Familiarly Known as “The Kitten"
By William Stevens Hayward, 1865
Dolly in Grief