The story
Probably a misunderstanding of the Latin name Cornus florida, which incorporates Latin florida (“flowery”) and not English Florida (“a state”).
Etymology from Wiktionary, CC BY-SA 4.0.
Florida dogwood
Today it means: Synonym of flowering dogwood (“Cornus florida”). Full definition →