Cytisus scoparius
The title of the song references the Scotch Broom ("Cytisus scoparius") flower, a vibrant yellow flower found throughout Scotland, including Cowdenknowes, a Scottish barony east of the Leader Water (River Leader), 32 miles southeast of Edinburgh in Berwickshire.