"Agbada" is not a Yoruba clothing.
It is a desert clothing that got to Yorubas through Nupe, who got it from Hausa & Fulani, who in turn with Kanuri got it from the Saharan trade.
Popularly known as "Boubou" from its Wolof name "Mbubb", Boubou was designed for desert survival