Source.
It seems as though the people of northern Somalia were distinct from those who lived in Southern Somalia at the Buur Heybe site.
I wonder if these people were the ones to draw the Laas Geel paintings, also they could explain some of the East African lineages only found in HOAs as they extended far into Ethiopia.
More about this culture here.
More about the variants here.