Ah, it's ambigaus again, is it?
Trying to overcome the bias in your dataset by introducing a bias of your own won't work. You're just setting yourself up to get a ridiculously (unintentionally) racist image of an "Ethinically Ambigaus" Homer Simpson.
Edit: fixed fucked sentence. Dunno what drugs I was on when I wrote that.