Is "high country" typically longitude or altitude?

Altitude. EDIT: actually, as opposed to what another answerer claims, it has absolutely nothing to do with the all around elevation of an entire country. The terms applies solely to mountain ranges, not countries. Yes athletes do like to train at altitude, i.e. Colorado Springs, which has an Olympic training center and is far above sea level, but it is not the high country.