What is Rough: For shots in the rough around greens (under 20 yards), where you typically chip or pitch from, are those to be classified as rough ?

Yes, they should be classified as rough. The “condition” of the shot is rough if the ball is in the rough, independent of the distance of the ball to the hole (i.e., over or under 20 yards does not matter).