Richmond was the former capital of the confederacy. The Mason-Dixon line is actually at the Pennsylvania-Maryland/Delaware border.
North of Richmond is referencing Washington DC which has a large, fairly poor Black population and its suburbs, which are very rich and somewhat liberal.