The calculated distance (air line) between Reisterstown and Washington is approximately 41 miles respectively 66 kilometers.
By car or train, the actual journey to Washington is certainly longer, as only the direct route (as the crow flies) between Reisterstown and Washington has been calculated here.
Air line (approximately)
66 kilometers
36 nautical miles