The calculated distance (air line) between Riverside and Washington is approximately 21 miles respectively 34 kilometers.
By car or train, the actual journey to Washington is certainly longer, as only the direct route (as the crow flies) between Riverside and Washington has been calculated here.
Air line (approximately)
34 kilometers
18 nautical miles