The calculated distance (air line) between Frederick and Purcellville is approximately 25 miles respectively 40 kilometers.
By car or train, the actual journey to Purcellville is certainly longer, as only the direct route (as the crow flies) between Frederick and Purcellville has been calculated here.
Air line (approximately)
40 kilometers
22 nautical miles