The calculated distance (air line) between Fuencarral-El Pardo and Chamberí is approximately 5 miles respectively 8 kilometers.
By car or train, the actual journey to Chamberí is certainly longer, as only the direct route (as the crow flies) between Fuencarral-El Pardo and Chamberí has been calculated here.
Air line (approximately)
8 kilometers
4 nautical miles