The calculated distance (air line) between Madrid and Agua de Dios is approximately 37 miles respectively 60 kilometers.
By car or train, the actual journey to Agua de Dios is certainly longer, as only the direct route (as the crow flies) between Madrid and Agua de Dios has been calculated here.
Air line (approximately)
60 kilometers
32 nautical miles