The calculated distance (air line) between Duitama and Villa de Leyva is approximately 36 miles respectively 58 kilometers.
By car or train, the actual journey to Villa de Leyva is certainly longer, as only the direct route (as the crow flies) between Duitama and Villa de Leyva has been calculated here.
Air line (approximately)
58 kilometers
31 nautical miles