The calculated distance (air line) between Socorro and Villavicencio is approximately 163 miles respectively 262 kilometers.
By car or train, the actual journey to Villavicencio is certainly longer, as only the direct route (as the crow flies) between Socorro and Villavicencio has been calculated here.
Air line (approximately)
262 kilometers
141 nautical miles