The calculated distance (air line) between Mandeville and Ocho Rios is approximately 37 miles respectively 59 kilometers.
By car or train, the actual journey to Ocho Rios is certainly longer, as only the direct route (as the crow flies) between Mandeville and Ocho Rios has been calculated here.
Air line (approximately)
59 kilometers
32 nautical miles