The calculated distance (air line) between Yokohama and Kokubunji is approximately 21 miles respectively 34 kilometers.
By car or train, the actual journey to Kokubunji is certainly longer, as only the direct route (as the crow flies) between Yokohama and Kokubunji has been calculated here.