The calculated distance (air line) between Tokorozawa and Zama is approximately 22 miles respectively 35 kilometers.
By car or train, the actual journey to Zama is certainly longer, as only the direct route (as the crow flies) between Tokorozawa and Zama has been calculated here.
Air line (approximately)
35 kilometers
19 nautical miles