The calculated distance (air line) between Southam and Chipping Norton is approximately 23 miles respectively 36 kilometers.
By car or train, the actual journey to Chipping Norton is certainly longer, as only the direct route (as the crow flies) between Southam and Chipping Norton has been calculated here.
Air line (approximately)
36 kilometers
20 nautical miles