The calculated distance (air line) between Chipping Norton and Southampton is approximately 72 miles respectively 116 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Chipping Norton and Southampton has been calculated here.
Air line (approximately)
116 kilometers
62 nautical miles