The calculated distance (air line) between Chipping Norton and Cardiff is approximately 77 miles respectively 124 kilometers.
By car or train, the actual journey to Cardiff is certainly longer, as only the direct route (as the crow flies) between Chipping Norton and Cardiff has been calculated here.
Air line (approximately)
124 kilometers
67 nautical miles