The calculated distance (air line) between Earls Barton and Reading is approximately 57 miles respectively 91 kilometers.
By car or train, the actual journey to Reading is certainly longer, as only the direct route (as the crow flies) between Earls Barton and Reading has been calculated here.
Air line (approximately)
91 kilometers
49 nautical miles