The calculated distance (air line) between Chalk Farm and Reading is approximately 36 miles respectively 58 kilometers.
By car or train, the actual journey to Reading is certainly longer, as only the direct route (as the crow flies) between Chalk Farm and Reading has been calculated here.
Air line (approximately)
58 kilometers
31 nautical miles