The calculated distance (air line) between Rawtenstall and Reading is approximately 165 miles respectively 265 kilometers.
By car or train, the actual journey to Reading is certainly longer, as only the direct route (as the crow flies) between Rawtenstall and Reading has been calculated here.
Air line (approximately)
265 kilometers
143 nautical miles