The calculated distance (air line) between Reading and Southampton is approximately 43 miles respectively 68 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Reading and Southampton has been calculated here.
Air line (approximately)
68 kilometers
37 nautical miles