The calculated distance (air line) between Canary Wharf and Chelsea is approximately 7 miles respectively 10 kilometers.
By car or train, the actual journey to Chelsea is certainly longer, as only the direct route (as the crow flies) between Canary Wharf and Chelsea has been calculated here.
Air line (approximately)
10 kilometers
6 nautical miles