Yes, you do, for every account held. Without these your application will not be accepted. If you do not have these to hand you will need to request them from your bank or download and print from the internet.
Also, please be aware that any transactions over £100 should be accompanied with a written explanation.
Do I really need to supply 3 months bank statements?