Yes, please keep the same GHIN number to transfer clubs.
Should you join a new club and/or golf association, please do so using your existing GHIN number. This will allow you to keep your score history. However, please know that your NCGA membership is non-transferable, meaning that you will need to pay for another membership with each club that you join and there are no discounts for having different Association memberships.