Going out there for a week from Sunday. Went for a long weekend last year so have done Blue Lagoon, Golden Circle etc but what else should we do?

We won't be driving so would have to be in and around Reykjavik or accessible via public transport etc. Anything and everything please champs. THANK YOU.