Janu's place would have to be perfect if you want to see Stockholm with a group of friends, it is a very spacious house with all the amenities you would need. With all that and being pretty much around the corner from nightlife and good food, I couldn't recommend this place more for a trip to Stockholm.
(Janu was also very nice and allowed us a later check out, which we very much appreciated!)