Go to the famous chocolate factory . You need to take a bus or a taxi to get there. Cherry blossoms in bloom too so go and have a look, too bad the lavenders not blooming yet.
Try the crabs . Dont forget the hot springs too either at Jozankei ( nearer to city ) or Noboribetsu ( nearer to airport ).