My first recommendation of a good Japanese supermarket is the Rice Wine Shop. It is on Brewer Street in Soho. The main reason for recommending this shop is their prices. The prices are much cheaper than the Arigato Supermarket which is just down the road. Here's a map to show where the Rice Wine Shop is located.