Are your peruvians wild caught? If so, they'll like a soft, acidic water.
@WestTex, home water softeners do not add too much benefit to fish, because instead of calcium and magnesium, which cause hardness, they add a ton of sodium instead. So the fish dont really feel the benefits of the artificially softened water.