Soft water refers to water from which most hardness substances (primarily calcium and magnesium ions) have been removed; soft water production involves replacing calcium, magnesium, and other ions in hard water with sodium or potassium ions, a process that includes operation of water treatment equipment, energy consumption, and chemical consumption; the data inventory is formed by merging data from multiple sources.