As Minnesota is primarily a hard water state (see Fig 2 ) with high prevalence of ion-exchange home water softeners [ 16 ], and an increasing trend in chloride concentrations (see Fig 1 ), a similar analysis for Minnesota could also represent other hard water states facing this problem.
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Centralized softening as a solution to chloride pollution: An empirical analysis based on Minnesota cities.
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