Ranking methodology
How this city ranking is calculated
We group ZIP profiles by city and state, then rank each city's median—not its maximum. To qualify, a city needs at least 3hardness readings, with at least 3that pass the strict ranking rule and at least 2distinct monitoring sites. 115 cities meet that rule in the current dataset.
Qualification reduces single-site outliers but does not turn environmental observations into utility or household results. Open any city to inspect distance, dates, source alignment, utility associations, and individual ZIP profiles.