Data & Methodology — Hamilton County

Full contaminant data, sample history, and sourcing for Hamilton County. For readers who want to go beyond the summary.

Contaminant Data — All Analytes

76805 total samples analyzed across 21 analytes. Data spans 1957 to 2022.

Contaminant Samples Years Detection Rate Distribution LowModHigh vs. Limit vs. NY Avg
Radon 20 2005–2022 100%
257% of limit ↑ 97% above
Uranium 14 2005–2022 100%
3% of limit ↑ 94% above
Sulfate 38 1957–2006 97%
2% of limit ↓ 89% below
Iron 14 1957–1969 93%
40% of limit ↓ 75% below
Chloride 25 1957–1969 96%
0% of limit ↓ 99% below
Manganese 2 1957 50%
20% of limit ↓ 81% below
Arsenic 3 1971–1972 67%
45% of limit ~ typical
PFOA 1 2022 100%
18% of limit
PFNA 1 2022 100%
4% of limit
PFOS 1 2022 100%
28% of limit
HFPO-DA (GenX) 1 2022 0%
0% of limit
Total Coliform 1 2005 0%
E. coli 1 2005 0%
Fecal Coliform 1 1974 0%
Lead 1 1971 0%
Nitrate 1 1967 0%
Nitrite 1 1969 0%
Sodium 72 1957–2022 100% ↓ 97% below
pH 12 1957–1998 92% ↓ 24% below
Fluoride 1 1957 0%
Hardness 11 2002–2007 100% ↓ 88% below

Distribution shows the share of samples in each concentration band relative to the EPA Maximum Contaminant Level (MCL): Low = below half the MCL, Moderate = between half and the MCL, High = above the MCL. Analytes without an MCL (e.g. sodium, pH) show — in the limit columns. State average is based on county median values across NY.

Data Coverage & Gaps

Well-sampled analytes (15+ samples)

  • Radon 20 samples
  • Sulfate 38 samples
  • Chloride 25 samples
  • Sodium 72 samples

Limited data (<15 samples) — interpret with caution

  • Uranium 14 samples
  • Iron 14 samples
  • Manganese 2 samples
  • Arsenic 3 samples
  • PFOA 1 sample
  • PFNA 1 sample
  • PFOS 1 sample
  • HFPO-DA (GenX) 1 sample
  • Total Coliform 1 sample
  • E. coli 1 sample
  • Fecal Coliform 1 sample
  • Lead 1 sample
  • Nitrate 1 sample
  • Nitrite 1 sample
  • pH 12 samples
  • Fluoride 1 sample
  • Hardness 11 samples

CDC Health Outcome Correlations

Where contaminants detected in Hamilton County have established associations with specific health outcomes, we cross-reference CDC PLACES county-level prevalence data. This is a contextual signal, not a causal claim.

Contaminant Associated Condition Hamilton County Prevalence NY Average Source Year
Uranium Kidney disease rate 2.8% 2.9% 2020
Radon Cancer prevalence 6.1% 6.7% 2020

Source: CDC PLACES county-level estimates. Raw data: Download Hamilton County CDC PLACES data →

Data Sources

This report aggregates data from the following public databases:

Methodology

Raw records are downloaded from the Water Quality Portal and normalized to µg/L (ppb). Records are deduplicated by sample ID and date, and certified outliers are excluded. Analyte names are mapped to EPA canonical forms. Detection rates, distribution bands, and MCL comparisons are computed from the normalized dataset.

Distribution bands use the EPA Maximum Contaminant Level as the threshold: concentrations below 50% of the MCL are classed as Low, between 50% and 100% as Moderate, and above 100% as High. For analytes without an MCL (sodium, hardness, pH), distribution is not computed.

State comparison uses the median of county median values across all counties in NY with at least one sample for that analyte.

Last updated: 2026-05-27

Full methodology →