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Data Quality Layers — see CONTRIBUTING.md

What data is missing or estimated? Each automated check below (schema, sentinel, bounds, freshness, plausibility) runs daily and reports pass/fail — a failing layer means a dataset needs a maintainer's attention, not that the whole site is broken.

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Place-Level Data Coverage — TIGER 2024 spatial join

The dashboard mixes two CHAS methodologies depending on the place: tract-aggregated (TIGER 2024 spatial join — accurate for cross-county jurisdictions like Erie, Aurora, Longmont) and primary-county fallback (used when the place isn’t in TIGER coverage). This panel shows the buckets explicitly so the methodological provenance is auditable.

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API Configuration — maintainer setup, not needed to use the site

API Key Setup — maintainer setup, not needed to use the site

Keys entered here are saved to your browser's localStorage and loaded automatically on each visit. They are never sent to any server. For CI/CD, add them as GitHub Secrets.

Data Source Health

Where our data comes from, and how fresh it is right now — every row below is a dataset that feeds into the site's tools.

Source Local File Last Refreshed Notes

Pipeline Log — recent automated data-check activity