Local-first environmental data trust pipeline for simulated field sensor observations, with schema validation, semantic QA/QC, station provenance checks, intake routing, and human-review safeguards before public use.
python json-schema provenance civic-tech water-quality sensor-data environmental-monitoring data-governance qaqc local-first environmental-data fail-closed human-review clear-lake
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Updated
Jun 29, 2026 - Python