PRODUCTION-GRADE DATA ENGINEERING

Every result begins with data identity.

HeatSafe records where environmental data came from, how it was retrieved, what it measures, which terms apply, how quality was assessed and whether the exact snapshot can be verified later.

Typed contracts

Observed, forecast, modeled, reanalysis, satellite and synthetic records remain distinct.

Resilient retrieval

Retries, rate limiting, cache TTL, response hashes and metadata.

Quality reports

Duplicates, ranges, units, source URLs, licenses and provider flags.

Verifiable snapshots

Atomic JSONL artifacts, manifests, SHA-256 and record-count verification.

Official-source foundations

NOAA CDO, EPA AQS, EEA Air Quality, NASA FIRMS and ERA5-Land specifications.

Honest status

Implemented, local-normalizer, request-specification and registry-only states are explicit.

Source status

SourceModeStatusRole
NOAA CDO GHCNDToken APIImplemented foundationStation climate observations
US EPA AQSCredentialed APIImplemented foundationRegulatory air-quality monitoring
NASA FIRMSMAP_KEY APIImplemented foundationSatellite active-fire context
EEA Air QualityLocal ParquetNormalizerEuropean station measurements
ERA5-LandCDS credentialsRequest specificationGridded reanalysis
Türkiye sourcesVerification requiredRegistry onlyFuture official-source adapters
Maintained by Faramarz Kowsari Author & Developer profile →