offdiagonal

Provenance

Trace each channel to its producer, processing level and licence. The full ledger and derived-layer recipes remain below.

registered channels

176

17 upstream producers

observed channels

22

116 model-output channels

corpus entities

1,366

cross_domain_envelope

earliest observation

1553-01-01

through 2026-10-25 13:00Z

Processing path

Atomic channels remain authoritative as records pass through each declared stage.

01 sources→
02 normalized evidence→
03 point in time feature snapshots→
04 state layers→
05 indicators→
06 inferred states→
07 forecasts scenarios→
08 intelligence claims

raw

3

aggregated

33

derived

24

modelled

116

Originating producers

Credited to the institution behind the measurement, not its delivery gateway. 23 of 176 channels arrived through a proxy; unresolved origins stay unresolved.

Supplier attribution method

Aggregators such as Open-Meteo, OpenWeather, OpenAQ, GBIF and OBIS are gateways. Select a producer to inspect its channels, gateways, processing levels and licences in the registry below.

Inspect channel ledger · 176 channels

Channel registry

Each row is a persisted channel: unit, class, processing level, supplier, native resolution, licence and publication lag.

channeldomainunitclassleveloriginating producergatewaynative res.laglicence
obs.pm25AIRµg/m³observedaggregatedGovernment reference monitoring networks · Regulatory air-quality station reportsOpenAQ / AirNow / U.S. Embassy (proxy)station point1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.pm10AIRµg/m³observedaggregatedGovernment reference monitoring networks · Regulatory air-quality station reportsOpenAQ / AirNow / U.S. Embassy (proxy)station point1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.no2AIRµg/m³observedaggregatedGovernment reference monitoring networks · Regulatory air-quality station reportsOpenAQ / AirNow / U.S. Embassy (proxy)station point1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.o3AIRµg/m³observedaggregatedGovernment reference monitoring networks · Regulatory air-quality station reportsOpenAQ / AirNow / U.S. Embassy (proxy)station point1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.so2AIRµg/m³observedaggregatedGovernment reference monitoring networks · Regulatory air-quality station reportsOpenAQ / AirNow / U.S. Embassy (proxy)station point1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.coAIRµg/m³observedaggregatedGovernment reference monitoring networks · Regulatory air-quality station reportsOpenAQ / AirNow / U.S. Embassy (proxy)station point1.0hSource-specific OpenAQ terms / US-Public-Domain
model.pm25_airwatch_calibratedAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.pm25_cams_bias_adjustedAIRµg/m³model outputmodelledECMWF Copernicus Atmosphere Monitoring Service (CAMS) · CAMS global/European atmospheric composition forecastAirWatch via Open-Meteo/CAMS (proxy)ward0sSource-specific Copernicus CAMS / Open-Meteo terms
model.pm25_airwatch_calibrated_lowerAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.pm25_airwatch_calibrated_upperAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.no2_airwatch_calibratedAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.no2_airwatch_calibrated_lowerAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.no2_airwatch_calibrated_upperAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.o3_airwatch_calibratedAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.o3_airwatch_calibrated_lowerAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.o3_airwatch_calibrated_upperAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.confidence_level_airwatch_calibrated_pm25AIR0-1model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.confidence_level_airwatch_calibrated_no2AIR0-1model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.confidence_level_airwatch_calibrated_o3AIR0-1model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.pm25_airwatch_gat_candidateAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.pm25_airwatch_gat_candidate_lowerAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.pm25_airwatch_gat_candidate_upperAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.confidence_level_airwatch_gat_candidate_pm25AIR0-1model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.no2_airwatch_gat_candidateAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.no2_airwatch_gat_candidate_lowerAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.no2_airwatch_gat_candidate_upperAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.confidence_level_airwatch_gat_candidate_no2AIR0-1model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.o3_airwatch_gat_candidateAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.o3_airwatch_gat_candidate_lowerAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.o3_airwatch_gat_candidate_upperAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.confidence_level_airwatch_gat_candidate_o3AIR0-1model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.pm25_airwatch_persistence_referenceAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.no2_airwatch_persistence_referenceAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
model.o3_airwatch_persistence_referenceAIRµg/m³model outputmodellednotflat.world internal model familyAirWatchward0sQuakePulse model output
obs.event_countEARTHevents/dayobservedaggregatedUS Geological Survey · ANSS Comprehensive Earthquake CatalogUSGSglobal event point15mUS-Public-Domain
obs.max_magnitudeEARTHmagnitudeobservedaggregatedUS Geological Survey · ANSS Comprehensive Earthquake CatalogUSGSglobal event point15mUS-Public-Domain
obs.mean_depth_kmEARTHkmobservedaggregatedUS Geological Survey · ANSS Comprehensive Earthquake CatalogUSGSglobal event point15mUS-Public-Domain
quality.network_countEARTHcountderivedderivednotflat.world internal model familyEarthWatchtectonic region15mQuakePulse derived output
model.probability_m4_regionalEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.probability_m4_regional_lowerEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.probability_m4_regional_upperEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.probability_m5_regionalEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.probability_m5_regional_lowerEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.probability_m5_regional_upperEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.probability_m4_etasEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtriggering-event tectonic region0sQuakePulse model output
model.probability_m5_etasEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtriggering-event tectonic region0sQuakePulse model output
model.probability_m6_etasEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchtriggering-event tectonic region0sQuakePulse model output
model.expected_aftershock_count_etasEARTHcountmodel outputmodellednotflat.world internal model familyEarthWatchtriggering-event tectonic region0sQuakePulse model output
model.anomaly_scoreEARTHscoremodel outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.is_anomalyEARTH0|1model outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.rate_ratio_7dEARTHratiomodel outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.rate_ratio_24hEARTHratiomodel outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.magnitude_shiftEARTHmagnitudemodel outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.depth_shiftEARTHkmmodel outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.swarm_scoreEARTHscoremodel outputmodellednotflat.world internal model familyEarthWatchtectonic region0sQuakePulse model output
model.sequence_progression_traffic_lightEARTHordinal 0-2model outputmodellednotflat.world internal model familyEarthWatchearthquake cluster0sQuakePulse model output
model.sequence_progression_productivity_ratioEARTHratiomodel outputmodellednotflat.world internal model familyEarthWatchearthquake cluster0sQuakePulse model output
model.sequence_progression_escalation_probabilityEARTH0-1model outputmodellednotflat.world internal model familyEarthWatchearthquake cluster0sQuakePulse model output
derived.sst_cSEA°CderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendCopernicus Marine / Open-Meteo (proxy)model grid at monitoring site24.0hCopernicus-Marine-Service / CC-BY-4.0
derived.sst_anomaly_cSEA°CderivedaggregatedCopernicus Marine Service (Mercator Ocean International)NOAA / Copernicus Marinemodel grid at monitoring site24.0hUS-Public-Domain / Copernicus-Marine-Service
derived.wave_height_mSEAmderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at monitoring site24.0hCC-BY-4.0
derived.wave_period_sSEAsderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at monitoring site24.0hCC-BY-4.0
derived.chlorophyllSEAmg/m³derivedderivedNASANASA PACEsatellite pixel aggregated to region24.0hUS-Public-Domain
derived.dhwSEA°C-weeksderivedaggregatedNOAANOAA Coral Reef Watch5 km grid24.0hUS-Public-Domain
derived.oc_chlorophyll_indexSEArelative indexderivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_turbidity_indexSEArelative indexderivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_cyanobacteria_fractionSEA0-1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_water_fractionSEA0-1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_stressed_fractionSEA0-1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndreSEA-1..1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndwiSEA-1..1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
obs.sst_cSEA°CobservedaggregatedNOAANOAA Coral Reef Watch5 km reef-zone grid24.0hUS-Public-Domain
model.sst_anomaly_nowcastSEA°Cmodel outputmodellednotflat.world internal model familySeaWatchmonitoring site0sQuakePulse model output
model.marine_heatwave_anomalySEA°Cmodel outputmodellednotflat.world internal model familySeaWatchmonitoring region0sQuakePulse model output
model.marine_heatwave_consecutive_daysSEAdaysmodel outputmodellednotflat.world internal model familySeaWatchmonitoring region0sQuakePulse model output
model.sst_open_meteoSEA°Cmodel outputmodelledNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)reef-zone model grid0sCC-BY-4.0
model.sst_crw_persistenceSEA°Cmodel outputmodelledNOAANOAA Coral Reef Watch5 km reef-zone grid0sUS-Public-Domain
model.sst_seawatch_lgbmSEA°Cmodel outputmodellednotflat.world internal model familyQuakePulse SeaWatchreef-zone model grid0sQuakePulse model-output terms
derived.ndviAGRICULTURE-1..1derivedderivedESA / European Commission CopernicusCopernicusscene pixel aggregated to district24.0hCopernicus-Data-Space-Legal-Notice
derived.ndreAGRICULTURE-1..1derivedderivedESA / European Commission CopernicusCopernicusscene pixel aggregated to district24.0hCopernicus-Data-Space-Legal-Notice
derived.eviAGRICULTURE-1..1derivedderivedESA / European Commission CopernicusCopernicusscene pixel aggregated to district24.0hCopernicus-Data-Space-Legal-Notice
derived.stressed_fractionAGRICULTURE0-1derivedderivednotflat.world internal model familyAgroWatchdistrict24.0hQuakePulse derived output
model.water_stressAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.yield_anomaly_pctAGRICULTURE%model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.trained_yield_anomaly_pctAGRICULTURE%model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.trained_yield_confidenceAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.crop_stress_drought_probabilityAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.crop_stress_waterlogging_probabilityAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.crop_stress_heat_probabilityAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.crop_stress_frost_probabilityAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.crop_stress_pest_probabilityAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.crop_stress_disease_probabilityAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.crop_stress_confidenceAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.ndvi_integralAGRICULTUREindex-daysmodel outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.ndvi_baseline_integralAGRICULTUREindex-daysmodel outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.precip_p10_mmAGRICULTUREmm/weekmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.precip_p50_mmAGRICULTUREmm/weekmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.precip_p90_mmAGRICULTUREmm/weekmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.temp_max_p50_cAGRICULTURE°Cmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.temp_min_p50_cAGRICULTURE°Cmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.temp_mean_p50_cAGRICULTURE°Cmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.et0_p50_mmAGRICULTUREmm/weekmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.soil_moisture_p50AGRICULTUREm³/m³model outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.soil_moistureAGRICULTUREm³/m³model outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.ensemble_relative_above_meanAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sOpen-Meteo GFS ensemble output
model.climate_mean_temp_cAGRICULTURE°Cmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.climate_total_precip_mmAGRICULTUREmm/yearmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.climate_mean_soil_moistureAGRICULTUREm³/m³model outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.climate_total_et0_mmAGRICULTUREmm/yearmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.climate_drought_daysAGRICULTUREdays/yearmodel outputmodellednotflat.world internal model familyAgroWatchdistrict centroid0sQuakePulse model output
model.ozone_aot40_ppb_hAGRICULTUREppb·hmodel outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.mean_o3_ugm3AGRICULTUREµg/m³model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.ozone_relative_yield_loss_pctAGRICULTURE%model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.biophysical_cab_ug_cm2AGRICULTUREµg/cm²model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.biophysical_cw_cmAGRICULTUREcmmodel outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.biophysical_cm_g_cm2AGRICULTUREg/cm²model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.biophysical_laiAGRICULTUREm²/m²model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.biophysical_cab_uncertaintyAGRICULTUREµg/cm²model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.biophysical_cw_uncertaintyAGRICULTUREcmmodel outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.biophysical_cm_uncertaintyAGRICULTUREg/cm²model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.biophysical_lai_uncertaintyAGRICULTUREm²/m²model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.crop_type_confidenceAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.disease_similarityAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.pest_risk_scoreAGRICULTURE0-1model outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
model.ndre_recovery_stageAGRICULTUREordinal stagemodel outputmodellednotflat.world internal model familyAgroWatchdistrict0sQuakePulse model output
derived.t2m_cAGRICULTURE°CderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid aggregated to district centroid24.0hCC-BY-4.0
derived.precip_mmAGRICULTUREmm/dayderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid aggregated to district centroid24.0hCC-BY-4.0
derived.soil_moistureAGRICULTUREm³/m³derivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at district centroid24.0hCC-BY-4.0
obs.soil_moistureAGRICULTUREm³/m³observedrawnotflat.world internal model familyAgroWatch field reportsreported district location0sQuakePulse user-contributed data
obs.irrigation_mmAGRICULTUREmmobservedrawnotflat.world internal model familyAgroWatch field reportsreported district location24.0hQuakePulse user-contributed data
obs.yield_t_haAGRICULTUREt/haobservedrawnotflat.world internal model familyAgroWatch field reportsreported district location24.0hQuakePulse user-contributed data
derived.t2m_cURBAN°CderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at city centroid1.0hCC-BY-4.0
derived.apparent_temp_cURBAN°CderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at city centroid1.0hCC-BY-4.0
obs.apparent_temp_cURBAN°CobservedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)0.25° reanalysis grid sampled at city centroid120.0hCC-BY-4.0
derived.rh_pctURBAN%derivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at city centroid1.0hCC-BY-4.0
derived.wind_msURBANm/sderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at city centroid1.0hCC-BY-4.0
derived.precip_mmURBANmmderivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at city centroid1.0hCC-BY-4.0
quality.cloud_cover_pctURBAN%derivedaggregatedNational weather services (ECMWF IFS, NOAA GFS, DWD ICON, Météo-France ARPEGE/AROME) · Multi-model NWP blendOpen-Meteo (proxy)model grid at city centroid1.0hCC-BY-4.0
model.peak_apparent_c_incumbentURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.apparent_temp_c_incumbentURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.apparent_temp_lower_c_incumbentURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.apparent_temp_upper_c_incumbentURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.apparent_temp_c_historical_climatologyURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.apparent_temp_lower_c_historical_climatologyURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.apparent_temp_upper_c_historical_climatologyURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.peak_lower_c_incumbentURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.peak_upper_c_incumbentURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.uhi_counterfactual_cURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.uhi_counterfactual_lower_cURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.uhi_counterfactual_upper_cURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.compound_risk_signalURBAN1model outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.peak_apparent_c_historical_climatologyURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.peak_lower_c_historical_climatologyURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.peak_upper_c_historical_climatologyURBAN°Cmodel outputmodellednotflat.world internal model familyUrbanWatchcity0sQuakePulse model output
model.climate_valueURBANvariable-specificmodel outputmodellednotflat.world internal model familyUrbanWatchcity centroid0sQuakePulse model output
model.climate_anomalyURBANvariable-specificmodel outputmodellednotflat.world internal model familyUrbanWatchcity centroid0sQuakePulse model output
model.climate_baselineURBANvariable-specificmodel outputmodellednotflat.world internal model familyUrbanWatchcity centroid0sQuakePulse model output
derived.oc_brightness_meanURBANrelative reflectancederivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_whiteness_fractionURBAN0-1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_haze_hotURBANrelative indexderivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndreURBAN-1..1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_moisture_indexURBAN-1..1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndbiURBAN-1..1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndwiURBAN-1..1derivedderivedOpen Cosmos · Smallsat constellation imageryOpen CosmosOpen Cosmos scene footprint24.0hOpen Cosmos Research & Non-Commercial EULA
obs.record_countGLOBAL CONTEXTrecords/dayobservedaggregatedGlobal Context sourcesGlobal Context sourcessource contract or ISO3 country unit15mSource-specific: see meta.evidence_sources for per-provider terms
obs.alert_countGLOBAL CONTEXTalerts/dayobservedaggregatedEuropean Commission Joint Research Centre & UN OCHA · Global Disaster Alert and Coordination SystemGDACSpoint + country list24.0hSource-specific: GDACS terms of use
obs.report_countGLOBAL CONTEXTreports/dayobservedaggregatedUN OCHAReliefWeb / OCHAfree-text region1.0hSource-specific: ReliefWeb terms of use
obs.indicator_countGLOBAL CONTEXTindicator rows/dayobservedaggregatedWorld Bank (national statistical offices)World Bank / WHO GHO (proxy)ISO3 admin unit24.0hSource-specific: World Bank CC-BY-4.0 / WHO GHO terms
obs.observation_countGLOBAL CONTEXToccurrences/dayobservedaggregatedGBIF participant institutionsGBIF / OBIS (proxy)point24.0hSource-specific: GBIF/OBIS CC0, CC-BY or CC-BY-NC per dataset
obs.event_countGLOBAL CONTEXTevents/dayobservedaggregatedUppsala Conflict Data ProgramUCDPpoint24.0hSource-specific: UCDP terms of use
obs.geolocated_countGLOBAL CONTEXTrecords/dayobservedaggregatedGlobal Context sourcesGlobal Context sourcespoint24.0hSource-specific: per contributing provider
obs.severity_maxGLOBAL CONTEXTordinal 0-3derivedderivedEuropean Commission Joint Research Centre & UN OCHA · Global Disaster Alert and Coordination SystemGDACScountry list24.0hSource-specific: GDACS terms of use
obs.fatalities_bestGLOBAL CONTEXTpersons/dayobservedaggregatedUppsala Conflict Data ProgramUCDPpoint24.0hSource-specific: UCDP terms of use
quality.flagged_countGLOBAL CONTEXTrecords/dayderivedderivednotflat.worldnotflat.worldn/a24.0hCC-BY-4.0
quality.provenance_complete_countGLOBAL CONTEXTrecords/dayderivedderivednotflat.worldnotflat.worldn/a24.0hCC-BY-4.0
quality.source_countGLOBAL CONTEXTsources/dayderivedderivednotflat.worldnotflat.worldn/a24.0hCC-BY-4.0
Inspect the full model and channel registry

Model and channel registry

Persisted in our own database from the captured corpus metadata. Every model: family, method, inputs, horizon, uncertainty and what it is scored against. Every channel: real upstream producer, product, unit, native resolution, publication lag and licence.

MEASURED
33 models · 177 channels · 24 providers · captured 2026-09-22

family

empirical-biophysical-surrogate

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

earth-system-climate-projection

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

heuristic-spectral-classifier

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

crop-stress-classifier

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

spectral-similarity-reference

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

exposure-response

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

rule-based-hazard

horizon

declared by supported-horizon metadata

uncertainty

none

scored against

—

family

phenology-aware-stress-recovery

horizon

current state

uncertainty

none

scored against

—

family

external-ensemble-weather

horizon

declared by supported-horizon metadata

uncertainty

quantiles · 80%

scored against

—

family

trained-yield-regressor

horizon

zero-hour current-state prediction

uncertainty

none

scored against

—

family

rule-based-water-balance

horizon

current state

uncertainty

none

scored against

—

family

vegetation-index-anomaly

horizon

current season

uncertainty

none

scored against

—

family

airwatch-calibrated-forecast

horizon

1-72 hours

uncertainty

interval · 80%

scored against

obs.pm25

family

airwatch-calibrated-forecast

horizon

1-72 hours

uncertainty

interval · 90%

scored against

—

family

airwatch-calibrated-forecast

horizon

1-72 hours

uncertainty

interval · 90%

scored against

—

family

airwatch-calibrated-forecast

horizon

1-72 hours

uncertainty

interval · 80%

scored against

obs.pm25

family

open-meteo-cams-regional-bias-adjusted

horizon

calculated from exact persisted import receipt time to target time

uncertainty

none

scored against

obs.pm25

family

airwatch-gat-candidate

horizon

1-72 hours

uncertainty

interval · 90%

scored against

—

family

airwatch-persistence-reference

horizon

1-72 hours

uncertainty

none

scored against

—

family

isolation-forest-seismic-anomaly

horizon

current state

uncertainty

none

scored against

—

family

etas-rj1989

horizon

6, 12, 24, 48, 72, or 168 hours

uncertainty

none

scored against

—

family

regional-ordinal-lgbm

horizon

24, 72, or 168 hours

uncertainty

interval · 90%

scored against

—

family

earthquake-sequence-progression

horizon

current state

uncertainty

none

scored against

—

family

noaa-crw-sst-persistence

horizon

declared per row

uncertainty

none

scored against

obs.sst_c

family

marine-heatwave-episode

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

seawatch-sst-lgbm

horizon

declared per row; sparse horizons omitted

uncertainty

none

scored against

obs.sst_c

family

open-meteo-marine-sst

horizon

declared per row

uncertainty

none

scored against

obs.sst_c

family

sst-anomaly-nowcast

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

urbanwatch-climate-projection

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

historical-observation-climatology

horizon

declared per row

uncertainty

interval · 80%

scored against

—

family

compound-risk

horizon

exact lead is declared on every row

uncertainty

none

scored against

—

family

numerical-weather-heat-forecast

horizon

declared per row

uncertainty

interval · 80%

scored against

—

family

uhi-counterfactual

horizon

declared by supported-horizon metadata

uncertainty

none

scored against

—

channels by real upstream provider (not the gateway we fetched through)

AgroWatch 45 channels · Vegetation stress fraction, Persisted probability precipitation is above normal, Leaf chlorophyll surrogate estimate
channeldomainclassunitproductspatialcadencelaglicence
derived.stressed_fractionAGRICULTUREderived0-1Vegetation stress fractiondistrictper usable scene24.0hQuakePulse derived output
model.above_normal_precip_probabilityAGRICULTUREmodel output0-1Persisted probability precipitation is above normaldistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.biophysical_cab_ug_cm2AGRICULTUREmodel outputµg/cm²Leaf chlorophyll surrogate estimatedistrictper scene/date0sQuakePulse model output
model.biophysical_cab_uncertaintyAGRICULTUREmodel outputµg/cm²Leaf chlorophyll surrogate uncertaintydistrictper scene/date0sQuakePulse model output
model.biophysical_cm_g_cm2AGRICULTUREmodel outputg/cm²Canopy dry-matter surrogate estimatedistrictper scene/date0sQuakePulse model output
model.biophysical_cm_uncertaintyAGRICULTUREmodel outputg/cm²Dry-matter surrogate uncertaintydistrictper scene/date0sQuakePulse model output
model.biophysical_cw_cmAGRICULTUREmodel outputcmCanopy water-content surrogate estimatedistrictper scene/date0sQuakePulse model output
model.biophysical_cw_uncertaintyAGRICULTUREmodel outputcmCanopy water-content surrogate uncertaintydistrictper scene/date0sQuakePulse model output
model.biophysical_laiAGRICULTUREmodel outputm²/m²Leaf-area-index surrogate estimatedistrictper scene/date0sQuakePulse model output
model.biophysical_lai_uncertaintyAGRICULTUREmodel outputm²/m²Leaf-area-index surrogate uncertaintydistrictper scene/date0sQuakePulse model output
model.climate_drought_daysAGRICULTUREmodel outputdays/yearPersisted projected annual drought daysdistrict centroidannual0sQuakePulse model output
model.climate_mean_soil_moistureAGRICULTUREmodel outputm³/m³Persisted annual projected soil moisturedistrict centroidannual0sQuakePulse model output
model.climate_mean_temp_cAGRICULTUREmodel output°CPersisted annual projected temperature; climate model is declared per rowdistrict centroidannual0sQuakePulse model output
model.climate_total_et0_mmAGRICULTUREmodel outputmm/yearPersisted annual projected reference evapotranspirationdistrict centroidannual0sQuakePulse model output
model.climate_total_precip_mmAGRICULTUREmodel outputmm/yearPersisted annual projected precipitationdistrict centroidannual0sQuakePulse model output
model.crop_stress_confidenceAGRICULTUREmodel output0-1Crop-stress classifier confidencedistrictper prediction0sQuakePulse model output
model.crop_stress_disease_probabilityAGRICULTUREmodel output0-1Crop-stress disease probabilitydistrictper prediction0sQuakePulse model output
model.crop_stress_drought_probabilityAGRICULTUREmodel output0-1Crop-stress drought probabilitydistrictper prediction0sQuakePulse model output
model.crop_stress_frost_probabilityAGRICULTUREmodel output0-1Crop-stress frost probabilitydistrictper prediction0sQuakePulse model output
model.crop_stress_heat_probabilityAGRICULTUREmodel output0-1Crop-stress heat probabilitydistrictper prediction0sQuakePulse model output
model.crop_stress_pest_probabilityAGRICULTUREmodel output0-1Crop-stress pest probabilitydistrictper prediction0sQuakePulse model output
model.crop_stress_waterlogging_probabilityAGRICULTUREmodel output0-1Crop-stress waterlogging probabilitydistrictper prediction0sQuakePulse model output
model.crop_type_confidenceAGRICULTUREmodel output0-1Heuristic crop-type classification confidence; class is encoded in model_namedistrictper update0sQuakePulse model output
model.disease_similarityAGRICULTUREmodel output0-1Spectral disease-fingerprint similarity; disease key is encoded in model_namedistrictper scene/date0sQuakePulse model output
model.ensemble_relative_above_meanAGRICULTUREmodel output0-1Fraction of complete ensemble members above the same-week ensemble mean; not a climatological probabilitydistrict centroidweekly, 1-5 weeks0sOpen-Meteo GFS ensemble output
model.et0_p50_mmAGRICULTUREmodel outputmm/weekPersisted weekly reference evapotranspiration mediandistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.mean_o3_ugm3AGRICULTUREmodel outputµg/m³Mean growing-season ozone concentration; upstream provider is unavailable per rowdistrictseason-to-date0sQuakePulse model output
model.ndre_recovery_stageAGRICULTUREmodel outputordinal stagePhenology-aware post-stress recovery stagedistrictper usable scene0sQuakePulse model output
model.ndvi_baseline_integralAGRICULTUREmodel outputindex-daysHistorical NDVI integral baselinedistrictdaily as-of0sQuakePulse model output
model.ndvi_integralAGRICULTUREmodel outputindex-daysSeason-to-date NDVI integraldistrictdaily as-of0sQuakePulse model output
model.ozone_aot40_ppb_hAGRICULTUREmodel outputppb·hSeason-to-date AOT40 ozone exposure; upstream provider is unavailable per rowdistrictseason-to-date0sQuakePulse model output
model.ozone_relative_yield_loss_pctAGRICULTUREmodel output%Ozone-attributable relative yield lossdistrictseason-to-date0sQuakePulse model output
model.pest_risk_scoreAGRICULTUREmodel output0-1Rule-based pest/disease risk score; hazard key is encoded in model_namedistrictdaily0sQuakePulse model output
model.precip_p10_mmAGRICULTUREmodel outputmm/weekPersisted weekly precipitation p10; upstream provider is unavailable per rowdistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.precip_p50_mmAGRICULTUREmodel outputmm/weekPersisted weekly precipitation median; upstream provider is unavailable per rowdistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.precip_p90_mmAGRICULTUREmodel outputmm/weekPersisted weekly precipitation p90; upstream provider is unavailable per rowdistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.soil_moistureAGRICULTUREmodel outputm³/m³Weekly soil-moisture forecast point used for field-measurement scoringdistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.soil_moisture_p50AGRICULTUREmodel outputm³/m³Persisted weekly soil-moisture mediandistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.temp_max_p50_cAGRICULTUREmodel output°CPersisted weekly maximum-temperature mediandistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.temp_mean_p50_cAGRICULTUREmodel output°CPersisted weekly mean-temperature mediandistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.temp_min_p50_cAGRICULTUREmodel output°CPersisted weekly minimum-temperature mediandistrict centroidweekly, 1-5 weeks0sQuakePulse model output
model.trained_yield_anomaly_pctAGRICULTUREmodel output%Persisted trained yield-model anomaly predictiondistrictdaily as-of0sQuakePulse model output
model.trained_yield_confidenceAGRICULTUREmodel output0-1Persisted trained yield-model confidencedistrictdaily as-of0sQuakePulse model output
model.water_stressAGRICULTUREmodel output0-1District water-stress modeldistrictdaily0sQuakePulse model output
model.yield_anomaly_pctAGRICULTUREmodel output%Season-to-date yield anomaly proxydistrictdaily as-of0sQuakePulse model output
AirWatch 27 channels · NO₂ forecast confidence level, O₃ forecast confidence level, PM2.5 forecast confidence level
channeldomainclassunitproductspatialcadencelaglicence
model.confidence_level_airwatch_calibrated_no2AIRmodel output0-1NO₂ forecast confidence levelwardper forecast0sQuakePulse model output
model.confidence_level_airwatch_calibrated_o3AIRmodel output0-1O₃ forecast confidence levelwardper forecast0sQuakePulse model output
model.confidence_level_airwatch_calibrated_pm25AIRmodel output0-1PM2.5 forecast confidence levelwardper forecast0sQuakePulse model output
model.confidence_level_airwatch_gat_candidate_no2AIRmodel output0-1NO₂ graph-challenger confidencewardper forecast0sQuakePulse model output
model.confidence_level_airwatch_gat_candidate_o3AIRmodel output0-1O₃ graph-challenger confidencewardper forecast0sQuakePulse model output
model.confidence_level_airwatch_gat_candidate_pm25AIRmodel output0-1PM2.5 graph-challenger confidencewardper forecast0sQuakePulse model output
model.no2_airwatch_calibratedAIRmodel outputµg/m³Calibrated NO₂ forecastwardhourly0sQuakePulse model output
model.no2_airwatch_calibrated_lowerAIRmodel outputµg/m³NO₂ conformal lower intervalwardhourly0sQuakePulse model output
model.no2_airwatch_calibrated_upperAIRmodel outputµg/m³NO₂ conformal upper intervalwardhourly0sQuakePulse model output
model.no2_airwatch_gat_candidateAIRmodel outputµg/m³NO₂ wind-directed graph challengerwardhourly0sQuakePulse model output
model.no2_airwatch_gat_candidate_lowerAIRmodel outputµg/m³NO₂ graph-challenger lower intervalwardhourly0sQuakePulse model output
model.no2_airwatch_gat_candidate_upperAIRmodel outputµg/m³NO₂ graph-challenger upper intervalwardhourly0sQuakePulse model output
model.no2_airwatch_persistence_referenceAIRmodel outputµg/m³NO₂ deterministic persistence referencewardhourly0sQuakePulse model output
model.o3_airwatch_calibratedAIRmodel outputµg/m³Calibrated O₃ forecastwardhourly0sQuakePulse model output
model.o3_airwatch_calibrated_lowerAIRmodel outputµg/m³O₃ conformal lower intervalwardhourly0sQuakePulse model output
model.o3_airwatch_calibrated_upperAIRmodel outputµg/m³O₃ conformal upper intervalwardhourly0sQuakePulse model output
model.o3_airwatch_gat_candidateAIRmodel outputµg/m³O₃ wind-directed graph challengerwardhourly0sQuakePulse model output
model.o3_airwatch_gat_candidate_lowerAIRmodel outputµg/m³O₃ graph-challenger lower intervalwardhourly0sQuakePulse model output
model.o3_airwatch_gat_candidate_upperAIRmodel outputµg/m³O₃ graph-challenger upper intervalwardhourly0sQuakePulse model output
model.o3_airwatch_persistence_referenceAIRmodel outputµg/m³O₃ deterministic persistence referencewardhourly0sQuakePulse model output
model.pm25_airwatch_calibratedAIRmodel outputµg/m³Calibrated PM2.5 forecastwardhourly0sQuakePulse model output
model.pm25_airwatch_calibrated_lowerAIRmodel outputµg/m³Conformal lower intervalwardhourly0sQuakePulse model output
model.pm25_airwatch_calibrated_upperAIRmodel outputµg/m³Conformal upper intervalwardhourly0sQuakePulse model output
model.pm25_airwatch_gat_candidateAIRmodel outputµg/m³PM2.5 wind-directed graph challengerwardhourly0sQuakePulse model output
model.pm25_airwatch_gat_candidate_lowerAIRmodel outputµg/m³PM2.5 graph-challenger lower intervalwardhourly0sQuakePulse model output
model.pm25_airwatch_gat_candidate_upperAIRmodel outputµg/m³PM2.5 graph-challenger upper intervalwardhourly0sQuakePulse model output
model.pm25_airwatch_persistence_referenceAIRmodel outputµg/m³PM2.5 deterministic persistence referencewardhourly0sQuakePulse model output
EarthWatch 21 channels · Regional seismic anomaly score, Depth-distribution shift feature, ETAS expected aftershock count above completeness magnitude
channeldomainclassunitproductspatialcadencelaglicence
model.anomaly_scoreEARTHmodel outputscoreRegional seismic anomaly scoretectonic regionper scoring run0sQuakePulse model output
model.depth_shiftEARTHmodel outputkmDepth-distribution shift featuretectonic regionper scoring run0sQuakePulse model output
model.expected_aftershock_count_etasEARTHmodel outputcountETAS expected aftershock count above completeness magnitudetriggering-event tectonic region6/12/24/48/72/168 hour horizons0sQuakePulse model output
model.is_anomalyEARTHmodel output0|1Regional anomaly flagtectonic regionper scoring run0sQuakePulse model output
model.magnitude_shiftEARTHmodel outputmagnitudeMagnitude-distribution shift featuretectonic regionper scoring run0sQuakePulse model output
model.probability_m4_etasEARTHmodel output0-1ETAS probability of at least one M≥4 aftershocktriggering-event tectonic region6/12/24/48/72/168 hour horizons0sQuakePulse model output
model.probability_m4_regionalEARTHmodel output0-1Probability of at least one M≥4 eventtectonic region24/72/168 hour horizons0sQuakePulse model output
model.probability_m4_regional_lowerEARTHmodel output0-1Split-conformal lower probability bound for M≥4tectonic region24/72/168 hour horizons0sQuakePulse model output
model.probability_m4_regional_upperEARTHmodel output0-1Split-conformal upper probability bound for M≥4tectonic region24/72/168 hour horizons0sQuakePulse model output
model.probability_m5_etasEARTHmodel output0-1ETAS probability of at least one M≥5 aftershocktriggering-event tectonic region6/12/24/48/72/168 hour horizons0sQuakePulse model output
model.probability_m5_regionalEARTHmodel output0-1Probability of at least one M≥5 eventtectonic region24/72/168 hour horizons0sQuakePulse model output
model.probability_m5_regional_lowerEARTHmodel output0-1Split-conformal lower probability bound for M≥5tectonic region24/72/168 hour horizons0sQuakePulse model output
model.probability_m5_regional_upperEARTHmodel output0-1Split-conformal upper probability bound for M≥5tectonic region24/72/168 hour horizons0sQuakePulse model output
model.probability_m6_etasEARTHmodel output0-1ETAS probability of at least one M≥6 aftershocktriggering-event tectonic region6/12/24/48/72/168 hour horizons0sQuakePulse model output
model.rate_ratio_24hEARTHmodel outputratio24-hour event-rate ratio featuretectonic regionper scoring run0sQuakePulse model output
model.rate_ratio_7dEARTHmodel outputratioSeven-day event-rate ratio featuretectonic regionper scoring run0sQuakePulse model output
model.sequence_progression_escalation_probabilityEARTHmodel output0-1Calibrated sequence-progression escalation probability when supportedearthquake clustercurrent sequence state0sQuakePulse model output
model.sequence_progression_productivity_ratioEARTHmodel outputratioObserved-to-ETAS sequence productivity ratioearthquake clustercurrent sequence state0sQuakePulse model output
model.sequence_progression_traffic_lightEARTHmodel outputordinal 0-2Gulia-Wiemer sequence traffic-light stateearthquake clustercurrent sequence state0sQuakePulse model output
model.swarm_scoreEARTHmodel outputscoreSeismic swarm scoretectonic regionper scoring run0sQuakePulse model output
quality.network_countEARTHderivedcountDistinct reporting networkstectonic regiondaily15mQuakePulse derived output
UrbanWatch 19 channels · Hourly historical-climatology apparent-temperature point, Hourly incumbent apparent-temperature forecast point, Hourly historical-climatology apparent-temperature lower interval
channeldomainclassunitproductspatialcadencelaglicence
model.apparent_temp_c_historical_climatologyURBANmodel output°CHourly historical-climatology apparent-temperature pointcityhourly, 1-24 hour horizons0sQuakePulse model output
model.apparent_temp_c_incumbentURBANmodel output°CHourly incumbent apparent-temperature forecast pointcityhourly, 1-24 hour horizons0sQuakePulse model output
model.apparent_temp_lower_c_historical_climatologyURBANmodel output°CHourly historical-climatology apparent-temperature lower intervalcityhourly, 1-24 hour horizons0sQuakePulse model output
model.apparent_temp_lower_c_incumbentURBANmodel output°CHourly incumbent apparent-temperature forecast lower intervalcityhourly, 1-24 hour horizons0sQuakePulse model output
model.apparent_temp_upper_c_historical_climatologyURBANmodel output°CHourly historical-climatology apparent-temperature upper intervalcityhourly, 1-24 hour horizons0sQuakePulse model output
model.apparent_temp_upper_c_incumbentURBANmodel output°CHourly incumbent apparent-temperature forecast upper intervalcityhourly, 1-24 hour horizons0sQuakePulse model output
model.climate_anomalyURBANmodel outputvariable-specificPersisted annual city climate anomaly from baselinecity centroidannual0sQuakePulse model output
model.climate_baselineURBANmodel outputvariable-specificPersisted city climate projection baselinecity centroidannual0sQuakePulse model output
model.climate_valueURBANmodel outputvariable-specificPersisted annual city climate projection; climate model is declared per rowcity centroidannual0sQuakePulse model output
model.compound_risk_signalURBANmodel output1Persisted compound-risk event signalcityevent-based0sQuakePulse model output
model.peak_apparent_c_historical_climatologyURBANmodel output°CIndependent observation-only apparent-temperature climatology forecastcityper issuance0sQuakePulse model output
model.peak_apparent_c_incumbentURBANmodel output°CUrban heat forecastcityper issuance0sQuakePulse model output
model.peak_lower_c_historical_climatologyURBANmodel output°CIndependent observation-only climatology lower intervalcityper issuance0sQuakePulse model output
model.peak_lower_c_incumbentURBANmodel output°CUrban heat forecast lower intervalcityper issuance0sQuakePulse model output
model.peak_upper_c_historical_climatologyURBANmodel output°CIndependent observation-only climatology upper intervalcityper issuance0sQuakePulse model output
model.peak_upper_c_incumbentURBANmodel output°CUrban heat forecast upper intervalcityper issuance0sQuakePulse model output
model.uhi_counterfactual_cURBANmodel output°CPersisted UHI intervention counterfactualcityhourly; only when profile contains counterfactual0sQuakePulse model output
model.uhi_counterfactual_lower_cURBANmodel output°CPersisted UHI counterfactual lower boundcityhourly0sQuakePulse model output
model.uhi_counterfactual_upper_cURBANmodel output°CPersisted UHI counterfactual upper boundcityhourly0sQuakePulse model output
Open Cosmos 14 channels · Coastal chlorophyll proxy, Cyanobacteria spectral fraction, Coastal red-edge index
channeldomainclassunitproductspatialcadencelaglicence
derived.oc_chlorophyll_indexSEAderivedrelative indexCoastal chlorophyll proxyOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_cyanobacteria_fractionSEAderived0-1Cyanobacteria spectral fractionOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndreSEAderived-1..1Coastal red-edge indexOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndwiSEAderived-1..1Normalized difference water indexOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_stressed_fractionSEAderived0-1Spectrally stressed water fractionOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_turbidity_indexSEAderivedrelative indexCoastal turbidity proxyOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_water_fractionSEAderived0-1Usable water-pixel fractionOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_brightness_meanURBANderivedrelative reflectanceScene brightness metricOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_haze_hotURBANderivedrelative indexHOT haze metricOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_moisture_indexURBANderived-1..1Surface moisture indexOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndbiURBANderived-1..1Built-up indexOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndreURBANderived-1..1Red-edge vegetation indexOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_ndwiURBANderived-1..1Normalized difference water indexOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
derived.oc_whiteness_fractionURBANderived0-1Scene whiteness fractionOpen Cosmos scene footprintsatellite pass24.0hOpen Cosmos Research & Non-Commercial EULA
Open-Meteo 13 channels · Historical Weather model/reanalysis, Marine Weather model, Marine SST forecast
channeldomainclassunitproductspatialcadencelaglicence
derived.precip_mmAGRICULTUREderivedmm/dayHistorical Weather model/reanalysismodel grid aggregated to district centroiddaily24.0hCC-BY-4.0
derived.soil_moistureAGRICULTUREderivedm³/m³Historical Weather model/reanalysismodel grid at district centroiddaily24.0hCC-BY-4.0
derived.t2m_cAGRICULTUREderived°CHistorical Weather model/reanalysismodel grid aggregated to district centroiddaily24.0hCC-BY-4.0
derived.wave_height_mSEAderivedmMarine Weather modelmodel grid at monitoring sitedaily24.0hCC-BY-4.0
derived.wave_period_sSEAderivedsMarine Weather modelmodel grid at monitoring sitedaily24.0hCC-BY-4.0
model.sst_open_meteoSEAmodel output°CMarine SST forecastreef-zone model griddaily, 1-7 day horizons0sCC-BY-4.0
derived.apparent_temp_cURBANderived°CHistorical Weather model/reanalysismodel grid at city centroidhourly1.0hCC-BY-4.0
derived.precip_mmURBANderivedmmHistorical Weather model/reanalysismodel grid at city centroidhourly1.0hCC-BY-4.0
derived.rh_pctURBANderived%Historical Weather model/reanalysismodel grid at city centroidhourly1.0hCC-BY-4.0
derived.t2m_cURBANderived°CHistorical Weather model/reanalysismodel grid at city centroidhourly1.0hCC-BY-4.0
derived.wind_msURBANderivedm/sHistorical Weather model/reanalysismodel grid at city centroidhourly1.0hCC-BY-4.0
obs.apparent_temp_cURBANobserved°CERA5 hourly reanalysis via Historical Weather API0.25° reanalysis grid sampled at city centroidhourly; available after ERA5 publication delay120.0hCC-BY-4.0
quality.cloud_cover_pctURBANderived%Historical Weather APImodel grid at city centroidhourly1.0hCC-BY-4.0
OpenAQ / AirNow / U.S. Embassy 6 channels · Ground monitor observations
channeldomainclassunitproductspatialcadencelaglicence
obs.coAIRobservedµg/m³Ground monitor observationsstation pointhourly or better1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.no2AIRobservedµg/m³Ground monitor observationsstation pointhourly or better1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.o3AIRobservedµg/m³Ground monitor observationsstation pointhourly or better1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.pm10AIRobservedµg/m³Ground monitor observationsstation pointhourly or better1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.pm25AIRobservedµg/m³Ground monitor observationsstation pointhourly or better1.0hSource-specific OpenAQ terms / US-Public-Domain
obs.so2AIRobservedµg/m³Ground monitor observationsstation pointhourly or better1.0hSource-specific OpenAQ terms / US-Public-Domain
Copernicus 3 channels · Sentinel-2 enhanced vegetation index, Sentinel-2 red-edge index, Sentinel-2 vegetation indices
channeldomainclassunitproductspatialcadencelaglicence
derived.eviAGRICULTUREderived-1..1Sentinel-2 enhanced vegetation indexscene pixel aggregated to districtsatellite revisit24.0hCopernicus-Data-Space-Legal-Notice
derived.ndreAGRICULTUREderived-1..1Sentinel-2 red-edge indexscene pixel aggregated to districtsatellite revisit24.0hCopernicus-Data-Space-Legal-Notice
derived.ndviAGRICULTUREderived-1..1Sentinel-2 vegetation indicesscene pixel aggregated to districtsatellite revisit24.0hCopernicus-Data-Space-Legal-Notice
AgroWatch field reports 3 channels · Applied irrigation measurement, Post-action field measurement, Measured crop yield
channeldomainclassunitproductspatialcadencelaglicence
obs.irrigation_mmAGRICULTUREobservedmmApplied irrigation measurementreported district locationevent-based24.0hQuakePulse user-contributed data
obs.soil_moistureAGRICULTUREobservedm³/m³Post-action field measurementreported district locationevent-based0sQuakePulse user-contributed data
obs.yield_t_haAGRICULTUREobservedt/haMeasured crop yieldreported district locationevent-based24.0hQuakePulse user-contributed data
USGS 3 channels · FDSN earthquake catalogue
channeldomainclassunitproductspatialcadencelaglicence
obs.event_countEARTHobservedevents/dayFDSN earthquake catalogueglobal event pointnear-real-time15mUS-Public-Domain
obs.max_magnitudeEARTHobservedmagnitudeFDSN earthquake catalogueglobal event pointnear-real-time15mUS-Public-Domain
obs.mean_depth_kmEARTHobservedkmFDSN earthquake catalogueglobal event pointnear-real-time15mUS-Public-Domain
notflat.world 3 channels · Records carrying at least one quality flag, Records with source URL, publisher and retrieval evidence, Distinct contributing source contracts on the day
channeldomainclassunitproductspatialcadencelaglicence
quality.flagged_countGLOBAL CONTEXTderivedrecords/dayRecords carrying at least one quality flagn/adaily24.0hCC-BY-4.0
quality.provenance_complete_countGLOBAL CONTEXTderivedrecords/dayRecords with source URL, publisher and retrieval evidencen/adaily24.0hCC-BY-4.0
quality.source_countGLOBAL CONTEXTderivedsources/dayDistinct contributing source contracts on the dayn/adaily24.0hCC-BY-4.0
NOAA Coral Reef Watch 3 channels · Degree Heating Weeks, Independent prospective SST persistence baseline, Daily satellite SST
channeldomainclassunitproductspatialcadencelaglicence
derived.dhwSEAderived°C-weeksDegree Heating Weeks5 km griddaily24.0hUS-Public-Domain
model.sst_crw_persistenceSEAmodel output°CIndependent prospective SST persistence baseline5 km reef-zone griddaily, 1-7 day horizons0sUS-Public-Domain
obs.sst_cSEAobserved°CDaily satellite SST5 km reef-zone griddaily24.0hUS-Public-Domain
SeaWatch 3 channels · Marine heatwave episode anomaly, Marine heatwave consecutive days, Source-qualified SST anomaly nowcast
channeldomainclassunitproductspatialcadencelaglicence
model.marine_heatwave_anomalySEAmodel output°CMarine heatwave episode anomalymonitoring regionper episode0sQuakePulse model output
model.marine_heatwave_consecutive_daysSEAmodel outputdaysMarine heatwave consecutive daysmonitoring regionper episode0sQuakePulse model output
model.sst_anomaly_nowcastSEAmodel output°CSource-qualified SST anomaly nowcastmonitoring siteper source record0sQuakePulse model output
GDACS 2 channels · Disaster alerts, Highest alert level on the day (green=1, orange=2, red=3)
channeldomainclassunitproductspatialcadencelaglicence
obs.alert_countGLOBAL CONTEXTobservedalerts/dayDisaster alertspoint + country list15 min24.0hSource-specific: GDACS terms of use
obs.severity_maxGLOBAL CONTEXTderivedordinal 0-3Highest alert level on the day (green=1, orange=2, red=3)country listdaily24.0hSource-specific: GDACS terms of use
UCDP 2 channels · Organized-violence events, Best-estimate fatalities summed across dated events
channeldomainclassunitproductspatialcadencelaglicence
obs.event_countGLOBAL CONTEXTobservedevents/dayOrganized-violence eventspointweekly refresh, dated events24.0hSource-specific: UCDP terms of use
obs.fatalities_bestGLOBAL CONTEXTobservedpersons/dayBest-estimate fatalities summed across dated eventspointdaily24.0hSource-specific: UCDP terms of use
Global Context sources 2 channels · Records with point coordinates, Normalised global_signals daily volume
channeldomainclassunitproductspatialcadencelaglicence
obs.geolocated_countGLOBAL CONTEXTobservedrecords/dayRecords with point coordinatespointdaily24.0hSource-specific: per contributing provider
obs.record_countGLOBAL CONTEXTobservedrecords/dayNormalised global_signals daily volumesource contract or ISO3 country unitdaily15mSource-specific: see meta.evidence_sources for per-provider terms
AirWatch via Open-Meteo/CAMS 1 channel · Conditionally independent atmospheric PM2.5 forecast with regional bias adjustment
channeldomainclassunitproductspatialcadencelaglicence
model.pm25_cams_bias_adjustedAIRmodel outputµg/m³Conditionally independent atmospheric PM2.5 forecast with regional bias adjustmentwardhourly0sSource-specific Copernicus CAMS / Open-Meteo terms
World Bank / WHO GHO 1 channel · Periodic indicators
channeldomainclassunitproductspatialcadencelaglicence
obs.indicator_countGLOBAL CONTEXTobservedindicator rows/dayPeriodic indicatorsISO3 admin unitdaily refresh, annual reference periods24.0hSource-specific: World Bank CC-BY-4.0 / WHO GHO terms
GBIF / OBIS 1 channel · Presence-only biodiversity occurrences
channeldomainclassunitproductspatialcadencelaglicence
obs.observation_countGLOBAL CONTEXTobservedoccurrences/dayPresence-only biodiversity occurrencespointdaily24.0hSource-specific: GBIF/OBIS CC0, CC-BY or CC-BY-NC per dataset
ReliefWeb / OCHA 1 channel · Humanitarian reports
channeldomainclassunitproductspatialcadencelaglicence
obs.report_countGLOBAL CONTEXTobservedreports/dayHumanitarian reportsfree-text regionhourly1.0hSource-specific: ReliefWeb terms of use
NASA PACE 1 channel · Ocean colour
channeldomainclassunitproductspatialcadencelaglicence
derived.chlorophyllSEAderivedmg/m³Ocean coloursatellite pixel aggregated to regionsatellite revisit24.0hUS-Public-Domain
NOAA / Copernicus Marine 1 channel · SST anomaly analysis
channeldomainclassunitproductspatialcadencelaglicence
derived.sst_anomaly_cSEAderived°CSST anomaly analysismodel grid at monitoring sitedaily24.0hUS-Public-Domain / Copernicus-Marine-Service
Copernicus Marine / Open-Meteo 1 channel · Ocean model/reanalysis conditions
channeldomainclassunitproductspatialcadencelaglicence
derived.sst_cSEAderived°COcean model/reanalysis conditionsmodel grid at monitoring sitedaily24.0hCopernicus-Marine-Service / CC-BY-4.0
QuakePulse SeaWatch 1 channel · Trained SST forecast with explicit CRW backtest
channeldomainclassunitproductspatialcadencelaglicence
model.sst_seawatch_lgbmSEAmodel output°CTrained SST forecast with explicit CRW backtestreef-zone model griddaily, supported horizons0sQuakePulse model-output terms
Inspect layer recipes and runtime status

World State layers and their recipes

A layer is a typed product, not a raw feed. Each declares its inputs, its equation, what a missing value means, and whether it is currently available at runtime.

ok· 2026-10-25 17:35 · cached

PM₂.₅ mass concentration

unknown

air.pm25.mass-concentration

measurementmeasurementsupportedhourly or betterµg/m³

Direct projection of the persisted input.

← obs.pm25

Missing is absent and is never encoded as zero.

PM₁₀ mass concentration

unknown

air.pm10.mass-concentration

measurementmeasurementsupportedhourly or betterµg/m³

Direct projection of the persisted input.

← obs.pm10

Missing is absent and is never encoded as zero.

Pollutant AQI

unknown

air.aqi

derivationderived evidencesupportedsource cadenceindex

CPCB/Indian NAQI breakpoint interpolation; no source values are fused.

← obs.pm25 · obs.pm10

Missing is absent and is never encoded as zero.

PM₂.₅ forecast

unknown

air.pm25.forecast

forecastmodel evidenceprovisionalhourlyµg/m³

Direct projection of the persisted input.

← model.pm25_airwatch_calibrated · model.pm25_cams_bias_adjusted

Missing is absent and is never encoded as zero.

PM₂.₅ forecast interval width

unknown

air.pm25.forecast-interval-width

derivationderived evidenceprovisionalsource cadenceµg/m³

width = upper_bound - lower_bound

← model.pm25_airwatch_calibrated_lower · model.pm25_airwatch_calibrated_upper

Missing is absent and is never encoded as zero.

Ventilation / dilution index

unavailable

air.ventilation.dilution-index

fusionderived evidenceprovisionalsource cadencem²/s

dilution_index = boundary_layer_height_m × wind_speed_m_s

← feature.blh_m · feature.wind_speed_ms

Missing is absent and is never encoded as zero.

Seismic event rate

unknown

earth.seismic.event-rate

derivationderived evidencesupporteddailyevents/day

count(events)

← obs.event_count

Missing is absent and is never encoded as zero.

Maximum seismic magnitude

unknown

earth.seismic.maximum-magnitude

derivationderived evidencesupportedsource cadencemagnitude

max(magnitude)

← obs.max_magnitude

Missing is absent and is never encoded as zero.

Sequence activity state

unavailable

earth.sequence.activity

inferencederived evidenceprovisionalsource cadencecategorical state

Persisted Gulia-Wiemer traffic-light gate.

← model.sequence_progression_traffic_light

Missing is absent and is never encoded as zero.

FAO-56 reference evapotranspiration

unknown

agriculture.reference-et0

derivationderived evidencesupporteddailymm/day

Upstream FAO-56 Penman-Monteith calculation; World State does not recompute it.

← agro_met.et0_fao_mm

Missing is absent and is never encoded as zero.

Vapour-pressure deficit

unknown

agriculture.vapour-pressure-deficit

measurementmeasurementsupporteddailykPa

Direct projection of the persisted input.

← agro_met.vpd_kpa

Missing is absent and is never encoded as zero.

Modelled soil moisture

unknown

agriculture.soil-moisture

model outputmodel evidenceprovisionaldailym³/m³

Direct projection of the persisted input.

← agro_met.soil_moisture_9_27cm

Missing is absent and is never encoded as zero.

Vegetation-condition anomaly

unknown

agriculture.ndvi-anomaly

derivationderived evidencesupportedseasonal/as-of-date%

Direct projection of the persisted input.

← agro_yield_anomaly.anomaly_pct

Missing is absent and is never encoded as zero.

Fire activity

unknown

agriculture.fire-activity

derivationderived evidenceprovisionalnear-real-timedetections

event_activity = 1 per persisted detection

← agro_burn_events.event_id · agro_burn_events.frp

Missing is absent and is never encoded as zero.

Sea-surface temperature

unknown

sea.sst

measurementmeasurementsupporteddaily°C

Direct projection of the persisted input.

← ocean_conditions.sst

Missing is absent and is never encoded as zero.

Sea-surface temperature anomaly

unknown

sea.sst-anomaly

derivationderived evidenceprovisionaldaily°C

Direct projection of the persisted input.

← ocean_conditions.sst_anomaly

Missing is absent and is never encoded as zero.

Marine heatwave state

unknown

sea.marine-heatwave-state

inferencederived evidenceprovisionalsource cadencecategorical state

Persisted marine-alert classifier and source baseline.

← marine_alerts.marine_heatwave

Missing is absent and is never encoded as zero.

Apparent temperature

unknown

urban.apparent-temperature

measurementmeasurementsupportedhourly°C

Direct projection of the persisted input.

← urban_met.apparent_temp_c

Missing is absent and is never encoded as zero.

Urban heat-stress state

unknown

urban.heat-stress-state

inferencederived evidenceprovisionalsource cadencecategorical state

Persisted versioned threshold indicator.

← urban_heat_alerts.urban_heat_stress

Missing is absent and is never encoded as zero.

Disaster alert activity

rights_blocked

global-context.disaster-activity

derivationcontextprovisionalnear-real-timealerts

Direct projection of the persisted input.

← global.gdacs.alert

Missing is absent and is never encoded as zero.

Humanitarian report activity

rights_blocked

global-context.humanitarian-report-activity

derivationcontextprovisionalhourlyreports

Direct projection of the persisted input.

← global.reliefweb.report

Missing is absent and is never encoded as zero.

World Bank indicator value

rights_blocked

global-context.world-bank-indicator

measurementcontextsupportedperiodicsource-native

Direct projection of the persisted input.

← global.world-bank.indicator

Missing is absent and is never encoded as zero.

WHO indicator value

rights_blocked

global-context.who-indicator

measurementcontextsupportedperiodicsource-native

Direct projection of the persisted input.

← global.who-gho.indicator

Missing is absent and is never encoded as zero.

Biodiversity occurrence activity

rights_blocked

global-context.biodiversity-occurrence

measurementcontextprovisionaldailyoccurrence

Direct projection of the persisted input.

← global.gbif.observation · global.obis.observation

Missing is absent and is never encoded as zero.

Historical conflict-event context

rights_blocked

global-context.historical-conflict-context

measurementcontextnot_claimedperiodicevents

Direct projection of the persisted input.

← global.ucdp.event

Missing is absent and is never encoded as zero.

Climate projection anomaly

unknown

cross-domain.climate-projection-anomaly

scenariocontextnot_claimedannualsource-native

Direct projection of the persisted input.

← climate_projections.anomaly

Missing is absent and is never encoded as zero.

Compound-risk event reference

unknown

cross-domain.compound-risk-event

inferencecontextprovisionalsource cadenceevent reference

Direct projection of the persisted input.

← compound_risk.event

Missing is absent and is never encoded as zero.

Inspect readiness and ingestion health

Domain readiness

Whether a domain's evidence is yet good enough to score models against, in the platform's own words.

MEASURED

  • AIR

    unavailable

    7 declared · 0 available · 0 scoreable · 0 independent · 0 unavailable

    Persisted readiness evidence has not been queried yet.

  • SEA

    context

    5 declared · 4 available · 1 scoreable · 1 independent · 0 unavailable

    A target-bearing marine forecast and verified outcome intersection are available, but only one claim-eligible forecast family is published.

  • EARTH

    unavailable

    4 declared · 0 available · 0 scoreable · 0 independent · 0 unavailable

    Persisted readiness evidence has not been queried yet.

  • URBAN

    context

    5 declared · 2 available · 2 scoreable · 1 independent · 2 unavailable

    Sparse Urban forecast and outcome support remains discoverable as context evidence without a gated-lane row threshold.

  • AGRICULTURE

    context

    12 declared · 7 available · 1 scoreable · 1 independent · 4 unavailable

    Only one claim-eligible forecast family is available, so Agriculture is context evidence rather than a promotion gate.

  • GLOBAL CONTEXT

    context

    0 declared · 0 available · 0 scoreable · 0 independent · 0 unavailable

    Global Context is an evidence-only domain; it publishes no forecast family by design and is never a training or promotion target.

Ingestion health and declared fallbacks

When a supplier fails, the platform states what covers the gap. Substitution is disclosed, never silent.

ok· 2026-10-25 18:17 · cached

  • Copernicus CAMS air quality

    healthy · 94m

    Last fetch 94m ago.

    fallback: Wards without a fresh ground reading show as 'data unavailable' rather than substituting a stale value.

  • DPCC bulletin

    optional · 2933m

    DPCC public bulletin endpoint unreachable (fetch failed); CPCB+OpenAQ cover 100/428 wards within 5km, remaining wards fall back to CAMS reanalysis.

    fallback: CPCB CAAQMS and OpenAQ readings cover the same ground-monitor role; CAMS reanalysis baseline fills any wards out of station range.

  • IMD / ERA5 reanalysis

    optional

    optional source — not fetched yet

    fallback: Open-Meteo's live met fields cover the gap; long-window backcasts may show wider bands.

  • ISRIC SoilGrids (pH, N, SOC, texture)

    stale · 2913m

    Catch-up sweep: 0 of 23 stale districts refreshed. 14/37 districts have soil data updated in the last 20d.

    fallback: Districts without a fresh SoilGrids row keep their last known value (never fabricated) until the next sweep succeeds; soil-derived stress signals are clearly labeled stale in that case.

  • NASA FIRMS (active fires)

    stale · 2933m

    Last fetch 2933m ago.

    fallback: Stubble-burn signal removed from features; attribution leans on CAQM seasonal priors instead.

  • Open Cosmos — sample collections, non-commercial

    stale · 2929m

    Scenario API synced — 5036 curated scenes across 4 OC projects. Inaccessible: 0/4.

    fallback: The imagery showcase sections are hidden; no model or map data depends on this feed.

  • Open-Meteo meteorology

    stale · 2934m

    Last fetch 2934m ago.

    fallback: ERA5 reanalysis hourly fields are used until live forecasts return; ventilation tint is hidden.

  • Open-Meteo satellite radiation

    partial · 2900m

    feed error

    fallback: Locations without satellite coverage remain explicitly unavailable; model-derived weather radiation is not relabeled as satellite evidence.

  • OpenAQ v3 (non-government stations)

    healthy · 92m

    Last fetch 92m ago.

    fallback: US Embassy feed and PurpleAir network cover the ground-monitor role; CAMS reanalysis covers wards with no nearby station.

  • OpenWeather One Call 4.0 fallback

    optional · 77607m

    optional source — not configured

    fallback: Activates only when Open-Meteo is unhealthy or its last successful ingest is over eight hours old.

  • PurpleAir NCR low-cost sensors

    healthy · 36m

    Last fetch 36m ago.

    fallback: US Embassy feed and OpenAQ non-government stations cover the independent ground-truth role; CAMS reanalysis fills any wards without coverage.

  • Sentinel-2 Statistics API (AgroWatch)

    degraded · 2928m

    Sentinel Hub processing quota exhausted (HTTP 403); retry scheduled after 2026-10-23T23:29:05.375Z

    fallback: Quota exhaustion pauses pixel processing; the last verified indices remain available and missing metrics stay ineligible for models and alerts.

  • Sentinel-5P TROPOMI (NO₂, AAI)

    stale · 2933m

    Last fetch 2933m ago.

    fallback: Map drops the NO₂ raster layer; attribution falls back to seasonal CAQM source priors.

  • US Embassy New Delhi PM2.5 (AirNow)

    healthy · 36m

    Last fetch 36m ago.

    fallback: PurpleAir NCR network and OpenAQ non-government stations cover the independent ground-truth role; CAMS reanalysis fills any wards without coverage.

  • VIIRS / MODIS MAIAC AOD

    down · 61930m

    CMR HTTP 401

    fallback: Map drops the smoke/aerosol overlay; the model still uses ground PM2.5 and meteorology.

  • WAQI / aqicn.org (non-government stations)

    healthy · 44m

    Last fetch 44m ago.

    fallback: US Embassy feed and OpenAQ non-government readings cover the ground-monitor role; CAMS reanalysis fills any wards out of station range.

Inspect licence, corrections and migrations

Licence, correction and channel migration

Terms under which this evidence may be redistributed, and the record of channels that have been renamed or retired.

MEASURED

licence posture

Mixed; see domains[].license and channels[].license

status mixed · redistribution channel_specific

correction policy

revision_fields_present; current source tables may not retain superseded values

training pipeline

completed · normal · last success 2026-10-24

channel migrations

  • model.pm25_lower → model.pm25_airwatch_calibrated_lower · deprecated
  • model.pm25_upper → model.pm25_airwatch_calibrated_upper · deprecated
  • model.probability_m4 → model.probability_m4_regional, model.probability_m4_etas · deprecated
  • model.probability_m5 → model.probability_m5_regional, model.probability_m5_etas · deprecated
  • model.sst → model.sst_open_meteo, model.sst_crw_persistence, model.sst_seawatch_lgbm · deprecated
  • model.peak_apparent_c → model.peak_apparent_c_incumbent, model.peak_apparent_c_historical_climatology · deprecated
  • model.peak_lower_c → model.peak_lower_c_incumbent, model.peak_lower_c_historical_climatology · deprecated
  • model.peak_upper_c → model.peak_upper_c_incumbent, model.peak_upper_c_historical_climatology · deprecated
  • model.apparent_temp_c → model.apparent_temp_c_incumbent, model.apparent_temp_c_historical_climatology · deprecated
  • model.apparent_temp_lower_c → model.apparent_temp_lower_c_incumbent, model.apparent_temp_lower_c_historical_climatology · deprecated
  • model.apparent_temp_upper_c → model.apparent_temp_upper_c_incumbent, model.apparent_temp_upper_c_historical_climatology · deprecated