Data_source

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

CEDS (Community Emissions Data System) global gridded anthropogenic emissions data loader. Provides monthly surface emission fluxes (kg m⁻² s⁻¹) at 0.5° × 0.5° global resolution for 10 species: BC, CH4, CO, CO2, N2O, NH3, NMVOC, NOx, OC, SO2.

EDGAR v8.1 monthly global air pollutant emissions data loader. Provides surface-layer volumetric emission rate (kg m⁻³ s⁻¹) for lev < 2 (first vertical layer), and zero above. Configured per substance (species) and emission sector at instantiation time via {species} and {sector} URL template substitutions.

ERA5 regridding model — the coupler half of the era5 loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.1). Exposes ERA5 ECMWF Reanalysis 5th Generation pressure-level fields on the simulation's target grid for coupling into EarthSciML systems.

ERA5 SINGLE-LEVEL (surface) regridding model — the coupler half of the era5 single-level loader+regridding-model split. Exposes ERA5 near-surface fields — 10 m wind (u10, v10), 2 m temperature (t2m), 2 m dewpoint (d2m) — on the simulation's target grid for coupling into EarthSciML systems. This is the single-level counterpart of era5.esm (pressure-level); it is preferred where genuine near-surface met is needed over terrain, because a 1000 hPa pressure level is at/below ground over elevated terrain.

GEOS-FP regridding model — the coupler half of the geosfp loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.2, following the esm-3nc.1 era5/wrf pattern). Exposes NASA GMAO GEOS-FP assimilated meteorology (0.25°×0.3125° global, GEOS-Chem 72-level) on the simulation's target grid for coupling into EarthSciML systems.

GEOS-FP regridding model — the coupler half of the geosfp loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.2, following the esm-3nc.1 era5/wrf pattern). Exposes NASA GMAO GEOS-FP assimilated meteorology (0.25°×0.3125° global, GEOS-Chem 72-level) on the simulation's target grid for coupling into EarthSciML systems.

GEOS-FP regridding model — the coupler half of the geosfp loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.2, following the esm-3nc.1 era5/wrf pattern). Exposes NASA GMAO GEOS-FP assimilated meteorology (0.25°×0.3125° global, GEOS-Chem 72-level) on the simulation's target grid for coupling into EarthSciML systems.

GEOS-FP regridding model — the coupler half of the geosfp loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.2, following the esm-3nc.1 era5/wrf pattern). Exposes NASA GMAO GEOS-FP assimilated meteorology (0.25°×0.3125° global, GEOS-Chem 72-level) on the simulation's target grid for coupling into EarthSciML systems.

GEOS-FP regridding model — the coupler half of the geosfp loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.2, following the esm-3nc.1 era5/wrf pattern). Exposes NASA GMAO GEOS-FP assimilated meteorology (0.25°×0.3125° global, GEOS-Chem 72-level) on the simulation's target grid for coupling into EarthSciML systems.

GEOS-FP regridding model — the coupler half of the geosfp loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.2, following the esm-3nc.1 era5/wrf pattern). Exposes NASA GMAO GEOS-FP assimilated meteorology (0.25°×0.3125° global, GEOS-Chem 72-level) on the simulation's target grid for coupling into EarthSciML systems.

LANDFIRE regridding model — the coupler half of the landfire loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.4). Exposes the LANDFIRE fire-behavior fuel-model code (Anderson 13 / Scott & Burgan 40) on the simulation's target grid for wildland-fire coupling in EarthSciML systems.

Pure-I/O data loader for MTBS (Monitoring Trends in Burn Severity) post-fire burn-severity products. Provides the time-invariant final burn-severity raster for a single fire: a thematic severity class layer (1=unburned/low … 6=non-processing-area mask) and the continuous dNBR (differenced Normalized Burn Ratio) layer, on the native Albers/geographic raster the MTBS product ships. Sourced as GeoTIFF bands of the per-fire MTBS bundle (one final product per fire — there is no temporal progression).

NCEP/NCAR Reanalysis 1 regridding model — the coupler half of the ncep_ncar loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.2, esm-3nc.1 era5 pattern). Exposes 6-hourly pressure-level atmospheric variables (temperature, geopotential height, vertical velocity, horizontal winds) and static surface geopotential on the simulation's target grid.

NCEP/NCAR Reanalysis 1 regridding model — the coupler half of the ncep_ncar loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.2, esm-3nc.1 era5 pattern). Exposes 6-hourly pressure-level atmospheric variables (temperature, geopotential height, vertical velocity, horizontal winds) and static surface geopotential on the simulation's target grid.

US EPA 2016 NEI CMAQ-formatted monthly DataLoader. Converts monthly gridded anthropogenic+biogenic emissions from the 12US1 12-km Lambert Conformal domain to mixing ratio source rates (1/s) for 69 species. Species-specific temporal scaling: CO (day-of-week×diurnal), FORM (diurnal), ISOP (isoprene diurnal), NO/NO2 (NOx day-of-week×NOx diurnal), others (none). The gt-p3ep(lookup) gap is resolved via datetime.hour+floor+interp.linear for diurnal/day-of-week and interp.bilinear for the 94x49 delp_dry_surface field. Migrated from EarthSciData.jl src/nei2016monthly.jl:358 (esm-ftdf).

Pure-I/O data loader for NIFC / GeoMAC daily wildfire perimeters, RASTERIZED OFFLINE to a burned-fraction grid. Provides a daily burned_fraction(lon,lat) field in [0,1] — the per-cell fraction of area inside the cumulative (or daily) fire perimeter — read as an ordinary gridded time series (one NetCDF per day). This is the day-by-day fire PROGRESSION reference for fire-model validation (campfire-e2e Phase E1/E2).

OpenAQ regridding model — the coupler half of the openaq loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.5). Exposes ground-based air quality monitoring observations (PM2.5, PM10, O3, NO2, SO2, CO, BC, PM1, NO, NOx) on the simulation's target grid for coupling into EarthSciML systems.

USGS 3DEP regridding model — the coupler half of the usgs3dep loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.4). Exposes USGS 3D Elevation Program terrain elevation (a pure-I/O loader passthrough) for terrain coupling in EarthSciML systems.

Pure-I/O data loader for NASA FIRMS VIIRS active-fire detections. Provides per-overpass point detections (one row per fire pixel per satellite pass): fire radiative power, brightness temperature, and detection confidence at irregular (lon,lat) detection locations resolved at runtime. This is the SUB-DAILY fire-front timing reference for fire-model validation (campfire-e2e Phase E1/E2) — the best progression signal between daily perimeters.

WRF regridding model — the coupler half of the wrf loader+regridding-model split (RFC pure-io-data-loaders §6/§7; bead esm-3nc.1). Exposes WRF regional weather fields (UCAR RDA d340000, WRF-Chem v3.9.1 CONUS 12 km) on the simulation's target grid for advection and chemistry coupling in EarthSciML systems.