Categories - Sustainable Development - Data Catalogs and Interfaces
Topics
dataviz, ropengov, eurostat-data, data-discovery, solara, whiteboxtools, embeddings, earthengine, environmental layers, machine learning, local-government, mapit, access, cmr, openscience, wri-api, eodag, spatial-imagery, getspatialdata, usgs-earth-explorer, earthdata-search, eosdis, thredds-catalogs, mojolicious, provenance, rose-db, semantic-web, mesowest, polars, synoptic-api, dods, cran-r, gisco, thematic-maps, folium, geoparquet,
Projects
Contributors
Lauren Palmer [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Taxonomy and Ontology
Topics:
ecological-metadata-language, eml, arctic, arctic-data-center, data-provenance, data-repository, dataone, doi, ecoinformatics, ecology and 5 more
Scott Havens [email protected]
OST Projects: 2
Categories: Natural Resources, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Water Supply, Water Supply and Quality
Topics:
awsm, hydrology, snow, water, watershed, thredds, thredds-catalogs, unidata, interpolation, smrf and 2 more
Brian Blaylock [email protected]
OST Projects: 2
Categories: Atmosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Meteorological Observation and Forecast
Topics:
big-data-program, cfgrib, ecmwf-data, gfs, grib, grib2, hrrr, noaa-data, nomads, numerical-weather-prediction and 6 more
Craig Jones [email protected]
OST Projects: 2
Categories: Hydrosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Ocean and Hydrology Data Access
Topics:
Amit Aronovitch [email protected]
OST Projects: 2
Categories: Renewable Energy, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Photovoltaics and Solar Energy
Topics:
geospatial-data, data-version-control, developer-tools, reproducibility
Sachit Rajbhandari [email protected]
OST Projects: 2
Categories: Hydrosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Ocean and Hydrology Data Access
Topics:
Tobias Kohr [email protected]
OST Projects: 2
Categories: Climate Change, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Natural Hazard and Storm
Topics:
corse, mapstore, cesium, geojson, openlayers, tcatalog, tomcat
Matt Jones [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Taxonomy and Ontology
Topics:
ecological-metadata-language, eml
Antoine Abt [email protected]
OST Projects: 2
Categories: Climate Change, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Natural Hazard and Storm
Topics:
corse, mapstore, openlayers
Enrico Spinielli [email protected]
OST Projects: 2
Categories: Atmosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Meteorological Observation and Forecast
Topics:
airports, asos, iowa-environment-mesonet, metar, temperature, weather, weather-api, eurostat, eurostat-data, ropengov and 26 more
Ryan Abbott [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
data-discovery, earthdata-search, eosdis, earth-science, gsfc, hacktoberfest2022, echo-forms, timeline, common-metadata-repository
jfrankl [email protected]
OST Projects: 2
Categories: Natural Resources, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Water Supply, Water Supply and Quality
Topics:
civic-apps-team, hydrology, stormwater, watersheds, aiforearth, geojson, earth-observation, geospatial-analytics, geospatial-processing, geotrellis and 5 more
Macy Huang [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
data-discovery, earthdata-search, eosdis, earth-science, gsfc
Matthieu Stigler [email protected]
OST Projects: 2
Categories: Biosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Deforestation and Reforestation, Forest Observation and Management
Topics:
earthengine, googleearthengine, spatial-analysis, spatial-data, amazonia, datazoom, municipality, choropleth-maps, thematic-maps, visualisation and 14 more
Andreas Billmeier [email protected]
OST Projects: 2
Categories: Consumption, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Mobility and Transportation
Topics:
battery, powerwall, powerwall-api, powerwall-status, tesla, tesla-powerwall, varta, varta-storage, air-quality, gios and 4 more
Kirill Kouzoubov [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Knowledge Platforms
Topics:
digitalearthaustralia, earth-observation, earthobservation, geoscienceaustralia, geospatial-data, opendatacube, remotesensing, sentinel-2, gdal, rasterio and 9 more
Glenn Lewis [email protected]
OST Projects: 2
Categories: Industrial Ecology, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Life Cycle Assessment
Topics:
eclipse-rcp, openlca, cloud-bigquery, cloud-datastore, cloud-pubsub, cloud-storage, google-cloud-platform
Drew Pesall [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
data-discovery, earthdata-search, eosdis, earth-science, gsfc, common-metadata-repository
JimBiardCics [email protected]
OST Projects: 2
Categories: Climate Change, Sustainable Development
Sub Categories: Climate Data Standards, Data Catalogs and Interfaces
Topics:
climate-science, government-data, mojolicious, perl, provenance, rose-db, semantic-web
Warren Pettee [email protected]
OST Projects: 2
Categories: Atmosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Meteorological Observation and Forecast
Topics:
thredds, thredds-catalogs, unidata, atmospheric-science, hodograph, meteorology, skew-t, weather, weather-data
runner [email protected]
OST Projects: 2
Categories: Biosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Marine Life and Fishery
Topics:
aims, marine, sst, weather, earthengine, googleearthengine, spatial-analysis, spatial-data
lbusett [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Environmental Satellites
Topics:
gdal, modis, modis-data, modis-land-products, preprocessing, copernicus, esa, getspatialdata, spatial-data, usgs-earth-explorer and 9 more
dkorais [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Environmental Satellites
Topics:
earth-observation, sentinel-hub, ogc-services, eo-data, eo-research
maier-m [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Taxonomy and Ontology
Topics:
ecological-metadata-language, eml
Darren Wiens [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, folium, geoparquet, geospatial-analysis, ipyleaflet, leafmap, plotly, whiteboxtools, geotrellis, tile-server and 12 more
Matic Lubej [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Environmental Satellites
Topics:
earth-observation, sentinel-hub, ogc-services, cloud-detector, sentinel-2, eo-data, eo-research, ai4food, openeo
Pablo Pareja Tobes [email protected]
OST Projects: 2
Categories: Biosphere, Sustainable Development
Sub Categories: Conservation and Restoration, Data Catalogs and Interfaces
Topics:
climate-change, wri-api, arcgisjs, biodiversity, half-earth, eslint-config, wysiwyg, archived, deprecated, prep and 2 more
Shixian Sheng [email protected]
OST Projects: 2
Categories: Renewable Energy, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Photovoltaics and Solar Energy
Topics:
github-api, pygithub, pep8, ruff, rustpython, static-analysis, static-code-analysis, style-guide
rrequero [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Knowledge Platforms
Topics:
climate-change, wri-api, climate, fishing, gfw, mapbox-gl-js, maplibre-gl-js, react-map-gl
Etienne Pelletier [email protected]
OST Projects: 2
Categories: Climate Change, Sustainable Development
Sub Categories: Climate Data Processing and Analysis, Data Catalogs and Interfaces
Topics:
ahccd, cangrd, cansips, climate, cmip5, downscale, mapserver, ogc, weather, wms and 2 more
Louis-Philippe Rousseau Lambert [email protected]
OST Projects: 2
Categories: Climate Change, Sustainable Development
Sub Categories: Climate Data Processing and Analysis, Data Catalogs and Interfaces
Topics:
ahccd, cangrd, cansips, climate, cmip5, downscale, mapserver, ogc, weather, wms
Julien Acroute [email protected]
OST Projects: 2
Categories: Climate Change, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Natural Hazard and Storm
Topics:
geojson, geotools, oracle-spatial, sqlserver, geomapfish, jasperreports, ogc, reporting
Erik Escoffier [email protected]
OST Projects: 2
Categories: Biosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Forest Modeling and Analysis, Forest Observation and Management
Topics:
fishing, gfw, mapbox-gl-js, maplibre-gl-js, react-map-gl
Slesa Adhikari [email protected]
OST Projects: 2
Categories: Biosphere, Sustainable Development
Sub Categories: Biomass, Data Catalogs and Interfaces
Topics:
cross-agency, open-code, open-science, stac, earth-science, veda
Bob Du [email protected]
OST Projects: 2
Categories: Atmosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Radiative Transfer
Topics:
gaw, ozone, ozonesonde, spectral, totalozone, ultraviolet, umkehr, uv, wmo
vectorsize [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Knowledge Platforms
Topics:
climate-change, wri-api, climate
Fedor Baart [email protected]
OST Projects: 2
Categories: Hydrosphere, Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Ocean and Hydrology Data Access
Topics:
dap, dods, opendap, coupling, hydrodynamics, hydrology, large-scale
mobb [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Taxonomy and Ontology
Topics:
ecological-metadata-language, eml
Jon Duckworth [email protected]
OST Projects: 2
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces, Education
Topics:
stac, earth-observation, planetary-computer, radiant, spatio-temporal, spatio-temporal-data, ogc-api, spatiotemporal-asset-catalog, stac-api, torchgeo and 5 more
Michael Wellington [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthobservation, opendatacube, remotesensing
Fang Yuan [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthobservation, opendatacube, remotesensing
mrepse [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earth-observation, sentinel-hub
NMoghaddam [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthobservation, opendatacube, remotesensing
BRUNATO Sylvain [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac, jupyterlab and 2 more
Diwakar Kushwaha [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac
mpho-sadiki [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthobservation, opendatacube, remotesensing
iespinosa [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earth-observation, sentinel-hub, sentinel-2, sentinel-3, sentinel-5p
jonescc jonescc@ff403467-3f20-0410-99e5-ff581e626a08
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
Clément Cazorla [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac
Stéphan AIME [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac, ogc and 2 more
Leso_KN [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac, ai-framework and 6 more
Apparell [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac
Adrien Oyono [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac, scihub
Glenn Waters [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
varta, varta-storage
Meylheuc [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac
eefaye [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthobservation, opendatacube, remotesensing
16EAGLE [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
copernicus, esa, getspatialdata, modis, spatial-data, usgs-earth-explorer
Adrien Oyono [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
catalog, cbers, copernicus, earth-observation, eodag, geographic-data, modis, spatial-imagery, stac, scihub
Andrea [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, modis
Gergely Padányi-Gulyás [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earth-observation, sentinel-hub, crs, dart, proj4, proj4js, srs, wkt
Elias James Howell [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov, ansible, provisioning, stack, benchmarking, databases
Bates, Colm [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov
Fernando Herrera [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, modis
ake123 [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov
Markus Kainu [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov, spatial-data, educational-materials
Bocinsky [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
Maxim Lamare [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earth-observation, sentinel-hub, eo-data, eo-research
justb justb@ff403467-3f20-0410-99e5-ff581e626a08
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
ticheler ticheler@ff403467-3f20-0410-99e5-ff581e626a08
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
lei lei@savu
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov
antagomir antagomir@lei
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov, finland, helsinki, helsinki-region, health, sotkanet-data-portal
Bocinsky [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
Markus Kainu [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov, data-package
Lei lei@folio
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov
Bocinsky [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
archaeology, climate, mat, palaeoecology, paleoclimate, paleoclimate-reconstruction, paleoclimatology, palynology, pollen, reproducibility
wray [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earth-observation, sentinel-hub
Markus Kainu [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
eurostat, eurostat-data, ropengov, data-package, agriculture, emissions, fao, forestry, poverty
Jason [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, folium, geoparquet, geospatial-analysis, ipyleaflet, leafmap, plotly, whiteboxtools, solara
Bocinsky [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
Karel Van Camp [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, folium, geoparquet, geospatial-analysis, ipyleaflet, leafmap, plotly, whiteboxtools, solara
Matteo [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, folium, geoparquet, geospatial-analysis, ipyleaflet, leafmap, plotly, whiteboxtools, embedded, embedded-systems and 10 more
Kyle Bocinsky [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
archaeology, climate, mat, palaeoecology, paleoclimate, paleoclimate-reconstruction, paleoclimatology, palynology, pollen, reproducibility
Monja Šebela [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earth-observation, sentinel-hub
rgiaccio rgiaccio@ff403467-3f20-0410-99e5-ff581e626a08
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
Mike Beller [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, folium, geoparquet, geospatial-analysis, ipyleaflet, leafmap, plotly, whiteboxtools, solara
Andrew Stewart [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, folium, geoparquet, geospatial-analysis, ipyleaflet, leafmap, plotly, whiteboxtools, inflation, solara
Nahid Pervez [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, folium, geoparquet, geospatial-analysis, ipyleaflet, leafmap, plotly, whiteboxtools, solara
Kharude, Sachin [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
dataviz, folium, geoparquet, geospatial-analysis, ipyleaflet, leafmap, plotly, whiteboxtools, binder, binder-ready and 16 more
Jim Biard [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
climate-science, government-data, mojolicious, perl, provenance, rose-db, semantic-web
Sabina Dolenc [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earth-observation, sentinel-hub
Paul Frater [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthengine, googleearthengine, spatial-analysis, spatial-data
Daniel Bonnéry [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthengine, googleearthengine, spatial-analysis, spatial-data
adthrasher [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
climate-science, government-data, mojolicious, perl, provenance, rose-db, semantic-web, bioinformatics, bioinformatics-pipeline, cromwell and 6 more
Martin Holdrege [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthengine, googleearthengine, spatial-analysis, spatial-data, simulation-model, soil-water-balance
Randall Sindlinger [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
climate-science, government-data, mojolicious, perl, provenance, rose-db, semantic-web
Miguel Barrenechea Sánchez [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
climate-change, wri-api
Jose Garcia [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
Paul [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
ogc, ogcapi, ows
Ian [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
runner [email protected]
OST Projects: 1
Categories: Sustainable Development
Sub Categories: Data Catalogs and Interfaces
Topics:
earthengine, googleearthengine, spatial-analysis, spatial-data