interactions:
- request:
    body: null
    headers:
      Accept:
      - '*/*'
      Accept-Encoding:
      - gzip, deflate
      Connection:
      - keep-alive
      User-Agent:
      - python-requests/2.32.3
    method: GET
    uri: https://planetarycomputer.microsoft.com/api/stac/v1/
  response:
    body:
      string: '{"type":"Catalog","id":"microsoft-pc","title":"Microsoft Planetary
        Computer STAC API","description":"Searchable spatiotemporal metadata describing
        Earth science datasets hosted by the Microsoft Planetary Computer","stac_version":"1.0.0","conformsTo":["https://api.stacspec.org/v1.0.0/ogcapi-features","http://www.opengis.net/spec/ogcapi-features-1/1.0/conf/oas30","http://www.opengis.net/spec/cql2/1.0/conf/cql2-json","https://api.stacspec.org/v1.0.0/core","https://api.stacspec.org/v1.0.0/collections","http://www.opengis.net/spec/cql2/1.0/conf/basic-cql2","http://www.opengis.net/spec/ogcapi-features-3/1.0/conf/filter","https://api.stacspec.org/v1.0.0/item-search#fields","https://api.stacspec.org/v1.0.0/item-search#query","http://www.opengis.net/spec/ogcapi-features-1/1.0/conf/geojson","https://api.stacspec.org/v1.0.0/item-search#sort","http://www.opengis.net/spec/cql2/1.0/conf/cql2-text","https://api.stacspec.org/v1.0.0-rc.2/item-search#filter","https://api.stacspec.org/v1.0.0/item-search","http://www.opengis.net/spec/ogcapi-features-1/1.0/conf/core"],"links":[{"rel":"self","type":"application/json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/"},{"rel":"root","type":"application/json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/"},{"rel":"data","type":"application/json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections"},{"rel":"conformance","type":"application/json","title":"STAC/OGC
        conformance classes implemented by this server","href":"https://planetarycomputer.microsoft.com/api/stac/v1/conformance"},{"rel":"search","type":"application/geo+json","title":"STAC
        search","href":"https://planetarycomputer.microsoft.com/api/stac/v1/search","method":"GET"},{"rel":"search","type":"application/geo+json","title":"STAC
        search","href":"https://planetarycomputer.microsoft.com/api/stac/v1/search","method":"POST"},{"rel":"http://www.opengis.net/def/rel/ogc/1.0/queryables","type":"application/schema+json","title":"Queryables","href":"https://planetarycomputer.microsoft.com/api/stac/v1/queryables","method":"GET"},{"rel":"child","type":"application/json","title":"Daymet
        Annual Puerto Rico","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-annual-pr"},{"rel":"child","type":"application/json","title":"Daymet
        Daily Hawaii","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-daily-hi"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Seamless DEMs","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-seamless"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Digital Surface Model","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-dsm"},{"rel":"child","type":"application/json","title":"Forest
        Inventory and Analysis","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/fia"},{"rel":"child","type":"application/json","title":"gridMET","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/gridmet"},{"rel":"child","type":"application/json","title":"Daymet
        Annual North America","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-annual-na"},{"rel":"child","type":"application/json","title":"Daymet
        Monthly North America","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-monthly-na"},{"rel":"child","type":"application/json","title":"Daymet
        Annual Hawaii","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-annual-hi"},{"rel":"child","type":"application/json","title":"Daymet
        Monthly Hawaii","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-monthly-hi"},{"rel":"child","type":"application/json","title":"Daymet
        Monthly Puerto Rico","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-monthly-pr"},{"rel":"child","type":"application/json","title":"gNATSGO
        Soil Database - Tables","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/gnatsgo-tables"},{"rel":"child","type":"application/json","title":"HGB:
        Harmonized Global Biomass for 2010","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/hgb"},{"rel":"child","type":"application/json","title":"Copernicus
        DEM GLO-30","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cop-dem-glo-30"},{"rel":"child","type":"application/json","title":"Copernicus
        DEM GLO-90","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cop-dem-glo-90"},{"rel":"child","type":"application/json","title":"TerraClimate","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/terraclimate"},{"rel":"child","type":"application/json","title":"Earth
        Exchange Global Daily Downscaled Projections (NEX-GDDP-CMIP6)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/nasa-nex-gddp-cmip6"},{"rel":"child","type":"application/json","title":"GPM
        IMERG","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/gpm-imerg-hhr"},{"rel":"child","type":"application/json","title":"gNATSGO
        Soil Database - Rasters","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/gnatsgo-rasters"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Height above Ground","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-hag"},{"rel":"child","type":"application/json","title":"10m
        Annual Land Use Land Cover (9-class) V2","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/io-lulc-annual-v02"},{"rel":"child","type":"application/json","title":"GOES-R
        Cloud & Moisture Imagery","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/goes-cmi"},{"rel":"child","type":"application/json","title":"CONUS404","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/conus404"},{"rel":"child","type":"application/json","title":"Sentinel
        1 Radiometrically Terrain Corrected (RTC)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-1-rtc"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Intensity","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-intensity"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Point Source","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-pointsourceid"},{"rel":"child","type":"application/json","title":"MTBS:
        Monitoring Trends in Burn Severity","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/mtbs"},{"rel":"child","type":"application/json","title":"C-CAP
        Regional Land Cover and Change","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-c-cap"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Point Cloud","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-copc"},{"rel":"child","type":"application/json","title":"MODIS
        Burned Area Monthly","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-64A1-061"},{"rel":"child","type":"application/json","title":"ALOS
        Forest/Non-Forest Annual Mosaic","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/alos-fnf-mosaic"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Returns","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-returns"},{"rel":"child","type":"application/json","title":"MoBI:
        Map of Biodiversity Importance","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/mobi"},{"rel":"child","type":"application/json","title":"Landsat
        Collection 2 Level-2","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/landsat-c2-l2"},{"rel":"child","type":"application/json","title":"ERA5
        - PDS","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/era5-pds"},{"rel":"child","type":"application/json","title":"Chloris
        Biomass","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/chloris-biomass"},{"rel":"child","type":"application/json","title":"HydroForecast
        - Kwando & Upper Zambezi Rivers","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/kaza-hydroforecast"},{"rel":"child","type":"application/json","title":"Planet-NICFI
        Basemaps (Analytic)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/planet-nicfi-analytic"},{"rel":"child","type":"application/json","title":"MODIS
        Gross Primary Productivity 8-Day","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-17A2H-061"},{"rel":"child","type":"application/json","title":"MODIS
        Land Surface Temperature/Emissivity 8-Day","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-11A2-061"},{"rel":"child","type":"application/json","title":"Daymet
        Daily Puerto Rico","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-daily-pr"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Digital Terrain Model (Native)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-dtm-native"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Classification","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-classification"},{"rel":"child","type":"application/json","title":"USGS
        3DEP Lidar Digital Terrain Model","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/3dep-lidar-dtm"},{"rel":"child","type":"application/json","title":"USGS
        Gap Land Cover","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/gap"},{"rel":"child","type":"application/json","title":"MODIS
        Gross Primary Productivity 8-Day Gap-Filled","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-17A2HGF-061"},{"rel":"child","type":"application/json","title":"Planet-NICFI
        Basemaps (Visual)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/planet-nicfi-visual"},{"rel":"child","type":"application/json","title":"Global
        Biodiversity Information Facility (GBIF)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/gbif"},{"rel":"child","type":"application/json","title":"MODIS
        Net Primary Production Yearly Gap-Filled","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-17A3HGF-061"},{"rel":"child","type":"application/json","title":"MODIS
        Surface Reflectance 8-Day (500m)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-09A1-061"},{"rel":"child","type":"application/json","title":"ALOS
        World 3D-30m","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/alos-dem"},{"rel":"child","type":"application/json","title":"ALOS
        PALSAR Annual Mosaic","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/alos-palsar-mosaic"},{"rel":"child","type":"application/json","title":"Deltares
        Global Water Availability","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/deltares-water-availability"},{"rel":"child","type":"application/json","title":"MODIS
        Net Evapotranspiration Yearly Gap-Filled","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-16A3GF-061"},{"rel":"child","type":"application/json","title":"MODIS
        Land Surface Temperature/3-Band Emissivity 8-Day","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-21A2-061"},{"rel":"child","type":"application/json","title":"US
        Census","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/us-census"},{"rel":"child","type":"application/json","title":"JRC
        Global Surface Water","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/jrc-gsw"},{"rel":"child","type":"application/json","title":"Deltares
        Global Flood Maps","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/deltares-floods"},{"rel":"child","type":"application/json","title":"MODIS
        Nadir BRDF-Adjusted Reflectance (NBAR) Daily","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-43A4-061"},{"rel":"child","type":"application/json","title":"MODIS
        Surface Reflectance 8-Day (250m)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-09Q1-061"},{"rel":"child","type":"application/json","title":"MODIS
        Thermal Anomalies/Fire Daily","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-14A1-061"},{"rel":"child","type":"application/json","title":"HREA:
        High Resolution Electricity Access","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/hrea"},{"rel":"child","type":"application/json","title":"MODIS
        Vegetation Indices 16-Day (250m)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-13Q1-061"},{"rel":"child","type":"application/json","title":"MODIS
        Thermal Anomalies/Fire 8-Day","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-14A2-061"},{"rel":"child","type":"application/json","title":"Sentinel-2
        Level-2A","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a"},{"rel":"child","type":"application/json","title":"MODIS
        Leaf Area Index/FPAR 8-Day","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-15A2H-061"},{"rel":"child","type":"application/json","title":"MODIS
        Land Surface Temperature/Emissivity Daily","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-11A1-061"},{"rel":"child","type":"application/json","title":"MODIS
        Leaf Area Index/FPAR 4-Day","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-15A3H-061"},{"rel":"child","type":"application/json","title":"MODIS
        Vegetation Indices 16-Day (500m)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-13A1-061"},{"rel":"child","type":"application/json","title":"Daymet
        Daily North America","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-daily-na"},{"rel":"child","type":"application/json","title":"Land
        Cover of Canada","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/nrcan-landcover"},{"rel":"child","type":"application/json","title":"MODIS
        Snow Cover 8-day","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-10A2-061"},{"rel":"child","type":"application/json","title":"ECMWF
        Open Data (real-time)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/ecmwf-forecast"},{"rel":"child","type":"application/json","title":"NOAA
        MRMS QPE 24-Hour Pass 2","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-mrms-qpe-24h-pass2"},{"rel":"child","type":"application/json","title":"NASADEM
        HGT v001","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/nasadem"},{"rel":"child","type":"application/json","title":"Esri
        10-Meter Land Cover (10-class)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/io-lulc"},{"rel":"child","type":"application/json","title":"Landsat
        Collection 2 Level-1","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/landsat-c2-l1"},{"rel":"child","type":"application/json","title":"Denver
        Regional Council of Governments Land Use Land Cover","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/drcog-lulc"},{"rel":"child","type":"application/json","title":"Chesapeake
        Land Cover (7-class)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/chesapeake-lc-7"},{"rel":"child","type":"application/json","title":"Chesapeake
        Land Cover (13-class)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/chesapeake-lc-13"},{"rel":"child","type":"application/json","title":"Chesapeake
        Land Use","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/chesapeake-lu"},{"rel":"child","type":"application/json","title":"NOAA
        MRMS QPE 1-Hour Pass 1","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-mrms-qpe-1h-pass1"},{"rel":"child","type":"application/json","title":"NOAA
        MRMS QPE 1-Hour Pass 2","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-mrms-qpe-1h-pass2"},{"rel":"child","type":"application/json","title":"Monthly
        NOAA U.S. Climate Gridded Dataset (NClimGrid)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-nclimgrid-monthly"},{"rel":"child","type":"application/json","title":"USDA
        Cropland Data Layers (CDLs)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/usda-cdl"},{"rel":"child","type":"application/json","title":"Urban
        Innovation Eclipse Sensor Data","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/eclipse"},{"rel":"child","type":"application/json","title":"ESA
        Climate Change Initiative Land Cover Maps (Cloud Optimized GeoTIFF)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/esa-cci-lc"},{"rel":"child","type":"application/json","title":"ESA
        Climate Change Initiative Land Cover Maps (NetCDF)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/esa-cci-lc-netcdf"},{"rel":"child","type":"application/json","title":"FWS
        National Wetlands Inventory","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/fws-nwi"},{"rel":"child","type":"application/json","title":"USGS
        LCMAP CONUS Collection 1.3","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/usgs-lcmap-conus-v13"},{"rel":"child","type":"application/json","title":"USGS
        LCMAP Hawaii Collection 1.0","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/usgs-lcmap-hawaii-v10"},{"rel":"child","type":"application/json","title":"NOAA
        US Tabular Climate Normals","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-climate-normals-tabular"},{"rel":"child","type":"application/json","title":"NOAA
        US Gridded Climate Normals (NetCDF)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-climate-normals-netcdf"},{"rel":"child","type":"application/json","title":"GOES-R
        Lightning Detection","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/goes-glm"},{"rel":"child","type":"application/json","title":"Sentinel
        1 Level-1 Ground Range Detected (GRD)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-1-grd"},{"rel":"child","type":"application/json","title":"NOAA
        US Gridded Climate Normals (Cloud-Optimized GeoTIFF)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-climate-normals-gridded"},{"rel":"child","type":"application/json","title":"ASTER
        L1T","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/aster-l1t"},{"rel":"child","type":"application/json","title":"CIL
        Global Downscaled Projections for Climate Impacts Research (CC-BY-SA-4.0)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by-sa"},{"rel":"child","type":"application/json","title":"NAIP:
        National Agriculture Imagery Program","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/naip"},{"rel":"child","type":"application/json","title":"10m
        Annual Land Use Land Cover (9-class) V1","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/io-lulc-9-class"},{"rel":"child","type":"application/json","title":"Biodiversity
        Intactness","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/io-biodiversity"},{"rel":"child","type":"application/json","title":"Sea
        Surface Temperature - WHOI CDR","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-cdr-sea-surface-temperature-whoi"},{"rel":"child","type":"application/json","title":"Global
        Ocean Heat Content CDR","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-cdr-ocean-heat-content"},{"rel":"child","type":"application/json","title":"CIL
        Global Downscaled Projections for Climate Impacts Research (CC0-1.0)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc0"},{"rel":"child","type":"application/json","title":"CIL
        Global Downscaled Projections for Climate Impacts Research (CC-BY-4.0)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by"},{"rel":"child","type":"application/json","title":"Sea
        Surface Temperature - WHOI CDR NetCDFs","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-cdr-sea-surface-temperature-whoi-netcdf"},{"rel":"child","type":"application/json","title":"Sea
        Surface Temperature - Optimum Interpolation CDR","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-cdr-sea-surface-temperature-optimum-interpolation"},{"rel":"child","type":"application/json","title":"MODIS
        Snow Cover Daily","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/modis-10A1-061"},{"rel":"child","type":"application/json","title":"Sentinel-5P
        Level-2","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-5p-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Water (Full Resolution)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-olci-wfr-l2-netcdf"},{"rel":"child","type":"application/json","title":"Global
        Ocean Heat Content CDR NetCDFs","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/noaa-cdr-ocean-heat-content-netcdf"},{"rel":"child","type":"application/json","title":"Harmonized
        Landsat Sentinel-2 (HLS) Version 2.0, Landsat Data","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/hls2-l30"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Global Aerosol","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-synergy-aod-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        10-Day Surface Reflectance and NDVI (SPOT VEGETATION)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-synergy-v10-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Land (Full Resolution)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-olci-lfr-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Land Radar Altimetry","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-sral-lan-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Land Surface Temperature","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-slstr-lst-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Sea Surface Temperature","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-slstr-wst-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Ocean Radar Altimetry","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-sral-wat-l2-netcdf"},{"rel":"child","type":"application/json","title":"Harmonized
        Landsat Sentinel-2 (HLS) Version 2.0, Sentinel-2 Data","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/hls2-s30"},{"rel":"child","type":"application/json","title":"Microsoft
        Building Footprints","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/ms-buildings"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Fire Radiative Power","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-slstr-frp-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Land Surface Reflectance and Aerosol","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-synergy-syn-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        Top of Atmosphere Reflectance (SPOT VEGETATION)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-synergy-vgp-l2-netcdf"},{"rel":"child","type":"application/json","title":"Sentinel-3
        1-Day Surface Reflectance and NDVI (SPOT VEGETATION)","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-3-synergy-vg1-l2-netcdf"},{"rel":"child","type":"application/json","title":"ESA
        WorldCover","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/esa-worldcover"},{"rel":"service-desc","type":"application/vnd.oai.openapi+json;version=3.0","title":"OpenAPI
        service description","href":"https://planetarycomputer.microsoft.com/api/stac/v1/openapi.json"},{"rel":"service-doc","type":"text/html","title":"OpenAPI
        service documentation","href":"https://planetarycomputer.microsoft.com/api/stac/v1/docs"}],"stac_extensions":[]}'
    headers:
      Accept-Ranges:
      - bytes
      Access-Control-Allow-Credentials:
      - 'true'
      Access-Control-Allow-Headers:
      - X-PC-Request-Entity,DNT,Keep-Alive,User-Agent,X-Requested-With,If-Modified-Since,Cache-Control,Content-Type,Authorization
      Access-Control-Allow-Methods:
      - PUT, GET, POST, OPTIONS
      Access-Control-Allow-Origin:
      - '*'
      Access-Control-Max-Age:
      - '1728000'
      Connection:
      - keep-alive
      Content-Length:
      - '3361'
      Content-Type:
      - application/json
      Date:
      - Thu, 17 Jul 2025 12:50:32 GMT
      Strict-Transport-Security:
      - max-age=31536000; includeSubDomains
      X-Cache:
      - CONFIG_NOCACHE
      content-encoding:
      - gzip
      vary:
      - Accept-Encoding
      x-azure-ref:
      - 20250717T125031Z-167d46d96d8rwmk4hC1DEN36180000000srg000000001zdw
    status:
      code: 200
      message: OK
- request:
    body: null
    headers:
      Accept:
      - '*/*'
      Accept-Encoding:
      - gzip, deflate
      Connection:
      - keep-alive
      User-Agent:
      - python-requests/2.32.3
    method: GET
    uri: https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by
  response:
    body:
      string: "{\"id\":\"cil-gdpcir-cc-by\",\"type\":\"Collection\",\"links\":[{\"rel\":\"items\",\"type\":\"application/geo+json\",\"href\":\"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by/items\"},{\"rel\":\"parent\",\"type\":\"application/json\",\"href\":\"https://planetarycomputer.microsoft.com/api/stac/v1/\"},{\"rel\":\"root\",\"type\":\"application/json\",\"href\":\"https://planetarycomputer.microsoft.com/api/stac/v1/\"},{\"rel\":\"self\",\"type\":\"application/json\",\"href\":\"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by\"},{\"rel\":\"license\",\"href\":\"https://spdx.org/licenses/CC-BY-4.0.html\",\"type\":\"text/html\",\"title\":\"Creative
        Commons Attribution 4.0 International\"},{\"rel\":\"cite-as\",\"href\":\"https://zenodo.org/record/6403794\",\"type\":\"text/html\"},{\"rel\":\"describedby\",\"href\":\"https://github.com/ClimateImpactLab/downscaleCMIP6/\",\"type\":\"text/html\",\"title\":\"Project
        homepage\"},{\"rel\":\"describedby\",\"href\":\"https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc-by\",\"title\":\"Human
        readable dataset overview and reference\",\"type\":\"text/html\"}],\"title\":\"CIL
        Global Downscaled Projections for Climate Impacts Research (CC-BY-4.0)\",\"assets\":{\"thumbnail\":{\"href\":\"https://ai4edatasetspublicassets.blob.core.windows.net/assets/pc_thumbnails/gdpcir.png\",\"type\":\"image/png\",\"title\":\"Thumbnail\"},\"geoparquet-items\":{\"href\":\"abfs://items/cil-gdpcir-cc-by.parquet\",\"type\":\"application/x-parquet\",\"roles\":[\"stac-items\"],\"title\":\"GeoParquet
        STAC items\",\"description\":\"Snapshot of the collection's STAC items exported
        to GeoParquet format.\",\"msft:partition_info\":{\"is_partitioned\":false},\"table:storage_options\":{\"account_name\":\"pcstacitems\"}}},\"extent\":{\"spatial\":{\"bbox\":[[-180,-90,180,90]]},\"temporal\":{\"interval\":[[\"1950-01-01T00:00:00Z\",\"2100-12-31T00:00:00Z\"]]}},\"license\":\"CC-BY-4.0\",\"sci:doi\":\"10.5194/egusphere-2022-1513\",\"keywords\":[\"CMIP6\",\"Climate
        Impact Lab\",\"Rhodium Group\",\"Precipitation\",\"Temperature\"],\"providers\":[{\"url\":\"https://impactlab.org/\",\"name\":\"Climate
        Impact Lab\",\"roles\":[\"producer\"]},{\"url\":\"https://planetarycomputer.microsoft.com/\",\"name\":\"Microsoft\",\"roles\":[\"host\"]}],\"summaries\":{\"cmip6:variable\":[\"pr\",\"tasmax\",\"tasmin\"],\"cmip6:source_id\":[\"BCC-CSM2-MR\",\"ACCESS-ESM1-5\",\"ACCESS-CM2\",\"MIROC-ES2L\",\"MIROC6\",\"NorESM2-LM\",\"NorESM2-MM\",\"GFDL-CM4\",\"GFDL-ESM4\",\"NESM3\",\"MPI-ESM1-2-HR\",\"HadGEM3-GC31-LL\",\"UKESM1-0-LL\",\"MPI-ESM1-2-LR\",\"EC-Earth3\",\"EC-Earth3-AerChem\",\"EC-Earth3-CC\",\"EC-Earth3-Veg\",\"EC-Earth3-Veg-LR\",\"CMCC-CM2-SR5\",\"CMCC-ESM2\"],\"cmip6:experiment_id\":[\"historical\",\"ssp126\",\"ssp245\",\"ssp370\",\"ssp585\"],\"cmip6:institution_id\":[\"BCC\",\"CAS\",\"CCCma\",\"CMCC\",\"CSIRO\",\"CSIRO-ARCCSS\",\"DKRZ\",\"EC-Earth-Consortium\",\"INM\",\"MIROC\",\"MOHC\",\"MPI-M\",\"NCC\",\"NOAA-GFDL\",\"NUIST\"]},\"description\":\"The
        World Climate Research Programme's [6th Coupled Model Intercomparison Project
        (CMIP6)](https://www.wcrp-climate.org/wgcm-cmip/wgcm-cmip6) represents an
        enormous advance in the quality, detail, and scope of climate modeling.\\n\\nThe
        [Global Downscaled Projections for Climate Impacts Research](https://github.com/ClimateImpactLab/downscaleCMIP6)
        dataset makes this modeling more applicable to understanding the impacts of
        changes in the climate on humans and society with two key developments: trend-preserving
        bias correction and downscaling. In this dataset, the [Climate Impact Lab](https://impactlab.org)
        provides global, daily minimum and maximum air temperature at the surface
        (`tasmin` and `tasmax`) and daily cumulative surface precipitation (`pr`)
        corresponding to the CMIP6 historical, ssp1-2.6, ssp2-4.5, ssp3-7.0, and ssp5-8.5
        scenarios for 25 global climate models on a 1/4-degree regular global grid.\\n\\n##
        Accessing the data\\n\\nGDPCIR data can be accessed on the Microsoft Planetary
        Computer. The dataset is made of of three collections, distinguished by data
        license:\\n* [Public domain (CC0-1.0) collection](https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc0)\\n*
        [Attribution (CC BY 4.0) collection](https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc-by)\\n\\nEach
        modeling center with bias corrected and downscaled data in this collection
        falls into one of these license categories - see the [table below](/dataset/cil-gdpcir-cc-by#available-institutions-models-and-scenarios-by-license-collection)
        to see which model is in each collection, and see the section below on [Citing,
        Licensing, and using data produced by this project](/dataset/cil-gdpcir-cc-by#citing-licensing-and-using-data-produced-by-this-project)
        for citations and additional information about each license.\\n\\n## Data
        format & contents\\n\\nThe data is stored as partitioned zarr stores (see
        [https://zarr.readthedocs.io](https://zarr.readthedocs.io)), each of which
        includes thousands of data and metadata files covering the full time span
        of the experiment. Historical zarr stores contain just over 50 GB, while SSP
        zarr stores contain nearly 70GB. Each store is stored as a 32-bit float, with
        dimensions time (daily datetime), lat (float latitude), and lon (float longitude).
        The data is chunked at each interval of 365 days and 90 degree interval of
        latitude and longitude. Therefore, each chunk is `(365, 360, 360)`, with each
        chunk occupying approximately 180MB in memory.\\n\\nHistorical data is daily,
        excluding leap days, from Jan 1, 1950 to Dec 31, 2014; SSP data is daily,
        excluding leap days, from Jan 1, 2015 to either Dec 31, 2099 or Dec 31, 2100,
        depending on data availability in the source GCM.\\n\\nThe spatial domain
        covers all 0.25-degree grid cells, indexed by the grid center, with grid edges
        on the quarter-degree, using a -180 to 180 longitude convention. Thus, the
        \u201Clon\u201D coordinate extends from -179.875 to 179.875, and the \u201Clat\u201D
        coordinate extends from -89.875 to 89.875, with intermediate values at each
        0.25-degree increment between (e.g. -179.875, -179.625, -179.375, etc).\\n\\n##
        Available institutions, models, and scenarios by license collection\\n\\n|
        Modeling institution |   Source model    |           Available experiments
        \           |   License collection   |\\n| -------------------- | -----------------
        | ------------------------------------------ | ---------------------- |\\n|
        CAS                  | FGOALS-g3 [^1]    | SSP2-4.5, SSP3-7.0, and SSP5-8.5
        \          | Public domain datasets |\\n| INM                  | INM-CM4-8
        \        | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | Public domain datasets
        |\\n| INM                  | INM-CM5-0         | SSP1-2.6, SSP2-4.5, SSP3-7.0,
        and SSP5-8.5 | Public domain datasets |\\n| BCC                  | BCC-CSM2-MR
        \      | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n|
        CMCC                 | CMCC-CM2-SR5      | ssp1-2.6, ssp2-4.5, ssp3-7.0, ssp5-8.5
        \    | CC-BY-40               |\\n| CMCC                 | CMCC-ESM2         |
        ssp1-2.6, ssp2-4.5, ssp3-7.0, ssp5-8.5     | CC-BY-40               |\\n|
        CSIRO-ARCCSS         | ACCESS-CM2        | SSP2-4.5 and SSP3-7.0                      |
        CC-BY-40               |\\n| CSIRO                | ACCESS-ESM1-5     | SSP1-2.6,
        SSP2-4.5, and SSP3-7.0           | CC-BY-40               |\\n| MIROC                |
        MIROC-ES2L        | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40
        \              |\\n| MIROC                | MIROC6            | SSP1-2.6,
        SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n| MOHC                 |
        HadGEM3-GC31-LL   | SSP1-2.6, SSP2-4.5, and SSP5-8.5           | CC-BY-40
        \              |\\n| MOHC                 | UKESM1-0-LL       | SSP1-2.6,
        SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n| MPI-M                |
        MPI-ESM1-2-LR     | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40
        \              |\\n| MPI-M/DKRZ [^2]      | MPI-ESM1-2-HR     | SSP1-2.6 and
        SSP5-8.5                      | CC-BY-40               |\\n| NCC                  |
        NorESM2-LM        | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40
        \              |\\n| NCC                  | NorESM2-MM        | SSP1-2.6,
        SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n| NOAA-GFDL
        \           | GFDL-CM4          | SSP2-4.5 and SSP5-8.5                      |
        CC-BY-40               |\\n| NOAA-GFDL            | GFDL-ESM4         | SSP1-2.6,
        SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n| NUIST                |
        NESM3             | SSP1-2.6, SSP2-4.5, and SSP5-8.5           | CC-BY-40
        \              |\\n| EC-Earth-Consortium  | EC-Earth3         | ssp1-2.6,
        ssp2-4.5, ssp3-7.0, and ssp5-8.5 | CC-BY-40               |\\n| EC-Earth-Consortium
        \ | EC-Earth3-AerChem | ssp370                                     | CC-BY-40
        \              |\\n| EC-Earth-Consortium  | EC-Earth3-CC      | ssp245 and
        ssp585                          | CC-BY-40               |\\n| EC-Earth-Consortium
        \ | EC-Earth3-Veg     | ssp1-2.6, ssp2-4.5, ssp3-7.0, and ssp5-8.5 | CC-BY-40
        \              |\\n| EC-Earth-Consortium  | EC-Earth3-Veg-LR  | ssp1-2.6,
        ssp2-4.5, ssp3-7.0, and ssp5-8.5 | CC-BY-40               |\\n| CCCma                |
        CanESM5           | ssp1-2.6, ssp2-4.5, ssp3-7.0, ssp5-8.5     | CC-BY-40[^3]
        \          |\\n\\n*Notes:*\\n\\n[^1]: At the time of running, no ssp1-2.6
        precipitation data was available. Therefore, we provide `tasmin` and `tamax`
        for this model and experiment, but not `pr`. All other model/experiment combinations
        in the above table include all three variables.\\n\\n[^2]: The institution
        which ran MPI-ESM1-2-HR\u2019s historical (CMIP) simulations is `MPI-M`, while
        the future (ScenarioMIP) simulations were run by `DKRZ`. Therefore, the institution
        component of `MPI-ESM1-2-HR` filepaths differ between `historical` and `SSP`
        scenarios.\\n\\n[^3]: This dataset was previously licensed as [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/),
        but was relicensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0)
        in March, 2023. \\n\\n## Project methods\\n\\nThis project makes use of statistical
        bias correction and downscaling algorithms, which are specifically designed
        to accurately represent changes in the extremes. For this reason, we selected
        Quantile Delta Mapping (QDM), following the method introduced by [Cannon et
        al. (2015)](https://doi.org/10.1175/JCLI-D-14-00754.1), which preserves quantile-specific
        trends from the GCM while fitting the full distribution for a given day-of-year
        to a reference dataset (ERA5).\\n\\nWe then introduce a similar method tailored
        to increase spatial resolution while preserving extreme behavior, Quantile-Preserving
        Localized-Analog Downscaling (QPLAD).\\n\\nTogether, these methods provide
        a robust means to handle both the central and tail behavior seen in climate
        model output, while aligning the full distribution to a state-of-the-art reanalysis
        dataset and providing the spatial granularity needed to study surface impacts.\\n\\nFor
        further documentation, see [Global downscaled projections for climate impacts
        research (GDPCIR): preserving extremes for modeling future climate impacts](https://egusphere.copernicus.org/preprints/2023/egusphere-2022-1513/)
        (EGUsphere, 2022 [preprint]).\\n\\n## Citing, licensing, and using data produced
        by this project\\n\\nProjects making use of the data produced as part of the
        Climate Impact Lab Global Downscaled Projections for Climate Impacts Research
        (CIL GDPCIR) project are requested to cite both this project and the source
        datasets from which these results are derived. Additionally, the use of data
        derived from some GCMs *requires* citations, and some modeling centers impose
        licensing restrictions & requirements on derived works. See each GCM's license
        info in the links below for more information.\\n\\n### CIL GDPCIR\\n\\nUsers
        are requested to cite this project in derived works. Our method documentation
        paper may be cited using the following:\\n\\n> Gergel, D. R., Malevich, S.
        B., McCusker, K. E., Tenezakis, E., Delgado, M. T., Fish, M. A., and Kopp,
        R. E.: Global downscaled projections for climate impacts research (GDPCIR):
        preserving extremes for modeling future climate impacts, EGUsphere [preprint],
        https://doi.org/10.5194/egusphere-2022-1513, 2023. \\n\\nThe code repository
        may be cited using the following:\\n\\n> Diana Gergel, Kelly McCusker, Brewster
        Malevich, Emile Tenezakis, Meredith Fish, Michael Delgado (2022). ClimateImpactLab/downscaleCMIP6:
        (v1.0.0). Zenodo. https://doi.org/10.5281/zenodo.6403794\\n\\n### ERA5\\n\\nAdditionally,
        we request you cite the historical dataset used in bias correction and downscaling,
        ERA5. See the [ECMWF guide to citing a dataset on the Climate Data Store](https://confluence.ecmwf.int/display/CKB/How+to+acknowledge+and+cite+a+Climate+Data+Store+%28CDS%29+catalogue+entry+and+the+data+published+as+part+of+it):\\n\\n>
        Hersbach, H, et al. The ERA5 global reanalysis. Q J R Meteorol Soc.2020; 146:
        1999\u20132049. DOI: [10.1002/qj.3803](https://doi.org/10.1002/qj.3803)\\n>\\n>
        Mu\xF1oz Sabater, J., (2019): ERA5-Land hourly data from 1981 to present.
        Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed
        on June 4, 2021), DOI: [10.24381/cds.e2161bac](https://doi.org/10.24381/cds.e2161bac)\\n>\\n>
        Mu\xF1oz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus
        Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on June 4,
        2021), DOI: [10.24381/cds.e2161bac](https://doi.org/10.24381/cds.e2161bac)\\n\\n###
        GCM-specific citations & licenses\\n\\nThe CMIP6 simulation data made available
        through the Earth System Grid Federation (ESGF) are subject to Creative Commons
        [BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/) or [BY-NC-SA
        4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/) licenses. The Climate
        Impact Lab has reached out to each of the modeling institutions to request
        waivers from these terms so the outputs of this project may be used with fewer
        restrictions, and has been granted permission to release the data using the
        licenses listed here.\\n\\n#### Public Domain Datasets\\n\\nThe following
        bias corrected and downscaled model simulations are available in the public
        domain using a [CC0 1.0 Universal Public Domain Declaration](https://creativecommons.org/publicdomain/zero/1.0/).
        Access the collection on Planetary Computer at https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc0.\\n\\n*
        **FGOALS-g3**\\n\\n  License description: [data_licenses/FGOALS-g3.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/FGOALS-g3.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Li, Lijuan **(2019)**. *CAS FGOALS-g3 model output
        prepared for CMIP6 CMIP*. Version 20190826. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.1783\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Li, Lijuan **(2019)**. *CAS FGOALS-g3 model output prepared for CMIP6
        ScenarioMIP*. SSP1-2.6 version 20190818; SSP2-4.5 version 20190818; SSP3-7.0
        version 20190820; SSP5-8.5 tasmax version 20190819; SSP5-8.5 tasmin version
        20190819; SSP5-8.5 pr version 20190818. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.2056\\n\\n\\n*
        **INM-CM4-8**\\n\\n  License description: [data_licenses/INM-CM4-8.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/INM-CM4-8.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Volodin, Evgeny; Mortikov, Evgeny; Gritsun, Andrey;
        Lykossov, Vasily; Galin, Vener; Diansky, Nikolay; Gusev, Anatoly; Kostrykin,
        Sergey; Iakovlev, Nikolay; Shestakova, Anna; Emelina, Svetlana **(2019)**.
        *INM INM-CM4-8 model output prepared for CMIP6 CMIP*. Version 20190530. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1422\\n\\n  ScenarioMIP
        Citation:\\n\\n  > Volodin, Evgeny; Mortikov, Evgeny; Gritsun, Andrey; Lykossov,
        Vasily; Galin, Vener; Diansky, Nikolay; Gusev, Anatoly; Kostrykin, Sergey;
        Iakovlev, Nikolay; Shestakova, Anna; Emelina, Svetlana **(2019)**. *INM INM-CM4-8
        model output prepared for CMIP6 ScenarioMIP*. Version 20190603. Earth System
        Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.12321\\n\\n\\n* **INM-CM5-0**\\n\\n
        \ License description: [data_licenses/INM-CM5-0.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/INM-CM5-0.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Volodin, Evgeny; Mortikov, Evgeny; Gritsun, Andrey;
        Lykossov, Vasily; Galin, Vener; Diansky, Nikolay; Gusev, Anatoly; Kostrykin,
        Sergey; Iakovlev, Nikolay; Shestakova, Anna; Emelina, Svetlana **(2019)**.
        *INM INM-CM5-0 model output prepared for CMIP6 CMIP*. Version 20190610. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1423\\n\\n  ScenarioMIP
        Citation:\\n\\n  > Volodin, Evgeny; Mortikov, Evgeny; Gritsun, Andrey; Lykossov,
        Vasily; Galin, Vener; Diansky, Nikolay; Gusev, Anatoly; Kostrykin, Sergey;
        Iakovlev, Nikolay; Shestakova, Anna; Emelina, Svetlana **(2019)**. *INM INM-CM5-0
        model output prepared for CMIP6 ScenarioMIP*. SSP1-2.6 version 20190619; SSP2-4.5
        version 20190619; SSP3-7.0 version 20190618; SSP5-8.5 version 20190724. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.12322\\n\\n\\n####
        CC-BY-4.0\\n\\nThe following bias corrected and downscaled model simulations
        are licensed under a [Creative Commons Attribution 4.0 International License](https://creativecommons.org/licenses/by/4.0/).
        Note that this license requires citation of the source model output (included
        here). Please see https://creativecommons.org/licenses/by/4.0/ for more information.
        Access the collection on Planetary Computer at https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc-by.\\n\\n*
        **ACCESS-CM2**\\n\\n  License description: [data_licenses/ACCESS-CM2.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/ACCESS-CM2.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Dix, Martin; Bi, Doahua; Dobrohotoff, Peter; Fiedler,
        Russell; Harman, Ian; Law, Rachel; Mackallah, Chloe; Marsland, Simon; O'Farrell,
        Siobhan; Rashid, Harun; Srbinovsky, Jhan; Sullivan, Arnold; Trenham, Claire;
        Vohralik, Peter; Watterson, Ian; Williams, Gareth; Woodhouse, Matthew; Bodman,
        Roger; Dias, Fabio Boeira; Domingues, Catia; Hannah, Nicholas; Heerdegen,
        Aidan; Savita, Abhishek; Wales, Scott; Allen, Chris; Druken, Kelsey; Evans,
        Ben; Richards, Clare; Ridzwan, Syazwan Mohamed; Roberts, Dale; Smillie, Jon;
        Snow, Kate; Ward, Marshall; Yang, Rui **(2019)**. *CSIRO-ARCCSS ACCESS-CM2
        model output prepared for CMIP6 CMIP*. Version 20191108. Earth System Grid
        Federation. https://doi.org/10.22033/ESGF/CMIP6.2281\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Dix, Martin; Bi, Doahua; Dobrohotoff, Peter; Fiedler, Russell; Harman,
        Ian; Law, Rachel; Mackallah, Chloe; Marsland, Simon; O'Farrell, Siobhan; Rashid,
        Harun; Srbinovsky, Jhan; Sullivan, Arnold; Trenham, Claire; Vohralik, Peter;
        Watterson, Ian; Williams, Gareth; Woodhouse, Matthew; Bodman, Roger; Dias,
        Fabio Boeira; Domingues, Catia; Hannah, Nicholas; Heerdegen, Aidan; Savita,
        Abhishek; Wales, Scott; Allen, Chris; Druken, Kelsey; Evans, Ben; Richards,
        Clare; Ridzwan, Syazwan Mohamed; Roberts, Dale; Smillie, Jon; Snow, Kate;
        Ward, Marshall; Yang, Rui **(2019)**. *CSIRO-ARCCSS ACCESS-CM2 model output
        prepared for CMIP6 ScenarioMIP*. Version 20191108. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.2285\\n\\n\\n* **ACCESS-ESM1-5**\\n\\n
        \ License description: [data_licenses/ACCESS-ESM1-5.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/ACCESS-ESM1-5.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Ziehn, Tilo; Chamberlain, Matthew; Lenton, Andrew;
        Law, Rachel; Bodman, Roger; Dix, Martin; Wang, Yingping; Dobrohotoff, Peter;
        Srbinovsky, Jhan; Stevens, Lauren; Vohralik, Peter; Mackallah, Chloe; Sullivan,
        Arnold; O'Farrell, Siobhan; Druken, Kelsey **(2019)**. *CSIRO ACCESS-ESM1.5
        model output prepared for CMIP6 CMIP*. Version 20191115. Earth System Grid
        Federation. https://doi.org/10.22033/ESGF/CMIP6.2288\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Ziehn, Tilo; Chamberlain, Matthew; Lenton, Andrew; Law, Rachel; Bodman,
        Roger; Dix, Martin; Wang, Yingping; Dobrohotoff, Peter; Srbinovsky, Jhan;
        Stevens, Lauren; Vohralik, Peter; Mackallah, Chloe; Sullivan, Arnold; O'Farrell,
        Siobhan; Druken, Kelsey **(2019)**. *CSIRO ACCESS-ESM1.5 model output prepared
        for CMIP6 ScenarioMIP*. Version 20191115. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.2291\\n\\n\\n*
        **BCC-CSM2-MR**\\n\\n  License description: [data_licenses/BCC-CSM2-MR.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/BCC-CSM2-MR.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Xin, Xiaoge; Zhang, Jie; Zhang, Fang; Wu, Tongwen;
        Shi, Xueli; Li, Jianglong; Chu, Min; Liu, Qianxia; Yan, Jinghui; Ma, Qiang;
        Wei, Min **(2018)**. *BCC BCC-CSM2MR model output prepared for CMIP6 CMIP*.
        Version 20181126. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1725\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Xin, Xiaoge; Wu, Tongwen; Shi, Xueli; Zhang,
        Fang; Li, Jianglong; Chu, Min; Liu, Qianxia; Yan, Jinghui; Ma, Qiang; Wei,
        Min **(2019)**. *BCC BCC-CSM2MR model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20190315; SSP2-4.5 version 20190318; SSP3-7.0 version 20190318;
        SSP5-8.5 version 20190318. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1732\\n\\n\\n*
        **CMCC-CM2-SR5**\\n\\n  License description: [data_licenses/CMCC-CM2-SR5.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/CMCC-CM2-SR5.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Lovato, Tomas; Peano, Daniele **(2020)**. *CMCC
        CMCC-CM2-SR5 model output prepared for CMIP6 CMIP*. Version 20200616. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1362\\n\\n  ScenarioMIP
        Citation:\\n\\n  > Lovato, Tomas; Peano, Daniele **(2020)**. *CMCC CMCC-CM2-SR5
        model output prepared for CMIP6 ScenarioMIP*. SSP1-2.6 version 20200717; SSP2-4.5
        version 20200617; SSP3-7.0 version 20200622; SSP5-8.5 version 20200622. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1365\\n\\n\\n*
        **CMCC-ESM2**\\n\\n  License description: [data_licenses/CMCC-ESM2.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/CMCC-ESM2.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Lovato, Tomas; Peano, Daniele; Butensch\xF6n, Momme
        **(2021)**. *CMCC CMCC-ESM2 model output prepared for CMIP6 CMIP*. Version
        20210114. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.13164\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Lovato, Tomas; Peano, Daniele; Butensch\xF6n,
        Momme **(2021)**. *CMCC CMCC-ESM2 model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20210126; SSP2-4.5 version 20210129; SSP3-7.0 version 20210202;
        SSP5-8.5 version 20210126. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.13168\\n\\n\\n*
        **EC-Earth3-AerChem**\\n\\n  License description: [data_licenses/EC-Earth3-AerChem.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3-AerChem.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**. *EC-Earth-Consortium
        EC-Earth3-AerChem model output prepared for CMIP6 CMIP*. Version 20200624.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.639\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**.
        *EC-Earth-Consortium EC-Earth3-AerChem model output prepared for CMIP6 ScenarioMIP*.
        Version 20200827. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.724\\n\\n\\n*
        **EC-Earth3-CC**\\n\\n  License description: [data_licenses/EC-Earth3-CC.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3-CC.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**. *EC-Earth-Consortium
        EC-Earth-3-CC model output prepared for CMIP6 CMIP*. Version 20210113. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.640\\n\\n  ScenarioMIP
        Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2021)**. *EC-Earth-Consortium
        EC-Earth3-CC model output prepared for CMIP6 ScenarioMIP*. Version 20210113.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.15327\\n\\n\\n*
        **EC-Earth3-Veg-LR**\\n\\n  License description: [data_licenses/EC-Earth3-Veg-LR.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3-Veg-LR.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**. *EC-Earth-Consortium
        EC-Earth3-Veg-LR model output prepared for CMIP6 CMIP*. Version 20200217.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.643\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**.
        *EC-Earth-Consortium EC-Earth3-Veg-LR model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20201201; SSP2-4.5 version 20201123; SSP3-7.0 version 20201123;
        SSP5-8.5 version 20201201. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.728\\n\\n\\n*
        **EC-Earth3-Veg**\\n\\n  License description: [data_licenses/EC-Earth3-Veg.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3-Veg.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2019)**. *EC-Earth-Consortium
        EC-Earth3-Veg model output prepared for CMIP6 CMIP*. Version 20200225. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.642\\n\\n  ScenarioMIP
        Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2019)**. *EC-Earth-Consortium
        EC-Earth3-Veg model output prepared for CMIP6 ScenarioMIP*. Version 20200225.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.727\\n\\n\\n*
        **EC-Earth3**\\n\\n  License description: [data_licenses/EC-Earth3.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2019)**. *EC-Earth-Consortium
        EC-Earth3 model output prepared for CMIP6 CMIP*. Version 20200310. Earth System
        Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.181\\n\\n  ScenarioMIP
        Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2019)**. *EC-Earth-Consortium
        EC-Earth3 model output prepared for CMIP6 ScenarioMIP*. Version 20200310.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.251\\n\\n\\n*
        **GFDL-CM4**\\n\\n  License description: [data_licenses/GFDL-CM4.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/GFDL-CM4.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Guo, Huan; John, Jasmin G; Blanton, Chris; McHugh,
        Colleen; Nikonov, Serguei; Radhakrishnan, Aparna; Rand, Kristopher; Zadeh,
        Niki T.; Balaji, V; Durachta, Jeff; Dupuis, Christopher; Menzel, Raymond;
        Robinson, Thomas; Underwood, Seth; Vahlenkamp, Hans; Bushuk, Mitchell; Dunne,
        Krista A.; Dussin, Raphael; Gauthier, Paul PG; Ginoux, Paul; Griffies, Stephen
        M.; Hallberg, Robert; Harrison, Matthew; Hurlin, William; Lin, Pu; Malyshev,
        Sergey; Naik, Vaishali; Paulot, Fabien; Paynter, David J; Ploshay, Jeffrey;
        Reichl, Brandon G; Schwarzkopf, Daniel M; Seman, Charles J; Shao, Andrew;
        Silvers, Levi; Wyman, Bruce; Yan, Xiaoqin; Zeng, Yujin; Adcroft, Alistair;
        Dunne, John P.; Held, Isaac M; Krasting, John P.; Horowitz, Larry W.; Milly,
        P.C.D; Shevliakova, Elena; Winton, Michael; Zhao, Ming; Zhang, Rong **(2018)**.
        *NOAA-GFDL GFDL-CM4 model output*. Version 20180701. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.1402\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Guo, Huan; John, Jasmin G; Blanton, Chris; McHugh, Colleen; Nikonov, Serguei;
        Radhakrishnan, Aparna; Rand, Kristopher; Zadeh, Niki T.; Balaji, V; Durachta,
        Jeff; Dupuis, Christopher; Menzel, Raymond; Robinson, Thomas; Underwood, Seth;
        Vahlenkamp, Hans; Dunne, Krista A.; Gauthier, Paul PG; Ginoux, Paul; Griffies,
        Stephen M.; Hallberg, Robert; Harrison, Matthew; Hurlin, William; Lin, Pu;
        Malyshev, Sergey; Naik, Vaishali; Paulot, Fabien; Paynter, David J; Ploshay,
        Jeffrey; Schwarzkopf, Daniel M; Seman, Charles J; Shao, Andrew; Silvers, Levi;
        Wyman, Bruce; Yan, Xiaoqin; Zeng, Yujin; Adcroft, Alistair; Dunne, John P.;
        Held, Isaac M; Krasting, John P.; Horowitz, Larry W.; Milly, Chris; Shevliakova,
        Elena; Winton, Michael; Zhao, Ming; Zhang, Rong **(2018)**. *NOAA-GFDL GFDL-CM4
        model output prepared for CMIP6 ScenarioMIP*. Version 20180701. Earth System
        Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.9242\\n\\n\\n* **GFDL-ESM4**\\n\\n
        \ License description: [data_licenses/GFDL-ESM4.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/GFDL-ESM4.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Krasting, John P.; John, Jasmin G; Blanton, Chris;
        McHugh, Colleen; Nikonov, Serguei; Radhakrishnan, Aparna; Rand, Kristopher;
        Zadeh, Niki T.; Balaji, V; Durachta, Jeff; Dupuis, Christopher; Menzel, Raymond;
        Robinson, Thomas; Underwood, Seth; Vahlenkamp, Hans; Dunne, Krista A.; Gauthier,
        Paul PG; Ginoux, Paul; Griffies, Stephen M.; Hallberg, Robert; Harrison, Matthew;
        Hurlin, William; Malyshev, Sergey; Naik, Vaishali; Paulot, Fabien; Paynter,
        David J; Ploshay, Jeffrey; Reichl, Brandon G; Schwarzkopf, Daniel M; Seman,
        Charles J; Silvers, Levi; Wyman, Bruce; Zeng, Yujin; Adcroft, Alistair; Dunne,
        John P.; Dussin, Raphael; Guo, Huan; He, Jian; Held, Isaac M; Horowitz, Larry
        W.; Lin, Pu; Milly, P.C.D; Shevliakova, Elena; Stock, Charles; Winton, Michael;
        Wittenberg, Andrew T.; Xie, Yuanyu; Zhao, Ming **(2018)**. *NOAA-GFDL GFDL-ESM4
        model output prepared for CMIP6 CMIP*. Version 20190726. Earth System Grid
        Federation. https://doi.org/10.22033/ESGF/CMIP6.1407\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > John, Jasmin G; Blanton, Chris; McHugh, Colleen; Radhakrishnan, Aparna;
        Rand, Kristopher; Vahlenkamp, Hans; Wilson, Chandin; Zadeh, Niki T.; Dunne,
        John P.; Dussin, Raphael; Horowitz, Larry W.; Krasting, John P.; Lin, Pu;
        Malyshev, Sergey; Naik, Vaishali; Ploshay, Jeffrey; Shevliakova, Elena; Silvers,
        Levi; Stock, Charles; Winton, Michael; Zeng, Yujin **(2018)**. *NOAA-GFDL
        GFDL-ESM4 model output prepared for CMIP6 ScenarioMIP*. Version 20180701.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1414\\n\\n\\n*
        **HadGEM3-GC31-LL**\\n\\n  License description: [data_licenses/HadGEM3-GC31-LL.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/HadGEM3-GC31-LL.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Ridley, Jeff; Menary, Matthew; Kuhlbrodt, Till;
        Andrews, Martin; Andrews, Tim **(2018)**. *MOHC HadGEM3-GC31-LL model output
        prepared for CMIP6 CMIP*. Version 20190624. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.419\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Good, Peter **(2019)**. *MOHC HadGEM3-GC31-LL model output prepared for
        CMIP6 ScenarioMIP*. SSP1-2.6 version 20200114; SSP2-4.5 version 20190908;
        SSP5-8.5 version 20200114. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.10845\\n\\n\\n*
        **MIROC-ES2L**\\n\\n  License description: [data_licenses/MIROC-ES2L.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/MIROC-ES2L.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Hajima, Tomohiro; Abe, Manabu; Arakawa, Osamu; Suzuki,
        Tatsuo; Komuro, Yoshiki; Ogura, Tomoo; Ogochi, Koji; Watanabe, Michio; Yamamoto,
        Akitomo; Tatebe, Hiroaki; Noguchi, Maki A.; Ohgaito, Rumi; Ito, Akinori; Yamazaki,
        Dai; Ito, Akihiko; Takata, Kumiko; Watanabe, Shingo; Kawamiya, Michio; Tachiiri,
        Kaoru **(2019)**. *MIROC MIROC-ES2L model output prepared for CMIP6 CMIP*.
        Version 20191129. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.902\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Tachiiri, Kaoru; Abe, Manabu; Hajima, Tomohiro;
        Arakawa, Osamu; Suzuki, Tatsuo; Komuro, Yoshiki; Ogochi, Koji; Watanabe, Michio;
        Yamamoto, Akitomo; Tatebe, Hiroaki; Noguchi, Maki A.; Ohgaito, Rumi; Ito,
        Akinori; Yamazaki, Dai; Ito, Akihiko; Takata, Kumiko; Watanabe, Shingo; Kawamiya,
        Michio **(2019)**. *MIROC MIROC-ES2L model output prepared for CMIP6 ScenarioMIP*.
        Version 20200318. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.936\\n\\n\\n*
        **MIROC6**\\n\\n  License description: [data_licenses/MIROC6.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/MIROC6.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Tatebe, Hiroaki; Watanabe, Masahiro **(2018)**.
        *MIROC MIROC6 model output prepared for CMIP6 CMIP*. Version 20191016. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.881\\n\\n  ScenarioMIP
        Citation:\\n\\n  > Shiogama, Hideo; Abe, Manabu; Tatebe, Hiroaki **(2019)**.
        *MIROC MIROC6 model output prepared for CMIP6 ScenarioMIP*. Version 20191016.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.898\\n\\n\\n*
        **MPI-ESM1-2-HR**\\n\\n  License description: [data_licenses/MPI-ESM1-2-HR.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/MPI-ESM1-2-HR.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Jungclaus, Johann; Bittner, Matthias; Wieners, Karl-Hermann;
        Wachsmann, Fabian; Schupfner, Martin; Legutke, Stephanie; Giorgetta, Marco;
        Reick, Christian; Gayler, Veronika; Haak, Helmuth; de Vrese, Philipp; Raddatz,
        Thomas; Esch, Monika; Mauritsen, Thorsten; von Storch, Jin-Song; Behrens,
        J\xF6rg; Brovkin, Victor; Claussen, Martin; Crueger, Traute; Fast, Irina;
        Fiedler, Stephanie; Hagemann, Stefan; Hohenegger, Cathy; Jahns, Thomas; Kloster,
        Silvia; Kinne, Stefan; Lasslop, Gitta; Kornblueh, Luis; Marotzke, Jochem;
        Matei, Daniela; Meraner, Katharina; Mikolajewicz, Uwe; Modali, Kameswarrao;
        M\xFCller, Wolfgang; Nabel, Julia; Notz, Dirk; Peters-von Gehlen, Karsten;
        Pincus, Robert; Pohlmann, Holger; Pongratz, Julia; Rast, Sebastian; Schmidt,
        Hauke; Schnur, Reiner; Schulzweida, Uwe; Six, Katharina; Stevens, Bjorn; Voigt,
        Aiko; Roeckner, Erich **(2019)**. *MPI-M MPIESM1.2-HR model output prepared
        for CMIP6 CMIP*. Version 20190710. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.741\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Schupfner, Martin; Wieners, Karl-Hermann;
        Wachsmann, Fabian; Steger, Christian; Bittner, Matthias; Jungclaus, Johann;
        Fr\xFCh, Barbara; Pankatz, Klaus; Giorgetta, Marco; Reick, Christian; Legutke,
        Stephanie; Esch, Monika; Gayler, Veronika; Haak, Helmuth; de Vrese, Philipp;
        Raddatz, Thomas; Mauritsen, Thorsten; von Storch, Jin-Song; Behrens, J\xF6rg;
        Brovkin, Victor; Claussen, Martin; Crueger, Traute; Fast, Irina; Fiedler,
        Stephanie; Hagemann, Stefan; Hohenegger, Cathy; Jahns, Thomas; Kloster, Silvia;
        Kinne, Stefan; Lasslop, Gitta; Kornblueh, Luis; Marotzke, Jochem; Matei, Daniela;
        Meraner, Katharina; Mikolajewicz, Uwe; Modali, Kameswarrao; M\xFCller, Wolfgang;
        Nabel, Julia; Notz, Dirk; Peters-von Gehlen, Karsten; Pincus, Robert; Pohlmann,
        Holger; Pongratz, Julia; Rast, Sebastian; Schmidt, Hauke; Schnur, Reiner;
        Schulzweida, Uwe; Six, Katharina; Stevens, Bjorn; Voigt, Aiko; Roeckner, Erich
        **(2019)**. *DKRZ MPI-ESM1.2-HR model output prepared for CMIP6 ScenarioMIP*.
        Version 20190710. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.2450\\n\\n\\n*
        **MPI-ESM1-2-LR**\\n\\n  License description: [data_licenses/MPI-ESM1-2-LR.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/MPI-ESM1-2-LR.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Wieners, Karl-Hermann; Giorgetta, Marco; Jungclaus,
        Johann; Reick, Christian; Esch, Monika; Bittner, Matthias; Legutke, Stephanie;
        Schupfner, Martin; Wachsmann, Fabian; Gayler, Veronika; Haak, Helmuth; de
        Vrese, Philipp; Raddatz, Thomas; Mauritsen, Thorsten; von Storch, Jin-Song;
        Behrens, J\xF6rg; Brovkin, Victor; Claussen, Martin; Crueger, Traute; Fast,
        Irina; Fiedler, Stephanie; Hagemann, Stefan; Hohenegger, Cathy; Jahns, Thomas;
        Kloster, Silvia; Kinne, Stefan; Lasslop, Gitta; Kornblueh, Luis; Marotzke,
        Jochem; Matei, Daniela; Meraner, Katharina; Mikolajewicz, Uwe; Modali, Kameswarrao;
        M\xFCller, Wolfgang; Nabel, Julia; Notz, Dirk; Peters-von Gehlen, Karsten;
        Pincus, Robert; Pohlmann, Holger; Pongratz, Julia; Rast, Sebastian; Schmidt,
        Hauke; Schnur, Reiner; Schulzweida, Uwe; Six, Katharina; Stevens, Bjorn; Voigt,
        Aiko; Roeckner, Erich **(2019)**. *MPI-M MPIESM1.2-LR model output prepared
        for CMIP6 CMIP*. Version 20190710. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.742\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Wieners, Karl-Hermann; Giorgetta, Marco;
        Jungclaus, Johann; Reick, Christian; Esch, Monika; Bittner, Matthias; Gayler,
        Veronika; Haak, Helmuth; de Vrese, Philipp; Raddatz, Thomas; Mauritsen, Thorsten;
        von Storch, Jin-Song; Behrens, J\xF6rg; Brovkin, Victor; Claussen, Martin;
        Crueger, Traute; Fast, Irina; Fiedler, Stephanie; Hagemann, Stefan; Hohenegger,
        Cathy; Jahns, Thomas; Kloster, Silvia; Kinne, Stefan; Lasslop, Gitta; Kornblueh,
        Luis; Marotzke, Jochem; Matei, Daniela; Meraner, Katharina; Mikolajewicz,
        Uwe; Modali, Kameswarrao; M\xFCller, Wolfgang; Nabel, Julia; Notz, Dirk; Peters-von
        Gehlen, Karsten; Pincus, Robert; Pohlmann, Holger; Pongratz, Julia; Rast,
        Sebastian; Schmidt, Hauke; Schnur, Reiner; Schulzweida, Uwe; Six, Katharina;
        Stevens, Bjorn; Voigt, Aiko; Roeckner, Erich **(2019)**. *MPI-M MPIESM1.2-LR
        model output prepared for CMIP6 ScenarioMIP*. Version 20190710. Earth System
        Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.793\\n\\n\\n* **NESM3**\\n\\n
        \ License description: [data_licenses/NESM3.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/NESM3.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Cao, Jian; Wang, Bin **(2019)**. *NUIST NESMv3 model
        output prepared for CMIP6 CMIP*. Version 20190812. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.2021\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Cao, Jian **(2019)**. *NUIST NESMv3 model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20190806; SSP2-4.5 version 20190805; SSP5-8.5 version 20190811.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.2027\\n\\n\\n*
        **NorESM2-LM**\\n\\n  License description: [data_licenses/NorESM2-LM.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/NorESM2-LM.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Seland, \xD8yvind; Bentsen, Mats; Olivi\xE8, Dirk
        Jan Leo; Toniazzo, Thomas; Gjermundsen, Ada; Graff, Lise Seland; Debernard,
        Jens Boldingh; Gupta, Alok Kumar; He, Yanchun; Kirkev\xE5g, Alf; Schwinger,
        J\xF6rg; Tjiputra, Jerry; Aas, Kjetil Schanke; Bethke, Ingo; Fan, Yuanchao;
        Griesfeller, Jan; Grini, Alf; Guo, Chuncheng; Ilicak, Mehmet; Karset, Inger
        Helene Hafsahl; Landgren, Oskar Andreas; Liakka, Johan; Moseid, Kine Onsum;
        Nummelin, Aleksi; Spensberger, Clemens; Tang, Hui; Zhang, Zhongshi; Heinze,
        Christoph; Iversen, Trond; Schulz, Michael **(2019)**. *NCC NorESM2-LM model
        output prepared for CMIP6 CMIP*. Version 20190815. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.502\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Seland, \xD8yvind; Bentsen, Mats; Olivi\xE8, Dirk Jan Leo; Toniazzo, Thomas;
        Gjermundsen, Ada; Graff, Lise Seland; Debernard, Jens Boldingh; Gupta, Alok
        Kumar; He, Yanchun; Kirkev\xE5g, Alf; Schwinger, J\xF6rg; Tjiputra, Jerry;
        Aas, Kjetil Schanke; Bethke, Ingo; Fan, Yuanchao; Griesfeller, Jan; Grini,
        Alf; Guo, Chuncheng; Ilicak, Mehmet; Karset, Inger Helene Hafsahl; Landgren,
        Oskar Andreas; Liakka, Johan; Moseid, Kine Onsum; Nummelin, Aleksi; Spensberger,
        Clemens; Tang, Hui; Zhang, Zhongshi; Heinze, Christoph; Iversen, Trond; Schulz,
        Michael **(2019)**. *NCC NorESM2-LM model output prepared for CMIP6 ScenarioMIP*.
        Version 20191108. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.604\\n\\n\\n*
        **NorESM2-MM**\\n\\n  License description: [data_licenses/NorESM2-MM.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/NorESM2-MM.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Bentsen, Mats; Olivi\xE8, Dirk Jan Leo; Seland,
        \xD8yvind; Toniazzo, Thomas; Gjermundsen, Ada; Graff, Lise Seland; Debernard,
        Jens Boldingh; Gupta, Alok Kumar; He, Yanchun; Kirkev\xE5g, Alf; Schwinger,
        J\xF6rg; Tjiputra, Jerry; Aas, Kjetil Schanke; Bethke, Ingo; Fan, Yuanchao;
        Griesfeller, Jan; Grini, Alf; Guo, Chuncheng; Ilicak, Mehmet; Karset, Inger
        Helene Hafsahl; Landgren, Oskar Andreas; Liakka, Johan; Moseid, Kine Onsum;
        Nummelin, Aleksi; Spensberger, Clemens; Tang, Hui; Zhang, Zhongshi; Heinze,
        Christoph; Iversen, Trond; Schulz, Michael **(2019)**. *NCC NorESM2-MM model
        output prepared for CMIP6 CMIP*. Version 20191108. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.506\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Bentsen, Mats; Olivi\xE8, Dirk Jan Leo; Seland, \xD8yvind; Toniazzo, Thomas;
        Gjermundsen, Ada; Graff, Lise Seland; Debernard, Jens Boldingh; Gupta, Alok
        Kumar; He, Yanchun; Kirkev\xE5g, Alf; Schwinger, J\xF6rg; Tjiputra, Jerry;
        Aas, Kjetil Schanke; Bethke, Ingo; Fan, Yuanchao; Griesfeller, Jan; Grini,
        Alf; Guo, Chuncheng; Ilicak, Mehmet; Karset, Inger Helene Hafsahl; Landgren,
        Oskar Andreas; Liakka, Johan; Moseid, Kine Onsum; Nummelin, Aleksi; Spensberger,
        Clemens; Tang, Hui; Zhang, Zhongshi; Heinze, Christoph; Iversen, Trond; Schulz,
        Michael **(2019)**. *NCC NorESM2-MM model output prepared for CMIP6 ScenarioMIP*.
        Version 20191108. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.608\\n\\n\\n*
        **UKESM1-0-LL**\\n\\n  License description: [data_licenses/UKESM1-0-LL.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/UKESM1-0-LL.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Tang, Yongming; Rumbold, Steve; Ellis, Rich; Kelley,
        Douglas; Mulcahy, Jane; Sellar, Alistair; Walton, Jeremy; Jones, Colin **(2019)**.
        *MOHC UKESM1.0-LL model output prepared for CMIP6 CMIP*. Version 20190627.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1569\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Good, Peter; Sellar, Alistair; Tang, Yongming;
        Rumbold, Steve; Ellis, Rich; Kelley, Douglas; Kuhlbrodt, Till; Walton, Jeremy
        **(2019)**. *MOHC UKESM1.0-LL model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20190708; SSP2-4.5 version 20190715; SSP3-7.0 version 20190726;
        SSP5-8.5 version 20190726. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1567\\n\\n*
        **CanESM5**\\n\\n  License description: [data_licenses/CanESM5.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/CanESM5.txt).
        Note: this dataset was previously licensed\\n  under CC BY-SA 4.0, but was
        relicensed as CC BY 4.0 in March, 2023.\\n\\n  CMIP Citation:\\n\\n  > Swart,
        Neil Cameron; Cole, Jason N.S.; Kharin, Viatcheslav V.; Lazare, Mike; Scinocca,
        John F.; Gillett, Nathan P.; Anstey, James; Arora, Vivek; Christian, James
        R.; Jiao, Yanjun; Lee, Warren G.; Majaess, Fouad; Saenko, Oleg A.; Seiler,
        Christian; Seinen, Clint; Shao, Andrew; Solheim, Larry; von Salzen, Knut;
        Yang, Duo; Winter, Barbara; Sigmond, Michael **(2019)**. *CCCma CanESM5 model
        output prepared for CMIP6 CMIP*. Version 20190429. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.1303\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Swart, Neil Cameron; Cole, Jason N.S.; Kharin, Viatcheslav V.; Lazare,
        Mike; Scinocca, John F.; Gillett, Nathan P.; Anstey, James; Arora, Vivek;
        Christian, James R.; Jiao, Yanjun; Lee, Warren G.; Majaess, Fouad; Saenko,
        Oleg A.; Seiler, Christian; Seinen, Clint; Shao, Andrew; Solheim, Larry; von
        Salzen, Knut; Yang, Duo; Winter, Barbara; Sigmond, Michael **(2019)**. *CCCma
        CanESM5 model output prepared for CMIP6 ScenarioMIP*. Version 20190429. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1317\\n\\n## Acknowledgements\\n\\nThis
        work is the result of many years worth of work by members of the [Climate
        Impact Lab](https://impactlab.org), but would not have been possible without
        many contributions from across the wider scientific and computing communities.\\n\\nSpecifically,
        we would like to acknowledge the World Climate Research Programme's Working
        Group on Coupled Modeling, which is responsible for CMIP, and we would like
        to thank the climate modeling groups for producing and making their model
        output available. We would particularly like to thank the modeling institutions
        whose results are included as an input to this repository (listed above) for
        their contributions to the CMIP6 project and for responding to and granting
        our requests for license waivers.\\n\\nWe would also like to thank Lamont-Doherty
        Earth Observatory, the [Pangeo Consortium](https://github.com/pangeo-data)
        (and especially the [ESGF Cloud Data Working Group](https://pangeo-data.github.io/pangeo-cmip6-cloud/#))
        and Google Cloud and the Google Public Datasets program for making the [CMIP6
        Google Cloud collection](https://console.cloud.google.com/marketplace/details/noaa-public/cmip6)
        possible. In particular we're extremely grateful to [Ryan Abernathey](https://github.com/rabernat),
        [Naomi Henderson](https://github.com/naomi-henderson), [Charles Blackmon-Luca](https://github.com/charlesbluca),
        [Aparna Radhakrishnan](https://github.com/aradhakrishnanGFDL), [Julius Busecke](https://github.com/jbusecke),
        and [Charles Stern](https://github.com/cisaacstern) for the huge amount of
        work they've done to translate the ESGF CMIP6 netCDF archives into consistently-formattted,
        analysis-ready zarr stores on Google Cloud.\\n\\nWe're also grateful to the
        [xclim developers](https://github.com/Ouranosinc/xclim/graphs/contributors)
        ([DOI: 10.5281/zenodo.2795043](https://doi.org/10.5281/zenodo.2795043)), in
        particular [Pascal Bourgault](https://github.com/aulemahal), [David Huard](https://github.com/huard),
        and [Travis Logan](https://github.com/tlogan2000), for implementing the QDM
        bias correction method in the xclim python package, supporting our QPLAD implementation
        into the package, and ongoing support in integrating dask into downscaling
        workflows. For method advice and useful conversations, we would like to thank
        Keith Dixon, Dennis Adams-Smith, and [Joe Hamman](https://github.com/jhamman).\\n\\n##
        Financial support\\n\\nThis research has been supported by The Rockefeller
        Foundation and the Microsoft AI for Earth Initiative.\\n\\n## Additional links:\\n\\n*
        CIL GDPCIR project homepage: [github.com/ClimateImpactLab/downscaleCMIP6](https://github.com/ClimateImpactLab/downscaleCMIP6)\\n*
        Project listing on zenodo: https://doi.org/10.5281/zenodo.6403794\\n* Climate
        Impact Lab homepage: [impactlab.org](https://impactlab.org)\",\"item_assets\":{\"pr\":{\"type\":\"application/vnd+zarr\",\"roles\":[\"data\"],\"title\":\"Precipitation\",\"description\":\"Precipitation\"},\"tasmax\":{\"type\":\"application/vnd+zarr\",\"roles\":[\"data\"],\"title\":\"Daily
        Maximum Near-Surface Air Temperature\",\"description\":\"Daily Maximum Near-Surface
        Air Temperature\"},\"tasmin\":{\"type\":\"application/vnd+zarr\",\"roles\":[\"data\"],\"title\":\"Daily
        Minimum Near-Surface Air Temperature\",\"description\":\"Daily Minimum Near-Surface
        Air Temperature\"}},\"msft:region\":\"westeurope\",\"stac_version\":\"1.0.0\",\"msft:group_id\":\"cil-gdpcir\",\"cube:variables\":{\"pr\":{\"type\":\"data\",\"unit\":\"mm
        day-1\",\"attrs\":{\"units\":\"mm day-1\"},\"dimensions\":[\"time\",\"lat\",\"lon\"]},\"tasmax\":{\"type\":\"data\",\"unit\":\"K\",\"attrs\":{\"units\":\"K\",\"comment\":\"maximum
        near-surface (usually, 2 meter) air temperature (add cell_method attribute
        'time: max')\",\"long_name\":\"Daily Maximum Near-Surface Air Temperature\",\"coordinates\":\"height\",\"cell_methods\":\"area:
        mean time: maximum (interval: 5 minutes)\",\"cell_measures\":\"area: areacella\",\"original_name\":\"TREFHTMX\",\"standard_name\":\"air_temperature\"},\"dimensions\":[\"time\",\"lat\",\"lon\"],\"description\":\"Daily
        Maximum Near-Surface Air Temperature\"},\"tasmin\":{\"type\":\"data\",\"unit\":\"K\",\"attrs\":{\"units\":\"K\",\"comment\":\"minimum
        near-surface (usually, 2 meter) air temperature (add cell_method attribute
        'time: min')\",\"long_name\":\"Daily Minimum Near-Surface Air Temperature\",\"coordinates\":\"height\",\"cell_methods\":\"area:
        mean time: minimum (interval: 5 minutes)\",\"cell_measures\":\"area: areacella\",\"original_name\":\"TREFHTMN\",\"standard_name\":\"air_temperature\"},\"dimensions\":[\"time\",\"lat\",\"lon\"],\"description\":\"Daily
        Minimum Near-Surface Air Temperature\"}},\"msft:container\":\"cil-gdpcir\",\"cube:dimensions\":{\"lat\":{\"axis\":\"y\",\"step\":0.25,\"type\":\"spatial\",\"extent\":[-89.875,89.875],\"reference_system\":\"epsg:4326\"},\"lon\":{\"axis\":\"x\",\"step\":0.25,\"type\":\"spatial\",\"extent\":[-179.875,179.875],\"reference_system\":\"epsg:4326\"},\"time\":{\"step\":\"P1DT0H0M0S\",\"type\":\"temporal\",\"extent\":[\"1950-01-01T12:00:00Z\",\"2100-12-31T12:00:00Z\"],\"description\":\"time\"}},\"stac_extensions\":[\"https://stac-extensions.github.io/item-assets/v1.0.0/schema.json\",\"https://stac-extensions.github.io/scientific/v1.0.0/schema.json\"],\"msft:storage_account\":\"rhgeuwest\",\"msft:short_description\":\"Climate
        Impact Lab Global Downscaled Projections for Climate Impacts Research (CC-BY-4.0)\"}"
    headers:
      Accept-Ranges:
      - bytes
      Access-Control-Allow-Credentials:
      - 'true'
      Access-Control-Allow-Headers:
      - X-PC-Request-Entity,DNT,Keep-Alive,User-Agent,X-Requested-With,If-Modified-Since,Cache-Control,Content-Type,Authorization
      Access-Control-Allow-Methods:
      - PUT, GET, POST, OPTIONS
      Access-Control-Allow-Origin:
      - '*'
      Access-Control-Max-Age:
      - '1728000'
      Connection:
      - keep-alive
      Content-Length:
      - '11061'
      Content-Type:
      - application/json
      Date:
      - Thu, 17 Jul 2025 12:50:32 GMT
      Strict-Transport-Security:
      - max-age=31536000; includeSubDomains
      X-Cache:
      - CONFIG_NOCACHE
      content-encoding:
      - gzip
      vary:
      - Accept-Encoding
      x-azure-ref:
      - 20250717T125032Z-167d46d96d8x72gqhC1DENywxw00000006b0000000002t7m
    status:
      code: 200
      message: OK
- request:
    body: null
    headers:
      Accept:
      - '*/*'
      Accept-Encoding:
      - gzip, deflate
      Connection:
      - keep-alive
      User-Agent:
      - python-requests/2.32.3
    method: GET
    uri: https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by/items/cil-gdpcir-NUIST-NESM3-ssp585-r1i1p1f1-day
  response:
    body:
      string: '{"id":"cil-gdpcir-NUIST-NESM3-ssp585-r1i1p1f1-day","bbox":[-180,-90,180,90],"type":"Feature","links":[{"rel":"collection","type":"application/json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by"},{"rel":"parent","type":"application/json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by"},{"rel":"root","type":"application/json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/"},{"rel":"self","type":"application/geo+json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by/items/cil-gdpcir-NUIST-NESM3-ssp585-r1i1p1f1-day"}],"assets":{"pr":{"href":"abfs://cil-gdpcir/ScenarioMIP/NUIST/NESM3/ssp585/r1i1p1f1/day/pr/v1.1.zarr","cmip6:grid":"T63","msft:https-url":"https://rhgeuwest.blob.core.windows.net/cil-gdpcir/ScenarioMIP/NUIST/NESM3/ssp585/r1i1p1f1/day/pr/v1.1.zarr","cmip6:grid_label":"gn","cmip6:tracking_id":"hdl:21.14100/ed432434-922e-4cea-8400-c321598fd7cf\nhdl:21.14100/abea2bb8-09d0-4114-9051-fe232efe108e\nhdl:21.14100/205a607f-75f4-4919-b495-45fa8fdb77b8","cmip6:variable_id":"pr","xarray:open_kwargs":{"chunks":{},"engine":"zarr","consolidated":true,"storage_options":{"account_name":"rhgeuwest"}},"cmip6:creation_date":"2019-08-11T09:53:50Z","type":"application/vnd+zarr"},"tasmax":{"href":"abfs://cil-gdpcir/ScenarioMIP/NUIST/NESM3/ssp585/r1i1p1f1/day/tasmax/v1.1.zarr","cmip6:grid":"T63","msft:https-url":"https://rhgeuwest.blob.core.windows.net/cil-gdpcir/ScenarioMIP/NUIST/NESM3/ssp585/r1i1p1f1/day/tasmax/v1.1.zarr","cmip6:grid_label":"gn","cmip6:tracking_id":"hdl:21.14100/01f58d9c-1317-467e-813d-a2358cdf7954\nhdl:21.14100/e027cda7-ac28-4e00-b03f-53ad2e6d30b4\nhdl:21.14100/3898bc79-5174-4fcc-9637-4573914ad548","cmip6:variable_id":"tasmax","xarray:open_kwargs":{"chunks":{},"engine":"zarr","consolidated":true,"storage_options":{"account_name":"rhgeuwest"}},"cmip6:creation_date":"2019-08-11T09:50:24Z","type":"application/vnd+zarr"},"tasmin":{"href":"abfs://cil-gdpcir/ScenarioMIP/NUIST/NESM3/ssp585/r1i1p1f1/day/tasmin/v1.1.zarr","cmip6:grid":"T63","msft:https-url":"https://rhgeuwest.blob.core.windows.net/cil-gdpcir/ScenarioMIP/NUIST/NESM3/ssp585/r1i1p1f1/day/tasmin/v1.1.zarr","cmip6:grid_label":"gn","cmip6:tracking_id":"hdl:21.14100/1998e7f0-ad6a-4720-8150-9085db6f96b8\nhdl:21.14100/ca181871-4103-481d-8764-b74c2448427f\nhdl:21.14100/fceb22c4-0454-4d68-bb48-1d903df19e63","cmip6:variable_id":"tasmin","xarray:open_kwargs":{"chunks":{},"engine":"zarr","consolidated":true,"storage_options":{"account_name":"rhgeuwest"}},"cmip6:creation_date":"2019-08-11T09:48:45Z","type":"application/vnd+zarr"}},"geometry":{"type":"Polygon","coordinates":[[[180,-90],[180,90],[-180,90],[-180,-90],[180,-90]]]},"collection":"cil-gdpcir-cc-by","properties":{"datetime":null,"cmip6:realm":"atmos","cmip6:source":"NESM
        v3 (2016): \naerosol: none\natmos: ECHAM v6.3 (T63; 192 x 96 longitude/latitude;
        47 levels; top level 1 Pa)\natmosChem: none\nland: JSBACH v3.1\nlandIce: none\nocean:
        NEMO v3.4 (NEMO v3.4, tripolar primarily 1deg; 384 x 362 longitude/latitude;
        46 levels; top grid cell 0-6 m)\nocnBgchem: none\nseaIce: CICE4.1","end_datetime":"2100-12-31T12:00:00Z","cmip6:license":"https://github.com/ClimateImpactLab/downscaleCMIP6/tree/master/data_licenses/NESM3.txt","cmip6:mip_era":"CMIP6","cmip6:product":"model-output","cmip6:table_id":"day","cube:variables":{"pr":{"type":"data","unit":"mm
        day-1","attrs":{"units":"mm day-1"},"shape":[31390,720,1440],"dimensions":["time","lat","lon"]},"tasmax":{"type":"data","unit":"K","attrs":{"units":"K","comment":"maximum
        near-surface (usually, 2 meter) air temperature (add cell_method attribute
        ''time: max'')","history":"2019-08-11T09:50:24Z altered by CMOR: Treated scalar
        dimension: ''height''. 2019-08-11T09:50:24Z altered by CMOR: Inverted axis:
        lat.","long_name":"Daily Maximum Near-Surface Air Temperature","cell_methods":"area:
        mean time: maximum","cell_measures":"area: areacella","standard_name":"air_temperature"},"shape":[31390,720,1440],"dimensions":["time","lat","lon"],"description":"Daily
        Maximum Near-Surface Air Temperature"},"tasmin":{"type":"data","unit":"K","attrs":{"units":"K","comment":"minimum
        near-surface (usually, 2 meter) air temperature (add cell_method attribute
        ''time: min'')","history":"2019-08-11T09:48:45Z altered by CMOR: Treated scalar
        dimension: ''height''. 2019-08-11T09:48:45Z altered by CMOR: Inverted axis:
        lat.","long_name":"Daily Minimum Near-Surface Air Temperature","cell_methods":"area:
        mean time: minimum","cell_measures":"area: areacella","standard_name":"air_temperature"},"shape":[31390,720,1440],"dimensions":["time","lat","lon"],"description":"Daily
        Minimum Near-Surface Air Temperature"}},"start_datetime":"2015-01-01T12:00:00Z","cmip6:frequency":"day","cmip6:source_id":"NESM3","cube:dimensions":{"lat":{"axis":"y","step":0.25,"type":"spatial","extent":[-89.875,89.875],"reference_system":"epsg:4326"},"lon":{"axis":"x","step":0.25,"type":"spatial","extent":[-179.875,179.875],"reference_system":"epsg:4326"},"time":{"step":"P1DT0H0M0S","type":"temporal","extent":["2015-01-01T12:00:00Z","2100-12-31T12:00:00Z"],"description":"time"}},"cmip6:experiment":"update
        of RCP8.5 based on SSP5","cmip6:Conventions":"CF-1.7 CMIP-6.2","cmip6:activity_id":"ScenarioMIP","cmip6:institution":"Nanjing
        University of Information Science and Technology, Nanjing, 210044, China","cmip6:source_type":"AOGCM","cmip6:experiment_id":"ssp585","cmip6:forcing_index":1,"cmip6:physics_index":1,"cmip6:variant_label":"r1i1p1f1","cmip6:institution_id":"NUIST","cmip6:sub_experiment":"none","cmip6:further_info_url":"https://furtherinfo.es-doc.org/CMIP6.NUIST.NESM3.ssp585.none.r1i1p1f1","cmip6:realization_index":1,"cmip6:sub_experiment_id":"none","cmip6:data_specs_version":"01.00.30","cmip6:nominal_resolution":"250
        km","cmip6:initialization_index":1},"stac_extensions":["https://stac-extensions.github.io/datacube/v2.0.0/schema.json"],"stac_version":"1.0.0"}'
    headers:
      Accept-Ranges:
      - bytes
      Access-Control-Allow-Credentials:
      - 'true'
      Access-Control-Allow-Headers:
      - X-PC-Request-Entity,DNT,Keep-Alive,User-Agent,X-Requested-With,If-Modified-Since,Cache-Control,Content-Type,Authorization
      Access-Control-Allow-Methods:
      - PUT, GET, POST, OPTIONS
      Access-Control-Allow-Origin:
      - '*'
      Access-Control-Max-Age:
      - '1728000'
      Connection:
      - keep-alive
      Content-Length:
      - '2007'
      Content-Type:
      - application/geo+json
      Date:
      - Thu, 17 Jul 2025 12:50:33 GMT
      Strict-Transport-Security:
      - max-age=31536000; includeSubDomains
      X-Cache:
      - CONFIG_NOCACHE
      content-encoding:
      - gzip
      vary:
      - Accept-Encoding
      x-azure-ref:
      - 20250717T125033Z-167d46d96d8rf89khC1DENsp080000000sa00000000005uf
    status:
      code: 200
      message: OK
- request:
    body: null
    headers:
      Accept:
      - '*/*'
      Accept-Encoding:
      - gzip, deflate
      Connection:
      - keep-alive
      User-Agent:
      - python-requests/2.32.3
    method: GET
    uri: https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by
  response:
    body:
      string: "{\"id\":\"cil-gdpcir-cc-by\",\"type\":\"Collection\",\"links\":[{\"rel\":\"items\",\"type\":\"application/geo+json\",\"href\":\"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by/items\"},{\"rel\":\"parent\",\"type\":\"application/json\",\"href\":\"https://planetarycomputer.microsoft.com/api/stac/v1/\"},{\"rel\":\"root\",\"type\":\"application/json\",\"href\":\"https://planetarycomputer.microsoft.com/api/stac/v1/\"},{\"rel\":\"self\",\"type\":\"application/json\",\"href\":\"https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc-by\"},{\"rel\":\"license\",\"href\":\"https://spdx.org/licenses/CC-BY-4.0.html\",\"type\":\"text/html\",\"title\":\"Creative
        Commons Attribution 4.0 International\"},{\"rel\":\"cite-as\",\"href\":\"https://zenodo.org/record/6403794\",\"type\":\"text/html\"},{\"rel\":\"describedby\",\"href\":\"https://github.com/ClimateImpactLab/downscaleCMIP6/\",\"type\":\"text/html\",\"title\":\"Project
        homepage\"},{\"rel\":\"describedby\",\"href\":\"https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc-by\",\"title\":\"Human
        readable dataset overview and reference\",\"type\":\"text/html\"}],\"title\":\"CIL
        Global Downscaled Projections for Climate Impacts Research (CC-BY-4.0)\",\"assets\":{\"thumbnail\":{\"href\":\"https://ai4edatasetspublicassets.blob.core.windows.net/assets/pc_thumbnails/gdpcir.png\",\"type\":\"image/png\",\"title\":\"Thumbnail\"},\"geoparquet-items\":{\"href\":\"abfs://items/cil-gdpcir-cc-by.parquet\",\"type\":\"application/x-parquet\",\"roles\":[\"stac-items\"],\"title\":\"GeoParquet
        STAC items\",\"description\":\"Snapshot of the collection's STAC items exported
        to GeoParquet format.\",\"msft:partition_info\":{\"is_partitioned\":false},\"table:storage_options\":{\"account_name\":\"pcstacitems\"}}},\"extent\":{\"spatial\":{\"bbox\":[[-180,-90,180,90]]},\"temporal\":{\"interval\":[[\"1950-01-01T00:00:00Z\",\"2100-12-31T00:00:00Z\"]]}},\"license\":\"CC-BY-4.0\",\"sci:doi\":\"10.5194/egusphere-2022-1513\",\"keywords\":[\"CMIP6\",\"Climate
        Impact Lab\",\"Rhodium Group\",\"Precipitation\",\"Temperature\"],\"providers\":[{\"url\":\"https://impactlab.org/\",\"name\":\"Climate
        Impact Lab\",\"roles\":[\"producer\"]},{\"url\":\"https://planetarycomputer.microsoft.com/\",\"name\":\"Microsoft\",\"roles\":[\"host\"]}],\"summaries\":{\"cmip6:variable\":[\"pr\",\"tasmax\",\"tasmin\"],\"cmip6:source_id\":[\"BCC-CSM2-MR\",\"ACCESS-ESM1-5\",\"ACCESS-CM2\",\"MIROC-ES2L\",\"MIROC6\",\"NorESM2-LM\",\"NorESM2-MM\",\"GFDL-CM4\",\"GFDL-ESM4\",\"NESM3\",\"MPI-ESM1-2-HR\",\"HadGEM3-GC31-LL\",\"UKESM1-0-LL\",\"MPI-ESM1-2-LR\",\"EC-Earth3\",\"EC-Earth3-AerChem\",\"EC-Earth3-CC\",\"EC-Earth3-Veg\",\"EC-Earth3-Veg-LR\",\"CMCC-CM2-SR5\",\"CMCC-ESM2\"],\"cmip6:experiment_id\":[\"historical\",\"ssp126\",\"ssp245\",\"ssp370\",\"ssp585\"],\"cmip6:institution_id\":[\"BCC\",\"CAS\",\"CCCma\",\"CMCC\",\"CSIRO\",\"CSIRO-ARCCSS\",\"DKRZ\",\"EC-Earth-Consortium\",\"INM\",\"MIROC\",\"MOHC\",\"MPI-M\",\"NCC\",\"NOAA-GFDL\",\"NUIST\"]},\"description\":\"The
        World Climate Research Programme's [6th Coupled Model Intercomparison Project
        (CMIP6)](https://www.wcrp-climate.org/wgcm-cmip/wgcm-cmip6) represents an
        enormous advance in the quality, detail, and scope of climate modeling.\\n\\nThe
        [Global Downscaled Projections for Climate Impacts Research](https://github.com/ClimateImpactLab/downscaleCMIP6)
        dataset makes this modeling more applicable to understanding the impacts of
        changes in the climate on humans and society with two key developments: trend-preserving
        bias correction and downscaling. In this dataset, the [Climate Impact Lab](https://impactlab.org)
        provides global, daily minimum and maximum air temperature at the surface
        (`tasmin` and `tasmax`) and daily cumulative surface precipitation (`pr`)
        corresponding to the CMIP6 historical, ssp1-2.6, ssp2-4.5, ssp3-7.0, and ssp5-8.5
        scenarios for 25 global climate models on a 1/4-degree regular global grid.\\n\\n##
        Accessing the data\\n\\nGDPCIR data can be accessed on the Microsoft Planetary
        Computer. The dataset is made of of three collections, distinguished by data
        license:\\n* [Public domain (CC0-1.0) collection](https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc0)\\n*
        [Attribution (CC BY 4.0) collection](https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc-by)\\n\\nEach
        modeling center with bias corrected and downscaled data in this collection
        falls into one of these license categories - see the [table below](/dataset/cil-gdpcir-cc-by#available-institutions-models-and-scenarios-by-license-collection)
        to see which model is in each collection, and see the section below on [Citing,
        Licensing, and using data produced by this project](/dataset/cil-gdpcir-cc-by#citing-licensing-and-using-data-produced-by-this-project)
        for citations and additional information about each license.\\n\\n## Data
        format & contents\\n\\nThe data is stored as partitioned zarr stores (see
        [https://zarr.readthedocs.io](https://zarr.readthedocs.io)), each of which
        includes thousands of data and metadata files covering the full time span
        of the experiment. Historical zarr stores contain just over 50 GB, while SSP
        zarr stores contain nearly 70GB. Each store is stored as a 32-bit float, with
        dimensions time (daily datetime), lat (float latitude), and lon (float longitude).
        The data is chunked at each interval of 365 days and 90 degree interval of
        latitude and longitude. Therefore, each chunk is `(365, 360, 360)`, with each
        chunk occupying approximately 180MB in memory.\\n\\nHistorical data is daily,
        excluding leap days, from Jan 1, 1950 to Dec 31, 2014; SSP data is daily,
        excluding leap days, from Jan 1, 2015 to either Dec 31, 2099 or Dec 31, 2100,
        depending on data availability in the source GCM.\\n\\nThe spatial domain
        covers all 0.25-degree grid cells, indexed by the grid center, with grid edges
        on the quarter-degree, using a -180 to 180 longitude convention. Thus, the
        \u201Clon\u201D coordinate extends from -179.875 to 179.875, and the \u201Clat\u201D
        coordinate extends from -89.875 to 89.875, with intermediate values at each
        0.25-degree increment between (e.g. -179.875, -179.625, -179.375, etc).\\n\\n##
        Available institutions, models, and scenarios by license collection\\n\\n|
        Modeling institution |   Source model    |           Available experiments
        \           |   License collection   |\\n| -------------------- | -----------------
        | ------------------------------------------ | ---------------------- |\\n|
        CAS                  | FGOALS-g3 [^1]    | SSP2-4.5, SSP3-7.0, and SSP5-8.5
        \          | Public domain datasets |\\n| INM                  | INM-CM4-8
        \        | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | Public domain datasets
        |\\n| INM                  | INM-CM5-0         | SSP1-2.6, SSP2-4.5, SSP3-7.0,
        and SSP5-8.5 | Public domain datasets |\\n| BCC                  | BCC-CSM2-MR
        \      | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n|
        CMCC                 | CMCC-CM2-SR5      | ssp1-2.6, ssp2-4.5, ssp3-7.0, ssp5-8.5
        \    | CC-BY-40               |\\n| CMCC                 | CMCC-ESM2         |
        ssp1-2.6, ssp2-4.5, ssp3-7.0, ssp5-8.5     | CC-BY-40               |\\n|
        CSIRO-ARCCSS         | ACCESS-CM2        | SSP2-4.5 and SSP3-7.0                      |
        CC-BY-40               |\\n| CSIRO                | ACCESS-ESM1-5     | SSP1-2.6,
        SSP2-4.5, and SSP3-7.0           | CC-BY-40               |\\n| MIROC                |
        MIROC-ES2L        | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40
        \              |\\n| MIROC                | MIROC6            | SSP1-2.6,
        SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n| MOHC                 |
        HadGEM3-GC31-LL   | SSP1-2.6, SSP2-4.5, and SSP5-8.5           | CC-BY-40
        \              |\\n| MOHC                 | UKESM1-0-LL       | SSP1-2.6,
        SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n| MPI-M                |
        MPI-ESM1-2-LR     | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40
        \              |\\n| MPI-M/DKRZ [^2]      | MPI-ESM1-2-HR     | SSP1-2.6 and
        SSP5-8.5                      | CC-BY-40               |\\n| NCC                  |
        NorESM2-LM        | SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40
        \              |\\n| NCC                  | NorESM2-MM        | SSP1-2.6,
        SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n| NOAA-GFDL
        \           | GFDL-CM4          | SSP2-4.5 and SSP5-8.5                      |
        CC-BY-40               |\\n| NOAA-GFDL            | GFDL-ESM4         | SSP1-2.6,
        SSP2-4.5, SSP3-7.0, and SSP5-8.5 | CC-BY-40               |\\n| NUIST                |
        NESM3             | SSP1-2.6, SSP2-4.5, and SSP5-8.5           | CC-BY-40
        \              |\\n| EC-Earth-Consortium  | EC-Earth3         | ssp1-2.6,
        ssp2-4.5, ssp3-7.0, and ssp5-8.5 | CC-BY-40               |\\n| EC-Earth-Consortium
        \ | EC-Earth3-AerChem | ssp370                                     | CC-BY-40
        \              |\\n| EC-Earth-Consortium  | EC-Earth3-CC      | ssp245 and
        ssp585                          | CC-BY-40               |\\n| EC-Earth-Consortium
        \ | EC-Earth3-Veg     | ssp1-2.6, ssp2-4.5, ssp3-7.0, and ssp5-8.5 | CC-BY-40
        \              |\\n| EC-Earth-Consortium  | EC-Earth3-Veg-LR  | ssp1-2.6,
        ssp2-4.5, ssp3-7.0, and ssp5-8.5 | CC-BY-40               |\\n| CCCma                |
        CanESM5           | ssp1-2.6, ssp2-4.5, ssp3-7.0, ssp5-8.5     | CC-BY-40[^3]
        \          |\\n\\n*Notes:*\\n\\n[^1]: At the time of running, no ssp1-2.6
        precipitation data was available. Therefore, we provide `tasmin` and `tamax`
        for this model and experiment, but not `pr`. All other model/experiment combinations
        in the above table include all three variables.\\n\\n[^2]: The institution
        which ran MPI-ESM1-2-HR\u2019s historical (CMIP) simulations is `MPI-M`, while
        the future (ScenarioMIP) simulations were run by `DKRZ`. Therefore, the institution
        component of `MPI-ESM1-2-HR` filepaths differ between `historical` and `SSP`
        scenarios.\\n\\n[^3]: This dataset was previously licensed as [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/),
        but was relicensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0)
        in March, 2023. \\n\\n## Project methods\\n\\nThis project makes use of statistical
        bias correction and downscaling algorithms, which are specifically designed
        to accurately represent changes in the extremes. For this reason, we selected
        Quantile Delta Mapping (QDM), following the method introduced by [Cannon et
        al. (2015)](https://doi.org/10.1175/JCLI-D-14-00754.1), which preserves quantile-specific
        trends from the GCM while fitting the full distribution for a given day-of-year
        to a reference dataset (ERA5).\\n\\nWe then introduce a similar method tailored
        to increase spatial resolution while preserving extreme behavior, Quantile-Preserving
        Localized-Analog Downscaling (QPLAD).\\n\\nTogether, these methods provide
        a robust means to handle both the central and tail behavior seen in climate
        model output, while aligning the full distribution to a state-of-the-art reanalysis
        dataset and providing the spatial granularity needed to study surface impacts.\\n\\nFor
        further documentation, see [Global downscaled projections for climate impacts
        research (GDPCIR): preserving extremes for modeling future climate impacts](https://egusphere.copernicus.org/preprints/2023/egusphere-2022-1513/)
        (EGUsphere, 2022 [preprint]).\\n\\n## Citing, licensing, and using data produced
        by this project\\n\\nProjects making use of the data produced as part of the
        Climate Impact Lab Global Downscaled Projections for Climate Impacts Research
        (CIL GDPCIR) project are requested to cite both this project and the source
        datasets from which these results are derived. Additionally, the use of data
        derived from some GCMs *requires* citations, and some modeling centers impose
        licensing restrictions & requirements on derived works. See each GCM's license
        info in the links below for more information.\\n\\n### CIL GDPCIR\\n\\nUsers
        are requested to cite this project in derived works. Our method documentation
        paper may be cited using the following:\\n\\n> Gergel, D. R., Malevich, S.
        B., McCusker, K. E., Tenezakis, E., Delgado, M. T., Fish, M. A., and Kopp,
        R. E.: Global downscaled projections for climate impacts research (GDPCIR):
        preserving extremes for modeling future climate impacts, EGUsphere [preprint],
        https://doi.org/10.5194/egusphere-2022-1513, 2023. \\n\\nThe code repository
        may be cited using the following:\\n\\n> Diana Gergel, Kelly McCusker, Brewster
        Malevich, Emile Tenezakis, Meredith Fish, Michael Delgado (2022). ClimateImpactLab/downscaleCMIP6:
        (v1.0.0). Zenodo. https://doi.org/10.5281/zenodo.6403794\\n\\n### ERA5\\n\\nAdditionally,
        we request you cite the historical dataset used in bias correction and downscaling,
        ERA5. See the [ECMWF guide to citing a dataset on the Climate Data Store](https://confluence.ecmwf.int/display/CKB/How+to+acknowledge+and+cite+a+Climate+Data+Store+%28CDS%29+catalogue+entry+and+the+data+published+as+part+of+it):\\n\\n>
        Hersbach, H, et al. The ERA5 global reanalysis. Q J R Meteorol Soc.2020; 146:
        1999\u20132049. DOI: [10.1002/qj.3803](https://doi.org/10.1002/qj.3803)\\n>\\n>
        Mu\xF1oz Sabater, J., (2019): ERA5-Land hourly data from 1981 to present.
        Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed
        on June 4, 2021), DOI: [10.24381/cds.e2161bac](https://doi.org/10.24381/cds.e2161bac)\\n>\\n>
        Mu\xF1oz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus
        Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on June 4,
        2021), DOI: [10.24381/cds.e2161bac](https://doi.org/10.24381/cds.e2161bac)\\n\\n###
        GCM-specific citations & licenses\\n\\nThe CMIP6 simulation data made available
        through the Earth System Grid Federation (ESGF) are subject to Creative Commons
        [BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/) or [BY-NC-SA
        4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/) licenses. The Climate
        Impact Lab has reached out to each of the modeling institutions to request
        waivers from these terms so the outputs of this project may be used with fewer
        restrictions, and has been granted permission to release the data using the
        licenses listed here.\\n\\n#### Public Domain Datasets\\n\\nThe following
        bias corrected and downscaled model simulations are available in the public
        domain using a [CC0 1.0 Universal Public Domain Declaration](https://creativecommons.org/publicdomain/zero/1.0/).
        Access the collection on Planetary Computer at https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc0.\\n\\n*
        **FGOALS-g3**\\n\\n  License description: [data_licenses/FGOALS-g3.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/FGOALS-g3.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Li, Lijuan **(2019)**. *CAS FGOALS-g3 model output
        prepared for CMIP6 CMIP*. Version 20190826. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.1783\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Li, Lijuan **(2019)**. *CAS FGOALS-g3 model output prepared for CMIP6
        ScenarioMIP*. SSP1-2.6 version 20190818; SSP2-4.5 version 20190818; SSP3-7.0
        version 20190820; SSP5-8.5 tasmax version 20190819; SSP5-8.5 tasmin version
        20190819; SSP5-8.5 pr version 20190818. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.2056\\n\\n\\n*
        **INM-CM4-8**\\n\\n  License description: [data_licenses/INM-CM4-8.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/INM-CM4-8.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Volodin, Evgeny; Mortikov, Evgeny; Gritsun, Andrey;
        Lykossov, Vasily; Galin, Vener; Diansky, Nikolay; Gusev, Anatoly; Kostrykin,
        Sergey; Iakovlev, Nikolay; Shestakova, Anna; Emelina, Svetlana **(2019)**.
        *INM INM-CM4-8 model output prepared for CMIP6 CMIP*. Version 20190530. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1422\\n\\n  ScenarioMIP
        Citation:\\n\\n  > Volodin, Evgeny; Mortikov, Evgeny; Gritsun, Andrey; Lykossov,
        Vasily; Galin, Vener; Diansky, Nikolay; Gusev, Anatoly; Kostrykin, Sergey;
        Iakovlev, Nikolay; Shestakova, Anna; Emelina, Svetlana **(2019)**. *INM INM-CM4-8
        model output prepared for CMIP6 ScenarioMIP*. Version 20190603. Earth System
        Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.12321\\n\\n\\n* **INM-CM5-0**\\n\\n
        \ License description: [data_licenses/INM-CM5-0.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/INM-CM5-0.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Volodin, Evgeny; Mortikov, Evgeny; Gritsun, Andrey;
        Lykossov, Vasily; Galin, Vener; Diansky, Nikolay; Gusev, Anatoly; Kostrykin,
        Sergey; Iakovlev, Nikolay; Shestakova, Anna; Emelina, Svetlana **(2019)**.
        *INM INM-CM5-0 model output prepared for CMIP6 CMIP*. Version 20190610. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1423\\n\\n  ScenarioMIP
        Citation:\\n\\n  > Volodin, Evgeny; Mortikov, Evgeny; Gritsun, Andrey; Lykossov,
        Vasily; Galin, Vener; Diansky, Nikolay; Gusev, Anatoly; Kostrykin, Sergey;
        Iakovlev, Nikolay; Shestakova, Anna; Emelina, Svetlana **(2019)**. *INM INM-CM5-0
        model output prepared for CMIP6 ScenarioMIP*. SSP1-2.6 version 20190619; SSP2-4.5
        version 20190619; SSP3-7.0 version 20190618; SSP5-8.5 version 20190724. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.12322\\n\\n\\n####
        CC-BY-4.0\\n\\nThe following bias corrected and downscaled model simulations
        are licensed under a [Creative Commons Attribution 4.0 International License](https://creativecommons.org/licenses/by/4.0/).
        Note that this license requires citation of the source model output (included
        here). Please see https://creativecommons.org/licenses/by/4.0/ for more information.
        Access the collection on Planetary Computer at https://planetarycomputer.microsoft.com/dataset/cil-gdpcir-cc-by.\\n\\n*
        **ACCESS-CM2**\\n\\n  License description: [data_licenses/ACCESS-CM2.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/ACCESS-CM2.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Dix, Martin; Bi, Doahua; Dobrohotoff, Peter; Fiedler,
        Russell; Harman, Ian; Law, Rachel; Mackallah, Chloe; Marsland, Simon; O'Farrell,
        Siobhan; Rashid, Harun; Srbinovsky, Jhan; Sullivan, Arnold; Trenham, Claire;
        Vohralik, Peter; Watterson, Ian; Williams, Gareth; Woodhouse, Matthew; Bodman,
        Roger; Dias, Fabio Boeira; Domingues, Catia; Hannah, Nicholas; Heerdegen,
        Aidan; Savita, Abhishek; Wales, Scott; Allen, Chris; Druken, Kelsey; Evans,
        Ben; Richards, Clare; Ridzwan, Syazwan Mohamed; Roberts, Dale; Smillie, Jon;
        Snow, Kate; Ward, Marshall; Yang, Rui **(2019)**. *CSIRO-ARCCSS ACCESS-CM2
        model output prepared for CMIP6 CMIP*. Version 20191108. Earth System Grid
        Federation. https://doi.org/10.22033/ESGF/CMIP6.2281\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Dix, Martin; Bi, Doahua; Dobrohotoff, Peter; Fiedler, Russell; Harman,
        Ian; Law, Rachel; Mackallah, Chloe; Marsland, Simon; O'Farrell, Siobhan; Rashid,
        Harun; Srbinovsky, Jhan; Sullivan, Arnold; Trenham, Claire; Vohralik, Peter;
        Watterson, Ian; Williams, Gareth; Woodhouse, Matthew; Bodman, Roger; Dias,
        Fabio Boeira; Domingues, Catia; Hannah, Nicholas; Heerdegen, Aidan; Savita,
        Abhishek; Wales, Scott; Allen, Chris; Druken, Kelsey; Evans, Ben; Richards,
        Clare; Ridzwan, Syazwan Mohamed; Roberts, Dale; Smillie, Jon; Snow, Kate;
        Ward, Marshall; Yang, Rui **(2019)**. *CSIRO-ARCCSS ACCESS-CM2 model output
        prepared for CMIP6 ScenarioMIP*. Version 20191108. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.2285\\n\\n\\n* **ACCESS-ESM1-5**\\n\\n
        \ License description: [data_licenses/ACCESS-ESM1-5.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/ACCESS-ESM1-5.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Ziehn, Tilo; Chamberlain, Matthew; Lenton, Andrew;
        Law, Rachel; Bodman, Roger; Dix, Martin; Wang, Yingping; Dobrohotoff, Peter;
        Srbinovsky, Jhan; Stevens, Lauren; Vohralik, Peter; Mackallah, Chloe; Sullivan,
        Arnold; O'Farrell, Siobhan; Druken, Kelsey **(2019)**. *CSIRO ACCESS-ESM1.5
        model output prepared for CMIP6 CMIP*. Version 20191115. Earth System Grid
        Federation. https://doi.org/10.22033/ESGF/CMIP6.2288\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Ziehn, Tilo; Chamberlain, Matthew; Lenton, Andrew; Law, Rachel; Bodman,
        Roger; Dix, Martin; Wang, Yingping; Dobrohotoff, Peter; Srbinovsky, Jhan;
        Stevens, Lauren; Vohralik, Peter; Mackallah, Chloe; Sullivan, Arnold; O'Farrell,
        Siobhan; Druken, Kelsey **(2019)**. *CSIRO ACCESS-ESM1.5 model output prepared
        for CMIP6 ScenarioMIP*. Version 20191115. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.2291\\n\\n\\n*
        **BCC-CSM2-MR**\\n\\n  License description: [data_licenses/BCC-CSM2-MR.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/BCC-CSM2-MR.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Xin, Xiaoge; Zhang, Jie; Zhang, Fang; Wu, Tongwen;
        Shi, Xueli; Li, Jianglong; Chu, Min; Liu, Qianxia; Yan, Jinghui; Ma, Qiang;
        Wei, Min **(2018)**. *BCC BCC-CSM2MR model output prepared for CMIP6 CMIP*.
        Version 20181126. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1725\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Xin, Xiaoge; Wu, Tongwen; Shi, Xueli; Zhang,
        Fang; Li, Jianglong; Chu, Min; Liu, Qianxia; Yan, Jinghui; Ma, Qiang; Wei,
        Min **(2019)**. *BCC BCC-CSM2MR model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20190315; SSP2-4.5 version 20190318; SSP3-7.0 version 20190318;
        SSP5-8.5 version 20190318. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1732\\n\\n\\n*
        **CMCC-CM2-SR5**\\n\\n  License description: [data_licenses/CMCC-CM2-SR5.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/CMCC-CM2-SR5.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Lovato, Tomas; Peano, Daniele **(2020)**. *CMCC
        CMCC-CM2-SR5 model output prepared for CMIP6 CMIP*. Version 20200616. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1362\\n\\n  ScenarioMIP
        Citation:\\n\\n  > Lovato, Tomas; Peano, Daniele **(2020)**. *CMCC CMCC-CM2-SR5
        model output prepared for CMIP6 ScenarioMIP*. SSP1-2.6 version 20200717; SSP2-4.5
        version 20200617; SSP3-7.0 version 20200622; SSP5-8.5 version 20200622. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1365\\n\\n\\n*
        **CMCC-ESM2**\\n\\n  License description: [data_licenses/CMCC-ESM2.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/CMCC-ESM2.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Lovato, Tomas; Peano, Daniele; Butensch\xF6n, Momme
        **(2021)**. *CMCC CMCC-ESM2 model output prepared for CMIP6 CMIP*. Version
        20210114. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.13164\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Lovato, Tomas; Peano, Daniele; Butensch\xF6n,
        Momme **(2021)**. *CMCC CMCC-ESM2 model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20210126; SSP2-4.5 version 20210129; SSP3-7.0 version 20210202;
        SSP5-8.5 version 20210126. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.13168\\n\\n\\n*
        **EC-Earth3-AerChem**\\n\\n  License description: [data_licenses/EC-Earth3-AerChem.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3-AerChem.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**. *EC-Earth-Consortium
        EC-Earth3-AerChem model output prepared for CMIP6 CMIP*. Version 20200624.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.639\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**.
        *EC-Earth-Consortium EC-Earth3-AerChem model output prepared for CMIP6 ScenarioMIP*.
        Version 20200827. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.724\\n\\n\\n*
        **EC-Earth3-CC**\\n\\n  License description: [data_licenses/EC-Earth3-CC.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3-CC.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**. *EC-Earth-Consortium
        EC-Earth-3-CC model output prepared for CMIP6 CMIP*. Version 20210113. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.640\\n\\n  ScenarioMIP
        Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2021)**. *EC-Earth-Consortium
        EC-Earth3-CC model output prepared for CMIP6 ScenarioMIP*. Version 20210113.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.15327\\n\\n\\n*
        **EC-Earth3-Veg-LR**\\n\\n  License description: [data_licenses/EC-Earth3-Veg-LR.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3-Veg-LR.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**. *EC-Earth-Consortium
        EC-Earth3-Veg-LR model output prepared for CMIP6 CMIP*. Version 20200217.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.643\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2020)**.
        *EC-Earth-Consortium EC-Earth3-Veg-LR model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20201201; SSP2-4.5 version 20201123; SSP3-7.0 version 20201123;
        SSP5-8.5 version 20201201. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.728\\n\\n\\n*
        **EC-Earth3-Veg**\\n\\n  License description: [data_licenses/EC-Earth3-Veg.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3-Veg.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2019)**. *EC-Earth-Consortium
        EC-Earth3-Veg model output prepared for CMIP6 CMIP*. Version 20200225. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.642\\n\\n  ScenarioMIP
        Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2019)**. *EC-Earth-Consortium
        EC-Earth3-Veg model output prepared for CMIP6 ScenarioMIP*. Version 20200225.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.727\\n\\n\\n*
        **EC-Earth3**\\n\\n  License description: [data_licenses/EC-Earth3.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/EC-Earth3.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2019)**. *EC-Earth-Consortium
        EC-Earth3 model output prepared for CMIP6 CMIP*. Version 20200310. Earth System
        Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.181\\n\\n  ScenarioMIP
        Citation:\\n\\n  > EC-Earth Consortium (EC-Earth) **(2019)**. *EC-Earth-Consortium
        EC-Earth3 model output prepared for CMIP6 ScenarioMIP*. Version 20200310.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.251\\n\\n\\n*
        **GFDL-CM4**\\n\\n  License description: [data_licenses/GFDL-CM4.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/GFDL-CM4.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Guo, Huan; John, Jasmin G; Blanton, Chris; McHugh,
        Colleen; Nikonov, Serguei; Radhakrishnan, Aparna; Rand, Kristopher; Zadeh,
        Niki T.; Balaji, V; Durachta, Jeff; Dupuis, Christopher; Menzel, Raymond;
        Robinson, Thomas; Underwood, Seth; Vahlenkamp, Hans; Bushuk, Mitchell; Dunne,
        Krista A.; Dussin, Raphael; Gauthier, Paul PG; Ginoux, Paul; Griffies, Stephen
        M.; Hallberg, Robert; Harrison, Matthew; Hurlin, William; Lin, Pu; Malyshev,
        Sergey; Naik, Vaishali; Paulot, Fabien; Paynter, David J; Ploshay, Jeffrey;
        Reichl, Brandon G; Schwarzkopf, Daniel M; Seman, Charles J; Shao, Andrew;
        Silvers, Levi; Wyman, Bruce; Yan, Xiaoqin; Zeng, Yujin; Adcroft, Alistair;
        Dunne, John P.; Held, Isaac M; Krasting, John P.; Horowitz, Larry W.; Milly,
        P.C.D; Shevliakova, Elena; Winton, Michael; Zhao, Ming; Zhang, Rong **(2018)**.
        *NOAA-GFDL GFDL-CM4 model output*. Version 20180701. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.1402\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Guo, Huan; John, Jasmin G; Blanton, Chris; McHugh, Colleen; Nikonov, Serguei;
        Radhakrishnan, Aparna; Rand, Kristopher; Zadeh, Niki T.; Balaji, V; Durachta,
        Jeff; Dupuis, Christopher; Menzel, Raymond; Robinson, Thomas; Underwood, Seth;
        Vahlenkamp, Hans; Dunne, Krista A.; Gauthier, Paul PG; Ginoux, Paul; Griffies,
        Stephen M.; Hallberg, Robert; Harrison, Matthew; Hurlin, William; Lin, Pu;
        Malyshev, Sergey; Naik, Vaishali; Paulot, Fabien; Paynter, David J; Ploshay,
        Jeffrey; Schwarzkopf, Daniel M; Seman, Charles J; Shao, Andrew; Silvers, Levi;
        Wyman, Bruce; Yan, Xiaoqin; Zeng, Yujin; Adcroft, Alistair; Dunne, John P.;
        Held, Isaac M; Krasting, John P.; Horowitz, Larry W.; Milly, Chris; Shevliakova,
        Elena; Winton, Michael; Zhao, Ming; Zhang, Rong **(2018)**. *NOAA-GFDL GFDL-CM4
        model output prepared for CMIP6 ScenarioMIP*. Version 20180701. Earth System
        Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.9242\\n\\n\\n* **GFDL-ESM4**\\n\\n
        \ License description: [data_licenses/GFDL-ESM4.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/GFDL-ESM4.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Krasting, John P.; John, Jasmin G; Blanton, Chris;
        McHugh, Colleen; Nikonov, Serguei; Radhakrishnan, Aparna; Rand, Kristopher;
        Zadeh, Niki T.; Balaji, V; Durachta, Jeff; Dupuis, Christopher; Menzel, Raymond;
        Robinson, Thomas; Underwood, Seth; Vahlenkamp, Hans; Dunne, Krista A.; Gauthier,
        Paul PG; Ginoux, Paul; Griffies, Stephen M.; Hallberg, Robert; Harrison, Matthew;
        Hurlin, William; Malyshev, Sergey; Naik, Vaishali; Paulot, Fabien; Paynter,
        David J; Ploshay, Jeffrey; Reichl, Brandon G; Schwarzkopf, Daniel M; Seman,
        Charles J; Silvers, Levi; Wyman, Bruce; Zeng, Yujin; Adcroft, Alistair; Dunne,
        John P.; Dussin, Raphael; Guo, Huan; He, Jian; Held, Isaac M; Horowitz, Larry
        W.; Lin, Pu; Milly, P.C.D; Shevliakova, Elena; Stock, Charles; Winton, Michael;
        Wittenberg, Andrew T.; Xie, Yuanyu; Zhao, Ming **(2018)**. *NOAA-GFDL GFDL-ESM4
        model output prepared for CMIP6 CMIP*. Version 20190726. Earth System Grid
        Federation. https://doi.org/10.22033/ESGF/CMIP6.1407\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > John, Jasmin G; Blanton, Chris; McHugh, Colleen; Radhakrishnan, Aparna;
        Rand, Kristopher; Vahlenkamp, Hans; Wilson, Chandin; Zadeh, Niki T.; Dunne,
        John P.; Dussin, Raphael; Horowitz, Larry W.; Krasting, John P.; Lin, Pu;
        Malyshev, Sergey; Naik, Vaishali; Ploshay, Jeffrey; Shevliakova, Elena; Silvers,
        Levi; Stock, Charles; Winton, Michael; Zeng, Yujin **(2018)**. *NOAA-GFDL
        GFDL-ESM4 model output prepared for CMIP6 ScenarioMIP*. Version 20180701.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1414\\n\\n\\n*
        **HadGEM3-GC31-LL**\\n\\n  License description: [data_licenses/HadGEM3-GC31-LL.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/HadGEM3-GC31-LL.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Ridley, Jeff; Menary, Matthew; Kuhlbrodt, Till;
        Andrews, Martin; Andrews, Tim **(2018)**. *MOHC HadGEM3-GC31-LL model output
        prepared for CMIP6 CMIP*. Version 20190624. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.419\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Good, Peter **(2019)**. *MOHC HadGEM3-GC31-LL model output prepared for
        CMIP6 ScenarioMIP*. SSP1-2.6 version 20200114; SSP2-4.5 version 20190908;
        SSP5-8.5 version 20200114. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.10845\\n\\n\\n*
        **MIROC-ES2L**\\n\\n  License description: [data_licenses/MIROC-ES2L.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/MIROC-ES2L.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Hajima, Tomohiro; Abe, Manabu; Arakawa, Osamu; Suzuki,
        Tatsuo; Komuro, Yoshiki; Ogura, Tomoo; Ogochi, Koji; Watanabe, Michio; Yamamoto,
        Akitomo; Tatebe, Hiroaki; Noguchi, Maki A.; Ohgaito, Rumi; Ito, Akinori; Yamazaki,
        Dai; Ito, Akihiko; Takata, Kumiko; Watanabe, Shingo; Kawamiya, Michio; Tachiiri,
        Kaoru **(2019)**. *MIROC MIROC-ES2L model output prepared for CMIP6 CMIP*.
        Version 20191129. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.902\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Tachiiri, Kaoru; Abe, Manabu; Hajima, Tomohiro;
        Arakawa, Osamu; Suzuki, Tatsuo; Komuro, Yoshiki; Ogochi, Koji; Watanabe, Michio;
        Yamamoto, Akitomo; Tatebe, Hiroaki; Noguchi, Maki A.; Ohgaito, Rumi; Ito,
        Akinori; Yamazaki, Dai; Ito, Akihiko; Takata, Kumiko; Watanabe, Shingo; Kawamiya,
        Michio **(2019)**. *MIROC MIROC-ES2L model output prepared for CMIP6 ScenarioMIP*.
        Version 20200318. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.936\\n\\n\\n*
        **MIROC6**\\n\\n  License description: [data_licenses/MIROC6.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/MIROC6.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Tatebe, Hiroaki; Watanabe, Masahiro **(2018)**.
        *MIROC MIROC6 model output prepared for CMIP6 CMIP*. Version 20191016. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.881\\n\\n  ScenarioMIP
        Citation:\\n\\n  > Shiogama, Hideo; Abe, Manabu; Tatebe, Hiroaki **(2019)**.
        *MIROC MIROC6 model output prepared for CMIP6 ScenarioMIP*. Version 20191016.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.898\\n\\n\\n*
        **MPI-ESM1-2-HR**\\n\\n  License description: [data_licenses/MPI-ESM1-2-HR.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/MPI-ESM1-2-HR.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Jungclaus, Johann; Bittner, Matthias; Wieners, Karl-Hermann;
        Wachsmann, Fabian; Schupfner, Martin; Legutke, Stephanie; Giorgetta, Marco;
        Reick, Christian; Gayler, Veronika; Haak, Helmuth; de Vrese, Philipp; Raddatz,
        Thomas; Esch, Monika; Mauritsen, Thorsten; von Storch, Jin-Song; Behrens,
        J\xF6rg; Brovkin, Victor; Claussen, Martin; Crueger, Traute; Fast, Irina;
        Fiedler, Stephanie; Hagemann, Stefan; Hohenegger, Cathy; Jahns, Thomas; Kloster,
        Silvia; Kinne, Stefan; Lasslop, Gitta; Kornblueh, Luis; Marotzke, Jochem;
        Matei, Daniela; Meraner, Katharina; Mikolajewicz, Uwe; Modali, Kameswarrao;
        M\xFCller, Wolfgang; Nabel, Julia; Notz, Dirk; Peters-von Gehlen, Karsten;
        Pincus, Robert; Pohlmann, Holger; Pongratz, Julia; Rast, Sebastian; Schmidt,
        Hauke; Schnur, Reiner; Schulzweida, Uwe; Six, Katharina; Stevens, Bjorn; Voigt,
        Aiko; Roeckner, Erich **(2019)**. *MPI-M MPIESM1.2-HR model output prepared
        for CMIP6 CMIP*. Version 20190710. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.741\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Schupfner, Martin; Wieners, Karl-Hermann;
        Wachsmann, Fabian; Steger, Christian; Bittner, Matthias; Jungclaus, Johann;
        Fr\xFCh, Barbara; Pankatz, Klaus; Giorgetta, Marco; Reick, Christian; Legutke,
        Stephanie; Esch, Monika; Gayler, Veronika; Haak, Helmuth; de Vrese, Philipp;
        Raddatz, Thomas; Mauritsen, Thorsten; von Storch, Jin-Song; Behrens, J\xF6rg;
        Brovkin, Victor; Claussen, Martin; Crueger, Traute; Fast, Irina; Fiedler,
        Stephanie; Hagemann, Stefan; Hohenegger, Cathy; Jahns, Thomas; Kloster, Silvia;
        Kinne, Stefan; Lasslop, Gitta; Kornblueh, Luis; Marotzke, Jochem; Matei, Daniela;
        Meraner, Katharina; Mikolajewicz, Uwe; Modali, Kameswarrao; M\xFCller, Wolfgang;
        Nabel, Julia; Notz, Dirk; Peters-von Gehlen, Karsten; Pincus, Robert; Pohlmann,
        Holger; Pongratz, Julia; Rast, Sebastian; Schmidt, Hauke; Schnur, Reiner;
        Schulzweida, Uwe; Six, Katharina; Stevens, Bjorn; Voigt, Aiko; Roeckner, Erich
        **(2019)**. *DKRZ MPI-ESM1.2-HR model output prepared for CMIP6 ScenarioMIP*.
        Version 20190710. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.2450\\n\\n\\n*
        **MPI-ESM1-2-LR**\\n\\n  License description: [data_licenses/MPI-ESM1-2-LR.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/MPI-ESM1-2-LR.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Wieners, Karl-Hermann; Giorgetta, Marco; Jungclaus,
        Johann; Reick, Christian; Esch, Monika; Bittner, Matthias; Legutke, Stephanie;
        Schupfner, Martin; Wachsmann, Fabian; Gayler, Veronika; Haak, Helmuth; de
        Vrese, Philipp; Raddatz, Thomas; Mauritsen, Thorsten; von Storch, Jin-Song;
        Behrens, J\xF6rg; Brovkin, Victor; Claussen, Martin; Crueger, Traute; Fast,
        Irina; Fiedler, Stephanie; Hagemann, Stefan; Hohenegger, Cathy; Jahns, Thomas;
        Kloster, Silvia; Kinne, Stefan; Lasslop, Gitta; Kornblueh, Luis; Marotzke,
        Jochem; Matei, Daniela; Meraner, Katharina; Mikolajewicz, Uwe; Modali, Kameswarrao;
        M\xFCller, Wolfgang; Nabel, Julia; Notz, Dirk; Peters-von Gehlen, Karsten;
        Pincus, Robert; Pohlmann, Holger; Pongratz, Julia; Rast, Sebastian; Schmidt,
        Hauke; Schnur, Reiner; Schulzweida, Uwe; Six, Katharina; Stevens, Bjorn; Voigt,
        Aiko; Roeckner, Erich **(2019)**. *MPI-M MPIESM1.2-LR model output prepared
        for CMIP6 CMIP*. Version 20190710. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.742\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Wieners, Karl-Hermann; Giorgetta, Marco;
        Jungclaus, Johann; Reick, Christian; Esch, Monika; Bittner, Matthias; Gayler,
        Veronika; Haak, Helmuth; de Vrese, Philipp; Raddatz, Thomas; Mauritsen, Thorsten;
        von Storch, Jin-Song; Behrens, J\xF6rg; Brovkin, Victor; Claussen, Martin;
        Crueger, Traute; Fast, Irina; Fiedler, Stephanie; Hagemann, Stefan; Hohenegger,
        Cathy; Jahns, Thomas; Kloster, Silvia; Kinne, Stefan; Lasslop, Gitta; Kornblueh,
        Luis; Marotzke, Jochem; Matei, Daniela; Meraner, Katharina; Mikolajewicz,
        Uwe; Modali, Kameswarrao; M\xFCller, Wolfgang; Nabel, Julia; Notz, Dirk; Peters-von
        Gehlen, Karsten; Pincus, Robert; Pohlmann, Holger; Pongratz, Julia; Rast,
        Sebastian; Schmidt, Hauke; Schnur, Reiner; Schulzweida, Uwe; Six, Katharina;
        Stevens, Bjorn; Voigt, Aiko; Roeckner, Erich **(2019)**. *MPI-M MPIESM1.2-LR
        model output prepared for CMIP6 ScenarioMIP*. Version 20190710. Earth System
        Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.793\\n\\n\\n* **NESM3**\\n\\n
        \ License description: [data_licenses/NESM3.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/NESM3.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Cao, Jian; Wang, Bin **(2019)**. *NUIST NESMv3 model
        output prepared for CMIP6 CMIP*. Version 20190812. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.2021\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Cao, Jian **(2019)**. *NUIST NESMv3 model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20190806; SSP2-4.5 version 20190805; SSP5-8.5 version 20190811.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.2027\\n\\n\\n*
        **NorESM2-LM**\\n\\n  License description: [data_licenses/NorESM2-LM.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/NorESM2-LM.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Seland, \xD8yvind; Bentsen, Mats; Olivi\xE8, Dirk
        Jan Leo; Toniazzo, Thomas; Gjermundsen, Ada; Graff, Lise Seland; Debernard,
        Jens Boldingh; Gupta, Alok Kumar; He, Yanchun; Kirkev\xE5g, Alf; Schwinger,
        J\xF6rg; Tjiputra, Jerry; Aas, Kjetil Schanke; Bethke, Ingo; Fan, Yuanchao;
        Griesfeller, Jan; Grini, Alf; Guo, Chuncheng; Ilicak, Mehmet; Karset, Inger
        Helene Hafsahl; Landgren, Oskar Andreas; Liakka, Johan; Moseid, Kine Onsum;
        Nummelin, Aleksi; Spensberger, Clemens; Tang, Hui; Zhang, Zhongshi; Heinze,
        Christoph; Iversen, Trond; Schulz, Michael **(2019)**. *NCC NorESM2-LM model
        output prepared for CMIP6 CMIP*. Version 20190815. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.502\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Seland, \xD8yvind; Bentsen, Mats; Olivi\xE8, Dirk Jan Leo; Toniazzo, Thomas;
        Gjermundsen, Ada; Graff, Lise Seland; Debernard, Jens Boldingh; Gupta, Alok
        Kumar; He, Yanchun; Kirkev\xE5g, Alf; Schwinger, J\xF6rg; Tjiputra, Jerry;
        Aas, Kjetil Schanke; Bethke, Ingo; Fan, Yuanchao; Griesfeller, Jan; Grini,
        Alf; Guo, Chuncheng; Ilicak, Mehmet; Karset, Inger Helene Hafsahl; Landgren,
        Oskar Andreas; Liakka, Johan; Moseid, Kine Onsum; Nummelin, Aleksi; Spensberger,
        Clemens; Tang, Hui; Zhang, Zhongshi; Heinze, Christoph; Iversen, Trond; Schulz,
        Michael **(2019)**. *NCC NorESM2-LM model output prepared for CMIP6 ScenarioMIP*.
        Version 20191108. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.604\\n\\n\\n*
        **NorESM2-MM**\\n\\n  License description: [data_licenses/NorESM2-MM.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/NorESM2-MM.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Bentsen, Mats; Olivi\xE8, Dirk Jan Leo; Seland,
        \xD8yvind; Toniazzo, Thomas; Gjermundsen, Ada; Graff, Lise Seland; Debernard,
        Jens Boldingh; Gupta, Alok Kumar; He, Yanchun; Kirkev\xE5g, Alf; Schwinger,
        J\xF6rg; Tjiputra, Jerry; Aas, Kjetil Schanke; Bethke, Ingo; Fan, Yuanchao;
        Griesfeller, Jan; Grini, Alf; Guo, Chuncheng; Ilicak, Mehmet; Karset, Inger
        Helene Hafsahl; Landgren, Oskar Andreas; Liakka, Johan; Moseid, Kine Onsum;
        Nummelin, Aleksi; Spensberger, Clemens; Tang, Hui; Zhang, Zhongshi; Heinze,
        Christoph; Iversen, Trond; Schulz, Michael **(2019)**. *NCC NorESM2-MM model
        output prepared for CMIP6 CMIP*. Version 20191108. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.506\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Bentsen, Mats; Olivi\xE8, Dirk Jan Leo; Seland, \xD8yvind; Toniazzo, Thomas;
        Gjermundsen, Ada; Graff, Lise Seland; Debernard, Jens Boldingh; Gupta, Alok
        Kumar; He, Yanchun; Kirkev\xE5g, Alf; Schwinger, J\xF6rg; Tjiputra, Jerry;
        Aas, Kjetil Schanke; Bethke, Ingo; Fan, Yuanchao; Griesfeller, Jan; Grini,
        Alf; Guo, Chuncheng; Ilicak, Mehmet; Karset, Inger Helene Hafsahl; Landgren,
        Oskar Andreas; Liakka, Johan; Moseid, Kine Onsum; Nummelin, Aleksi; Spensberger,
        Clemens; Tang, Hui; Zhang, Zhongshi; Heinze, Christoph; Iversen, Trond; Schulz,
        Michael **(2019)**. *NCC NorESM2-MM model output prepared for CMIP6 ScenarioMIP*.
        Version 20191108. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.608\\n\\n\\n*
        **UKESM1-0-LL**\\n\\n  License description: [data_licenses/UKESM1-0-LL.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/UKESM1-0-LL.txt)\\n\\n
        \ CMIP Citation:\\n\\n  > Tang, Yongming; Rumbold, Steve; Ellis, Rich; Kelley,
        Douglas; Mulcahy, Jane; Sellar, Alistair; Walton, Jeremy; Jones, Colin **(2019)**.
        *MOHC UKESM1.0-LL model output prepared for CMIP6 CMIP*. Version 20190627.
        Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1569\\n\\n
        \ ScenarioMIP Citation:\\n\\n  > Good, Peter; Sellar, Alistair; Tang, Yongming;
        Rumbold, Steve; Ellis, Rich; Kelley, Douglas; Kuhlbrodt, Till; Walton, Jeremy
        **(2019)**. *MOHC UKESM1.0-LL model output prepared for CMIP6 ScenarioMIP*.
        SSP1-2.6 version 20190708; SSP2-4.5 version 20190715; SSP3-7.0 version 20190726;
        SSP5-8.5 version 20190726. Earth System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1567\\n\\n*
        **CanESM5**\\n\\n  License description: [data_licenses/CanESM5.txt](https://raw.githubusercontent.com/ClimateImpactLab/downscaleCMIP6/master/data_licenses/CanESM5.txt).
        Note: this dataset was previously licensed\\n  under CC BY-SA 4.0, but was
        relicensed as CC BY 4.0 in March, 2023.\\n\\n  CMIP Citation:\\n\\n  > Swart,
        Neil Cameron; Cole, Jason N.S.; Kharin, Viatcheslav V.; Lazare, Mike; Scinocca,
        John F.; Gillett, Nathan P.; Anstey, James; Arora, Vivek; Christian, James
        R.; Jiao, Yanjun; Lee, Warren G.; Majaess, Fouad; Saenko, Oleg A.; Seiler,
        Christian; Seinen, Clint; Shao, Andrew; Solheim, Larry; von Salzen, Knut;
        Yang, Duo; Winter, Barbara; Sigmond, Michael **(2019)**. *CCCma CanESM5 model
        output prepared for CMIP6 CMIP*. Version 20190429. Earth System Grid Federation.
        https://doi.org/10.22033/ESGF/CMIP6.1303\\n\\n  ScenarioMIP Citation:\\n\\n
        \ > Swart, Neil Cameron; Cole, Jason N.S.; Kharin, Viatcheslav V.; Lazare,
        Mike; Scinocca, John F.; Gillett, Nathan P.; Anstey, James; Arora, Vivek;
        Christian, James R.; Jiao, Yanjun; Lee, Warren G.; Majaess, Fouad; Saenko,
        Oleg A.; Seiler, Christian; Seinen, Clint; Shao, Andrew; Solheim, Larry; von
        Salzen, Knut; Yang, Duo; Winter, Barbara; Sigmond, Michael **(2019)**. *CCCma
        CanESM5 model output prepared for CMIP6 ScenarioMIP*. Version 20190429. Earth
        System Grid Federation. https://doi.org/10.22033/ESGF/CMIP6.1317\\n\\n## Acknowledgements\\n\\nThis
        work is the result of many years worth of work by members of the [Climate
        Impact Lab](https://impactlab.org), but would not have been possible without
        many contributions from across the wider scientific and computing communities.\\n\\nSpecifically,
        we would like to acknowledge the World Climate Research Programme's Working
        Group on Coupled Modeling, which is responsible for CMIP, and we would like
        to thank the climate modeling groups for producing and making their model
        output available. We would particularly like to thank the modeling institutions
        whose results are included as an input to this repository (listed above) for
        their contributions to the CMIP6 project and for responding to and granting
        our requests for license waivers.\\n\\nWe would also like to thank Lamont-Doherty
        Earth Observatory, the [Pangeo Consortium](https://github.com/pangeo-data)
        (and especially the [ESGF Cloud Data Working Group](https://pangeo-data.github.io/pangeo-cmip6-cloud/#))
        and Google Cloud and the Google Public Datasets program for making the [CMIP6
        Google Cloud collection](https://console.cloud.google.com/marketplace/details/noaa-public/cmip6)
        possible. In particular we're extremely grateful to [Ryan Abernathey](https://github.com/rabernat),
        [Naomi Henderson](https://github.com/naomi-henderson), [Charles Blackmon-Luca](https://github.com/charlesbluca),
        [Aparna Radhakrishnan](https://github.com/aradhakrishnanGFDL), [Julius Busecke](https://github.com/jbusecke),
        and [Charles Stern](https://github.com/cisaacstern) for the huge amount of
        work they've done to translate the ESGF CMIP6 netCDF archives into consistently-formattted,
        analysis-ready zarr stores on Google Cloud.\\n\\nWe're also grateful to the
        [xclim developers](https://github.com/Ouranosinc/xclim/graphs/contributors)
        ([DOI: 10.5281/zenodo.2795043](https://doi.org/10.5281/zenodo.2795043)), in
        particular [Pascal Bourgault](https://github.com/aulemahal), [David Huard](https://github.com/huard),
        and [Travis Logan](https://github.com/tlogan2000), for implementing the QDM
        bias correction method in the xclim python package, supporting our QPLAD implementation
        into the package, and ongoing support in integrating dask into downscaling
        workflows. For method advice and useful conversations, we would like to thank
        Keith Dixon, Dennis Adams-Smith, and [Joe Hamman](https://github.com/jhamman).\\n\\n##
        Financial support\\n\\nThis research has been supported by The Rockefeller
        Foundation and the Microsoft AI for Earth Initiative.\\n\\n## Additional links:\\n\\n*
        CIL GDPCIR project homepage: [github.com/ClimateImpactLab/downscaleCMIP6](https://github.com/ClimateImpactLab/downscaleCMIP6)\\n*
        Project listing on zenodo: https://doi.org/10.5281/zenodo.6403794\\n* Climate
        Impact Lab homepage: [impactlab.org](https://impactlab.org)\",\"item_assets\":{\"pr\":{\"type\":\"application/vnd+zarr\",\"roles\":[\"data\"],\"title\":\"Precipitation\",\"description\":\"Precipitation\"},\"tasmax\":{\"type\":\"application/vnd+zarr\",\"roles\":[\"data\"],\"title\":\"Daily
        Maximum Near-Surface Air Temperature\",\"description\":\"Daily Maximum Near-Surface
        Air Temperature\"},\"tasmin\":{\"type\":\"application/vnd+zarr\",\"roles\":[\"data\"],\"title\":\"Daily
        Minimum Near-Surface Air Temperature\",\"description\":\"Daily Minimum Near-Surface
        Air Temperature\"}},\"msft:region\":\"westeurope\",\"stac_version\":\"1.0.0\",\"msft:group_id\":\"cil-gdpcir\",\"cube:variables\":{\"pr\":{\"type\":\"data\",\"unit\":\"mm
        day-1\",\"attrs\":{\"units\":\"mm day-1\"},\"dimensions\":[\"time\",\"lat\",\"lon\"]},\"tasmax\":{\"type\":\"data\",\"unit\":\"K\",\"attrs\":{\"units\":\"K\",\"comment\":\"maximum
        near-surface (usually, 2 meter) air temperature (add cell_method attribute
        'time: max')\",\"long_name\":\"Daily Maximum Near-Surface Air Temperature\",\"coordinates\":\"height\",\"cell_methods\":\"area:
        mean time: maximum (interval: 5 minutes)\",\"cell_measures\":\"area: areacella\",\"original_name\":\"TREFHTMX\",\"standard_name\":\"air_temperature\"},\"dimensions\":[\"time\",\"lat\",\"lon\"],\"description\":\"Daily
        Maximum Near-Surface Air Temperature\"},\"tasmin\":{\"type\":\"data\",\"unit\":\"K\",\"attrs\":{\"units\":\"K\",\"comment\":\"minimum
        near-surface (usually, 2 meter) air temperature (add cell_method attribute
        'time: min')\",\"long_name\":\"Daily Minimum Near-Surface Air Temperature\",\"coordinates\":\"height\",\"cell_methods\":\"area:
        mean time: minimum (interval: 5 minutes)\",\"cell_measures\":\"area: areacella\",\"original_name\":\"TREFHTMN\",\"standard_name\":\"air_temperature\"},\"dimensions\":[\"time\",\"lat\",\"lon\"],\"description\":\"Daily
        Minimum Near-Surface Air Temperature\"}},\"msft:container\":\"cil-gdpcir\",\"cube:dimensions\":{\"lat\":{\"axis\":\"y\",\"step\":0.25,\"type\":\"spatial\",\"extent\":[-89.875,89.875],\"reference_system\":\"epsg:4326\"},\"lon\":{\"axis\":\"x\",\"step\":0.25,\"type\":\"spatial\",\"extent\":[-179.875,179.875],\"reference_system\":\"epsg:4326\"},\"time\":{\"step\":\"P1DT0H0M0S\",\"type\":\"temporal\",\"extent\":[\"1950-01-01T12:00:00Z\",\"2100-12-31T12:00:00Z\"],\"description\":\"time\"}},\"stac_extensions\":[\"https://stac-extensions.github.io/item-assets/v1.0.0/schema.json\",\"https://stac-extensions.github.io/scientific/v1.0.0/schema.json\"],\"msft:storage_account\":\"rhgeuwest\",\"msft:short_description\":\"Climate
        Impact Lab Global Downscaled Projections for Climate Impacts Research (CC-BY-4.0)\"}"
    headers:
      Accept-Ranges:
      - bytes
      Access-Control-Allow-Credentials:
      - 'true'
      Access-Control-Allow-Headers:
      - X-PC-Request-Entity,DNT,Keep-Alive,User-Agent,X-Requested-With,If-Modified-Since,Cache-Control,Content-Type,Authorization
      Access-Control-Allow-Methods:
      - PUT, GET, POST, OPTIONS
      Access-Control-Allow-Origin:
      - '*'
      Access-Control-Max-Age:
      - '1728000'
      Connection:
      - keep-alive
      Content-Length:
      - '11061'
      Content-Type:
      - application/json
      Date:
      - Thu, 17 Jul 2025 12:50:34 GMT
      Strict-Transport-Security:
      - max-age=31536000; includeSubDomains
      X-Cache:
      - CONFIG_NOCACHE
      content-encoding:
      - gzip
      vary:
      - Accept-Encoding
      x-azure-ref:
      - 20250717T125033Z-167d46d96d8chv8thC1DENzves0000000st0000000000zc5
    status:
      code: 200
      message: OK
version: 1
