# Source: CIL Global Downscaled Projections for Climate Impacts Research (CC0-1.0) # Type: zarr # Catalog: STACConnector # Generated by: folia catalog import # Generated at: 2026-02-08T00:48:31.813920+00:00 # # Do not edit manually - will be overwritten on next import. source: id: planetary-computer-cil-gdpcir-cc0 name: CIL Global Downscaled Projections for Climate Impacts Research (CC0-1.0) type: zarr url: https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc0 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-cc0#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-cc0#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 “lon”\ \ coordinate extends from -179.875 to 179.875, and the “lat” 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’s 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\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:\ \ 1999–2049. DOI: [10.1002/qj.3803](https://doi.org/10.1002/qj.3803)\n>\n> Muñoz\ \ 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> Muñoz 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; Butenschön, 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; Butenschön, 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, Jörg;\ \ 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; Müller, 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; Früh, 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, Jörg; 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; Müller, 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,\ \ Jörg; 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; Müller, 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, Jörg; 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; Müller,\ \ 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, Øyvind; Bentsen, Mats; Oliviè, Dirk Jan Leo;\ \ Toniazzo, Thomas; Gjermundsen, Ada; Graff, Lise Seland; Debernard, Jens Boldingh;\ \ Gupta, Alok Kumar; He, Yanchun; Kirkevåg, Alf; Schwinger, Jörg; 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, Øyvind; Bentsen, Mats; Oliviè, Dirk Jan Leo; Toniazzo,\ \ Thomas; Gjermundsen, Ada; Graff, Lise Seland; Debernard, Jens Boldingh; Gupta,\ \ Alok Kumar; He, Yanchun; Kirkevåg, Alf; Schwinger, Jörg; 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; Oliviè, Dirk Jan Leo; Seland, Øyvind;\ \ Toniazzo, Thomas; Gjermundsen, Ada; Graff, Lise Seland; Debernard, Jens Boldingh;\ \ Gupta, Alok Kumar; He, Yanchun; Kirkevåg, Alf; Schwinger, Jörg; 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; Oliviè, Dirk Jan Leo; Seland, Øyvind; Toniazzo,\ \ Thomas; Gjermundsen, Ada; Graff, Lise Seland; Debernard, Jens Boldingh; Gupta,\ \ Alok Kumar; He, Yanchun; Kirkevåg, Alf; Schwinger, Jörg; 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\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)" provider: Climate Impact Lab license: CC0-1.0 metadata: stac: true stac_api: true connector_id: planetary-computer tags: - CMIP6 - Climate Impact Lab - Rhodium Group - Precipitation - Temperature dataset: tier: 1 thematic_group: Climate & Weather format: zarr crs: EPSG:4326 temporal: range: 1950-01-01/2100-12-31 frequency: daily type: time_series default_range: latest quality: coverage: global layout: type: tiled stac_collection_id: cil-gdpcir-cc0 citation: https://doi.org/10.5194/egusphere-2022-1513 homepage: https://planetarycomputer.microsoft.com/api/stac/v1/collections/cil-gdpcir-cc0