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            <gco:CharacterString>Data for Figure 10.6 from Chapter 10 of the Working Group I (WGI) Contribution to the Intergovernmental Panel on Climate Change (IPCC) Sixth Assessment Report (AR6).


Figure 10.6 is an illustration of some model biases in simulations performed with dynamical models.


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 How to cite this dataset
 ---------------------------------------------------
 When citing this dataset, please include both the data citation below (under 'Citable as') and the following citation for the report component from which the figure originates:
Doblas-Reyes, F.J., A.A. Sörensson, M. Almazroui, A. Dosio, W.J. Gutowski, R. Haarsma, R. Hamdi, B. Hewitson, W.-T. Kwon, B.L. Lamptey, D. Maraun, T.S. Stephenson, I. Takayabu, L. Terray, A. Turner, and Z. Zuo, 2021: Linking Global to Regional Climate Change. In Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change[Masson-Delmotte, V., P. Zhai, A. Pirani, S.L. Connors, C. Péan, S. Berger, N. Caud, Y. Chen, L. Goldfarb, M.I. Gomis, M. Huang, K. Leitzell, E. Lonnoy, J.B.R. Matthews, T.K. Maycock, T. Waterfield, O. Yelekçi, R. Yu, and B. Zhou (eds.)]. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, pp. 1363–1512, doi:10.1017/9781009157896.012.

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 Figure subpanels
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 The figure has two panels ((a) and (b)), which are further divided into 6 maps and 1 boxplot. Data is provided for all subpanels.

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 List of data provided
 ---------------------------------------------------
 Boxplot data point is annual summer mean (JJA) surface air temperature (panel (a)) and precipitation (panel (b)) for western Mediterranean mean (lon: 10°W-10°E, lat: 33°N-45°N) between 1986 and 2005 for:
 
 - Observational datasets
 - Each model of CMIP5, CMIP6, HighResMIP, EURO-CORDEX 11 and EURO-CORDEX 44
 
Mapplot data is mean (1986-2005) annual summer mean (JJA) surface air temperature (panel (a)) and precipitation (panel (b)) for the western Mediterranean (lon: 15°W-15°E, lat: 28°N-50°N) regrided on a 1°x1° regular grid for:
 - Absolute values for reference observational dataset (BerkeleyEarth (a), CRU TS (b))
 - Ensemble biases of  CMIP5, CMIP6, HighResMIP, EURO-CORDEX 11 and EURO-CORDEX 44

---------------------------------------------------
 Data provided in relation to figure
 ---------------------------------------------------
 Panel (a):
 - Data file: 
Observed (Berkeley Earth) mean (1986-2005) annual summer mean (JJA) surface air temperature over the western Mediterranean (top left):
Fig_10_6_panel-a_mapplot_tas_obs_single_single_mean.nc

 - Data files: 
Ensemble mean (1986-2005) annual summer mean (JJA) surface air temperature bias over the western Mediterranean  (top right):
Fig_10_6_panel-a_mapplot_tas_bias_cmip5_tas_cmip5_map_MultiModelMean_bias.nc, 
Fig_10_6_panel-a_mapplot_tas_bias_cmip6_tas_cmip6_map_MultiModelMean_bias.nc, 
Fig_10_6_panel-a_mapplot_tas_bias_hrmip_tas_hrmip_map_MultiModelMean_bias.nc, 
Fig_10_6_panel-a_mapplot_tas_bias_cdx44_tas_cdx44_map_MultiModelMean_bias.nc, 
Fig_10_6_panel-a_mapplot_tas_bias_cdx11_tas_cdx11_map_MultiModelMean_bias.nc

 - Data file: 
Observed (black boxplots), reanalysis (black boxplots) and modelled (CMIP5: blue boxplots, CMIP6: red boxplots, HighResMIP: orange boxplots, CORDEX EUR-44: light blue boxplots, CORDEX EUR-11: green boxplots) annual summer mean (JJA) surface air temperature values (i.e. underlying data points of the boxplot) over the western Mediterranean (bottom part):
Fig_10_6_panel-a_boxplot.csv 


 Panel (b):
 - Data file: 
Observed (CRU TS) mean (1986-2005) annual summer mean (JJA) precipitation rate over the western Mediterranean (top left):
Fig_10_6_panel-b_mapplot_pr_obs_single_masked_cru_single_mean.nc

 - Data files: 
Ensemble mean (1986-2005) annual summer mean (JJA) precipitation rate bias over the western Mediterranean  (top right):
Fig_10_6_panel-b_mapplot_pr_bias_cmip5_pr_cmip5_map_MultiModelMean_bias.nc, 
Fig_10_6_panel-b_mapplot_pr_bias_cmip6_pr_cmip6_map_MultiModelMean_bias.nc, 
Fig_10_6_panel-b_mapplot_pr_bias_hrmip_pr_hrmip_map_MultiModelMean_bias.nc, 
Fig_10_6_panel-b_mapplot_pr_bias_cdx44_pr_cdx44_map_MultiModelMean_bias.nc, 
Fig_10_6_panel-b_mapplot_pr_bias_cdx11_pr_cdx11_map_MultiModelMean_bias.nc

 - Data file: 
observed (black boxplots), reanalysis (black boxplots) and modelled (CMIP5: blue boxplots, CMIP6: red boxplots, HighResMIP: orange boxplots, CORDEX EUR-44: light blue boxplots, CORDEX EUR-11: green boxplots) annual summer mean (JJA) precipitation rate  values (i.e. underlying data points of the boxplot) over the western Mediterranean (bottom part):
Fig_10_6_panel-b_boxplot.csv


Acronyms: 
CMIP - Coupled Model Intercomparison Project, 
HighResMIP - High Resolution Model Intercomparison Project, 
Cordex – Coordinated Regional Climate Downscaling Experiment, 
OLS - ordinary least squares regression.

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 Notes on reproducing the figure from the provided data
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 The code for ESMValTool is provided.

---------------------------------------------------
 Sources of additional information
 ---------------------------------------------------
 The following weblinks are provided in the Related Documents section of this catalogue record:
 - Link to the figure on the IPCC AR6 website
 - Link to the report component containing the figure (Chapter 10)
 - Link to the Supplementary Material for Chapter 10, which contains details on the input data used in Table 10.SM.11
 - Link to the code for the figure, archived on Zenodo.</gco:CharacterString>
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