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        <gco:CharacterString>Data for Figure 10.13 from Chapter 10 of the Working Group I (WGI) Contribution to the Intergovernmental Panel on Climate Change (IPCC) Sixth Assessment Report (AR6).


Figure 10.13 shows attribution of the southwestern North America precipitation decline during the 1983-2014 period.


---------------------------------------------------
 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 3 subpanels. Data for all subpanels is provided.


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 List of data provided
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 The data is annual October-September (water year) precipitation means for:
 
 - Observed and modelled trends over 1983-2014
 - Observed and modelled relative anomalies with respect to 1971-2000 averages over southwestern North America (lon: 240°E-255°E, lat: 28°N-40°N)
 - Trends in relative precipitation anomalies between 1983-2014 (baseline 1983-2014) over southwestern North America (lon: 240°E-255°E, lat: 28°N-40°N)


---------------------------------------------------
 Data provided in relation to figure
 ---------------------------------------------------
 Panel (a):
Observed and Model (MPI-ESM and d4PDF runs with min and max trends as well as mean trends) OLS linear trends in precipitation between 1983 and 2014 over North America:
 - Data files: 
Fig_10_13_panel-a_mapplot_pr_trend_CRU_single_trend.nc, 
Fig_10_13_panel-a_mapplot_pr_trend_REGEN_single_trend.nc, 
Fig_10_13_panel-a_mapplot_pr_trend_GPCC_single_trend.nc, 
Fig_10_13_panel-a_mapplot_pr_trend_GPCP_single_trend.nc, 
Fig_10_13_panel-a_mapplot_pr_trend_d4pdf_d4PDF_max_single-MultiModelMean_trend-min-mean-max.nc, 
Fig_10_13_panel-a_mapplot_pr_trend_d4pdf_d4PDF_min_single-MultiModelMean_trend-min-mean-max.nc, 
Fig_10_13_panel-a_mapplot_pr_trend_d4pdf_d4PDF_MultiModelMean_single-MultiModelMean_trend-min-mean-max.nc, 
Fig_10_13_panel-a_mapplot_pr_trend_mpige_MPI-GE_max_single-MultiModelMean_trend-min-mean-max.nc, 
Fig_10_13_panel-a_mapplot_pr_trend_mpige_MPI-GE_min_single-MultiModelMean_trend-min-mean-max.nc, F
ig_10_13_panel-a_mapplot_pr_trend_mpige_MPI-GE_MultiModelMean_single-MultiModelMean_trend-min-mean-max.nc
 
 Panel (b):
Observed (CRU TS, black) and Model (d4PDF runs with min (brown) and max (green) trends) timeseries relative precipitation anomalies in respect to 1971-2000 averages over southwestern North America (lon: 240°E-255°E, lat: 28°N-40°N):
 - Data file: 
Fig_10_13_panel-b_timeseries.csv
 
 Panel (c):
OLS linear trends in relative precipitation anomalies between 1983-2014 (baseline 1983-2014) over southwestern North America (lon: 240°E-255°E, lat: 28°N-40°N): observed data (CRU TS, REGEN, GPCC and GPCP, black crosses), individual members of CMIP6 historical (red circles), and box-and-whisker plots for the SMILEs: MIROC6, CSIRO-Mk3-6-0, MPI-ESM, d4PDF (grey shading):
 - Data file:  
Fig_10_13_panel-c_trends.csv


Acronyms: 
CMIP - Coupled Model Intercomparison Project, 
HighResMIP - High Resolution Model Intercomparison Project, 
Cordex – Coordinated Regional Climate Downscaling Experiment, 
CRU TS- Climatic Research Unit Time Series, 
GPCC - GLOBAL PRECIPITATION CLIMATOLOGY CENTRE, 
GPCP - Global Precipitation Climatology Project,  
d4PDF - Database for Policy Decision-Making for Future Climate Change, 
MPI GE - Max-Planck-Institut für Meteorologie Grand Ensemble, 
ESM - Earth System Model,  
SMILEs -single model initial-condition large ensembles, 
MIROC - Model for Interdisciplinary Research on Climate, 
CSIRO - Commonwealth Scientific and Industrial Research Organisation, 
REGEN -Rainfall Estimates on a Gridded Network, 
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
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 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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