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            <gco:CharacterString>Data for CCB 10.4 Figure 1 from Chapter 10 of the Working Group I (WGI) Contribution to the Intergovernmental Panel on Climate Change (IPCC) Sixth Assessment Report (AR6).


CCB10.4 Figure 1 shows historical annual-mean surface air temperature linear trend (°C per decade) and its attribution over the Hindu Kush Himalaya (HKH) region.


---------------------------------------------------
 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 four subpanels. Data for all subpanels is provided.


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 List of data provided
 ---------------------------------------------------
 The data is annual means for:
 
 - Observed and modelled trends over 1961-2014
 - Anomalies 1961-2014 with respect to 1961-1980 average for the HKH region mean
 - Trends 1961-2014 for the HKH region mean


---------------------------------------------------
 Data provided in relation to figure
 ---------------------------------------------------
 Panel (a):
 - Data files: 
Fig_10_CCB-4_1_panel-a_mapplot_tas_trend_BerkeleyEarth_single_trend.nc, 
Fig_10_CCB-4_1_panel-a_mapplot_tas_trend_CRU_single_trend.nc, 
Fig_10_CCB-4_1_panel-a_mapplot_tas_trend_APHRO-MA_single_trend.nc, 
Fig_10_CCB-4_1_panel-a_mapplot_tas_trend_JRA-55_single_trend.nc; 
Observed and reanalysis surface air temperature OLS linear trends over 1961-2014 over the HKH region, from left to right Berkeley Earth, CRU TS, APHRO-MA, JRA-55
 
 Panel (b):
 - Data files: 
Fig_10_CCB-4_1_panel-b_mapplot_tas_trend_cmip6_CMIP6_min_single-MultiModelMean_trend-min-median-max.nc, 
Fig_10_CCB-4_1_panel-b_mapplot_tas_trend_cmip6_CMIP6_MultiModelMedian_single-MultiModelMean_trend-min-median-max.nc, 
Fig_10_CCB-4_1_panel-b_mapplot_tas_trend_cmip6_CMIP6_max_single-MultiModelMean_trend-min-median-max.nc; 
Modelled surface air temperature OLS linear trends over 1961-2014 over the Hindu Kush Himalaya region, from left to right (CMIP6 models with min (coldest), median and max (warmest) trends)
 
 Panel (c):
 - Data file: Fig_10_CCB-4_1_panel-c_timeseries.csv; 
Surface air temperature anomalies 1961-2014 in respect to 1961-1980 average for the Hindu Kush Himalaya (HKH) region mean: means of CMIP6 hist all-forcings (red), and the CMIP6 hist all-forcings sample corresponding to DAMIP experiments (pink), for hist-aer (grey) and hist-GHG (pale blue), Berkeley Earth (dark blue), CRU TS (brown), APHRO-MA (light green) and JRA-55 (dark green).
 
 Panel (d):
 - Data file: Fig_10_CCB-4_1_panel-d_trends.csv; 
Surface air temperature OLS linear trends 1961-2014 for the Hindu Kush Himalaya (HKH) region mean: observed and reanalysis data (Berkeley Earth, CRU TS, APHRO-MA, JRA-55: black crosses), individual members of CMIP6 hist all-forcings (red circles), CMIP6 hist all-forcings sample corresponding to DAMIP experiments (pink circles), CMIP6 hist-GHG (blue triangles), CMIP6 hist-aer (grey triangles), and box-and-whisker plots for the SMILEs: MIROC6, CSIRO-Mk3-6-0, MPI-ESM, d4PDF (grey shading)


Acronyms: 
CRU TS- Climatic Research Unit Time Series, 
CMIP - Coupled Model Intercomparison Project, 
JRA - Japanese 55year Reanalysis, 
DAMIP - Detection and Attribution Model Intercomparison Project, 
GHG - Greenhouse Gas, 
SMILEs - Single model initial-condition large ensembles, 
MIROC - Model for Interdisciplinary Research on Climate, 
CSIRO -Commonwealth Scientific and Industrial Research Organisation, 
MPI - Max-Planck-Institut für Meteorologie, 
ESM - Earth System Model, d4PDF - database for policy decision-making for future climate changes, 
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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