Mean State

Mean State
All Models
Data Information

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	38.5
ACCESS-CM2_BARPA	[-]	40.9	39.2	38.5	0.715	11.2	1.92	0.940	0.749	0.717	0.997	0.830
ACCESS-CM2_CCAM	[-]	43.9	42.2	38.5	3.70	12.3	1.87	0.890	0.748	0.728	0.989	0.820
ACCESS-CM2_CMIP6	[-]	41.6	41.6	33.9	7.72	14.4	1.96	0.781	0.699	0.702	0.773	0.731
ACCESS-ESM1-5_BARPA	[-]	40.3	38.3	38.5	-0.126	11.0	1.44	0.939	0.751	0.807	0.998	0.849
ACCESS-ESM1-5_CCAM	[-]	42.8	40.7	38.5	2.22	12.0	1.72	0.908	0.746	0.756	0.996	0.831
ACCESS-ESM1-5_CMIP6	[-]	39.6	39.6	33.6	6.03	13.7	1.26	0.823	0.690	0.854	0.856	0.783
CESM2_BARPA	[-]	39.4	37.1	38.5	-1.35	11.4	1.60	0.942	0.740	0.781	0.998	0.840
CESM2_CCAM	[-]	37.7	34.8	38.5	-3.68	14.1	2.27	0.895	0.694	0.648	0.997	0.785
CESM2_CMIP6	[-]	38.2	38.2	34.4	3.88	11.7	1.26	0.878	0.724	0.846	0.953	0.825
CMCC-ESM2_BARPA	[-]	39.9	37.5	38.5	-0.961	13.6	2.29	0.940	0.699	0.648	0.998	0.797
CMCC-ESM2_CCAM	[-]	45.3	43.7	38.5	5.30	14.3	1.92	0.858	0.715	0.714	0.994	0.799
CMCC-ESM2_CMIP6	[-]	38.0	38.0	34.4	3.61	10.5	1.22	0.876	0.754	0.841	0.969	0.839
CNRM-ESM2-1_CCAM	[-]	44.9	43.0	38.5	4.54	12.4	1.46	0.877	0.746	0.802	0.917	0.818
CNRM-ESM2-1_CMIP6	[-]	37.4	37.4	33.6	3.78	12.1	1.47	0.865	0.694	0.802	0.832	0.777
EC-Earth3_BARPA	[-]	38.4	35.5	38.5	-2.99	11.7	1.57	0.905	0.747	0.784	0.998	0.836
EC-Earth3_CCAM	[-]	42.1	39.7	38.5	1.23	12.4	1.49	0.917	0.726	0.797	0.984	0.830
EC-Earth3_CMIP6	[-]	35.6	35.6	35.0	0.618	12.6	1.36	0.889	0.701	0.821	0.908	0.804
ERA5_BARPA	[-]	41.2	39.2	38.5	0.790	10.9	1.81	0.949	0.752	0.740	0.999	0.839
ERA5_CCAM	[-]	43.9	42.1	38.5	3.62	11.0	1.50	0.896	0.771	0.789	0.998	0.845
MPI-ESM1-2-HR_BARPA	[-]	38.2	35.4	38.5	-3.01	11.8	1.69	0.910	0.743	0.757	0.995	0.829
MPI-ESM1-2-HR_CMIP6	[-]	32.7	32.7	34.4	-1.68	16.6	2.40	0.905	0.633	0.625	0.947	0.749
NorESM2-MM_BARPA	[-]	43.4	41.7	38.5	3.29	14.7	2.37	0.910	0.696	0.630	0.936	0.774
NorESM2-MM_CCAM	[-]	44.8	43.4	38.5	4.92	13.4	1.91	0.871	0.736	0.716	0.935	0.799
NorESM2-MM_CMIP6	[-]	42.1	42.1	34.4	7.68	12.8	1.35	0.795	0.749	0.825	0.870	0.798

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	45.8
ACCESS-CM2_BARPA	[-]	46.4	45.7	45.8	-0.0464	8.25	1.72	0.972	0.788	0.757	0.996	0.868
ACCESS-CM2_CCAM	[-]	49.9	49.5	45.8	3.71	9.31	1.68	0.898	0.783	0.765	0.949	0.842
ACCESS-CM2_CMIP6	[-]	49.1	49.1	44.2	4.82	9.50	1.67	0.853	0.764	0.767	0.553	0.738
ACCESS-ESM1-5_BARPA	[-]	47.7	47.0	45.8	1.21	9.25	1.57	0.952	0.769	0.786	0.987	0.862
ACCESS-ESM1-5_CCAM	[-]	50.5	50.1	45.8	4.28	10.1	1.45	0.884	0.769	0.804	0.941	0.841
ACCESS-ESM1-5_CMIP6	[-]	47.4	47.4	44.4	2.96	10.5	1.08	0.896	0.717	0.920	0.447	0.742
CESM2_BARPA	[-]	46.3	45.4	45.8	-0.406	8.38	1.61	0.963	0.788	0.776	0.942	0.859
CESM2_CCAM	[-]	44.1	42.2	45.8	-3.57	11.1	2.22	0.898	0.746	0.665	0.998	0.818
CESM2_CMIP6	[-]	44.8	44.8	44.5	0.289	8.42	1.36	0.965	0.761	0.830	0.965	0.867
CMCC-ESM2_BARPA	[-]	46.1	45.1	45.8	-0.714	9.17	1.77	0.964	0.768	0.758	0.997	0.860
CMCC-ESM2_CCAM	[-]	49.9	49.5	45.8	3.71	10.3	1.37	0.899	0.761	0.826	0.939	0.846
CMCC-ESM2_CMIP6	[-]	44.8	44.8	44.5	0.209	8.64	1.49	0.958	0.755	0.799	0.901	0.842
CNRM-ESM2-1_CCAM	[-]	48.8	48.0	45.8	2.16	8.78	1.35	0.936	0.786	0.836	0.870	0.849
CNRM-ESM2-1_CMIP6	[-]	43.0	43.0	44.2	-1.19	10.4	2.11	0.952	0.711	0.696	0.989	0.823
EC-Earth3_BARPA	[-]	42.6	40.6	45.8	-5.15	9.72	1.44	0.859	0.793	0.824	0.967	0.853
EC-Earth3_CCAM	[-]	46.3	45.0	45.8	-0.782	9.89	1.45	0.954	0.755	0.807	0.947	0.853
EC-Earth3_CMIP6	[-]	38.6	38.6	44.7	-6.06	10.9	1.20	0.824	0.766	0.852	0.995	0.849
ERA5_BARPA	[-]	47.6	46.8	45.8	1.00	8.09	1.74	0.956	0.796	0.762	0.991	0.867
ERA5_CCAM	[-]	51.9	51.4	45.8	5.63	8.99	1.83	0.850	0.820	0.743	0.755	0.795
MPI-ESM1-2-HR_BARPA	[-]	42.1	40.3	45.8	-5.47	10.9	2.32	0.851	0.766	0.643	0.988	0.807
MPI-ESM1-2-HR_CMIP6	[-]	37.8	37.8	44.6	-6.88	12.9	2.40	0.798	0.717	0.623	0.915	0.758
NorESM2-MM_BARPA	[-]	48.1	47.4	45.8	1.63	11.7	1.92	0.950	0.715	0.723	0.995	0.831
NorESM2-MM_CCAM	[-]	49.9	49.2	45.8	3.40	9.32	1.79	0.908	0.782	0.755	0.676	0.780
NorESM2-MM_CMIP6	[-]	49.1	49.1	44.5	4.57	9.07	1.05	0.863	0.775	0.905	0.757	0.819

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	47.6
ACCESS-CM2_BARPA	[-]	47.2	46.4	47.6	-1.20	8.45	1.18	0.943	0.786	0.859	0.980	0.885
ACCESS-CM2_CCAM	[-]	49.9	49.3	47.6	1.65	8.68	1.19	0.922	0.791	0.870	0.982	0.884
ACCESS-CM2_CMIP6	[-]	47.4	47.4	46.9	0.546	8.73	0.636	0.912	0.749	0.942	0.901	0.817
ACCESS-ESM1-5_BARPA	[-]	48.1	47.3	47.6	-0.347	8.82	1.08	0.946	0.778	0.874	0.974	0.888
ACCESS-ESM1-5_CCAM	[-]	51.8	51.3	47.6	3.70	9.09	1.03	0.889	0.793	0.880	0.995	0.875
ACCESS-ESM1-5_CMIP6	[-]	45.8	45.8	45.2	0.514	9.75	1.07	0.938	0.721	0.904	0.970	0.826
CESM2_BARPA	[-]	46.0	44.8	47.6	-2.78	9.72	1.20	0.912	0.766	0.869	0.980	0.872
CESM2_CCAM	[-]	46.2	44.8	47.6	-2.81	9.49	1.29	0.912	0.773	0.861	0.996	0.859
CESM2_CMIP6	[-]	44.5	44.5	46.0	-1.45	8.79	0.967	0.943	0.753	0.924	0.981	0.892
CMCC-ESM2_BARPA	[-]	46.5	45.1	47.6	-2.50	10.7	1.16	0.919	0.739	0.873	0.999	0.871
CMCC-ESM2_CCAM	[-]	49.5	48.6	47.6	1.01	9.96	1.21	0.914	0.764	0.857	0.891	0.864
CMCC-ESM2_CMIP6	[-]	43.5	43.5	46.0	-2.50	9.41	0.838	0.903	0.749	0.906	0.888	0.840
CNRM-ESM2-1_CCAM	[-]	48.8	47.8	47.6	0.213	8.75	1.06	0.937	0.782	0.888	0.993	0.886
CNRM-ESM2-1_CMIP6	[-]	43.6	43.6	45.6	-2.01	9.74	1.13	0.928	0.730	0.901	0.999	0.839
EC-Earth3_BARPA	[-]	45.4	43.6	47.6	-3.97	10.2	1.09	0.889	0.762	0.889	0.992	0.859
EC-Earth3_CCAM	[-]	47.8	46.5	47.6	-1.11	9.27	1.16	0.932	0.775	0.850	0.975	0.875
EC-Earth3_CMIP6	[-]	41.4	41.4	46.2	-4.79	9.95	0.749	0.857	0.772	0.923	0.980	0.844
ERA5_BARPA	[-]	48.8	47.9	47.6	0.244	8.37	1.40	0.961	0.786	0.813	0.992	0.885
ERA5_CCAM	[-]	52.0	51.3	47.6	3.69	8.18	1.25	0.893	0.817	0.844	0.995	0.872
MPI-ESM1-2-HR_BARPA	[-]	42.3	40.1	47.6	-7.47	11.5	1.18	0.803	0.784	0.856	0.988	0.851
MPI-ESM1-2-HR_CMIP6	[-]	36.6	36.6	46.3	-9.70	15.7	2.42	0.727	0.698	0.619	0.998	0.724
NorESM2-MM_BARPA	[-]	49.8	49.0	47.6	1.34	10.3	1.37	0.950	0.745	0.830	0.952	0.865
NorESM2-MM_CCAM	[-]	50.2	49.3	47.6	1.67	9.27	1.12	0.925	0.778	0.875	0.844	0.843
NorESM2-MM_CMIP6	[-]	48.2	48.2	46.0	2.23	9.10	1.08	0.923	0.748	0.916	0.973	0.849

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	37.5
ACCESS-CM2_BARPA	[-]	38.4	35.9	37.5	-1.59	12.5	1.11	0.923	0.720	0.880	0.761	0.820
ACCESS-CM2_CCAM	[-]	41.3	38.8	37.5	1.29	13.1	0.866	0.914	0.724	0.912	0.710	0.809
ACCESS-CM2_CMIP6	[-]	38.2	38.2	31.3	6.94	16.0	0.823	0.795	0.655	0.930	0.812	0.783
ACCESS-ESM1-5_BARPA	[-]	38.0	35.5	37.5	-2.06	11.5	0.800	0.919	0.735	0.918	0.778	0.833
ACCESS-ESM1-5_CCAM	[-]	41.3	38.9	37.5	1.40	13.3	0.846	0.926	0.718	0.914	0.832	0.836
ACCESS-ESM1-5_CMIP6	[-]	35.4	35.4	31.2	4.18	13.3	0.613	0.873	0.682	0.961	0.927	0.845
CESM2_BARPA	[-]	38.1	34.9	37.5	-2.68	11.8	0.882	0.914	0.723	0.906	0.791	0.826
CESM2_CCAM	[-]	36.7	33.4	37.5	-4.17	13.5	1.21	0.883	0.685	0.868	0.964	0.837
CESM2_CMIP6	[-]	34.0	34.0	32.5	1.46	11.8	0.852	0.934	0.689	0.924	0.995	0.860
CMCC-ESM2_BARPA	[-]	37.6	34.3	37.5	-3.25	13.4	0.993	0.899	0.694	0.897	0.754	0.808
CMCC-ESM2_CCAM	[-]	41.3	38.3	37.5	0.782	14.8	0.851	0.928	0.670	0.912	0.819	0.822
CMCC-ESM2_CMIP6	[-]	32.0	32.0	32.5	-0.519	8.56	0.552	0.951	0.774	0.963	0.984	0.907
CNRM-ESM2-1_CCAM	[-]	44.5	41.8	37.5	4.28	14.1	0.832	0.880	0.703	0.915	0.785	0.819
CNRM-ESM2-1_CMIP6	[-]	37.9	37.9	31.4	6.51	14.5	1.13	0.810	0.639	0.871	0.996	0.812
EC-Earth3_BARPA	[-]	39.4	36.0	37.5	-1.58	12.3	0.837	0.924	0.713	0.912	0.844	0.849
EC-Earth3_CCAM	[-]	41.8	38.8	37.5	1.31	13.6	0.675	0.924	0.687	0.925	0.849	0.846
EC-Earth3_CMIP6	[-]	36.5	36.5	33.3	3.18	11.1	0.885	0.892	0.725	0.906	0.989	0.869
ERA5_BARPA	[-]	39.2	36.4	37.5	-1.13	12.0	1.01	0.939	0.720	0.891	0.933	0.859
ERA5_CCAM	[-]	42.4	39.8	37.5	2.30	12.6	0.771	0.912	0.725	0.916	0.790	0.826
MPI-ESM1-2-HR_BARPA	[-]	37.8	34.1	37.5	-3.46	12.6	0.860	0.891	0.719	0.908	0.701	0.827
MPI-ESM1-2-HR_CMIP6	[-]	31.7	31.7	32.7	-1.05	18.5	1.99	0.913	0.606	0.690	0.830	0.760
NorESM2-MM_BARPA	[-]	43.4	40.9	37.5	3.40	16.9	1.21	0.899	0.662	0.840	0.914	0.815
NorESM2-MM_CCAM	[-]	41.8	39.8	37.5	2.28	13.0	0.746	0.915	0.726	0.922	0.847	0.840
NorESM2-MM_CMIP6	[-]	37.8	37.8	32.5	5.23	10.6	0.579	0.847	0.768	0.962	0.998	0.865

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	46.3
ACCESS-CM2_BARPA	[-]	47.3	46.8	46.3	0.516	10.1	3.08	0.964	0.742	0.495	0.990	0.792
ACCESS-CM2_CCAM	[-]	48.0	47.3	46.3	1.05	10.4	3.26	0.950	0.739	0.454	1.00	0.780
ACCESS-CM2_CMIP6	[-]	48.7	48.7	45.3	3.36	11.1	3.39	0.878	0.691	0.419	0.818	0.700
ACCESS-ESM1-5_BARPA	[-]	45.9	45.0	46.3	-1.28	9.54	1.88	0.954	0.755	0.738	0.999	0.850
ACCESS-ESM1-5_CCAM	[-]	47.6	46.7	46.3	0.454	10.2	2.01	0.948	0.741	0.710	0.993	0.836
ACCESS-ESM1-5_CMIP6	[-]	47.9	47.9	45.5	2.41	12.5	1.48	0.892	0.651	0.841	0.917	0.806
CESM2_BARPA	[-]	46.5	45.8	46.3	-0.449	9.43	1.22	0.963	0.758	0.836	0.997	0.874
CESM2_CCAM	[-]	40.5	38.7	46.3	-7.61	14.3	2.79	0.795	0.699	0.555	0.992	0.754
CESM2_CMIP6	[-]	49.1	49.1	45.5	3.59	10.1	1.46	0.889	0.726	0.826	0.922	0.828
CMCC-ESM2_BARPA	[-]	46.2	45.3	46.3	-1.04	11.5	2.24	0.954	0.714	0.660	0.995	0.818
CMCC-ESM2_CCAM	[-]	51.1	50.9	46.3	4.58	9.85	2.02	0.873	0.775	0.710	0.941	0.819
CMCC-ESM2_CMIP6	[-]	48.8	48.8	45.5	3.33	9.07	1.31	0.894	0.756	0.844	0.803	0.816
CNRM-ESM2-1_CCAM	[-]	46.5	45.8	46.3	-0.520	9.03	1.38	0.951	0.768	0.821	0.994	0.871
CNRM-ESM2-1_CMIP6	[-]	44.3	44.3	45.2	-0.904	9.49	1.92	0.937	0.720	0.719	0.969	0.823
EC-Earth3_BARPA	[-]	42.2	40.9	46.3	-5.44	11.0	1.53	0.850	0.758	0.801	0.986	0.838
EC-Earth3_CCAM	[-]	44.7	43.8	46.3	-2.53	10.0	1.61	0.927	0.751	0.797	0.996	0.855
EC-Earth3_CMIP6	[-]	40.4	40.4	45.6	-5.23	12.7	1.93	0.843	0.683	0.742	0.965	0.794
ERA5_BARPA	[-]	46.8	46.2	46.3	-0.0873	7.34	1.10	0.970	0.805	0.860	1.00	0.897
ERA5_CCAM	[-]	48.8	48.3	46.3	1.96	7.24	1.06	0.936	0.818	0.853	0.993	0.891
MPI-ESM1-2-HR_BARPA	[-]	44.3	43.3	46.3	-2.98	10.1	3.33	0.913	0.750	0.451	0.997	0.775
MPI-ESM1-2-HR_CMIP6	[-]	41.5	41.5	45.1	-3.57	11.3	2.04	0.885	0.696	0.703	0.994	0.806
NorESM2-MM_BARPA	[-]	47.4	46.8	46.3	0.500	10.1	2.78	0.960	0.743	0.556	0.955	0.797
NorESM2-MM_CCAM	[-]	49.5	48.9	46.3	2.65	9.95	2.58	0.920	0.755	0.597	0.989	0.809
NorESM2-MM_CMIP6	[-]	50.2	50.2	45.5	4.75	8.68	2.00	0.855	0.784	0.715	0.737	0.774

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	35.8
ACCESS-CM2_BARPA	[-]	39.5	37.7	35.8	1.86	11.7	2.17	0.941	0.752	0.669	0.965	0.823
ACCESS-CM2_CCAM	[-]	43.3	41.4	35.8	5.59	13.3	2.13	0.864	0.749	0.679	0.981	0.815
ACCESS-CM2_CMIP6	[-]	40.5	40.5	30.2	10.3	15.5	2.17	0.730	0.714	0.657	0.762	0.709
ACCESS-ESM1-5_BARPA	[-]	38.9	36.7	35.8	0.922	11.7	1.57	0.946	0.749	0.781	0.999	0.860
ACCESS-ESM1-5_CCAM	[-]	41.4	39.0	35.8	3.21	12.4	2.03	0.901	0.751	0.698	0.887	0.819
ACCESS-ESM1-5_CMIP6	[-]	38.9	38.9	30.3	8.59	14.3	1.36	0.769	0.709	0.831	0.788	0.769
CESM2_BARPA	[-]	37.4	34.9	35.8	-0.861	12.2	1.91	0.952	0.734	0.730	0.996	0.845
CESM2_CCAM	[-]	35.8	32.5	35.8	-3.29	15.0	2.63	0.909	0.689	0.572	0.978	0.773
CESM2_CMIP6	[-]	36.9	36.9	31.0	5.87	12.4	1.33	0.842	0.733	0.827	0.994	0.837
CMCC-ESM2_BARPA	[-]	38.3	35.8	35.8	0.0367	15.0	2.89	0.952	0.683	0.533	0.996	0.780
CMCC-ESM2_CCAM	[-]	44.9	43.5	35.8	7.67	16.2	2.34	0.821	0.705	0.630	0.994	0.782
CMCC-ESM2_CMIP6	[-]	37.1	37.1	31.0	6.11	11.6	1.38	0.836	0.750	0.810	0.984	0.835
CNRM-ESM2-1_CCAM	[-]	44.3	42.2	35.8	6.42	13.4	1.69	0.848	0.747	0.759	0.975	0.831
CNRM-ESM2-1_CMIP6	[-]	34.8	34.8	30.0	4.84	12.2	1.53	0.859	0.704	0.786	0.879	0.799
EC-Earth3_BARPA	[-]	36.0	32.8	35.8	-2.98	12.3	1.91	0.909	0.747	0.722	0.981	0.834
EC-Earth3_CCAM	[-]	40.8	38.1	35.8	2.29	13.1	1.75	0.908	0.725	0.753	0.932	0.834
EC-Earth3_CMIP6	[-]	33.2	33.2	31.7	1.52	13.5	1.41	0.897	0.691	0.811	0.984	0.827
ERA5_BARPA	[-]	39.5	37.3	35.8	1.50	12.0	2.21	0.950	0.742	0.668	0.995	0.833
ERA5_CCAM	[-]	42.6	40.5	35.8	4.65	11.8	1.78	0.883	0.768	0.739	0.900	0.834
MPI-ESM1-2-HR_BARPA	[-]	36.4	33.5	35.8	-2.28	12.2	1.76	0.930	0.741	0.742	0.988	0.841
MPI-ESM1-2-HR_CMIP6	[-]	30.4	30.4	31.1	-0.730	17.3	2.62	0.926	0.622	0.588	0.911	0.755
NorESM2-MM_BARPA	[-]	41.9	40.1	35.8	4.28	16.0	2.96	0.895	0.685	0.517	0.949	0.759
NorESM2-MM_CCAM	[-]	44.4	42.9	35.8	7.09	15.1	2.33	0.833	0.727	0.637	0.987	0.785
NorESM2-MM_CMIP6	[-]	41.2	41.2	31.0	10.1	15.0	1.55	0.743	0.738	0.781	0.951	0.784

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	51.5
ACCESS-CM2_BARPA	[-]	51.8	51.6	51.5	0.0801	8.26	2.15	0.955	0.725	0.673	0.819	0.794
ACCESS-CM2_CCAM	[-]	52.9	52.7	51.5	1.19	8.41	2.26	0.939	0.721	0.658	0.904	0.805
ACCESS-CM2_CMIP6	[-]	50.1	50.1	51.7	-1.59	9.76	3.12	0.918	0.616	0.467	0.362	0.623
ACCESS-ESM1-5_BARPA	[-]	50.0	49.7	51.5	-1.80	8.56	1.70	0.927	0.719	0.777	0.724	0.788
ACCESS-ESM1-5_CCAM	[-]	52.6	52.5	51.5	0.905	8.36	1.93	0.947	0.719	0.716	0.919	0.817
ACCESS-ESM1-5_CMIP6	[-]	50.2	50.2	51.6	-1.48	11.4	2.25	0.917	0.588	0.678	0.849	0.772
CESM2_BARPA	[-]	50.1	49.8	51.5	-1.72	8.48	1.76	0.928	0.721	0.750	0.768	0.789
CESM2_CCAM	[-]	48.1	47.8	51.5	-3.76	11.8	2.91	0.863	0.647	0.522	0.559	0.692
CESM2_CMIP6	[-]	51.2	51.2	51.3	-0.106	7.88	1.71	0.933	0.707	0.771	0.891	0.743
CMCC-ESM2_BARPA	[-]	50.7	50.5	51.5	-1.06	8.84	1.62	0.941	0.711	0.779	0.701	0.790
CMCC-ESM2_CCAM	[-]	55.2	55.2	51.5	3.63	7.69	1.77	0.864	0.767	0.759	0.954	0.824
CMCC-ESM2_CMIP6	[-]	52.1	52.1	51.3	0.822	7.20	1.76	0.949	0.724	0.744	0.894	0.743
CNRM-ESM2-1_CCAM	[-]	51.7	51.6	51.5	0.0179	7.71	1.38	0.943	0.746	0.833	0.852	0.857
CNRM-ESM2-1_CMIP6	[-]	49.9	49.9	51.9	-1.97	7.38	1.02	0.896	0.696	0.854	0.447	0.744
EC-Earth3_BARPA	[-]	49.8	49.5	51.5	-2.05	7.76	1.35	0.916	0.750	0.834	0.619	0.810
EC-Earth3_CCAM	[-]	52.3	52.1	51.5	0.599	7.96	1.63	0.932	0.741	0.786	0.773	0.833
EC-Earth3_CMIP6	[-]	48.7	48.7	51.4	-2.77	9.43	1.98	0.892	0.676	0.714	0.468	0.749
ERA5_BARPA	[-]	52.6	52.5	51.5	0.940	6.00	1.41	0.952	0.796	0.813	0.915	0.860
ERA5_CCAM	[-]	54.3	54.2	51.5	2.63	6.11	1.22	0.898	0.809	0.847	0.938	0.875
MPI-ESM1-2-HR_BARPA	[-]	49.8	49.5	51.5	-2.02	8.57	2.26	0.921	0.722	0.652	0.737	0.775
MPI-ESM1-2-HR_CMIP6	[-]	49.4	49.4	51.6	-2.21	8.45	2.19	0.891	0.697	0.645	0.295	0.693
NorESM2-MM_BARPA	[-]	51.7	51.5	51.5	-0.0495	8.04	1.62	0.948	0.731	0.781	0.731	0.794
NorESM2-MM_CCAM	[-]	52.1	52.1	51.5	0.519	7.49	1.92	0.955	0.746	0.727	0.920	0.825
NorESM2-MM_CMIP6	[-]	52.8	52.8	51.3	1.53	6.08	1.82	0.927	0.771	0.746	0.937	0.776

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	42.9
ACCESS-CM2_BARPA	[-]	44.5	43.3	42.9	0.438	9.47	1.72	0.964	0.765	0.756	0.997	0.852
ACCESS-CM2_CCAM	[-]	44.1	42.6	42.9	-0.345	9.05	1.63	0.958	0.774	0.771	0.938	0.844
ACCESS-CM2_CMIP6	[-]	43.5	43.5	40.8	2.77	12.6	2.91	0.886	0.660	0.538	0.837	0.722
ACCESS-ESM1-5_BARPA	[-]	42.0	40.5	42.9	-2.43	9.45	1.91	0.930	0.772	0.724	0.999	0.839
ACCESS-ESM1-5_CCAM	[-]	41.2	38.9	42.9	-4.00	10.5	1.84	0.891	0.762	0.735	0.999	0.829
ACCESS-ESM1-5_CMIP6	[-]	40.3	40.3	40.7	-0.388	15.7	2.15	0.947	0.584	0.694	0.923	0.789
CESM2_BARPA	[-]	43.1	41.5	42.9	-1.38	9.94	1.68	0.951	0.755	0.758	1.00	0.855
CESM2_CCAM	[-]	41.0	38.7	42.9	-4.18	14.9	2.34	0.880	0.674	0.637	0.886	0.736
CESM2_CMIP6	[-]	41.1	41.1	41.1	0.0666	11.0	1.59	0.925	0.702	0.786	0.998	0.809
CMCC-ESM2_BARPA	[-]	43.1	41.3	42.9	-1.58	11.3	2.29	0.947	0.729	0.649	0.949	0.801
CMCC-ESM2_CCAM	[-]	46.7	45.9	42.9	2.96	9.31	2.16	0.919	0.780	0.678	0.991	0.812
CMCC-ESM2_CMIP6	[-]	41.9	41.9	41.1	0.855	10.1	1.76	0.923	0.728	0.766	0.925	0.809
CNRM-ESM2-1_CCAM	[-]	44.4	43.3	42.9	0.406	9.07	1.87	0.948	0.777	0.729	0.859	0.819
CNRM-ESM2-1_CMIP6	[-]	40.5	40.5	39.9	0.584	11.8	1.51	0.893	0.683	0.799	0.816	0.788
EC-Earth3_BARPA	[-]	42.3	40.3	42.9	-2.62	9.72	1.33	0.915	0.775	0.823	0.983	0.853
EC-Earth3_CCAM	[-]	43.0	41.5	42.9	-1.43	10.4	1.70	0.937	0.750	0.758	0.957	0.834
EC-Earth3_CMIP6	[-]	40.7	40.7	40.8	-0.0976	14.8	2.29	0.906	0.635	0.644	0.992	0.784
ERA5_BARPA	[-]	45.5	44.6	42.9	1.66	8.06	1.85	0.945	0.804	0.714	0.999	0.865
ERA5_CCAM	[-]	43.7	42.4	42.9	-0.542	8.41	1.67	0.963	0.789	0.752	1.00	0.868
MPI-ESM1-2-HR_BARPA	[-]	41.5	39.9	42.9	-3.02	9.77	1.82	0.916	0.767	0.744	0.996	0.841
MPI-ESM1-2-HR_CMIP6	[-]	39.2	39.2	40.4	-1.22	15.4	2.65	0.930	0.620	0.570	0.974	0.766
NorESM2-MM_BARPA	[-]	45.2	43.9	42.9	0.964	9.51	1.57	0.957	0.766	0.807	0.925	0.831
NorESM2-MM_CCAM	[-]	44.6	43.0	42.9	0.0833	10.4	1.63	0.940	0.748	0.785	0.994	0.826
NorESM2-MM_CMIP6	[-]	43.9	43.9	41.1	2.87	10.9	1.31	0.904	0.714	0.841	0.888	0.759

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	35.2
ACCESS-CM2_BARPA	[-]	33.5	30.8	35.2	-4.43	10.0	0.818	0.851	0.756	0.937	0.705	0.806
ACCESS-CM2_CCAM	[-]	36.2	33.0	35.2	-2.23	11.1	0.916	0.910	0.728	0.924	0.918	0.854
ACCESS-CM2_CMIP6	[-]	32.4	32.4	30.5	1.93	15.4	0.790	0.929	0.613	0.949	0.792	0.798
ACCESS-ESM1-5_BARPA	[-]	34.3	31.9	35.2	-3.30	8.44	0.527	0.862	0.795	0.965	0.674	0.821
ACCESS-ESM1-5_CCAM	[-]	36.5	34.1	35.2	-1.05	11.9	0.732	0.930	0.717	0.944	0.944	0.865
ACCESS-ESM1-5_CMIP6	[-]	28.6	28.6	27.3	1.31	14.0	0.738	0.937	0.631	0.925	0.989	0.844
CESM2_BARPA	[-]	34.9	30.8	35.2	-4.37	7.75	0.659	0.856	0.824	0.951	0.738	0.840
CESM2_CCAM	[-]	38.3	35.8	35.2	0.597	11.5	1.17	0.914	0.733	0.888	0.996	0.866
CESM2_CMIP6	[-]	31.2	31.2	30.4	0.844	12.7	1.31	0.910	0.670	0.866	0.524	0.734
CMCC-ESM2_BARPA	[-]	34.7	30.7	35.2	-4.49	8.25	0.581	0.856	0.824	0.959	0.760	0.847
CMCC-ESM2_CCAM	[-]	38.0	35.3	35.2	0.0625	9.11	0.684	0.924	0.781	0.951	0.982	0.895
CMCC-ESM2_CMIP6	[-]	28.1	28.1	30.4	-2.31	7.39	0.658	0.926	0.812	0.958	0.769	0.860
CNRM-ESM2-1_CCAM	[-]	38.2	35.0	35.2	-0.238	9.48	0.591	0.941	0.763	0.959	0.984	0.895
CNRM-ESM2-1_CMIP6	[-]	34.9	34.9	27.8	7.11	12.5	0.656	0.793	0.671	0.958	0.975	0.829
EC-Earth3_BARPA	[-]	35.3	31.5	35.2	-3.73	8.55	0.520	0.896	0.798	0.964	0.997	0.901
EC-Earth3_CCAM	[-]	37.3	34.3	35.2	-0.924	9.90	0.615	0.933	0.755	0.949	0.997	0.891
EC-Earth3_CMIP6	[-]	31.7	31.7	31.6	0.126	8.32	0.450	0.936	0.795	0.971	0.782	0.863
ERA5_BARPA	[-]	36.0	33.1	35.2	-2.13	7.06	0.454	0.901	0.830	0.969	0.788	0.867
ERA5_CCAM	[-]	37.7	35.1	35.2	-0.0496	7.49	0.672	0.917	0.820	0.948	0.825	0.871
MPI-ESM1-2-HR_BARPA	[-]	32.9	28.6	35.2	-6.58	11.1	0.539	0.821	0.762	0.964	0.908	0.852
MPI-ESM1-2-HR_CMIP6	[-]	28.3	28.3	30.5	-2.23	17.9	0.591	0.850	0.675	0.962	0.984	0.846
NorESM2-MM_BARPA	[-]	38.3	35.7	35.2	0.536	8.67	0.550	0.931	0.811	0.962	0.870	0.884
NorESM2-MM_CCAM	[-]	39.2	37.1	35.2	1.92	9.17	0.578	0.919	0.802	0.957	0.966	0.899
NorESM2-MM_CMIP6	[-]	35.1	35.1	30.4	4.68	7.33	0.764	0.860	0.816	0.951	0.947	0.885

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Model Period Mean (complement) [%]	Benchmark Period Mean (complement) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	47.5
ACCESS-CM2_BARPA	[-]	46.9	46.4	47.5		50.1	-1.09	10.9	1.78	0.897	0.687	0.741	0.949	0.792
ACCESS-CM2_CCAM	[-]	46.9	46.2	47.4		50.1	-1.15	11.6	1.82	0.853	0.689	0.733	0.956	0.784
ACCESS-CM2_CMIP6	[-]	46.8	46.7	46.3	52.1		0.410	11.5	1.72	0.863	0.650	0.753	0.886	0.760
ACCESS-ESM1-5_BARPA	[-]	46.0	45.2	47.5		50.1	-2.28	11.3	1.84	0.875	0.685	0.727	0.901	0.774
ACCESS-ESM1-5_CCAM	[-]	45.9	45.0	47.4		50.1	-2.35	11.6	1.90	0.834	0.695	0.720	0.930	0.775
ACCESS-ESM1-5_CMIP6	[-]	44.1	44.1	46.2	45.4		-2.10	12.8	1.85	0.824	0.621	0.729	0.938	0.747
CESM2_BARPA	[-]	44.8	44.1	47.5		50.1	-3.37	11.1	1.76	0.847	0.699	0.745	0.896	0.777
CESM2_CCAM	[-]	46.2	45.5	47.4		50.1	-1.93	11.2	1.90	0.866	0.692	0.722	0.944	0.783
CESM2_CMIP6	[-]	44.8	44.7	46.4	48.2		-1.70	10.3	1.58	0.849	0.697	0.784	0.948	0.795
CMCC-ESM2_BARPA	[-]	45.5	44.7	47.5		50.1	-2.75	11.4	1.98	0.856	0.697	0.701	0.890	0.768
CMCC-ESM2_CCAM	[-]	47.2	46.6	47.4		50.1	-0.763	10.6	1.92	0.867	0.709	0.714	0.952	0.790
CMCC-ESM2_CMIP6	[-]	44.1	44.0	46.4	47.6		-2.42	9.95	1.82	0.850	0.708	0.733	0.946	0.789
CNRM-ESM2-1_CCAM	[-]	47.2	46.5	47.4		50.1	-0.879	11.8	1.95	0.861	0.680	0.711	0.954	0.777
CNRM-ESM2-1_CMIP6	[-]	45.8	45.8	46.3	45.8		-0.486	11.3	1.83	0.854	0.656	0.734	0.889	0.758
EC-Earth3_BARPA	[-]	45.8	44.9	47.5		50.1	-2.59	10.5	1.51	0.879	0.708	0.788	0.927	0.802
EC-Earth3_CCAM	[-]	45.7	44.9	47.4		50.1	-2.45	10.9	1.70	0.844	0.705	0.753	0.952	0.792
EC-Earth3_CMIP6	[-]	44.3	44.2	46.5	48.3		-2.32	10.4	1.40	0.869	0.695	0.808	0.946	0.803
ERA5_BARPA	[-]	47.7	47.1	47.5		50.1	-0.380	7.59	1.44	0.919	0.773	0.793	0.971	0.846
ERA5_CCAM	[-]	47.0	46.3	47.4		50.1	-1.04	8.24	1.45	0.880	0.769	0.792	0.971	0.836
MPI-ESM1-2-HR_BARPA	[-]	44.9	44.0	47.5		50.1	-3.44	11.3	1.74	0.863	0.689	0.749	0.936	0.785
MPI-ESM1-2-HR_CMIP6	[-]	40.5	40.4	46.4	43.1		-6.02	13.3	1.86	0.784	0.663	0.721	0.932	0.753
NorESM2-MM_BARPA	[-]	47.5	47.0	47.5		50.1	-0.458	11.3	1.85	0.862	0.697	0.730	0.915	0.780
NorESM2-MM_CCAM	[-]	47.3	46.6	47.4		50.1	-0.809	11.0	1.75	0.858	0.709	0.741	0.948	0.793
NorESM2-MM_CMIP6	[-]	46.8	46.8	46.4	48.4		0.349	9.97	1.57	0.846	0.717	0.778	0.876	0.787

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Model Period Mean (complement) [%]	Benchmark Period Mean (complement) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	44.9
ACCESS-CM2_BARPA	[-]	44.2	43.7	44.9		47.8	-1.25	13.0	2.31	0.858	0.624	0.638	0.990	0.747
ACCESS-CM2_CCAM	[-]	45.0	44.6	44.9		47.8	-0.338	14.0	2.33	0.846	0.610	0.633	0.988	0.737
ACCESS-CM2_CMIP6	[-]	45.2	45.2	44.2			1.01	13.2	2.13	0.850	0.586	0.679	0.970	0.734
ACCESS-ESM1-5_BARPA	[-]	42.5	41.6	44.9		47.8	-3.29	14.3	2.29	0.828	0.600	0.644	0.979	0.730
ACCESS-ESM1-5_CCAM	[-]	43.0	42.4	44.9		47.8	-2.53	13.4	2.33	0.838	0.629	0.638	0.993	0.746
ACCESS-ESM1-5_CMIP6	[-]	41.0	40.9	44.1	43.6		-3.22	16.6	2.28	0.782	0.509	0.642	0.783	0.645
CESM2_BARPA	[-]	42.3	41.6	44.9		47.8	-3.30	12.7	2.03	0.821	0.645	0.688	0.960	0.752
CESM2_CCAM	[-]	44.9	44.2	44.9		47.8	-0.663	13.4	2.05	0.816	0.642	0.694	0.983	0.755
CESM2_CMIP6	[-]	44.3	44.2	44.2	47.2		0.0375	11.2	1.80	0.856	0.643	0.741	0.989	0.775
CMCC-ESM2_BARPA	[-]	43.1	42.3	44.9		47.8	-2.60	12.0	1.89	0.815	0.667	0.714	0.954	0.764
CMCC-ESM2_CCAM	[-]	45.3	44.8	44.9		47.8	-0.0946	10.9	1.91	0.855	0.685	0.714	0.993	0.786
CMCC-ESM2_CMIP6	[-]	42.2	42.0	44.2	45.5		-2.13	9.23	1.69	0.864	0.697	0.747	0.944	0.790
CNRM-ESM2-1_CCAM	[-]	44.5	44.0	44.9		47.8	-0.958	14.4	2.40	0.861	0.587	0.626	0.995	0.731
CNRM-ESM2-1_CMIP6	[-]	45.3	45.3	43.9	45.7		1.42	12.5	2.17	0.836	0.595	0.669	0.960	0.731
EC-Earth3_BARPA	[-]	42.6	41.7	44.9		47.8	-3.25	12.6	1.79	0.837	0.644	0.732	0.984	0.768
EC-Earth3_CCAM	[-]	43.0	42.4	44.9		47.8	-2.53	12.4	2.15	0.832	0.648	0.661	0.990	0.756
EC-Earth3_CMIP6	[-]	41.9	41.8	44.3	46.1		-2.55	11.1	1.66	0.851	0.657	0.757	0.955	0.775
ERA5_BARPA	[-]	45.1	44.5	44.9		47.8	-0.444	9.18	1.76	0.886	0.714	0.731	0.992	0.807
ERA5_CCAM	[-]	44.3	43.8	44.9		47.8	-1.09	9.02	1.66	0.870	0.729	0.754	0.996	0.816
MPI-ESM1-2-HR_BARPA	[-]	41.8	41.0	44.9		47.8	-3.94	14.8	2.17	0.818	0.593	0.669	0.971	0.729
MPI-ESM1-2-HR_CMIP6	[-]	37.8	37.7	44.2	40.3		-6.48	14.8	2.22	0.746	0.601	0.646	0.980	0.715
NorESM2-MM_BARPA	[-]	45.8	45.4	44.9		47.8	0.448	12.9	2.06	0.820	0.644	0.683	0.993	0.757
NorESM2-MM_CCAM	[-]	46.9	46.4	44.9		47.8	1.50	13.0	2.05	0.841	0.638	0.673	0.992	0.756
NorESM2-MM_CMIP6	[-]	47.1	47.0	44.2	47.7		2.87	11.4	1.90	0.831	0.657	0.708	0.804	0.731

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	45.8
ACCESS-CM2_BARPA	[-]	46.4	45.7	45.8	-0.0464	8.25	1.72	0.972	0.788	0.757	0.996	0.860
ACCESS-CM2_CCAM	[-]	49.9	49.5	45.8	3.71	9.31	1.68	0.898	0.783	0.765	0.949	0.836
ACCESS-CM2_CMIP6	[-]	49.1	49.1	44.2	4.82	9.50	1.67	0.853	0.764	0.767	0.553	0.740
ACCESS-ESM1-5_BARPA	[-]	47.7	47.0	45.8	1.21	9.25	1.57	0.952	0.769	0.786	0.987	0.853
ACCESS-ESM1-5_CCAM	[-]	50.5	50.1	45.8	4.28	10.1	1.45	0.884	0.769	0.804	0.941	0.833
ACCESS-ESM1-5_CMIP6	[-]	47.4	47.4	44.4	2.96	10.5	1.08	0.896	0.717	0.920	0.447	0.739
CESM2_BARPA	[-]	46.3	45.4	45.8	-0.406	8.38	1.61	0.963	0.788	0.776	0.942	0.851
CESM2_CCAM	[-]	44.1	42.2	45.8	-3.57	11.1	2.22	0.898	0.746	0.665	0.998	0.811
CESM2_CMIP6	[-]	44.8	44.8	44.5	0.289	8.42	1.36	0.965	0.761	0.830	0.965	0.856
CMCC-ESM2_BARPA	[-]	46.1	45.1	45.8	-0.714	9.17	1.77	0.964	0.768	0.758	0.997	0.851
CMCC-ESM2_CCAM	[-]	49.9	49.5	45.8	3.71	10.3	1.37	0.899	0.761	0.826	0.939	0.837
CMCC-ESM2_CMIP6	[-]	44.8	44.8	44.5	0.209	8.64	1.49	0.958	0.755	0.799	0.901	0.834
CNRM-ESM2-1_CCAM	[-]	48.8	48.0	45.8	2.16	8.78	1.35	0.936	0.786	0.836	0.870	0.843
CNRM-ESM2-1_CMIP6	[-]	43.0	43.0	44.2	-1.19	10.4	2.11	0.952	0.711	0.696	0.989	0.812
EC-Earth3_BARPA	[-]	42.6	40.6	45.8	-5.15	9.72	1.44	0.859	0.793	0.824	0.967	0.847
EC-Earth3_CCAM	[-]	46.3	45.0	45.8	-0.782	9.89	1.45	0.954	0.755	0.807	0.947	0.843
EC-Earth3_CMIP6	[-]	38.6	38.6	44.7	-6.06	10.9	1.20	0.824	0.766	0.852	0.995	0.841
ERA5_BARPA	[-]	47.6	46.8	45.8	1.00	8.09	1.74	0.956	0.796	0.762	0.991	0.860
ERA5_CCAM	[-]	51.9	51.4	45.8	5.63	8.99	1.83	0.850	0.820	0.743	0.755	0.798
MPI-ESM1-2-HR_BARPA	[-]	42.1	40.3	45.8	-5.47	10.9	2.32	0.851	0.766	0.643	0.988	0.803
MPI-ESM1-2-HR_CMIP6	[-]	37.8	37.8	44.6	-6.88	12.9	2.40	0.798	0.717	0.623	0.915	0.754
NorESM2-MM_BARPA	[-]	48.1	47.4	45.8	1.63	11.7	1.92	0.950	0.715	0.723	0.995	0.820
NorESM2-MM_CCAM	[-]	49.9	49.2	45.8	3.40	9.32	1.79	0.908	0.782	0.755	0.676	0.781
NorESM2-MM_CMIP6	[-]	49.1	49.1	44.5	4.57	9.07	1.05	0.863	0.775	0.905	0.757	0.815

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	46.3
ACCESS-CM2_BARPA	[-]	46.2	45.3	46.3	-1.02	8.75	1.25	0.944	0.790	0.844	0.981	0.870
ACCESS-CM2_CCAM	[-]	48.1	47.3	46.3	0.971	9.07	1.25	0.932	0.788	0.857	0.997	0.872
ACCESS-CM2_CMIP6	[-]	46.1	46.1	45.4	0.674	8.95	0.400	0.903	0.758	0.963	0.762	0.829
ACCESS-ESM1-5_BARPA	[-]	47.5	46.5	46.3	0.179	9.25	1.11	0.947	0.779	0.861	0.993	0.872
ACCESS-ESM1-5_CCAM	[-]	50.3	49.7	46.3	3.43	9.18	0.898	0.898	0.800	0.893	0.959	0.870
ACCESS-ESM1-5_CMIP6	[-]	44.3	44.3	43.4	0.934	10.4	0.778	0.943	0.718	0.949	0.891	0.844
CESM2_BARPA	[-]	45.0	43.6	46.3	-2.66	10.2	1.28	0.916	0.765	0.855	0.961	0.852
CESM2_CCAM	[-]	45.1	43.5	46.3	-2.79	10.2	1.25	0.915	0.765	0.869	0.970	0.857
CESM2_CMIP6	[-]	41.7	41.7	43.9	-2.22	9.65	0.949	0.925	0.748	0.938	0.995	0.871
CMCC-ESM2_BARPA	[-]	45.5	43.7	46.3	-2.59	11.2	1.15	0.917	0.741	0.874	0.996	0.854
CMCC-ESM2_CCAM	[-]	47.0	45.9	46.3	-0.358	10.8	1.20	0.931	0.749	0.860	0.990	0.856
CMCC-ESM2_CMIP6	[-]	40.2	40.2	43.9	-3.76	10.2	0.534	0.884	0.749	0.958	0.961	0.860
CNRM-ESM2-1_CCAM	[-]	47.5	46.2	46.3	-0.0932	9.04	1.00	0.933	0.787	0.890	0.932	0.866
CNRM-ESM2-1_CMIP6	[-]	41.0	41.0	43.4	-2.44	10.9	1.17	0.924	0.714	0.887	0.913	0.831
EC-Earth3_BARPA	[-]	44.4	42.3	46.3	-4.00	10.7	1.17	0.894	0.761	0.881	0.997	0.859
EC-Earth3_CCAM	[-]	45.9	44.3	46.3	-2.00	10.2	1.09	0.928	0.766	0.862	0.987	0.862
EC-Earth3_CMIP6	[-]	39.3	39.3	44.2	-4.90	10.7	0.769	0.861	0.768	0.911	0.986	0.859
ERA5_BARPA	[-]	48.0	46.7	46.3	0.442	9.05	1.62	0.958	0.781	0.776	0.994	0.858
ERA5_CCAM	[-]	50.5	49.7	46.3	3.40	8.70	1.33	0.905	0.809	0.830	0.959	0.862
MPI-ESM1-2-HR_BARPA	[-]	40.7	38.0	46.3	-8.26	12.4	1.13	0.792	0.787	0.867	0.976	0.842
MPI-ESM1-2-HR_CMIP6	[-]	34.0	34.0	44.4	-10.4	17.8	2.91	0.725	0.668	0.519	0.844	0.685
NorESM2-MM_BARPA	[-]	49.2	48.1	46.3	1.78	11.3	1.38	0.943	0.735	0.822	0.959	0.839
NorESM2-MM_CCAM	[-]	49.2	48.1	46.3	1.85	10.4	1.10	0.919	0.763	0.881	0.721	0.809
NorESM2-MM_CMIP6	[-]	46.2	46.2	43.9	2.33	9.76	0.946	0.922	0.747	0.938	0.931	0.857

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	50.5
ACCESS-CM2_BARPA	[-]	49.2	48.9	50.5	-1.60	7.81	1.04	0.942	0.778	0.889	0.981	0.874
ACCESS-CM2_CCAM	[-]	53.8	53.6	50.5	3.13	7.83	1.05	0.901	0.796	0.897	0.968	0.872
ACCESS-CM2_CMIP6	[-]	51.0	51.0	50.8	0.205	8.17	1.26	0.938	0.724	0.888	0.431	0.741
ACCESS-ESM1-5_BARPA	[-]	49.4	49.0	50.5	-1.48	7.88	0.995	0.944	0.776	0.900	0.993	0.878
ACCESS-ESM1-5_CCAM	[-]	54.9	54.7	50.5	4.27	8.91	1.30	0.869	0.776	0.851	0.985	0.851
ACCESS-ESM1-5_CMIP6	[-]	49.3	49.3	49.8	-0.493	8.12	1.78	0.927	0.728	0.795	0.536	0.743
CESM2_BARPA	[-]	48.0	47.4	50.5	-3.04	8.63	1.02	0.903	0.768	0.897	0.981	0.863
CESM2_CCAM	[-]	48.5	47.6	50.5	-2.86	7.95	1.37	0.906	0.790	0.842	0.793	0.824
CESM2_CMIP6	[-]	50.3	50.3	50.2	0.118	7.04	1.00	0.979	0.763	0.896	0.995	0.879
CMCC-ESM2_BARPA	[-]	48.5	48.1	50.5	-2.32	9.60	1.19	0.924	0.735	0.871	0.999	0.853
CMCC-ESM2_CCAM	[-]	54.6	54.4	50.5	3.95	8.11	1.22	0.878	0.798	0.852	0.978	0.861
CMCC-ESM2_CMIP6	[-]	50.2	50.2	50.2	0.0322	7.72	1.45	0.942	0.748	0.800	0.683	0.784
CNRM-ESM2-1_CCAM	[-]	51.7	51.3	50.5	0.873	8.11	1.18	0.947	0.772	0.882	0.999	0.874
CNRM-ESM2-1_CMIP6	[-]	49.6	49.6	50.6	-1.00	6.96	1.01	0.940	0.766	0.933	0.539	0.789
EC-Earth3_BARPA	[-]	47.5	46.5	50.5	-3.92	9.21	0.925	0.878	0.762	0.905	0.796	0.821
EC-Earth3_CCAM	[-]	51.8	51.3	50.5	0.814	7.29	1.29	0.941	0.796	0.825	0.959	0.863
EC-Earth3_CMIP6	[-]	45.8	45.8	50.4	-4.55	8.45	0.707	0.848	0.779	0.948	0.567	0.784
ERA5_BARPA	[-]	50.6	50.3	50.5	-0.184	6.91	0.939	0.969	0.797	0.894	0.993	0.890
ERA5_CCAM	[-]	55.0	54.8	50.5	4.33	7.06	1.06	0.866	0.836	0.875	0.888	0.860
MPI-ESM1-2-HR_BARPA	[-]	45.9	44.7	50.5	-5.76	9.69	1.27	0.826	0.777	0.833	0.996	0.842
MPI-ESM1-2-HR_CMIP6	[-]	42.0	42.0	50.2	-8.24	11.4	1.42	0.733	0.760	0.824	0.597	0.735
NorESM2-MM_BARPA	[-]	51.2	50.9	50.5	0.394	8.18	1.34	0.965	0.764	0.847	0.990	0.866
NorESM2-MM_CCAM	[-]	52.2	51.8	50.5	1.30	6.83	1.17	0.938	0.808	0.862	0.864	0.856
NorESM2-MM_CMIP6	[-]	52.2	52.2	50.2	2.04	7.79	1.35	0.925	0.751	0.872	0.645	0.789

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	37.7
ACCESS-CM2_BARPA	[-]	37.5	35.1	37.7	-2.62	11.1	0.941	0.926	0.737	0.914	0.864	0.836
ACCESS-CM2_CCAM	[-]	41.1	38.6	37.7	0.969	11.6	0.679	0.919	0.747	0.950	0.691	0.811
ACCESS-CM2_CMIP6	[-]	38.5	38.5	32.0	6.48	15.5	0.676	0.803	0.656	0.951	0.949	0.803
ACCESS-ESM1-5_BARPA	[-]	38.0	35.4	37.7	-2.24	9.95	0.574	0.930	0.763	0.956	0.809	0.844
ACCESS-ESM1-5_CCAM	[-]	41.4	39.4	37.7	1.75	11.2	0.563	0.917	0.764	0.962	0.669	0.815
ACCESS-ESM1-5_CMIP6	[-]	35.0	35.0	31.9	3.12	13.2	0.495	0.901	0.678	0.968	0.925	0.830
CESM2_BARPA	[-]	38.0	34.7	37.7	-2.95	11.2	0.723	0.915	0.742	0.938	0.777	0.823
CESM2_CCAM	[-]	35.9	32.7	37.7	-4.94	12.7	0.929	0.870	0.710	0.914	0.920	0.825
CESM2_CMIP6	[-]	33.0	33.0	32.9	0.0868	11.5	0.811	0.951	0.705	0.919	0.941	0.844
CMCC-ESM2_BARPA	[-]	36.8	33.3	37.7	-4.34	12.9	0.885	0.886	0.720	0.921	0.819	0.813
CMCC-ESM2_CCAM	[-]	40.6	37.6	37.7	-0.0740	14.2	0.662	0.930	0.679	0.946	0.818	0.811
CMCC-ESM2_CMIP6	[-]	31.7	31.7	32.9	-1.16	9.70	0.508	0.946	0.762	0.967	0.977	0.883
CNRM-ESM2-1_CCAM	[-]	44.1	41.4	37.7	3.73	11.9	0.690	0.894	0.749	0.952	0.888	0.846
CNRM-ESM2-1_CMIP6	[-]	36.6	36.6	31.9	4.69	13.9	0.953	0.859	0.651	0.880	0.941	0.797
EC-Earth3_BARPA	[-]	38.2	34.6	37.7	-3.06	11.4	0.575	0.916	0.742	0.953	0.992	0.869
EC-Earth3_CCAM	[-]	40.3	37.5	37.7	-0.212	11.7	0.395	0.941	0.727	0.969	0.960	0.865
EC-Earth3_CMIP6	[-]	35.0	35.0	33.8	1.21	9.64	0.488	0.927	0.758	0.967	0.970	0.876
ERA5_BARPA	[-]	38.8	36.0	37.7	-1.66	11.2	0.984	0.945	0.736	0.904	0.897	0.844
ERA5_CCAM	[-]	43.0	40.4	37.7	2.77	11.8	0.713	0.904	0.749	0.934	0.666	0.800
MPI-ESM1-2-HR_BARPA	[-]	35.2	31.3	37.7	-6.41	13.2	0.693	0.837	0.736	0.940	0.918	0.833
MPI-ESM1-2-HR_CMIP6	[-]	29.6	29.6	33.3	-3.67	18.2	1.71	0.881	0.633	0.742	0.995	0.777
NorESM2-MM_BARPA	[-]	42.9	40.4	37.7	2.71	15.3	1.33	0.918	0.680	0.816	0.844	0.787
NorESM2-MM_CCAM	[-]	41.3	39.3	37.7	1.64	12.0	0.608	0.920	0.737	0.961	0.691	0.809
NorESM2-MM_CMIP6	[-]	37.0	37.0	32.9	4.10	10.0	0.707	0.881	0.764	0.955	0.955	0.864

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	37.4
ACCESS-CM2_BARPA	[-]	38.9	36.5	37.4	-0.908	13.4	1.23	0.921	0.709	0.857	0.733	0.786
ACCESS-CM2_CCAM	[-]	41.4	38.9	37.4	1.50	14.1	0.991	0.910	0.709	0.886	0.720	0.787
ACCESS-CM2_CMIP6	[-]	38.1	38.1	30.9	7.23	16.3	0.918	0.791	0.654	0.917	0.618	0.727
ACCESS-ESM1-5_BARPA	[-]	38.0	35.5	37.4	-1.94	12.5	0.952	0.911	0.717	0.893	0.759	0.800
ACCESS-ESM1-5_CCAM	[-]	41.3	38.6	37.4	1.17	14.7	1.04	0.932	0.687	0.882	0.946	0.827
ACCESS-ESM1-5_CMIP6	[-]	35.6	35.6	30.7	4.88	13.3	0.691	0.855	0.684	0.956	0.899	0.816
CESM2_BARPA	[-]	38.2	34.9	37.4	-2.50	12.2	0.989	0.913	0.711	0.885	0.797	0.804
CESM2_CCAM	[-]	37.2	33.8	37.4	-3.66	13.9	1.40	0.892	0.668	0.838	0.991	0.811
CESM2_CMIP6	[-]	34.7	34.7	32.3	2.40	12.0	0.879	0.923	0.679	0.928	0.904	0.822
CMCC-ESM2_BARPA	[-]	38.1	34.9	37.4	-2.53	13.7	1.06	0.908	0.677	0.880	0.748	0.778
CMCC-ESM2_CCAM	[-]	41.7	38.8	37.4	1.35	15.2	0.976	0.926	0.665	0.890	0.837	0.797
CMCC-ESM2_CMIP6	[-]	32.2	32.2	32.3	-0.0809	7.79	0.582	0.955	0.782	0.961	0.989	0.894
CNRM-ESM2-1_CCAM	[-]	44.8	42.1	37.4	4.64	15.6	0.927	0.870	0.673	0.891	0.738	0.769
CNRM-ESM2-1_CMIP6	[-]	38.7	38.7	31.1	7.65	14.8	1.24	0.780	0.632	0.865	0.996	0.781
EC-Earth3_BARPA	[-]	40.2	36.8	37.4	-0.595	12.9	1.01	0.929	0.695	0.884	0.823	0.805
EC-Earth3_CCAM	[-]	42.7	39.8	37.4	2.32	14.9	0.862	0.913	0.661	0.896	0.858	0.798
EC-Earth3_CMIP6	[-]	37.5	37.5	33.0	4.42	12.0	1.13	0.869	0.704	0.867	0.996	0.828
ERA5_BARPA	[-]	39.5	36.7	37.4	-0.773	12.6	1.03	0.935	0.709	0.882	0.955	0.838
ERA5_CCAM	[-]	42.1	39.4	37.4	1.99	13.1	0.809	0.918	0.708	0.904	0.886	0.825
MPI-ESM1-2-HR_BARPA	[-]	39.6	36.0	37.4	-1.49	12.2	0.971	0.927	0.708	0.886	0.856	0.817
MPI-ESM1-2-HR_CMIP6	[-]	33.1	33.1	32.3	0.708	18.8	2.17	0.934	0.587	0.656	0.801	0.713
NorESM2-MM_BARPA	[-]	43.7	41.3	37.4	3.85	18.0	1.12	0.886	0.651	0.857	0.961	0.801
NorESM2-MM_CCAM	[-]	42.2	40.1	37.4	2.70	13.7	0.838	0.911	0.718	0.896	0.952	0.839
NorESM2-MM_CMIP6	[-]	38.3	38.3	32.3	6.00	11.1	0.492	0.824	0.770	0.966	0.790	0.824

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	46.3
ACCESS-CM2_BARPA	[-]	47.3	46.8	46.3	0.516	10.1	3.08	0.964	0.742	0.495	0.990	0.787
ACCESS-CM2_CCAM	[-]	48.0	47.3	46.3	1.05	10.4	3.26	0.950	0.739	0.454	1.00	0.776
ACCESS-CM2_CMIP6	[-]	48.7	48.7	45.3	3.36	11.1	3.39	0.878	0.691	0.419	0.818	0.699
ACCESS-ESM1-5_BARPA	[-]	45.9	45.0	46.3	-1.28	9.54	1.88	0.954	0.755	0.738	0.999	0.841
ACCESS-ESM1-5_CCAM	[-]	47.6	46.7	46.3	0.454	10.2	2.01	0.948	0.741	0.710	0.993	0.827
ACCESS-ESM1-5_CMIP6	[-]	47.9	47.9	45.5	2.41	12.5	1.48	0.892	0.651	0.841	0.917	0.790
CESM2_BARPA	[-]	46.5	45.8	46.3	-0.449	9.43	1.22	0.963	0.758	0.836	0.997	0.863
CESM2_CCAM	[-]	40.5	38.7	46.3	-7.61	14.3	2.79	0.795	0.699	0.555	0.992	0.748
CESM2_CMIP6	[-]	49.1	49.1	45.5	3.59	10.1	1.46	0.889	0.726	0.826	0.922	0.818
CMCC-ESM2_BARPA	[-]	46.2	45.3	46.3	-1.04	11.5	2.24	0.954	0.714	0.660	0.995	0.807
CMCC-ESM2_CCAM	[-]	51.1	50.9	46.3	4.58	9.85	2.02	0.873	0.775	0.710	0.941	0.815
CMCC-ESM2_CMIP6	[-]	48.8	48.8	45.5	3.33	9.07	1.31	0.894	0.756	0.844	0.803	0.810
CNRM-ESM2-1_CCAM	[-]	46.5	45.8	46.3	-0.520	9.03	1.38	0.951	0.768	0.821	0.994	0.861
CNRM-ESM2-1_CMIP6	[-]	44.3	44.3	45.2	-0.904	9.49	1.92	0.937	0.720	0.719	0.969	0.813
EC-Earth3_BARPA	[-]	42.2	40.9	46.3	-5.44	11.0	1.53	0.850	0.758	0.801	0.986	0.830
EC-Earth3_CCAM	[-]	44.7	43.8	46.3	-2.53	10.0	1.61	0.927	0.751	0.797	0.996	0.845
EC-Earth3_CMIP6	[-]	40.4	40.4	45.6	-5.23	12.7	1.93	0.843	0.683	0.742	0.965	0.783
ERA5_BARPA	[-]	46.8	46.2	46.3	-0.0873	7.34	1.10	0.970	0.805	0.860	1.00	0.888
ERA5_CCAM	[-]	48.8	48.3	46.3	1.96	7.24	1.06	0.936	0.818	0.853	0.993	0.884
MPI-ESM1-2-HR_BARPA	[-]	44.3	43.3	46.3	-2.98	10.1	3.33	0.913	0.750	0.451	0.997	0.772
MPI-ESM1-2-HR_CMIP6	[-]	41.5	41.5	45.1	-3.57	11.3	2.04	0.885	0.696	0.703	0.994	0.795
NorESM2-MM_BARPA	[-]	47.4	46.8	46.3	0.500	10.1	2.78	0.960	0.743	0.556	0.955	0.791
NorESM2-MM_CCAM	[-]	49.5	48.9	46.3	2.65	9.95	2.58	0.920	0.755	0.597	0.989	0.803
NorESM2-MM_CMIP6	[-]	50.2	50.2	45.5	4.75	8.68	2.00	0.855	0.784	0.715	0.737	0.775

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	35.6
ACCESS-CM2_BARPA	[-]	39.7	37.7	35.6	2.10	12.1	2.17	0.938	0.748	0.664	0.894	0.798
ACCESS-CM2_CCAM	[-]	44.5	42.7	35.6	7.11	14.4	1.96	0.832	0.743	0.716	0.990	0.805
ACCESS-CM2_CMIP6	[-]	41.0	41.0	29.5	11.5	16.8	2.02	0.700	0.706	0.682	0.842	0.727
ACCESS-ESM1-5_BARPA	[-]	39.4	37.1	35.6	1.50	12.2	1.63	0.939	0.741	0.772	0.997	0.838
ACCESS-ESM1-5_CCAM	[-]	42.7	40.7	35.6	5.08	13.1	1.82	0.876	0.746	0.738	0.980	0.817
ACCESS-ESM1-5_CMIP6	[-]	39.0	39.0	29.6	9.46	14.6	0.965	0.748	0.716	0.899	0.879	0.792
CESM2_BARPA	[-]	37.7	35.1	35.6	-0.496	13.0	2.01	0.952	0.717	0.714	0.998	0.820
CESM2_CCAM	[-]	36.1	32.7	35.6	-2.87	14.5	2.49	0.923	0.693	0.602	0.998	0.782
CESM2_CMIP6	[-]	36.2	36.2	30.4	5.78	12.8	1.19	0.845	0.724	0.856	0.996	0.829
CMCC-ESM2_BARPA	[-]	38.1	35.5	35.6	-0.136	15.1	2.89	0.948	0.679	0.537	0.965	0.762
CMCC-ESM2_CCAM	[-]	44.8	43.1	35.6	7.49	17.3	2.32	0.824	0.680	0.630	0.994	0.762
CMCC-ESM2_CMIP6	[-]	36.6	36.6	30.4	6.14	11.6	1.06	0.835	0.751	0.863	0.983	0.836
CNRM-ESM2-1_CCAM	[-]	45.4	43.2	35.6	7.61	14.8	1.74	0.821	0.729	0.751	0.991	0.804
CNRM-ESM2-1_CMIP6	[-]	34.5	34.5	29.4	5.14	12.5	1.37	0.853	0.697	0.810	0.909	0.793
EC-Earth3_BARPA	[-]	36.6	33.3	35.6	-2.31	13.0	2.04	0.917	0.731	0.697	0.962	0.807
EC-Earth3_CCAM	[-]	42.2	39.6	35.6	4.00	14.3	1.84	0.895	0.704	0.737	0.995	0.807
EC-Earth3_CMIP6	[-]	34.2	34.2	31.2	2.98	13.4	1.21	0.889	0.691	0.852	0.981	0.821
ERA5_BARPA	[-]	39.4	37.1	35.6	1.45	12.9	2.34	0.949	0.724	0.645	0.985	0.805
ERA5_CCAM	[-]	44.0	41.9	35.6	6.35	13.3	1.93	0.848	0.751	0.713	0.971	0.807
MPI-ESM1-2-HR_BARPA	[-]	36.4	33.2	35.6	-2.38	12.9	1.85	0.923	0.730	0.729	0.995	0.821
MPI-ESM1-2-HR_CMIP6	[-]	30.0	30.0	30.5	-0.517	18.7	2.95	0.922	0.600	0.524	0.922	0.714
NorESM2-MM_BARPA	[-]	42.2	40.3	35.6	4.74	17.6	3.22	0.884	0.660	0.461	0.957	0.724
NorESM2-MM_CCAM	[-]	44.5	43.1	35.6	7.48	15.4	2.02	0.824	0.728	0.699	0.996	0.795
NorESM2-MM_CMIP6	[-]	40.3	40.3	30.4	9.90	14.8	0.945	0.747	0.743	0.898	0.976	0.821

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	36.2
ACCESS-CM2_BARPA	[-]	39.3	37.6	36.2	1.48	11.2	2.16	0.946	0.758	0.676	0.998	0.827
ACCESS-CM2_CCAM	[-]	41.3	39.2	36.2	3.09	11.6	2.42	0.917	0.759	0.619	0.998	0.810
ACCESS-CM2_CMIP6	[-]	39.8	39.8	31.4	8.34	13.3	2.42	0.778	0.728	0.616	0.587	0.687
ACCESS-ESM1-5_BARPA	[-]	38.2	36.1	36.2	-0.0294	10.8	1.48	0.956	0.763	0.796	0.997	0.855
ACCESS-ESM1-5_CCAM	[-]	39.3	36.3	36.2	0.131	11.2	2.38	0.943	0.759	0.632	0.980	0.815
ACCESS-ESM1-5_CMIP6	[-]	38.8	38.8	31.6	7.25	13.8	1.97	0.802	0.698	0.725	0.725	0.730
CESM2_BARPA	[-]	36.9	34.7	36.2	-1.46	10.9	1.74	0.953	0.760	0.757	0.989	0.844
CESM2_CCAM	[-]	35.3	32.2	36.2	-3.98	15.9	2.86	0.886	0.684	0.522	0.902	0.736
CESM2_CMIP6	[-]	38.0	38.0	32.0	6.02	11.7	1.56	0.838	0.748	0.781	0.961	0.815
CMCC-ESM2_BARPA	[-]	38.7	36.5	36.2	0.321	14.6	2.88	0.959	0.689	0.526	0.989	0.770
CMCC-ESM2_CCAM	[-]	45.2	44.1	36.2	7.96	14.4	2.38	0.815	0.746	0.629	0.997	0.787
CMCC-ESM2_CMIP6	[-]	38.0	38.0	32.0	6.07	11.7	1.88	0.838	0.749	0.726	0.985	0.809
CNRM-ESM2-1_CCAM	[-]	42.5	40.6	36.2	4.46	11.1	1.61	0.892	0.777	0.771	0.998	0.843
CNRM-ESM2-1_CMIP6	[-]	35.4	35.4	31.1	4.31	11.6	1.81	0.870	0.717	0.744	0.858	0.781
EC-Earth3_BARPA	[-]	35.2	32.1	36.2	-4.08	11.1	1.69	0.896	0.775	0.762	0.992	0.840
EC-Earth3_CCAM	[-]	38.5	35.6	36.2	-0.514	11.2	1.60	0.929	0.761	0.778	0.993	0.845
EC-Earth3_CMIP6	[-]	31.6	31.6	32.5	-0.856	13.7	1.75	0.910	0.690	0.745	0.926	0.792
ERA5_BARPA	[-]	39.5	37.7	36.2	1.58	10.5	1.99	0.953	0.771	0.706	0.999	0.840
ERA5_CCAM	[-]	40.2	38.0	36.2	1.85	9.46	1.53	0.941	0.794	0.782	0.981	0.858
MPI-ESM1-2-HR_BARPA	[-]	36.6	34.0	36.2	-2.11	11.1	1.62	0.941	0.760	0.765	0.942	0.834
MPI-ESM1-2-HR_CMIP6	[-]	31.0	31.0	32.1	-1.08	15.1	2.08	0.932	0.656	0.693	0.903	0.768
NorESM2-MM_BARPA	[-]	41.3	39.7	36.2	3.53	13.3	2.53	0.913	0.726	0.609	0.922	0.779
NorESM2-MM_CCAM	[-]	44.2	42.6	36.2	6.45	14.6	2.83	0.848	0.724	0.535	0.941	0.755
NorESM2-MM_CMIP6	[-]	42.5	42.5	32.0	10.5	15.3	2.52	0.735	0.731	0.596	0.810	0.721

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	51.5
ACCESS-CM2_BARPA	[-]	52.3	52.2	51.5	0.734	8.65	2.55	0.962	0.712	0.612	0.992	0.798
ACCESS-CM2_CCAM	[-]	53.6	53.5	51.5	2.03	8.20	2.78	0.921	0.732	0.568	0.996	0.790
ACCESS-CM2_CMIP6	[-]	51.8	51.8	51.7	0.130	8.15	2.98	0.976	0.607	0.515	0.138	0.569
ACCESS-ESM1-5_BARPA	[-]	50.0	49.9	51.5	-1.58	9.01	1.90	0.934	0.704	0.715	0.950	0.801
ACCESS-ESM1-5_CCAM	[-]	52.3	52.3	51.5	0.769	7.98	3.12	0.946	0.733	0.474	0.955	0.768
ACCESS-ESM1-5_CMIP6	[-]	50.9	50.9	52.4	-1.52	10.4	2.02	0.924	0.590	0.752	1.00	0.771
CESM2_BARPA	[-]	50.3	50.4	51.5	-1.11	7.65	2.21	0.944	0.743	0.673	0.856	0.792
CESM2_CCAM	[-]	50.4	50.3	51.5	-1.16	8.92	3.81	0.933	0.709	0.333	0.998	0.736
CESM2_CMIP6	[-]	51.7	51.7	51.6	0.114	5.93	3.04	0.983	0.748	0.496	0.0855	0.612
CMCC-ESM2_BARPA	[-]	51.4	51.4	51.5	-0.156	7.46	2.05	0.965	0.743	0.702	0.863	0.803
CMCC-ESM2_CCAM	[-]	56.5	56.4	51.5	4.91	8.59	2.20	0.823	0.757	0.684	0.998	0.804
CMCC-ESM2_CMIP6	[-]	54.1	54.1	51.6	2.57	6.34	3.07	0.882	0.756	0.493	0.0539	0.588
CNRM-ESM2-1_CCAM	[-]	52.0	52.0	51.5	0.488	7.01	1.16	0.955	0.764	0.847	0.997	0.865
CNRM-ESM2-1_CMIP6	[-]	50.1	50.1	51.7	-1.58	6.85	2.54	0.907	0.712	0.532	0.0907	0.591
EC-Earth3_BARPA	[-]	50.6	50.5	51.5	-0.965	7.10	1.63	0.957	0.757	0.784	0.869	0.825
EC-Earth3_CCAM	[-]	53.6	53.7	51.5	2.21	6.81	1.87	0.912	0.780	0.722	0.968	0.832
EC-Earth3_CMIP6	[-]	49.8	49.8	51.4	-1.61	8.03	2.18	0.930	0.695	0.718	0.923	0.792
ERA5_BARPA	[-]	52.5	52.4	51.5	0.928	6.17	1.99	0.958	0.786	0.698	0.954	0.836
ERA5_CCAM	[-]	53.0	52.9	51.5	1.41	5.44	1.72	0.938	0.818	0.759	0.995	0.866
MPI-ESM1-2-HR_BARPA	[-]	49.9	49.9	51.5	-1.62	8.45	2.15	0.929	0.721	0.683	1.00	0.811
MPI-ESM1-2-HR_CMIP6	[-]	49.8	49.8	51.6	-1.79	7.53	1.67	0.897	0.713	0.755	0.535	0.722
NorESM2-MM_BARPA	[-]	53.3	53.2	51.5	1.70	7.64	2.22	0.931	0.746	0.648	0.799	0.774
NorESM2-MM_CCAM	[-]	52.5	52.4	51.5	0.931	7.51	2.45	0.945	0.749	0.593	0.947	0.797
NorESM2-MM_CMIP6	[-]	54.2	54.2	51.6	2.61	5.74	3.04	0.880	0.784	0.496	0.0837	0.606

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	51.2
ACCESS-CM2_BARPA	[-]	51.8	51.5	51.2	0.291	7.06	1.42	0.950	0.712	0.833	0.821	0.806
ACCESS-CM2_CCAM	[-]	53.1	53.1	51.2	1.90	7.83	1.69	0.909	0.690	0.786	0.975	0.810
ACCESS-CM2_CMIP6	[-]	47.8	47.8	51.3	-3.55	11.1	2.03	0.801	0.518	0.749	1.00	0.717
ACCESS-ESM1-5_BARPA	[-]	50.0	49.8	51.2	-1.44	9.43	1.74	0.924	0.636	0.769	0.771	0.748
ACCESS-ESM1-5_CCAM	[-]	52.4	52.5	51.2	1.24	9.30	1.76	0.930	0.638	0.760	0.967	0.786
ACCESS-ESM1-5_CMIP6	[-]	51.3	51.3	51.5	-0.209	7.91	4.55	0.988	0.622	0.159	0.999	0.678
CESM2_BARPA	[-]	49.4	49.2	51.2	-2.08	9.18	1.86	0.897	0.647	0.729	0.774	0.739
CESM2_CCAM	[-]	48.6	48.6	51.2	-2.63	12.4	1.61	0.881	0.554	0.775	0.942	0.741
CESM2_CMIP6	[-]	48.9	48.9	51.2	-2.29	6.80	1.01	0.873	0.690	0.895	0.364	0.702
CMCC-ESM2_BARPA	[-]	51.0	50.9	51.2	-0.352	8.13	1.58	0.947	0.674	0.795	0.774	0.773
CMCC-ESM2_CCAM	[-]	55.6	55.6	51.2	4.39	7.96	1.74	0.806	0.722	0.758	0.879	0.777
CMCC-ESM2_CMIP6	[-]	52.3	52.3	51.2	1.18	6.35	2.73	0.932	0.693	0.578	0.991	0.777
CNRM-ESM2-1_CCAM	[-]	53.5	53.5	51.2	2.27	5.79	1.20	0.889	0.775	0.840	0.998	0.855
CNRM-ESM2-1_CMIP6	[-]	49.2	49.2	51.4	-2.26	5.93	0.00	0.876	0.726	1.00	0.979	0.862
EC-Earth3_BARPA	[-]	51.6	51.5	51.2	0.277	6.72	1.61	0.950	0.722	0.773	0.882	0.810
EC-Earth3_CCAM	[-]	54.2	54.2	51.2	2.93	6.24	1.41	0.864	0.765	0.838	0.987	0.844
EC-Earth3_CMIP6	[-]	51.1	51.1	51.3	-0.181	7.73	3.18	0.971	0.651	0.475	0.970	0.743
ERA5_BARPA	[-]	53.1	53.0	51.2	1.75	4.56	1.39	0.912	0.822	0.790	0.792	0.828
ERA5_CCAM	[-]	54.2	54.2	51.2	2.98	5.60	1.56	0.861	0.796	0.790	0.976	0.844
MPI-ESM1-2-HR_BARPA	[-]	49.9	49.8	51.2	-1.48	8.24	1.32	0.924	0.675	0.822	0.902	0.800
MPI-ESM1-2-HR_CMIP6	[-]	52.2	52.2	51.6	0.639	5.35	1.62	0.949	0.731	0.750	0.778	0.788
NorESM2-MM_BARPA	[-]	51.5	51.3	51.2	0.0462	7.39	1.58	0.933	0.703	0.801	0.542	0.736
NorESM2-MM_CCAM	[-]	52.2	52.2	51.2	0.954	7.08	1.60	0.944	0.711	0.793	0.825	0.797
NorESM2-MM_CMIP6	[-]	50.6	50.6	51.2	-0.548	4.99	1.70	0.968	0.747	0.810	0.489	0.752

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	52.0
ACCESS-CM2_BARPA	[-]	51.7	51.5	52.0	-0.472	7.86	1.44	0.945	0.752	0.805	0.608	0.773
ACCESS-CM2_CCAM	[-]	53.2	53.0	52.0	1.06	8.28	1.86	0.944	0.741	0.738	0.754	0.783
ACCESS-CM2_CMIP6	[-]	50.2	50.2	51.9	-1.69	8.77	1.98	0.929	0.681	0.675	0.217	0.637
ACCESS-ESM1-5_BARPA	[-]	50.0	49.8	52.0	-2.20	8.99	1.59	0.920	0.729	0.813	0.533	0.745
ACCESS-ESM1-5_CCAM	[-]	53.3	53.2	52.0	1.19	8.28	1.13	0.945	0.740	0.870	0.888	0.837
ACCESS-ESM1-5_CMIP6	[-]	48.5	48.5	52.3	-3.81	14.3	1.37	0.841	0.538	0.869	0.896	0.736
CESM2_BARPA	[-]	50.4	50.2	52.0	-1.80	8.30	1.29	0.929	0.745	0.845	0.600	0.773
CESM2_CCAM	[-]	48.0	47.5	52.0	-4.42	10.7	2.50	0.854	0.706	0.617	0.422	0.661
CESM2_CMIP6	[-]	51.8	51.8	52.2	-0.444	10.2	1.37	0.944	0.643	0.839	0.615	0.737
CMCC-ESM2_BARPA	[-]	51.1	50.8	52.0	-1.14	8.13	1.16	0.935	0.749	0.861	0.564	0.772
CMCC-ESM2_CCAM	[-]	55.1	55.0	52.0	3.05	7.71	1.66	0.893	0.774	0.790	0.909	0.828
CMCC-ESM2_CMIP6	[-]	52.7	52.7	52.2	0.512	8.34	0.852	0.964	0.698	0.905	0.469	0.747
CNRM-ESM2-1_CCAM	[-]	51.2	50.9	52.0	-1.02	9.23	1.23	0.948	0.713	0.874	0.787	0.807
CNRM-ESM2-1_CMIP6	[-]	51.0	51.0	52.3	-1.29	8.34	1.02	0.932	0.670	0.893	0.302	0.693
EC-Earth3_BARPA	[-]	48.7	48.2	52.0	-3.76	8.99	1.35	0.873	0.746	0.855	0.491	0.742
EC-Earth3_CCAM	[-]	51.6	51.3	52.0	-0.697	9.05	1.40	0.948	0.719	0.824	0.771	0.796
EC-Earth3_CMIP6	[-]	46.8	46.8	51.9	-5.10	11.3	0.777	0.817	0.666	0.928	0.393	0.694
ERA5_BARPA	[-]	52.8	52.7	52.0	0.741	6.92	1.47	0.958	0.777	0.811	0.858	0.836
ERA5_CCAM	[-]	55.2	55.2	52.0	3.25	6.10	0.974	0.885	0.829	0.879	0.980	0.881
MPI-ESM1-2-HR_BARPA	[-]	49.3	48.9	52.0	-3.05	8.88	1.98	0.896	0.741	0.713	0.494	0.717
MPI-ESM1-2-HR_CMIP6	[-]	47.7	47.7	51.9	-4.22	11.3	2.19	0.845	0.650	0.668	0.125	0.588
NorESM2-MM_BARPA	[-]	51.9	51.7	52.0	-0.310	7.33	1.08	0.956	0.765	0.880	0.722	0.818
NorESM2-MM_CCAM	[-]	52.2	52.1	52.0	0.175	6.95	1.63	0.958	0.777	0.781	0.820	0.822
NorESM2-MM_CMIP6	[-]	53.7	53.7	52.2	1.51	6.66	1.02	0.936	0.757	0.912	0.989	0.870

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	51.3
ACCESS-CM2_BARPA	[-]	51.9	51.5	51.3	0.236	9.34	3.29	0.967	0.707	0.439	0.956	0.755
ACCESS-CM2_CCAM	[-]	52.0	51.7	51.3	0.389	9.07	2.85	0.966	0.713	0.525	0.995	0.782
ACCESS-CM2_CMIP6	[-]	49.7	49.7	51.7	-1.95	11.3	4.69	0.908	0.588	0.134	0.662	0.576
ACCESS-ESM1-5_BARPA	[-]	49.9	49.6	51.3	-1.69	7.19	1.70	0.932	0.773	0.774	0.802	0.811
ACCESS-ESM1-5_CCAM	[-]	52.1	51.7	51.3	0.409	8.02	2.34	0.962	0.742	0.635	0.959	0.808
ACCESS-ESM1-5_CMIP6	[-]	51.3	51.3	50.4	0.897	10.7	1.54	0.962	0.633	0.838	0.988	0.811
CESM2_BARPA	[-]	50.0	49.6	51.3	-1.71	8.69	2.02	0.937	0.730	0.694	0.934	0.805
CESM2_CCAM	[-]	46.6	46.1	51.3	-5.19	14.4	3.78	0.824	0.605	0.343	0.797	0.635
CESM2_CMIP6	[-]	51.6	51.6	50.2	1.46	6.39	2.02	0.934	0.779	0.723	0.974	0.838
CMCC-ESM2_BARPA	[-]	49.7	49.3	51.3	-1.94	10.9	1.95	0.929	0.671	0.713	0.852	0.767
CMCC-ESM2_CCAM	[-]	54.5	54.4	51.3	3.08	6.97	1.70	0.892	0.794	0.766	0.950	0.839
CMCC-ESM2_CMIP6	[-]	50.5	50.5	50.2	0.334	6.64	1.82	0.967	0.761	0.737	0.681	0.781
CNRM-ESM2-1_CCAM	[-]	50.9	50.7	51.3	-0.535	7.59	1.79	0.966	0.755	0.771	0.998	0.849
CNRM-ESM2-1_CMIP6	[-]	48.2	48.2	52.1	-3.96	9.61	1.02	0.827	0.655	0.933	1.00	0.814
EC-Earth3_BARPA	[-]	49.6	49.1	51.3	-2.18	7.35	1.00	0.922	0.770	0.880	0.905	0.849
EC-Earth3_CCAM	[-]	51.3	51.0	51.3	-0.322	8.48	1.93	0.971	0.729	0.742	0.987	0.832
EC-Earth3_CMIP6	[-]	48.5	48.5	51.1	-2.57	9.31	2.37	0.899	0.691	0.646	0.923	0.770
ERA5_BARPA	[-]	52.2	51.9	51.3	0.631	5.80	1.01	0.969	0.807	0.896	0.988	0.894
ERA5_CCAM	[-]	53.8	53.6	51.3	2.33	6.84	0.991	0.917	0.789	0.895	0.969	0.872
MPI-ESM1-2-HR_BARPA	[-]	50.3	49.9	51.3	-1.37	8.51	3.27	0.945	0.733	0.447	0.904	0.752
MPI-ESM1-2-HR_CMIP6	[-]	48.6	48.6	51.3	-2.67	8.43	3.02	0.890	0.713	0.455	0.883	0.730
NorESM2-MM_BARPA	[-]	50.8	50.5	51.3	-0.768	9.55	1.97	0.959	0.702	0.722	0.946	0.806
NorESM2-MM_CCAM	[-]	51.8	51.7	51.3	0.406	8.42	2.18	0.964	0.732	0.692	0.997	0.823
NorESM2-MM_CMIP6	[-]	52.5	52.5	50.2	2.33	6.11	2.42	0.910	0.796	0.603	0.989	0.819

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	44.5
ACCESS-CM2_BARPA	[-]	45.7	44.8	44.5	0.325	9.59	2.53	0.963	0.762	0.605	0.970	0.812
ACCESS-CM2_CCAM	[-]	44.8	43.4	44.5	-1.14	9.10	2.82	0.959	0.774	0.534	0.999	0.808
ACCESS-CM2_CMIP6	[-]	45.5	45.5	42.6	2.87	9.88	3.79	0.905	0.719	0.377	0.978	0.740
ACCESS-ESM1-5_BARPA	[-]	43.9	42.5	44.5	-1.94	10.9	2.43	0.940	0.737	0.617	0.951	0.796
ACCESS-ESM1-5_CCAM	[-]	43.8	41.5	44.5	-3.03	9.92	2.86	0.917	0.763	0.538	0.987	0.794
ACCESS-ESM1-5_CMIP6	[-]	42.1	42.1	43.0	-0.939	13.5	1.03	0.953	0.622	0.930	0.994	0.824
CESM2_BARPA	[-]	45.0	43.8	44.5	-0.669	9.80	1.54	0.958	0.757	0.760	0.963	0.839
CESM2_CCAM	[-]	39.2	36.3	44.5	-8.14	16.6	3.47	0.789	0.665	0.412	0.955	0.697
CESM2_CMIP6	[-]	46.9	46.9	42.6	4.35	13.3	2.02	0.866	0.661	0.680	0.913	0.756
CMCC-ESM2_BARPA	[-]	43.2	41.7	44.5	-2.78	14.4	2.85	0.919	0.670	0.559	0.913	0.746
CMCC-ESM2_CCAM	[-]	48.0	47.5	44.5	2.98	10.2	2.50	0.917	0.758	0.624	0.709	0.753
CMCC-ESM2_CMIP6	[-]	45.3	45.3	42.6	2.72	11.6	2.03	0.915	0.689	0.722	0.949	0.793
CNRM-ESM2-1_CCAM	[-]	43.7	42.5	44.5	-1.99	9.18	1.97	0.936	0.776	0.703	0.791	0.796
CNRM-ESM2-1_CMIP6	[-]	38.7	38.7	40.3	-1.60	9.95	2.43	0.947	0.727	0.624	0.968	0.799
EC-Earth3_BARPA	[-]	40.7	38.5	44.5	-5.98	12.9	1.77	0.841	0.724	0.737	0.992	0.804
EC-Earth3_CCAM	[-]	42.4	40.4	44.5	-4.08	11.8	1.93	0.890	0.728	0.729	0.972	0.809
EC-Earth3_CMIP6	[-]	39.5	39.5	42.8	-3.32	15.3	2.02	0.899	0.618	0.692	0.997	0.765
ERA5_BARPA	[-]	45.7	44.8	44.5	0.326	8.70	1.31	0.961	0.781	0.802	0.994	0.864
ERA5_CCAM	[-]	45.9	44.7	44.5	0.229	8.12	1.63	0.966	0.795	0.730	0.997	0.857
MPI-ESM1-2-HR_BARPA	[-]	43.6	42.2	44.5	-2.33	9.61	2.66	0.933	0.766	0.604	0.993	0.812
MPI-ESM1-2-HR_CMIP6	[-]	37.8	37.8	42.1	-4.28	12.9	2.36	0.868	0.660	0.659	1.00	0.769
NorESM2-MM_BARPA	[-]	46.3	45.3	44.5	0.807	10.7	2.38	0.944	0.740	0.635	0.733	0.758
NorESM2-MM_CCAM	[-]	47.4	46.2	44.5	1.75	10.6	2.89	0.944	0.743	0.532	0.800	0.752
NorESM2-MM_CMIP6	[-]	48.0	48.0	42.6	5.39	10.5	2.73	0.840	0.750	0.576	0.555	0.694

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	42.5
ACCESS-CM2_BARPA	[-]	44.1	42.9	42.5	0.469	9.44	1.50	0.964	0.766	0.796	0.999	0.858
ACCESS-CM2_CCAM	[-]	44.0	42.3	42.5	-0.130	9.04	1.31	0.958	0.774	0.835	0.920	0.852
ACCESS-CM2_CMIP6	[-]	43.0	43.0	40.2	2.74	13.5	2.65	0.880	0.642	0.586	0.727	0.695
ACCESS-ESM1-5_BARPA	[-]	41.5	39.9	42.5	-2.56	9.07	1.76	0.927	0.782	0.753	0.999	0.849
ACCESS-ESM1-5_CCAM	[-]	40.5	38.2	42.5	-4.26	10.6	1.57	0.884	0.761	0.788	0.994	0.838
ACCESS-ESM1-5_CMIP6	[-]	39.9	39.9	40.2	-0.263	16.2	2.40	0.946	0.576	0.640	0.866	0.721
CESM2_BARPA	[-]	42.6	40.9	42.5	-1.57	9.98	1.71	0.949	0.755	0.757	1.00	0.843
CESM2_CCAM	[-]	41.4	39.4	42.5	-3.11	14.4	2.04	0.905	0.676	0.698	0.721	0.735
CESM2_CMIP6	[-]	39.6	39.6	40.7	-1.07	10.4	1.48	0.941	0.712	0.814	0.817	0.799
CMCC-ESM2_BARPA	[-]	43.1	41.2	42.5	-1.25	10.5	2.14	0.954	0.745	0.673	0.969	0.818
CMCC-ESM2_CCAM	[-]	46.4	45.4	42.5	2.95	9.06	2.07	0.919	0.786	0.692	0.998	0.836
CMCC-ESM2_CMIP6	[-]	41.0	41.0	40.7	0.359	9.65	1.69	0.925	0.738	0.778	0.728	0.782
CNRM-ESM2-1_CCAM	[-]	44.6	43.5	42.5	1.06	9.03	1.84	0.952	0.777	0.737	0.880	0.825
CNRM-ESM2-1_CMIP6	[-]	41.0	41.0	39.8	1.12	12.2	1.28	0.880	0.672	0.842	0.707	0.755
EC-Earth3_BARPA	[-]	42.7	40.8	42.5	-1.72	8.85	1.21	0.935	0.789	0.846	0.952	0.862
EC-Earth3_CCAM	[-]	43.2	41.8	42.5	-0.709	9.96	1.64	0.950	0.756	0.765	0.900	0.826
EC-Earth3_CMIP6	[-]	41.0	41.0	40.2	0.836	14.6	2.37	0.908	0.640	0.630	0.995	0.763
ERA5_BARPA	[-]	45.5	44.5	42.5	2.02	7.89	2.00	0.941	0.810	0.690	0.995	0.849
ERA5_CCAM	[-]	43.1	41.7	42.5	-0.750	8.49	1.69	0.962	0.787	0.757	0.995	0.858
MPI-ESM1-2-HR_BARPA	[-]	41.0	39.3	42.5	-3.21	9.82	1.59	0.911	0.768	0.782	0.987	0.843
MPI-ESM1-2-HR_CMIP6	[-]	39.5	39.5	40.0	-0.452	16.1	2.72	0.945	0.609	0.547	0.954	0.733
NorESM2-MM_BARPA	[-]	44.9	43.5	42.5	1.01	9.19	1.35	0.961	0.773	0.853	0.939	0.860
NorESM2-MM_CCAM	[-]	43.8	42.1	42.5	-0.368	10.4	1.29	0.939	0.749	0.853	0.960	0.850
NorESM2-MM_CMIP6	[-]	42.9	42.9	40.7	2.20	11.0	0.929	0.922	0.705	0.912	0.550	0.759

	Download Data	Period Mean (original grids) [%]	Model Period Mean (intersection) [%]	Benchmark Period Mean (intersection) [%]	Bias [%]	RMSE [%]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	35.2
ACCESS-CM2_BARPA	[-]	33.5	30.8	35.2	-4.43	10.0	0.818	0.851	0.756	0.937	0.705	0.801
ACCESS-CM2_CCAM	[-]	36.2	33.0	35.2	-2.23	11.1	0.916	0.910	0.728	0.924	0.918	0.842
ACCESS-CM2_CMIP6	[-]	32.4	32.4	30.5	1.93	15.4	0.790	0.929	0.613	0.949	0.792	0.779
ACCESS-ESM1-5_BARPA	[-]	34.3	31.9	35.2	-3.30	8.44	0.527	0.862	0.795	0.965	0.674	0.818
ACCESS-ESM1-5_CCAM	[-]	36.5	34.1	35.2	-1.05	11.9	0.732	0.930	0.717	0.944	0.944	0.850
ACCESS-ESM1-5_CMIP6	[-]	28.6	28.6	27.3	1.31	14.0	0.738	0.937	0.631	0.925	0.989	0.823
CESM2_BARPA	[-]	34.9	30.8	35.2	-4.37	7.75	0.659	0.856	0.824	0.951	0.738	0.839
CESM2_CCAM	[-]	38.3	35.8	35.2	0.597	11.5	1.17	0.914	0.733	0.888	0.996	0.853
CESM2_CMIP6	[-]	31.2	31.2	30.4	0.844	12.7	1.31	0.910	0.670	0.866	0.524	0.728
CMCC-ESM2_BARPA	[-]	34.7	30.7	35.2	-4.49	8.25	0.581	0.856	0.824	0.959	0.760	0.845
CMCC-ESM2_CCAM	[-]	38.0	35.3	35.2	0.0625	9.11	0.684	0.924	0.781	0.951	0.982	0.884
CMCC-ESM2_CMIP6	[-]	28.1	28.1	30.4	-2.31	7.39	0.658	0.926	0.812	0.958	0.769	0.855
CNRM-ESM2-1_CCAM	[-]	38.2	35.0	35.2	-0.238	9.48	0.591	0.941	0.763	0.959	0.984	0.882
CNRM-ESM2-1_CMIP6	[-]	34.9	34.9	27.8	7.11	12.5	0.656	0.793	0.671	0.958	0.975	0.813
EC-Earth3_BARPA	[-]	35.3	31.5	35.2	-3.73	8.55	0.520	0.896	0.798	0.964	0.997	0.890
EC-Earth3_CCAM	[-]	37.3	34.3	35.2	-0.924	9.90	0.615	0.933	0.755	0.949	0.997	0.878
EC-Earth3_CMIP6	[-]	31.7	31.7	31.6	0.126	8.32	0.450	0.936	0.795	0.971	0.782	0.856
ERA5_BARPA	[-]	36.0	33.1	35.2	-2.13	7.06	0.454	0.901	0.830	0.969	0.788	0.864
ERA5_CCAM	[-]	37.7	35.1	35.2	-0.0496	7.49	0.672	0.917	0.820	0.948	0.825	0.866
MPI-ESM1-2-HR_BARPA	[-]	32.9	28.6	35.2	-6.58	11.1	0.539	0.821	0.762	0.964	0.908	0.843
MPI-ESM1-2-HR_CMIP6	[-]	28.3	28.3	30.5	-2.23	17.9	0.591	0.850	0.675	0.962	0.984	0.829
NorESM2-MM_BARPA	[-]	38.3	35.7	35.2	0.536	8.67	0.550	0.931	0.811	0.962	0.870	0.877
NorESM2-MM_CCAM	[-]	39.2	37.1	35.2	1.92	9.17	0.578	0.919	0.802	0.957	0.966	0.889
NorESM2-MM_CMIP6	[-]	35.1	35.1	30.4	4.68	7.33	0.764	0.860	0.816	0.951	0.947	0.878

Temporally integrated period mean

BENCHMARK MEAN Data not available

MODEL MEAN Data not available

BIAS

BIAS SCORE Data not available

RMSE

RMSE SCORE Data not available

BENCHMARK MAX MONTH Data not available

MODEL MAX MONTH Data not available

DIFFERENCE IN MAX MONTH Data not available

SEASONAL CYCLE SCORE Data not available

SPATIAL TAYLOR DIAGRAM Data not available

MODEL COLORS Data not available

Spatially integrated regional mean

MODEL COLORS Data not available

REGIONAL MEAN Data not available

ANNUAL CYCLE Data not available

MONTHLY ANOMALY Data not available

ANNUAL CYCLE Data not available

Data Information

Mean State
All Models
Data Information

Title:: ERA5 single-levels reanalysis mean_total_precipitation_rate 19790101-19790131

History:: Thu Sep 19 18:31:00 2024: ncatted -a missing_value,R75pTOT,d,, /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/R75pTOT/v20240411/R75pTOT_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19850101-20141231.nc.tmp Wed Aug 28 15:21:00 2024: cdo -f nc4c -b f32 -z zip_1 --shuffle setmissval,1.e+20 /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/R75pTOT/v20240411/R75pTOT_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19850101-20141231.nc /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/R75pTOT/v20240411/R75pTOT_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19850101-20141231_compressed.nc Tue May 14 22:56:29 2024: /g/data/xv83/users/bxn599/miniconda3/envs/icclim/bin/python /g/data/xv83/users/bxn599/ACS/indices/run_icclim.py --slice_mode month --verbose --start_date 1985-01-01 --end_date 2014-12-31 --base_period 1985-01-01 2014-12-31 --input_files /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790101-19790131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790201-19790228.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790301-19790331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790401-19790430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790501-19790531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790601-19790630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790701-19790731.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790801-19790831.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19790901-19790930.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19791001-19791031.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19791101-19791130.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19791201-19791231.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800101-19800131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800201-19800229.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800301-19800331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800401-19800430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800501-19800531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800601-19800630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800701-19800731.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800801-19800831.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19800901-19800930.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19801001-19801031.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19801101-19801130.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19801201-19801231.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19810101-19810131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19810201-19810228.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19810301-19810331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19810401-19810430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19810501-19810531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19810601-19810630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_19810701-19810731.nc 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/g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20211201-20211231.nc --variable mtpr --lat_bnds -54.0 14.0 --lon_bnds 88.0 208.0 --sub_daily_agg mean --hshift --drop_time_bounds R75pTOT /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/R75pTOT/v20240411/R75pTOT_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19850101-20141231.nc

References:: ATBD of the ECA&D indices calculation (https://knmi-ecad-assets-prd.s3.amazonaws.com/documents/atbd.pdf)

Conventions:: CF-1.6

Cdi:: Climate Data Interface version 2.4.0 (https://mpimet.mpg.de/cdi)

License:: Licence to use Copernicus Products: https://apps.ecmwf.int/datasets/licences/copernicus/

Summary:: ERA5 is the fifth generation ECMWF atmospheric reanalysis of the global climate. This file is part of the ERA5 replica hosted at NCI Australia. For more information please see http://dx.doi.org/10.25914/5f48874388857

Icclim_version:: 6.5.0

Project_id:: indices

Frequency:: climdex

Variable_id:: R75pTOT

Cdo:: Climate Data Operators version 2.4.0 (https://mpimet.mpg.de/cdo)

Nco:: netCDF Operators version 5.2.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco, Citation = 10.1016/j.envsoft.2008.03.004)

Mean State

Temporally integrated period mean

Spatially integrated regional mean

All Models

Data Information