Mean State

Mean State
All Models
Data Information

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.137
ACCESS-CM2_BARPA	[-]	0.251	0.251	0.137	0.114	0.172	1.07	0.649	0.650	0.866	0.960	0.755
ACCESS-CM2_CCAM	[-]	0.246	0.247	0.137	0.110	0.192	1.12	0.624	0.586	0.866	0.949	0.723
ACCESS-CM2_CMIP6	[-]	0.244	0.244	0.139	0.105	0.184	0.775	0.619	0.529	0.925	0.921	0.705
ACCESS-ESM1-5_BARPA	[-]	0.214	0.214	0.137	0.0768	0.144	1.75	0.745	0.693	0.755	0.975	0.772
ACCESS-ESM1-5_CCAM	[-]	0.227	0.228	0.137	0.0904	0.179	1.19	0.684	0.632	0.848	0.943	0.748
ACCESS-ESM1-5_CMIP6	[-]	0.250	0.250	0.135	0.115	0.192	1.85	0.592	0.561	0.726	0.913	0.671
CESM2_BARPA	[-]	0.235	0.235	0.137	0.0974	0.158	1.74	0.733	0.699	0.738	0.933	0.761
CESM2_CCAM	[-]	0.156	0.157	0.137	0.0198	0.134	1.16	0.863	0.706	0.864	0.970	0.821
CESM2_CMIP6	[-]	0.271	0.271	0.136	0.135	0.191	1.19	0.670	0.629	0.841	0.745	0.703
CMCC-ESM2_BARPA	[-]	0.229	0.229	0.137	0.0918	0.157	1.86	0.726	0.674	0.711	0.959	0.749
CMCC-ESM2_CCAM	[-]	0.282	0.283	0.137	0.145	0.233	1.65	0.597	0.568	0.752	0.932	0.683
CMCC-ESM2_CMIP6	[-]	0.224	0.224	0.136	0.0875	0.180	1.96	0.717	0.568	0.686	0.827	0.673
CNRM-ESM2-1_CCAM	[-]	0.228	0.229	0.137	0.0917	0.198	1.32	0.652	0.595	0.819	0.892	0.710
CNRM-ESM2-1_CMIP6	[-]	0.119	0.119	0.138	-0.0186	0.0970	0.971	0.894	0.750	0.884	0.982	0.852
EC-Earth3_BARPA	[-]	0.147	0.147	0.137	0.00958	0.118	1.74	0.867	0.724	0.744	0.951	0.802
EC-Earth3_CCAM	[-]	0.164	0.165	0.137	0.0280	0.180	1.56	0.745	0.625	0.778	0.894	0.733
EC-Earth3_CMIP6	[-]	0.0964	0.0964	0.137	-0.0405	0.148	1.58	0.761	0.645	0.767	0.880	0.740
ERA5_BARPA	[-]	0.246	0.245	0.137	0.108	0.155	1.26	0.681	0.692	0.824	0.961	0.770
ERA5_CCAM	[-]	0.240	0.240	0.137	0.103	0.167	1.19	0.666	0.659	0.837	0.947	0.754
MPI-ESM1-2-HR_BARPA	[-]	0.164	0.164	0.137	0.0263	0.112	1.18	0.854	0.738	0.841	0.977	0.830
MPI-ESM1-2-HR_CMIP6	[-]	0.0527	0.0527	0.135	-0.0824	0.125	1.51	0.800	0.757	0.773	0.752	0.768
NorESM2-MM_BARPA	[-]	0.309	0.309	0.137	0.172	0.232	1.66	0.537	0.575	0.760	0.917	0.673
NorESM2-MM_CCAM	[-]	0.326	0.326	0.137	0.189	0.266	1.27	0.512	0.538	0.844	0.924	0.671
NorESM2-MM_CMIP6	[-]	0.348	0.348	0.136	0.212	0.272	1.33	0.512	0.528	0.820	0.685	0.615

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.296
ACCESS-CM2_BARPA	[-]	0.445	0.443	0.296	0.147	0.232	0.594	0.770	0.744	0.953	0.969	0.846
ACCESS-CM2_CCAM	[-]	0.429	0.428	0.296	0.132	0.230	0.580	0.790	0.732	0.952	0.985	0.850
ACCESS-CM2_CMIP6	[-]	0.528	0.528	0.307	0.221	0.367	0.676	0.653	0.576	0.955	0.949	0.760
ACCESS-ESM1-5_BARPA	[-]	0.389	0.388	0.296	0.0919	0.187	0.867	0.837	0.773	0.918	0.928	0.854
ACCESS-ESM1-5_CCAM	[-]	0.446	0.446	0.296	0.150	0.250	0.660	0.763	0.736	0.946	0.956	0.837
ACCESS-ESM1-5_CMIP6	[-]	0.519	0.519	0.295	0.224	0.326	1.24	0.633	0.642	0.813	0.951	0.747
CESM2_BARPA	[-]	0.419	0.417	0.296	0.121	0.203	0.546	0.809	0.777	0.951	0.992	0.870
CESM2_CCAM	[-]	0.246	0.246	0.296	-0.0504	0.187	0.643	0.886	0.764	0.934	0.693	0.813
CESM2_CMIP6	[-]	0.536	0.536	0.299	0.237	0.316	0.539	0.659	0.699	0.943	0.733	0.752
CMCC-ESM2_BARPA	[-]	0.376	0.375	0.296	0.0791	0.177	0.659	0.865	0.777	0.941	0.990	0.881
CMCC-ESM2_CCAM	[-]	0.456	0.455	0.296	0.159	0.261	1.73	0.759	0.724	0.737	0.987	0.793
CMCC-ESM2_CMIP6	[-]	0.464	0.464	0.299	0.165	0.320	3.45	0.759	0.620	0.419	0.729	0.630
CNRM-ESM2-1_CCAM	[-]	0.338	0.337	0.296	0.0410	0.192	0.876	0.859	0.760	0.907	0.823	0.829
CNRM-ESM2-1_CMIP6	[-]	0.266	0.266	0.290	-0.0235	0.176	0.482	0.897	0.730	0.968	0.988	0.877
EC-Earth3_BARPA	[-]	0.232	0.232	0.296	-0.0638	0.202	0.676	0.885	0.752	0.950	0.622	0.797
EC-Earth3_CCAM	[-]	0.228	0.228	0.296	-0.0684	0.225	1.07	0.862	0.734	0.859	0.870	0.820
EC-Earth3_CMIP6	[-]	0.0993	0.0993	0.299	-0.200	0.275	1.05	0.727	0.734	0.877	0.444	0.700
ERA5_BARPA	[-]	0.427	0.426	0.296	0.130	0.186	0.632	0.792	0.805	0.929	0.982	0.869
ERA5_CCAM	[-]	0.453	0.452	0.296	0.156	0.209	0.844	0.760	0.805	0.884	0.989	0.853
MPI-ESM1-2-HR_BARPA	[-]	0.230	0.228	0.296	-0.0675	0.182	0.745	0.900	0.774	0.941	0.741	0.832
MPI-ESM1-2-HR_CMIP6	[-]	0.0841	0.0841	0.303	-0.218	0.277	0.798	0.690	0.753	0.940	0.398	0.702
NorESM2-MM_BARPA	[-]	0.547	0.544	0.296	0.248	0.328	0.874	0.655	0.696	0.923	0.967	0.798
NorESM2-MM_CCAM	[-]	0.539	0.537	0.296	0.241	0.309	0.789	0.659	0.731	0.933	0.987	0.817
NorESM2-MM_CMIP6	[-]	0.687	0.687	0.299	0.388	0.453	0.888	0.504	0.654	0.912	0.641	0.675

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.292
ACCESS-CM2_BARPA	[-]	0.415	0.415	0.292	0.123	0.254	1.82	0.731	0.724	0.729	0.839	0.778
ACCESS-CM2_CCAM	[-]	0.446	0.444	0.292	0.153	0.240	1.20	0.724	0.733	0.840	0.955	0.821
ACCESS-CM2_CMIP6	[-]	0.464	0.464	0.302	0.162	0.267	0.734	0.670	0.629	0.929	0.986	0.786
ACCESS-ESM1-5_BARPA	[-]	0.413	0.412	0.292	0.121	0.255	2.43	0.732	0.743	0.629	0.885	0.760
ACCESS-ESM1-5_CCAM	[-]	0.574	0.572	0.292	0.280	0.344	1.11	0.589	0.718	0.850	0.968	0.755
ACCESS-ESM1-5_CMIP6	[-]	0.472	0.472	0.270	0.201	0.328	1.98	0.614	0.585	0.709	0.897	0.635
CESM2_BARPA	[-]	0.429	0.427	0.292	0.135	0.297	3.00	0.752	0.683	0.512	0.978	0.715
CESM2_CCAM	[-]	0.339	0.338	0.292	0.0466	0.220	1.61	0.838	0.726	0.769	0.969	0.799
CESM2_CMIP6	[-]	0.670	0.670	0.291	0.379	0.442	2.04	0.508	0.650	0.661	0.544	0.575
CMCC-ESM2_BARPA	[-]	0.385	0.383	0.292	0.0910	0.262	3.27	0.800	0.695	0.453	0.963	0.719
CMCC-ESM2_CCAM	[-]	0.515	0.512	0.292	0.221	0.331	4.13	0.675	0.666	0.299	0.911	0.624
CMCC-ESM2_CMIP6	[-]	0.669	0.669	0.291	0.377	0.519	4.87	0.549	0.505	0.158	0.440	0.381
CNRM-ESM2-1_CCAM	[-]	0.417	0.417	0.292	0.125	0.265	1.68	0.717	0.698	0.776	0.888	0.776
CNRM-ESM2-1_CMIP6	[-]	0.255	0.255	0.281	-0.0255	0.219	1.34	0.840	0.629	0.874	0.942	0.755
EC-Earth3_BARPA	[-]	0.306	0.304	0.292	0.0119	0.209	1.61	0.852	0.733	0.759	0.848	0.813
EC-Earth3_CCAM	[-]	0.358	0.356	0.292	0.0645	0.197	2.34	0.847	0.745	0.625	0.985	0.785
EC-Earth3_CMIP6	[-]	0.189	0.189	0.285	-0.0962	0.185	2.75	0.835	0.766	0.529	0.932	0.731
ERA5_BARPA	[-]	0.434	0.431	0.292	0.139	0.260	2.74	0.733	0.718	0.564	0.903	0.745
ERA5_CCAM	[-]	0.529	0.526	0.292	0.235	0.293	2.59	0.644	0.739	0.576	0.966	0.735
MPI-ESM1-2-HR_BARPA	[-]	0.240	0.239	0.292	-0.0525	0.212	2.82	0.862	0.747	0.530	0.607	0.737
MPI-ESM1-2-HR_CMIP6	[-]	0.0731	0.0731	0.297	-0.224	0.252	1.60	0.663	0.809	0.747	0.459	0.698
NorESM2-MM_BARPA	[-]	0.513	0.510	0.292	0.219	0.330	2.71	0.643	0.675	0.560	0.956	0.698
NorESM2-MM_CCAM	[-]	0.559	0.558	0.292	0.267	0.348	1.89	0.592	0.685	0.727	0.953	0.738
NorESM2-MM_CMIP6	[-]	0.737	0.737	0.291	0.446	0.497	1.52	0.434	0.642	0.803	0.507	0.572

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.0307
ACCESS-CM2_BARPA	[-]	0.117	0.117	0.0307	0.0863	0.113	1.85	0.582	0.645	0.721	0.664	0.656
ACCESS-CM2_CCAM	[-]	0.226	0.228	0.0307	0.198	0.304	1.57	0.316	0.285	0.786	0.398	0.445
ACCESS-CM2_CMIP6	[-]	0.105	0.105	0.0324	0.0727	0.129	1.02	0.494	0.398	0.876	0.804	0.588
ACCESS-ESM1-5_BARPA	[-]	0.107	0.107	0.0307	0.0762	0.107	1.41	0.626	0.634	0.806	0.674	0.680
ACCESS-ESM1-5_CCAM	[-]	0.235	0.238	0.0307	0.207	0.314	1.64	0.315	0.275	0.763	0.293	0.400
ACCESS-ESM1-5_CMIP6	[-]	0.0804	0.0804	0.0353	0.0452	0.0872	1.81	0.640	0.512	0.727	0.717	0.639
CESM2_BARPA	[-]	0.0873	0.0871	0.0307	0.0565	0.0846	1.92	0.706	0.691	0.714	0.750	0.715
CESM2_CCAM	[-]	0.0708	0.0729	0.0307	0.0422	0.0989	1.84	0.799	0.651	0.741	0.579	0.676
CESM2_CMIP6	[-]	0.0521	0.0521	0.0329	0.0192	0.0572	1.61	0.843	0.670	0.782	0.756	0.756
CMCC-ESM2_BARPA	[-]	0.0746	0.0745	0.0307	0.0439	0.0740	1.87	0.758	0.698	0.713	0.861	0.743
CMCC-ESM2_CCAM	[-]	0.263	0.268	0.0307	0.237	0.391	1.47	0.278	0.204	0.789	0.228	0.379
CMCC-ESM2_CMIP6	[-]	0.169	0.169	0.0329	0.136	0.274	1.79	0.332	0.159	0.722	0.397	0.370
CNRM-ESM2-1_CCAM	[-]	0.305	0.308	0.0307	0.278	0.419	1.54	0.221	0.191	0.780	0.261	0.360
CNRM-ESM2-1_CMIP6	[-]	0.0239	0.0239	0.0334	-0.00947	0.0505	1.82	0.867	0.705	0.724	0.913	0.790
EC-Earth3_BARPA	[-]	0.0825	0.0822	0.0307	0.0516	0.0900	1.46	0.729	0.650	0.800	0.827	0.721
EC-Earth3_CCAM	[-]	0.241	0.245	0.0307	0.215	0.354	1.60	0.321	0.231	0.767	0.228	0.381
EC-Earth3_CMIP6	[-]	0.119	0.119	0.0318	0.0868	0.190	1.71	0.498	0.297	0.743	0.663	0.520
ERA5_BARPA	[-]	0.109	0.108	0.0307	0.0775	0.110	1.50	0.621	0.618	0.789	0.688	0.667
ERA5_CCAM	[-]	0.244	0.248	0.0307	0.217	0.314	1.59	0.301	0.292	0.771	0.251	0.397
MPI-ESM1-2-HR_BARPA	[-]	0.0724	0.0725	0.0307	0.0418	0.0833	1.43	0.773	0.654	0.795	0.864	0.750
MPI-ESM1-2-HR_CMIP6	[-]	0.00973	0.00973	0.0332	-0.0234	0.0459	1.89	0.844	0.760	0.707	0.323	0.684
NorESM2-MM_BARPA	[-]	0.149	0.149	0.0307	0.118	0.151	2.58	0.466	0.544	0.568	0.738	0.573
NorESM2-MM_CCAM	[-]	0.268	0.272	0.0307	0.241	0.351	1.58	0.270	0.250	0.773	0.205	0.361
NorESM2-MM_CMIP6	[-]	0.0642	0.0642	0.0329	0.0314	0.0693	1.58	0.754	0.607	0.769	0.752	0.712

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.474
ACCESS-CM2_BARPA	[-]	0.649	0.644	0.474	0.171	0.265	0.902	0.791	0.792	0.922	0.994	0.865
ACCESS-CM2_CCAM	[-]	0.555	0.551	0.474	0.0778	0.217	0.859	0.878	0.787	0.914	0.994	0.882
ACCESS-CM2_CMIP6	[-]	0.732	0.732	0.472	0.260	0.369	0.811	0.673	0.693	0.935	0.959	0.801
ACCESS-ESM1-5_BARPA	[-]	0.554	0.550	0.474	0.0760	0.259	2.15	0.875	0.737	0.696	0.973	0.811
ACCESS-ESM1-5_CCAM	[-]	0.465	0.461	0.474	-0.0121	0.230	0.833	0.913	0.772	0.914	0.988	0.883
ACCESS-ESM1-5_CMIP6	[-]	0.728	0.728	0.488	0.240	0.422	2.76	0.694	0.654	0.583	0.987	0.721
CESM2_BARPA	[-]	0.672	0.668	0.474	0.194	0.334	1.60	0.769	0.714	0.772	0.991	0.801
CESM2_CCAM	[-]	0.371	0.367	0.474	-0.107	0.269	0.951	0.875	0.747	0.903	0.981	0.862
CESM2_CMIP6	[-]	0.866	0.866	0.480	0.386	0.506	2.60	0.578	0.644	0.578	0.863	0.663
CMCC-ESM2_BARPA	[-]	0.642	0.637	0.474	0.164	0.306	1.67	0.798	0.721	0.758	0.994	0.807
CMCC-ESM2_CCAM	[-]	0.622	0.618	0.474	0.144	0.298	0.996	0.816	0.729	0.873	0.992	0.839
CMCC-ESM2_CMIP6	[-]	0.626	0.626	0.480	0.146	0.286	1.15	0.834	0.729	0.832	0.830	0.798
CNRM-ESM2-1_CCAM	[-]	0.385	0.381	0.474	-0.0921	0.220	0.707	0.886	0.794	0.928	0.905	0.869
CNRM-ESM2-1_CMIP6	[-]	0.409	0.409	0.475	-0.0660	0.217	0.391	0.901	0.761	0.970	0.996	0.891
EC-Earth3_BARPA	[-]	0.374	0.370	0.474	-0.103	0.294	1.73	0.882	0.713	0.747	0.887	0.797
EC-Earth3_CCAM	[-]	0.273	0.271	0.474	-0.203	0.337	1.25	0.784	0.724	0.859	0.908	0.808
EC-Earth3_CMIP6	[-]	0.220	0.220	0.481	-0.261	0.354	0.738	0.710	0.727	0.933	0.880	0.803
ERA5_BARPA	[-]	0.614	0.609	0.474	0.136	0.236	1.02	0.826	0.787	0.873	0.989	0.860
ERA5_CCAM	[-]	0.504	0.501	0.474	0.0271	0.174	0.661	0.902	0.832	0.938	0.986	0.905
MPI-ESM1-2-HR_BARPA	[-]	0.480	0.476	0.474	0.00251	0.216	0.772	0.904	0.780	0.915	0.958	0.877
MPI-ESM1-2-HR_CMIP6	[-]	0.214	0.214	0.470	-0.256	0.323	0.423	0.708	0.767	0.972	0.717	0.788
NorESM2-MM_BARPA	[-]	0.755	0.750	0.474	0.276	0.360	1.99	0.696	0.748	0.705	0.965	0.775
NorESM2-MM_CCAM	[-]	0.675	0.669	0.474	0.196	0.343	1.60	0.769	0.703	0.806	0.978	0.802
NorESM2-MM_CMIP6	[-]	0.954	0.954	0.480	0.474	0.549	2.82	0.507	0.670	0.521	0.895	0.651

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.0622
ACCESS-CM2_BARPA	[-]	0.171	0.171	0.0622	0.109	0.155	0.828	0.616	0.607	0.907	0.774	0.712
ACCESS-CM2_CCAM	[-]	0.155	0.155	0.0622	0.0924	0.142	1.04	0.631	0.609	0.880	0.944	0.757
ACCESS-CM2_CMIP6	[-]	0.151	0.151	0.0623	0.0888	0.152	0.654	0.604	0.509	0.947	0.795	0.689
ACCESS-ESM1-5_BARPA	[-]	0.133	0.132	0.0622	0.0702	0.115	1.87	0.748	0.689	0.737	0.786	0.734
ACCESS-ESM1-5_CCAM	[-]	0.119	0.118	0.0622	0.0562	0.101	1.16	0.748	0.695	0.855	0.933	0.794
ACCESS-ESM1-5_CMIP6	[-]	0.181	0.181	0.0654	0.116	0.162	1.72	0.526	0.550	0.754	0.772	0.635
CESM2_BARPA	[-]	0.143	0.143	0.0622	0.0807	0.121	1.75	0.727	0.693	0.733	0.712	0.708
CESM2_CCAM	[-]	0.0785	0.0783	0.0622	0.0161	0.0824	0.987	0.892	0.726	0.897	0.972	0.859
CESM2_CMIP6	[-]	0.166	0.166	0.0646	0.101	0.144	0.844	0.634	0.600	0.901	0.638	0.689
CMCC-ESM2_BARPA	[-]	0.157	0.157	0.0622	0.0947	0.142	1.92	0.679	0.640	0.693	0.707	0.682
CMCC-ESM2_CCAM	[-]	0.168	0.168	0.0622	0.106	0.150	1.64	0.626	0.624	0.751	0.756	0.691
CMCC-ESM2_CMIP6	[-]	0.0917	0.0917	0.0646	0.0272	0.0870	1.90	0.820	0.657	0.692	0.957	0.778
CNRM-ESM2-1_CCAM	[-]	0.129	0.129	0.0622	0.0663	0.116	1.36	0.707	0.653	0.807	0.926	0.771
CNRM-ESM2-1_CMIP6	[-]	0.0441	0.0441	0.0591	-0.0150	0.0558	0.792	0.916	0.782	0.915	0.914	0.877
EC-Earth3_BARPA	[-]	0.0770	0.0769	0.0622	0.0147	0.0784	1.98	0.905	0.742	0.699	0.981	0.823
EC-Earth3_CCAM	[-]	0.0654	0.0655	0.0622	0.00321	0.0860	1.65	0.843	0.705	0.762	0.707	0.774
EC-Earth3_CMIP6	[-]	0.0270	0.0270	0.0633	-0.0363	0.0815	1.64	0.842	0.721	0.757	0.508	0.717
ERA5_BARPA	[-]	0.163	0.162	0.0622	0.0999	0.133	1.16	0.658	0.680	0.841	0.715	0.722
ERA5_CCAM	[-]	0.131	0.131	0.0622	0.0685	0.0995	1.09	0.718	0.719	0.854	0.927	0.793
MPI-ESM1-2-HR_BARPA	[-]	0.0943	0.0941	0.0622	0.0318	0.0769	1.12	0.870	0.756	0.853	0.921	0.847
MPI-ESM1-2-HR_CMIP6	[-]	0.0162	0.0162	0.0632	-0.0470	0.0790	1.72	0.831	0.760	0.730	0.403	0.699
NorESM2-MM_BARPA	[-]	0.220	0.220	0.0622	0.158	0.212	1.36	0.498	0.525	0.822	0.689	0.619
NorESM2-MM_CCAM	[-]	0.222	0.221	0.0622	0.159	0.209	1.13	0.507	0.559	0.871	0.625	0.641
NorESM2-MM_CMIP6	[-]	0.255	0.255	0.0646	0.191	0.252	1.10	0.429	0.446	0.865	0.401	0.535

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.783
ACCESS-CM2_BARPA	[-]	0.901	0.902	0.783	0.119	0.336	1.98	0.849	0.769	0.711	0.842	0.776
ACCESS-CM2_CCAM	[-]	0.770	0.780	0.783	-0.00341	0.257	1.71	0.906	0.802	0.773	0.993	0.843
ACCESS-CM2_CMIP6	[-]	0.975	0.975	0.741	0.234	0.402	1.71	0.766	0.697	0.784	0.832	0.706
ACCESS-ESM1-5_BARPA	[-]	0.832	0.834	0.783	0.0506	0.324	2.51	0.877	0.759	0.603	0.878	0.778
ACCESS-ESM1-5_CCAM	[-]	0.805	0.814	0.783	0.0308	0.295	2.12	0.891	0.778	0.682	0.973	0.814
ACCESS-ESM1-5_CMIP6	[-]	1.05	1.05	0.758	0.292	0.456	3.21	0.714	0.675	0.467	0.985	0.629
CESM2_BARPA	[-]	0.985	0.988	0.783	0.205	0.419	2.48	0.811	0.726	0.620	0.840	0.740
CESM2_CCAM	[-]	0.711	0.726	0.783	-0.0575	0.365	1.57	0.866	0.738	0.782	0.877	0.798
CESM2_CMIP6	[-]	1.33	1.33	0.758	0.574	0.667	3.09	0.525	0.686	0.519	0.992	0.676
CMCC-ESM2_BARPA	[-]	0.921	0.924	0.783	0.141	0.363	2.26	0.853	0.744	0.640	0.845	0.765
CMCC-ESM2_CCAM	[-]	0.963	0.975	0.783	0.192	0.353	2.29	0.827	0.764	0.622	0.955	0.770
CMCC-ESM2_CMIP6	[-]	1.09	1.09	0.758	0.337	0.448	2.19	0.691	0.742	0.662	0.959	0.715
CNRM-ESM2-1_CCAM	[-]	0.650	0.662	0.783	-0.122	0.306	1.87	0.849	0.790	0.706	0.943	0.807
CNRM-ESM2-1_CMIP6	[-]	0.848	0.848	0.836	0.0115	0.368	1.14	0.796	0.723	0.844	0.897	0.794
EC-Earth3_BARPA	[-]	0.677	0.676	0.783	-0.107	0.290	1.74	0.873	0.789	0.741	0.927	0.827
EC-Earth3_CCAM	[-]	0.656	0.662	0.783	-0.122	0.305	1.52	0.866	0.784	0.774	0.988	0.831
EC-Earth3_CMIP6	[-]	0.668	0.668	0.777	-0.109	0.316	2.35	0.810	0.771	0.628	0.775	0.752
ERA5_BARPA	[-]	0.911	0.912	0.783	0.129	0.284	2.09	0.871	0.802	0.679	0.915	0.808
ERA5_CCAM	[-]	0.784	0.792	0.783	0.00834	0.227	1.96	0.901	0.831	0.695	0.976	0.842
MPI-ESM1-2-HR_BARPA	[-]	0.746	0.747	0.783	-0.0368	0.332	1.29	0.887	0.759	0.807	0.900	0.830
MPI-ESM1-2-HR_CMIP6	[-]	0.570	0.570	0.798	-0.228	0.360	0.373	0.754	0.772	0.969	0.907	0.760
NorESM2-MM_BARPA	[-]	1.02	1.03	0.783	0.242	0.403	2.30	0.796	0.753	0.653	0.816	0.735
NorESM2-MM_CCAM	[-]	0.947	0.963	0.783	0.179	0.355	2.18	0.825	0.766	0.661	0.909	0.755
NorESM2-MM_CMIP6	[-]	1.43	1.43	0.758	0.673	0.735	1.87	0.471	0.724	0.711	0.923	0.656

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.351
ACCESS-CM2_BARPA	[-]	0.507	0.508	0.351	0.158	0.241	0.700	0.789	0.772	0.927	0.965	0.850
ACCESS-CM2_CCAM	[-]	0.365	0.365	0.351	0.0144	0.157	0.762	0.937	0.801	0.926	0.955	0.892
ACCESS-CM2_CMIP6	[-]	0.394	0.394	0.343	0.0515	0.187	0.712	0.878	0.741	0.918	0.969	0.855
ACCESS-ESM1-5_BARPA	[-]	0.449	0.449	0.351	0.0988	0.214	1.35	0.853	0.761	0.815	0.990	0.826
ACCESS-ESM1-5_CCAM	[-]	0.312	0.313	0.351	-0.0379	0.169	0.524	0.923	0.801	0.951	0.985	0.907
ACCESS-ESM1-5_CMIP6	[-]	0.358	0.358	0.351	0.00744	0.337	2.64	0.839	0.589	0.571	0.960	0.680
CESM2_BARPA	[-]	0.551	0.552	0.351	0.202	0.299	1.07	0.735	0.729	0.854	0.981	0.785
CESM2_CCAM	[-]	0.450	0.452	0.351	0.101	0.294	0.782	0.870	0.678	0.925	0.850	0.830
CESM2_CMIP6	[-]	0.517	0.517	0.354	0.163	0.295	1.13	0.749	0.682	0.846	0.987	0.747
CMCC-ESM2_BARPA	[-]	0.480	0.481	0.351	0.131	0.217	1.25	0.812	0.777	0.836	0.985	0.804
CMCC-ESM2_CCAM	[-]	0.439	0.439	0.351	0.0883	0.220	1.03	0.849	0.758	0.877	0.981	0.845
CMCC-ESM2_CMIP6	[-]	0.414	0.414	0.354	0.0602	0.200	0.895	0.892	0.727	0.904	0.988	0.861
CNRM-ESM2-1_CCAM	[-]	0.372	0.373	0.351	0.0220	0.159	0.797	0.923	0.800	0.932	0.994	0.897
CNRM-ESM2-1_CMIP6	[-]	0.317	0.317	0.325	-0.00838	0.215	0.771	0.875	0.711	0.949	0.925	0.858
EC-Earth3_BARPA	[-]	0.373	0.375	0.351	0.0240	0.179	1.25	0.945	0.771	0.826	0.997	0.856
EC-Earth3_CCAM	[-]	0.289	0.290	0.351	-0.0604	0.180	0.828	0.908	0.783	0.909	0.990	0.869
EC-Earth3_CMIP6	[-]	0.226	0.226	0.348	-0.123	0.212	0.959	0.815	0.756	0.880	0.983	0.829
ERA5_BARPA	[-]	0.550	0.551	0.351	0.200	0.251	1.04	0.736	0.797	0.856	0.990	0.826
ERA5_CCAM	[-]	0.353	0.354	0.351	0.00341	0.124	0.465	0.941	0.842	0.958	0.986	0.920
MPI-ESM1-2-HR_BARPA	[-]	0.436	0.435	0.351	0.0848	0.198	0.682	0.871	0.773	0.925	0.981	0.871
MPI-ESM1-2-HR_CMIP6	[-]	0.153	0.153	0.350	-0.197	0.272	0.347	0.735	0.757	0.974	0.572	0.738
NorESM2-MM_BARPA	[-]	0.606	0.607	0.351	0.257	0.335	1.31	0.679	0.729	0.811	0.957	0.749
NorESM2-MM_CCAM	[-]	0.498	0.498	0.351	0.148	0.253	0.961	0.789	0.751	0.901	0.984	0.825
NorESM2-MM_CMIP6	[-]	0.619	0.619	0.354	0.265	0.359	1.38	0.634	0.677	0.818	0.975	0.716

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.171
ACCESS-CM2_BARPA	[-]	0.279	0.278	0.171	0.107	0.226	1.22	0.725	0.620	0.884	0.972	0.780
ACCESS-CM2_CCAM	[-]	0.363	0.369	0.171	0.198	0.398	1.33	0.575	0.440	0.869	0.919	0.672
ACCESS-CM2_CMIP6	[-]	0.174	0.174	0.159	0.0154	0.174	0.592	0.868	0.586	0.962	0.979	0.820
ACCESS-ESM1-5_BARPA	[-]	0.292	0.289	0.171	0.118	0.230	0.570	0.696	0.618	0.951	0.966	0.787
ACCESS-ESM1-5_CCAM	[-]	0.440	0.446	0.171	0.276	0.488	1.02	0.475	0.379	0.897	0.821	0.614
ACCESS-ESM1-5_CMIP6	[-]	0.120	0.120	0.110	0.00997	0.126	0.245	0.922	0.620	0.984	0.890	0.828
CESM2_BARPA	[-]	0.251	0.250	0.171	0.0791	0.190	0.848	0.760	0.680	0.912	0.943	0.808
CESM2_CCAM	[-]	0.396	0.402	0.171	0.231	0.460	1.37	0.519	0.380	0.844	0.835	0.615
CESM2_CMIP6	[-]	0.103	0.103	0.124	-0.0210	0.102	0.764	0.916	0.716	0.926	0.983	0.866
CMCC-ESM2_BARPA	[-]	0.226	0.224	0.171	0.0535	0.170	0.739	0.787	0.689	0.927	0.934	0.818
CMCC-ESM2_CCAM	[-]	0.567	0.573	0.171	0.402	0.689	0.761	0.363	0.277	0.928	0.805	0.558
CMCC-ESM2_CMIP6	[-]	0.286	0.286	0.124	0.162	0.314	0.433	0.599	0.422	0.960	0.597	0.620
CNRM-ESM2-1_CCAM	[-]	0.398	0.396	0.171	0.225	0.426	0.943	0.537	0.426	0.898	0.810	0.641
CNRM-ESM2-1_CMIP6	[-]	0.0161	0.0161	0.0943	-0.0782	0.131	2.01	0.735	0.636	0.659	0.212	0.569
EC-Earth3_BARPA	[-]	0.242	0.242	0.171	0.0712	0.239	1.07	0.691	0.590	0.899	0.535	0.669
EC-Earth3_CCAM	[-]	0.516	0.522	0.171	0.351	0.642	1.02	0.400	0.289	0.889	0.638	0.525
EC-Earth3_CMIP6	[-]	0.313	0.313	0.156	0.157	0.380	0.851	0.566	0.338	0.935	0.952	0.658
ERA5_BARPA	[-]	0.278	0.276	0.171	0.105	0.199	0.712	0.710	0.662	0.939	0.946	0.797
ERA5_CCAM	[-]	0.491	0.499	0.171	0.328	0.522	0.778	0.426	0.371	0.930	0.869	0.618
MPI-ESM1-2-HR_BARPA	[-]	0.231	0.231	0.171	0.0603	0.193	0.548	0.777	0.634	0.953	0.899	0.795
MPI-ESM1-2-HR_CMIP6	[-]	0.0311	0.0311	0.150	-0.119	0.218	0.916	0.650	0.616	0.915	0.365	0.634
NorESM2-MM_BARPA	[-]	0.311	0.307	0.171	0.136	0.235	0.912	0.649	0.640	0.907	0.876	0.754
NorESM2-MM_CCAM	[-]	0.585	0.591	0.171	0.420	0.614	0.827	0.345	0.338	0.913	0.891	0.590
NorESM2-MM_CMIP6	[-]	0.145	0.145	0.124	0.0203	0.121	1.32	0.856	0.700	0.851	0.800	0.790

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Model Period Mean (complement) [d]	Benchmark Period Mean (complement) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.611
ACCESS-CM2_BARPA	[-]	0.687	0.688	0.605		1.03	0.0831	0.307	1.77	0.813	0.728	0.743	0.974	0.797
ACCESS-CM2_CCAM	[-]	0.730	0.729	0.583		1.26	0.146	0.472	1.82	0.636	0.651	0.733	0.760	0.686
ACCESS-CM2_CMIP6	[-]	0.758	0.753	0.587	0.972		0.168	0.359	1.76	0.728	0.646	0.745	0.966	0.746
ACCESS-ESM1-5_BARPA	[-]	0.619	0.619	0.605		1.03	0.0145	0.297	1.86	0.820	0.743	0.726	0.968	0.800
ACCESS-ESM1-5_CCAM	[-]	0.768	0.768	0.583		1.26	0.184	0.466	1.88	0.658	0.648	0.720	0.869	0.709
ACCESS-ESM1-5_CMIP6	[-]	0.907	0.910	0.598	0.807		0.312	0.494	1.90	0.639	0.596	0.716	0.938	0.697
CESM2_BARPA	[-]	0.768	0.767	0.605		1.03	0.162	0.381	1.71	0.758	0.701	0.756	0.961	0.775
CESM2_CCAM	[-]	0.899	0.898	0.583		1.26	0.314	0.509	1.77	0.652	0.663	0.746	0.899	0.725
CESM2_CMIP6	[-]	1.04	1.03	0.593	1.19		0.440	0.617	1.68	0.543	0.597	0.760	0.906	0.680
CMCC-ESM2_BARPA	[-]	0.730	0.731	0.605		1.03	0.126	0.350	1.82	0.778	0.718	0.732	0.963	0.782
CMCC-ESM2_CCAM	[-]	0.858	0.856	0.583		1.26	0.273	0.551	1.98	0.579	0.646	0.705	0.740	0.663
CMCC-ESM2_CMIP6	[-]	0.905	0.904	0.593	0.917		0.311	0.504	1.89	0.623	0.610	0.720	0.915	0.695
CNRM-ESM2-1_CCAM	[-]	0.780	0.779	0.583		1.26	0.196	0.468	1.98	0.655	0.646	0.705	0.848	0.700
CNRM-ESM2-1_CMIP6	[-]	0.465	0.475	0.601	0.0755		-0.127	0.268	1.78	0.825	0.762	0.740	0.976	0.813
EC-Earth3_BARPA	[-]	0.601	0.601	0.605		1.03	-0.00399	0.325	1.71	0.813	0.730	0.755	0.898	0.785
EC-Earth3_CCAM	[-]	0.811	0.810	0.583		1.26	0.227	0.563	1.81	0.599	0.642	0.737	0.733	0.670
EC-Earth3_CMIP6	[-]	0.501	0.504	0.589	0.362		-0.0853	0.275	1.76	0.840	0.727	0.742	0.968	0.801
ERA5_BARPA	[-]	0.650	0.651	0.605		1.03	0.0456	0.247	1.48	0.833	0.778	0.787	0.966	0.828
ERA5_CCAM	[-]	0.824	0.823	0.583		1.26	0.240	0.476	1.54	0.608	0.705	0.780	0.769	0.713
MPI-ESM1-2-HR_BARPA	[-]	0.686	0.686	0.605		1.03	0.0813	0.354	1.68	0.779	0.707	0.755	0.953	0.780
MPI-ESM1-2-HR_CMIP6	[-]	0.858	0.847	0.600	1.27		0.247	0.680	1.75	0.577	0.568	0.743	0.747	0.641
NorESM2-MM_BARPA	[-]	0.813	0.812	0.605		1.03	0.207	0.407	1.88	0.700	0.681	0.725	0.947	0.747
NorESM2-MM_CCAM	[-]	0.923	0.922	0.583		1.26	0.339	0.587	1.85	0.556	0.645	0.731	0.765	0.668
NorESM2-MM_CMIP6	[-]	0.983	0.979	0.593	1.10		0.386	0.545	1.74	0.557	0.635	0.749	0.906	0.696

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Model Period Mean (complement) [d]	Benchmark Period Mean (complement) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.256
ACCESS-CM2_BARPA	[-]	0.340	0.340	0.257		0.181	0.0824	0.278	2.19	0.821	0.705	0.662	0.937	0.766
ACCESS-CM2_CCAM	[-]	0.739	0.740	0.257		0.181	0.482	0.640	2.41	0.467	0.539	0.621	0.838	0.601
ACCESS-CM2_CMIP6	[-]	0.500	0.500	0.256			0.244	0.402	2.18	0.639	0.580	0.672	0.649	0.624
ACCESS-ESM1-5_BARPA	[-]	0.264	0.264	0.257		0.181	0.00649	0.250	1.96	0.848	0.730	0.702	0.929	0.788
ACCESS-ESM1-5_CCAM	[-]	0.736	0.737	0.257		0.181	0.480	0.653	2.17	0.466	0.515	0.664	0.837	0.599
ACCESS-ESM1-5_CMIP6	[-]	0.580	0.588	0.261	0.439		0.327	0.534	1.96	0.578	0.512	0.696	0.615	0.582
CESM2_BARPA	[-]	0.447	0.446	0.257		0.181	0.189	0.387	1.94	0.714	0.657	0.717	0.865	0.722
CESM2_CCAM	[-]	0.736	0.736	0.257		0.181	0.478	0.647	2.25	0.468	0.564	0.656	0.761	0.602
CESM2_CMIP6	[-]	0.735	0.726	0.257	0.951		0.469	0.672	2.09	0.404	0.517	0.677	0.667	0.556
CMCC-ESM2_BARPA	[-]	0.393	0.392	0.257		0.181	0.135	0.326	1.88	0.771	0.705	0.718	0.837	0.747
CMCC-ESM2_CCAM	[-]	0.890	0.890	0.257		0.181	0.633	0.768	2.16	0.378	0.543	0.670	0.812	0.589
CMCC-ESM2_CMIP6	[-]	0.644	0.647	0.257	0.575		0.389	0.559	1.87	0.488	0.526	0.719	0.757	0.603
CNRM-ESM2-1_CCAM	[-]	0.772	0.774	0.257		0.181	0.516	0.704	2.28	0.453	0.496	0.646	0.708	0.560
CNRM-ESM2-1_CMIP6	[-]	0.127	0.130	0.258	0.0757		-0.127	0.226	1.96	0.794	0.745	0.704	0.909	0.779
EC-Earth3_BARPA	[-]	0.365	0.366	0.257		0.181	0.108	0.302	1.77	0.782	0.678	0.741	0.931	0.762
EC-Earth3_CCAM	[-]	0.911	0.913	0.257		0.181	0.656	0.832	2.12	0.370	0.490	0.679	0.732	0.552
EC-Earth3_CMIP6	[-]	0.279	0.282	0.258	0.199		0.0233	0.254	1.74	0.849	0.675	0.743	0.947	0.778
ERA5_BARPA	[-]	0.343	0.343	0.257		0.181	0.0855	0.256	1.82	0.819	0.733	0.724	0.926	0.787
ERA5_CCAM	[-]	0.852	0.853	0.257		0.181	0.596	0.709	2.02	0.401	0.576	0.699	0.770	0.604
MPI-ESM1-2-HR_BARPA	[-]	0.449	0.450	0.257		0.181	0.192	0.401	1.92	0.685	0.614	0.711	0.904	0.706
MPI-ESM1-2-HR_CMIP6	[-]	0.956	0.941	0.258	1.32		0.683	1.07	2.16	0.328	0.327	0.667	0.488	0.427
NorESM2-MM_BARPA	[-]	0.482	0.480	0.257		0.181	0.223	0.401	2.23	0.670	0.654	0.658	0.857	0.699
NorESM2-MM_CCAM	[-]	0.973	0.976	0.257		0.181	0.719	0.831	2.23	0.331	0.548	0.651	0.829	0.582
NorESM2-MM_CMIP6	[-]	0.609	0.603	0.257	0.765		0.345	0.538	2.00	0.471	0.585	0.697	0.734	0.614

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.296
ACCESS-CM2_BARPA	[-]	0.445	0.443	0.296	0.147	0.232	0.594	0.770	0.744	0.953	0.969	0.836
ACCESS-CM2_CCAM	[-]	0.429	0.428	0.296	0.132	0.230	0.580	0.790	0.732	0.952	0.985	0.838
ACCESS-CM2_CMIP6	[-]	0.528	0.528	0.307	0.221	0.367	0.676	0.653	0.576	0.955	0.949	0.742
ACCESS-ESM1-5_BARPA	[-]	0.389	0.388	0.296	0.0919	0.187	0.867	0.837	0.773	0.918	0.928	0.846
ACCESS-ESM1-5_CCAM	[-]	0.446	0.446	0.296	0.150	0.250	0.660	0.763	0.736	0.946	0.956	0.827
ACCESS-ESM1-5_CMIP6	[-]	0.519	0.519	0.295	0.224	0.326	1.24	0.633	0.642	0.813	0.951	0.736
CESM2_BARPA	[-]	0.419	0.417	0.296	0.121	0.203	0.546	0.809	0.777	0.951	0.992	0.861
CESM2_CCAM	[-]	0.246	0.246	0.296	-0.0504	0.187	0.643	0.886	0.764	0.934	0.693	0.808
CESM2_CMIP6	[-]	0.536	0.536	0.299	0.237	0.316	0.539	0.659	0.699	0.943	0.733	0.747
CMCC-ESM2_BARPA	[-]	0.376	0.375	0.296	0.0791	0.177	0.659	0.865	0.777	0.941	0.990	0.870
CMCC-ESM2_CCAM	[-]	0.456	0.455	0.296	0.159	0.261	1.73	0.759	0.724	0.737	0.987	0.786
CMCC-ESM2_CMIP6	[-]	0.464	0.464	0.299	0.165	0.320	3.45	0.759	0.620	0.419	0.729	0.629
CNRM-ESM2-1_CCAM	[-]	0.338	0.337	0.296	0.0410	0.192	0.876	0.859	0.760	0.907	0.823	0.822
CNRM-ESM2-1_CMIP6	[-]	0.266	0.266	0.290	-0.0235	0.176	0.482	0.897	0.730	0.968	0.988	0.863
EC-Earth3_BARPA	[-]	0.232	0.232	0.296	-0.0638	0.202	0.676	0.885	0.752	0.950	0.622	0.792
EC-Earth3_CCAM	[-]	0.228	0.228	0.296	-0.0684	0.225	1.07	0.862	0.734	0.859	0.870	0.812
EC-Earth3_CMIP6	[-]	0.0993	0.0993	0.299	-0.200	0.275	1.05	0.727	0.734	0.877	0.444	0.703
ERA5_BARPA	[-]	0.427	0.426	0.296	0.130	0.186	0.632	0.792	0.805	0.929	0.982	0.863
ERA5_CCAM	[-]	0.453	0.452	0.296	0.156	0.209	0.844	0.760	0.805	0.884	0.989	0.849
MPI-ESM1-2-HR_BARPA	[-]	0.230	0.228	0.296	-0.0675	0.182	0.745	0.900	0.774	0.941	0.741	0.826
MPI-ESM1-2-HR_CMIP6	[-]	0.0841	0.0841	0.303	-0.218	0.277	0.798	0.690	0.753	0.940	0.398	0.707
NorESM2-MM_BARPA	[-]	0.547	0.544	0.296	0.248	0.328	0.874	0.655	0.696	0.923	0.967	0.787
NorESM2-MM_CCAM	[-]	0.539	0.537	0.296	0.241	0.309	0.789	0.659	0.731	0.933	0.987	0.808
NorESM2-MM_CMIP6	[-]	0.687	0.687	0.299	0.388	0.453	0.888	0.504	0.654	0.912	0.641	0.673

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.191
ACCESS-CM2_BARPA	[-]	0.377	0.375	0.191	0.185	0.242	1.68	0.648	0.716	0.758	0.979	0.763
ACCESS-CM2_CCAM	[-]	0.371	0.370	0.191	0.179	0.240	1.46	0.655	0.702	0.794	0.979	0.766
ACCESS-CM2_CMIP6	[-]	0.388	0.388	0.234	0.155	0.270	0.816	0.633	0.578	0.915	0.964	0.733
ACCESS-ESM1-5_BARPA	[-]	0.382	0.380	0.191	0.189	0.237	2.24	0.649	0.750	0.668	0.950	0.754
ACCESS-ESM1-5_CCAM	[-]	0.492	0.490	0.191	0.299	0.345	1.22	0.508	0.689	0.833	0.892	0.722
ACCESS-ESM1-5_CMIP6	[-]	0.350	0.350	0.176	0.175	0.268	1.13	0.583	0.584	0.886	0.820	0.691
CESM2_BARPA	[-]	0.359	0.357	0.191	0.166	0.248	2.61	0.689	0.700	0.583	0.911	0.716
CESM2_CCAM	[-]	0.282	0.282	0.191	0.0908	0.201	1.68	0.822	0.702	0.754	0.920	0.780
CESM2_CMIP6	[-]	0.455	0.455	0.187	0.269	0.326	2.38	0.537	0.642	0.603	0.416	0.568
CMCC-ESM2_BARPA	[-]	0.315	0.312	0.191	0.121	0.203	2.84	0.752	0.714	0.525	0.977	0.737
CMCC-ESM2_CCAM	[-]	0.392	0.391	0.191	0.200	0.277	4.08	0.645	0.663	0.312	0.830	0.623
CMCC-ESM2_CMIP6	[-]	0.441	0.441	0.187	0.254	0.382	4.45	0.602	0.494	0.224	0.280	0.419
CNRM-ESM2-1_CCAM	[-]	0.383	0.383	0.191	0.192	0.268	1.95	0.641	0.663	0.724	0.969	0.732
CNRM-ESM2-1_CMIP6	[-]	0.181	0.181	0.184	-0.00316	0.197	1.39	0.843	0.587	0.866	0.842	0.745
EC-Earth3_BARPA	[-]	0.261	0.259	0.191	0.0679	0.159	1.54	0.842	0.737	0.774	0.987	0.816
EC-Earth3_CCAM	[-]	0.268	0.268	0.191	0.0769	0.160	2.85	0.832	0.739	0.532	0.983	0.765
EC-Earth3_CMIP6	[-]	0.121	0.121	0.182	-0.0615	0.112	2.55	0.851	0.796	0.565	0.970	0.796
ERA5_BARPA	[-]	0.378	0.375	0.191	0.184	0.244	2.49	0.649	0.714	0.609	0.977	0.732
ERA5_CCAM	[-]	0.426	0.425	0.191	0.234	0.282	3.32	0.588	0.712	0.449	0.907	0.674
MPI-ESM1-2-HR_BARPA	[-]	0.215	0.214	0.191	0.0236	0.146	2.82	0.899	0.754	0.531	0.918	0.771
MPI-ESM1-2-HR_CMIP6	[-]	0.0293	0.0293	0.197	-0.167	0.185	1.97	0.676	0.821	0.682	0.125	0.625
NorESM2-MM_BARPA	[-]	0.452	0.449	0.191	0.258	0.322	2.66	0.552	0.657	0.572	0.951	0.678
NorESM2-MM_CCAM	[-]	0.503	0.501	0.191	0.310	0.367	1.95	0.492	0.645	0.715	0.929	0.685
NorESM2-MM_CMIP6	[-]	0.514	0.514	0.187	0.327	0.374	1.49	0.448	0.622	0.796	0.383	0.574

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.509
ACCESS-CM2_BARPA	[-]	0.496	0.499	0.509	-0.0105	0.280	2.13	0.911	0.742	0.666	0.949	0.802
ACCESS-CM2_CCAM	[-]	0.604	0.605	0.509	0.0962	0.241	0.638	0.874	0.798	0.941	0.947	0.871
ACCESS-CM2_CMIP6	[-]	0.666	0.666	0.484	0.182	0.261	0.515	0.768	0.763	0.966	0.785	0.809
ACCESS-ESM1-5_BARPA	[-]	0.481	0.482	0.509	-0.0268	0.295	2.83	0.912	0.729	0.543	0.948	0.772
ACCESS-ESM1-5_CCAM	[-]	0.748	0.749	0.509	0.240	0.340	0.873	0.763	0.780	0.887	0.615	0.765
ACCESS-ESM1-5_CMIP6	[-]	0.763	0.763	0.497	0.265	0.473	4.03	0.689	0.589	0.285	0.423	0.515
CESM2_BARPA	[-]	0.576	0.577	0.509	0.0680	0.402	3.83	0.887	0.647	0.359	0.907	0.689
CESM2_CCAM	[-]	0.459	0.460	0.509	-0.0487	0.261	1.45	0.872	0.779	0.802	0.700	0.786
CESM2_CMIP6	[-]	1.10	1.10	0.502	0.602	0.677	1.35	0.448	0.667	0.778	0.378	0.587
CMCC-ESM2_BARPA	[-]	0.534	0.535	0.509	0.0254	0.390	4.21	0.905	0.652	0.297	0.919	0.685
CMCC-ESM2_CCAM	[-]	0.774	0.775	0.509	0.265	0.448	4.25	0.740	0.673	0.271	0.763	0.624
CMCC-ESM2_CMIP6	[-]	1.13	1.13	0.502	0.626	0.793	5.72	0.442	0.529	0.0233	0.201	0.345
CNRM-ESM2-1_CCAM	[-]	0.489	0.491	0.509	-0.0178	0.259	1.12	0.881	0.772	0.887	0.773	0.817
CNRM-ESM2-1_CMIP6	[-]	0.429	0.429	0.507	-0.0780	0.270	1.23	0.833	0.726	0.895	0.314	0.699
EC-Earth3_BARPA	[-]	0.401	0.400	0.509	-0.109	0.316	1.77	0.875	0.723	0.725	0.977	0.805
EC-Earth3_CCAM	[-]	0.548	0.547	0.509	0.0379	0.275	1.25	0.878	0.758	0.825	0.713	0.786
EC-Earth3_CMIP6	[-]	0.334	0.334	0.504	-0.170	0.340	3.18	0.802	0.702	0.451	0.531	0.638
ERA5_BARPA	[-]	0.553	0.552	0.509	0.0428	0.296	3.28	0.914	0.726	0.468	0.991	0.765
ERA5_CCAM	[-]	0.745	0.746	0.509	0.237	0.318	1.03	0.764	0.798	0.849	0.823	0.807
MPI-ESM1-2-HR_BARPA	[-]	0.292	0.292	0.509	-0.217	0.355	2.81	0.783	0.733	0.527	0.946	0.744
MPI-ESM1-2-HR_CMIP6	[-]	0.163	0.163	0.503	-0.341	0.389	0.839	0.637	0.785	0.880	0.985	0.814
NorESM2-MM_BARPA	[-]	0.640	0.643	0.509	0.134	0.347	2.80	0.839	0.712	0.534	0.753	0.710
NorESM2-MM_CCAM	[-]	0.678	0.682	0.509	0.173	0.306	1.76	0.808	0.772	0.754	0.838	0.789
NorESM2-MM_CMIP6	[-]	1.19	1.19	0.502	0.685	0.744	1.57	0.404	0.681	0.817	0.253	0.567

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.0431
ACCESS-CM2_BARPA	[-]	0.150	0.149	0.0431	0.106	0.134	1.65	0.564	0.650	0.769	0.698	0.666
ACCESS-CM2_CCAM	[-]	0.185	0.187	0.0431	0.144	0.215	1.70	0.443	0.440	0.765	0.754	0.568
ACCESS-CM2_CMIP6	[-]	0.127	0.127	0.0497	0.0773	0.128	0.899	0.511	0.447	0.904	0.914	0.645
ACCESS-ESM1-5_BARPA	[-]	0.142	0.142	0.0431	0.0985	0.130	1.62	0.589	0.638	0.773	0.727	0.673
ACCESS-ESM1-5_CCAM	[-]	0.253	0.254	0.0431	0.211	0.304	1.81	0.333	0.336	0.736	0.499	0.448
ACCESS-ESM1-5_CMIP6	[-]	0.114	0.114	0.0568	0.0569	0.107	2.20	0.652	0.542	0.657	0.709	0.620
CESM2_BARPA	[-]	0.126	0.126	0.0431	0.0824	0.118	2.29	0.630	0.642	0.647	0.822	0.677
CESM2_CCAM	[-]	0.0953	0.0965	0.0431	0.0533	0.110	1.56	0.760	0.638	0.795	0.831	0.732
CESM2_CMIP6	[-]	0.0901	0.0901	0.0500	0.0402	0.0826	1.72	0.762	0.634	0.768	0.796	0.719
CMCC-ESM2_BARPA	[-]	0.0960	0.0954	0.0431	0.0523	0.0912	2.52	0.754	0.679	0.591	0.890	0.719
CMCC-ESM2_CCAM	[-]	0.206	0.209	0.0431	0.166	0.269	1.84	0.416	0.355	0.721	0.564	0.482
CMCC-ESM2_CMIP6	[-]	0.166	0.166	0.0500	0.116	0.232	2.17	0.477	0.265	0.639	0.423	0.414
CNRM-ESM2-1_CCAM	[-]	0.248	0.251	0.0431	0.208	0.311	1.82	0.337	0.316	0.736	0.522	0.445
CNRM-ESM2-1_CMIP6	[-]	0.0507	0.0507	0.0536	-0.00296	0.0818	1.78	0.871	0.637	0.743	0.927	0.763
EC-Earth3_BARPA	[-]	0.103	0.103	0.0431	0.0595	0.101	1.57	0.712	0.660	0.785	0.900	0.743
EC-Earth3_CCAM	[-]	0.212	0.214	0.0431	0.171	0.281	1.94	0.438	0.349	0.699	0.430	0.453
EC-Earth3_CMIP6	[-]	0.0932	0.0932	0.0477	0.0455	0.133	1.87	0.700	0.473	0.709	0.873	0.646
ERA5_BARPA	[-]	0.141	0.139	0.0431	0.0961	0.133	1.76	0.599	0.614	0.741	0.742	0.662
ERA5_CCAM	[-]	0.248	0.249	0.0431	0.206	0.287	1.85	0.348	0.376	0.714	0.453	0.453
MPI-ESM1-2-HR_BARPA	[-]	0.0928	0.0927	0.0431	0.0496	0.0990	1.70	0.768	0.654	0.743	0.902	0.744
MPI-ESM1-2-HR_CMIP6	[-]	0.00931	0.00931	0.0509	-0.0416	0.0592	2.49	0.808	0.784	0.608	0.184	0.634
NorESM2-MM_BARPA	[-]	0.178	0.177	0.0431	0.133	0.167	2.57	0.459	0.570	0.578	0.790	0.593
NorESM2-MM_CCAM	[-]	0.316	0.317	0.0431	0.274	0.392	1.75	0.251	0.249	0.726	0.333	0.362
NorESM2-MM_CMIP6	[-]	0.0997	0.0997	0.0500	0.0498	0.0942	1.80	0.697	0.587	0.747	0.782	0.680

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.0223
ACCESS-CM2_BARPA	[-]	0.0959	0.0956	0.0223	0.0733	0.0983	1.98	0.595	0.641	0.689	0.661	0.645
ACCESS-CM2_CCAM	[-]	0.253	0.256	0.0223	0.234	0.363	1.47	0.231	0.180	0.800	0.0977	0.298
ACCESS-CM2_CMIP6	[-]	0.0909	0.0909	0.0212	0.0697	0.129	1.10	0.484	0.366	0.859	0.192	0.453
ACCESS-ESM1-5_BARPA	[-]	0.0839	0.0836	0.0223	0.0613	0.0909	1.27	0.651	0.632	0.829	0.622	0.673
ACCESS-ESM1-5_CCAM	[-]	0.224	0.227	0.0223	0.205	0.320	1.53	0.302	0.234	0.781	0.0647	0.323
ACCESS-ESM1-5_CMIP6	[-]	0.0586	0.0586	0.0211	0.0374	0.0744	1.56	0.633	0.492	0.773	0.740	0.626
CESM2_BARPA	[-]	0.0614	0.0615	0.0223	0.0391	0.0621	1.67	0.756	0.723	0.759	0.763	0.745
CESM2_CCAM	[-]	0.0544	0.0572	0.0223	0.0348	0.0913	2.02	0.824	0.660	0.705	0.155	0.601
CESM2_CMIP6	[-]	0.0261	0.0261	0.0212	0.00488	0.0398	1.54	0.898	0.694	0.792	0.761	0.768
CMCC-ESM2_BARPA	[-]	0.0604	0.0606	0.0223	0.0382	0.0625	1.43	0.761	0.711	0.795	0.751	0.746
CMCC-ESM2_CCAM	[-]	0.301	0.307	0.0223	0.285	0.473	1.23	0.186	0.102	0.834	0.0477	0.254
CMCC-ESM2_CMIP6	[-]	0.171	0.171	0.0212	0.150	0.302	1.53	0.232	0.0873	0.778	0.135	0.264
CNRM-ESM2-1_CCAM	[-]	0.343	0.347	0.0223	0.324	0.491	1.35	0.143	0.107	0.808	0.0655	0.246
CNRM-ESM2-1_CMIP6	[-]	0.00713	0.00713	0.0207	-0.0135	0.0309	1.85	0.865	0.748	0.712	0.847	0.784
EC-Earth3_BARPA	[-]	0.0686	0.0686	0.0223	0.0462	0.0824	1.39	0.740	0.643	0.811	0.469	0.661
EC-Earth3_CCAM	[-]	0.261	0.266	0.0223	0.244	0.402	1.38	0.244	0.151	0.812	0.0500	0.281
EC-Earth3_CMIP6	[-]	0.135	0.135	0.0218	0.113	0.226	1.61	0.370	0.186	0.764	0.186	0.338
ERA5_BARPA	[-]	0.0874	0.0874	0.0223	0.0650	0.0946	1.33	0.636	0.621	0.822	0.561	0.652
ERA5_CCAM	[-]	0.241	0.247	0.0223	0.224	0.332	1.42	0.269	0.235	0.810	0.0523	0.320
MPI-ESM1-2-HR_BARPA	[-]	0.0587	0.0590	0.0223	0.0366	0.0729	1.26	0.777	0.654	0.829	0.678	0.718
MPI-ESM1-2-HR_CMIP6	[-]	0.0100	0.0100	0.0213	-0.0113	0.0371	1.50	0.868	0.744	0.774	0.724	0.771
NorESM2-MM_BARPA	[-]	0.130	0.130	0.0223	0.108	0.140	2.59	0.470	0.527	0.562	0.636	0.544
NorESM2-MM_CCAM	[-]	0.236	0.242	0.0223	0.219	0.323	1.46	0.283	0.251	0.805	0.0512	0.328
NorESM2-MM_CMIP6	[-]	0.0400	0.0400	0.0212	0.0188	0.0522	1.42	0.793	0.620	0.784	0.761	0.716

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.474
ACCESS-CM2_BARPA	[-]	0.649	0.644	0.474	0.171	0.265	0.902	0.791	0.792	0.922	0.994	0.858
ACCESS-CM2_CCAM	[-]	0.555	0.551	0.474	0.0778	0.217	0.859	0.878	0.787	0.914	0.994	0.872
ACCESS-CM2_CMIP6	[-]	0.732	0.732	0.472	0.260	0.369	0.811	0.673	0.693	0.935	0.959	0.791
ACCESS-ESM1-5_BARPA	[-]	0.554	0.550	0.474	0.0760	0.259	2.15	0.875	0.737	0.696	0.973	0.804
ACCESS-ESM1-5_CCAM	[-]	0.465	0.461	0.474	-0.0121	0.230	0.833	0.913	0.772	0.914	0.988	0.872
ACCESS-ESM1-5_CMIP6	[-]	0.728	0.728	0.488	0.240	0.422	2.76	0.694	0.654	0.583	0.987	0.715
CESM2_BARPA	[-]	0.672	0.668	0.474	0.194	0.334	1.60	0.769	0.714	0.772	0.991	0.792
CESM2_CCAM	[-]	0.371	0.367	0.474	-0.107	0.269	0.951	0.875	0.747	0.903	0.981	0.850
CESM2_CMIP6	[-]	0.866	0.866	0.480	0.386	0.506	2.60	0.578	0.644	0.578	0.863	0.662
CMCC-ESM2_BARPA	[-]	0.642	0.637	0.474	0.164	0.306	1.67	0.798	0.721	0.758	0.994	0.799
CMCC-ESM2_CCAM	[-]	0.622	0.618	0.474	0.144	0.298	0.996	0.816	0.729	0.873	0.992	0.828
CMCC-ESM2_CMIP6	[-]	0.626	0.626	0.480	0.146	0.286	1.15	0.834	0.729	0.832	0.830	0.791
CNRM-ESM2-1_CCAM	[-]	0.385	0.381	0.474	-0.0921	0.220	0.707	0.886	0.794	0.928	0.905	0.862
CNRM-ESM2-1_CMIP6	[-]	0.409	0.409	0.475	-0.0660	0.217	0.391	0.901	0.761	0.970	0.996	0.878
EC-Earth3_BARPA	[-]	0.374	0.370	0.474	-0.103	0.294	1.73	0.882	0.713	0.747	0.887	0.788
EC-Earth3_CCAM	[-]	0.273	0.271	0.474	-0.203	0.337	1.25	0.784	0.724	0.859	0.908	0.800
EC-Earth3_CMIP6	[-]	0.220	0.220	0.481	-0.261	0.354	0.738	0.710	0.727	0.933	0.880	0.795
ERA5_BARPA	[-]	0.614	0.609	0.474	0.136	0.236	1.02	0.826	0.787	0.873	0.989	0.852
ERA5_CCAM	[-]	0.504	0.501	0.474	0.0271	0.174	0.661	0.902	0.832	0.938	0.986	0.898
MPI-ESM1-2-HR_BARPA	[-]	0.480	0.476	0.474	0.00251	0.216	0.772	0.904	0.780	0.915	0.958	0.868
MPI-ESM1-2-HR_CMIP6	[-]	0.214	0.214	0.470	-0.256	0.323	0.423	0.708	0.767	0.972	0.717	0.786
NorESM2-MM_BARPA	[-]	0.755	0.750	0.474	0.276	0.360	1.99	0.696	0.748	0.705	0.965	0.772
NorESM2-MM_CCAM	[-]	0.675	0.669	0.474	0.196	0.343	1.60	0.769	0.703	0.806	0.978	0.792
NorESM2-MM_CMIP6	[-]	0.954	0.954	0.480	0.474	0.549	2.82	0.507	0.670	0.521	0.895	0.653

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.0355
ACCESS-CM2_BARPA	[-]	0.138	0.138	0.0355	0.102	0.147	0.932	0.559	0.538	0.892	0.612	0.628
ACCESS-CM2_CCAM	[-]	0.137	0.137	0.0355	0.102	0.144	1.22	0.538	0.546	0.846	0.840	0.663
ACCESS-CM2_CMIP6	[-]	0.129	0.129	0.0350	0.0945	0.159	0.680	0.511	0.407	0.943	0.477	0.549
ACCESS-ESM1-5_BARPA	[-]	0.0901	0.0897	0.0355	0.0542	0.0888	1.71	0.741	0.678	0.768	0.744	0.722
ACCESS-ESM1-5_CCAM	[-]	0.107	0.107	0.0355	0.0712	0.103	1.38	0.662	0.645	0.808	0.702	0.692
ACCESS-ESM1-5_CMIP6	[-]	0.146	0.146	0.0356	0.110	0.147	1.77	0.450	0.484	0.741	0.581	0.548
CESM2_BARPA	[-]	0.0987	0.0983	0.0355	0.0628	0.0939	1.57	0.722	0.683	0.782	0.625	0.699
CESM2_CCAM	[-]	0.0505	0.0503	0.0355	0.0148	0.0589	1.07	0.880	0.731	0.884	0.951	0.835
CESM2_CMIP6	[-]	0.105	0.105	0.0356	0.0695	0.106	0.890	0.648	0.576	0.900	0.544	0.649
CMCC-ESM2_BARPA	[-]	0.106	0.105	0.0355	0.0698	0.109	1.90	0.681	0.619	0.701	0.693	0.663
CMCC-ESM2_CCAM	[-]	0.123	0.123	0.0355	0.0876	0.127	2.02	0.596	0.581	0.681	0.730	0.634
CMCC-ESM2_CMIP6	[-]	0.0605	0.0605	0.0356	0.0249	0.0726	2.45	0.780	0.610	0.588	0.947	0.707
CNRM-ESM2-1_CCAM	[-]	0.109	0.109	0.0355	0.0735	0.113	1.78	0.629	0.601	0.729	0.848	0.682
CNRM-ESM2-1_CMIP6	[-]	0.0245	0.0245	0.0334	-0.00888	0.0362	0.907	0.926	0.792	0.897	0.945	0.870
EC-Earth3_BARPA	[-]	0.0508	0.0506	0.0355	0.0151	0.0597	1.84	0.888	0.739	0.736	0.959	0.812
EC-Earth3_CCAM	[-]	0.0580	0.0581	0.0355	0.0226	0.0777	1.99	0.797	0.665	0.693	0.817	0.727
EC-Earth3_CMIP6	[-]	0.0181	0.0181	0.0358	-0.0177	0.0589	1.93	0.854	0.708	0.703	0.459	0.686
ERA5_BARPA	[-]	0.112	0.112	0.0355	0.0765	0.104	0.952	0.652	0.656	0.879	0.642	0.697
ERA5_CCAM	[-]	0.111	0.111	0.0355	0.0755	0.100	1.42	0.645	0.673	0.797	0.699	0.697
MPI-ESM1-2-HR_BARPA	[-]	0.0532	0.0530	0.0355	0.0175	0.0565	1.02	0.884	0.746	0.875	0.969	0.844
MPI-ESM1-2-HR_CMIP6	[-]	0.00878	0.00878	0.0357	-0.0269	0.0509	2.27	0.862	0.774	0.626	0.388	0.685
NorESM2-MM_BARPA	[-]	0.184	0.184	0.0355	0.148	0.203	1.28	0.434	0.446	0.843	0.467	0.527
NorESM2-MM_CCAM	[-]	0.165	0.165	0.0355	0.129	0.169	1.17	0.487	0.539	0.854	0.491	0.582
NorESM2-MM_CMIP6	[-]	0.170	0.170	0.0356	0.134	0.189	0.844	0.446	0.411	0.906	0.275	0.490

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.106
ACCESS-CM2_BARPA	[-]	0.226	0.226	0.106	0.120	0.168	0.656	0.708	0.719	0.932	0.783	0.772
ACCESS-CM2_CCAM	[-]	0.184	0.184	0.106	0.0774	0.139	0.751	0.783	0.711	0.934	0.975	0.823
ACCESS-CM2_CMIP6	[-]	0.187	0.187	0.107	0.0795	0.141	0.610	0.756	0.676	0.954	0.863	0.785
ACCESS-ESM1-5_BARPA	[-]	0.203	0.203	0.106	0.0963	0.158	2.13	0.759	0.708	0.687	0.810	0.734
ACCESS-ESM1-5_CCAM	[-]	0.138	0.138	0.106	0.0314	0.0965	0.812	0.889	0.777	0.933	0.984	0.872
ACCESS-ESM1-5_CMIP6	[-]	0.236	0.236	0.111	0.125	0.185	1.64	0.644	0.651	0.774	0.774	0.699
CESM2_BARPA	[-]	0.217	0.216	0.106	0.110	0.167	2.04	0.737	0.711	0.652	0.731	0.708
CESM2_CCAM	[-]	0.125	0.124	0.106	0.0182	0.121	0.851	0.913	0.719	0.919	0.958	0.846
CESM2_CMIP6	[-]	0.262	0.262	0.111	0.151	0.203	0.771	0.612	0.640	0.904	0.764	0.712
CMCC-ESM2_BARPA	[-]	0.242	0.242	0.106	0.136	0.196	1.97	0.675	0.674	0.680	0.777	0.696
CMCC-ESM2_CCAM	[-]	0.242	0.241	0.106	0.135	0.188	1.01	0.676	0.693	0.867	0.778	0.741
CMCC-ESM2_CMIP6	[-]	0.142	0.142	0.111	0.0308	0.110	1.03	0.885	0.731	0.857	0.929	0.826
CNRM-ESM2-1_CCAM	[-]	0.161	0.161	0.106	0.0544	0.121	0.679	0.833	0.738	0.936	0.959	0.841
CNRM-ESM2-1_CMIP6	[-]	0.0784	0.0784	0.104	-0.0258	0.0902	0.591	0.899	0.765	0.945	0.920	0.859
EC-Earth3_BARPA	[-]	0.120	0.120	0.106	0.0140	0.109	2.22	0.933	0.747	0.639	0.988	0.811
EC-Earth3_CCAM	[-]	0.0777	0.0775	0.106	-0.0287	0.0995	1.09	0.920	0.771	0.876	0.797	0.827
EC-Earth3_CMIP6	[-]	0.0415	0.0415	0.108	-0.0667	0.118	1.16	0.821	0.742	0.845	0.649	0.760
ERA5_BARPA	[-]	0.245	0.245	0.106	0.138	0.179	1.49	0.668	0.718	0.778	0.815	0.739
ERA5_CCAM	[-]	0.164	0.163	0.106	0.0570	0.0986	0.559	0.837	0.793	0.949	0.981	0.871
MPI-ESM1-2-HR_BARPA	[-]	0.162	0.162	0.106	0.0555	0.110	1.28	0.845	0.771	0.817	0.953	0.832
MPI-ESM1-2-HR_CMIP6	[-]	0.0284	0.0284	0.108	-0.0799	0.125	0.836	0.782	0.736	0.900	0.528	0.737
NorESM2-MM_BARPA	[-]	0.280	0.279	0.106	0.173	0.227	1.49	0.603	0.652	0.786	0.762	0.691
NorESM2-MM_CCAM	[-]	0.315	0.314	0.106	0.208	0.275	1.07	0.540	0.590	0.898	0.819	0.688
NorESM2-MM_CMIP6	[-]	0.392	0.392	0.111	0.281	0.352	1.50	0.401	0.501	0.801	0.622	0.565

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.959
ACCESS-CM2_BARPA	[-]	1.01	1.01	0.959	0.0489	0.338	1.84	0.891	0.775	0.722	0.825	0.797
ACCESS-CM2_CCAM	[-]	0.874	0.880	0.959	-0.0782	0.292	2.15	0.902	0.804	0.684	0.994	0.838
ACCESS-CM2_CMIP6	[-]	1.16	1.16	0.890	0.268	0.474	1.03	0.742	0.636	0.930	0.630	0.715
ACCESS-ESM1-5_BARPA	[-]	0.926	0.924	0.959	-0.0342	0.297	1.62	0.909	0.793	0.748	0.892	0.827
ACCESS-ESM1-5_CCAM	[-]	0.866	0.870	0.959	-0.0881	0.304	1.63	0.897	0.795	0.780	0.995	0.852
ACCESS-ESM1-5_CMIP6	[-]	0.971	0.971	0.902	0.0692	0.254	1.02	0.927	0.766	0.933	1.00	0.878
CESM2_BARPA	[-]	1.04	1.04	0.959	0.0801	0.355	1.52	0.871	0.770	0.745	0.795	0.790
CESM2_CCAM	[-]	0.824	0.831	0.959	-0.128	0.318	1.68	0.876	0.801	0.735	0.979	0.838
CESM2_CMIP6	[-]	1.52	1.52	0.963	0.559	0.662	0.00	0.573	0.713	1.00	0.963	0.792
CMCC-ESM2_BARPA	[-]	1.06	1.06	0.959	0.0996	0.320	1.45	0.899	0.779	0.780	0.924	0.832
CMCC-ESM2_CCAM	[-]	1.18	1.19	0.959	0.227	0.373	1.94	0.805	0.801	0.688	0.978	0.815
CMCC-ESM2_CMIP6	[-]	1.33	1.33	0.963	0.370	0.446	1.02	0.707	0.806	0.933	0.568	0.764
CNRM-ESM2-1_CCAM	[-]	0.793	0.799	0.959	-0.160	0.343	1.43	0.855	0.790	0.787	0.979	0.840
CNRM-ESM2-1_CMIP6	[-]	0.958	0.958	0.855	0.103	0.450	1.52	0.736	0.661	0.842	0.970	0.774
EC-Earth3_BARPA	[-]	0.840	0.835	0.959	-0.124	0.295	0.995	0.887	0.804	0.861	0.957	0.863
EC-Earth3_CCAM	[-]	0.823	0.828	0.959	-0.130	0.314	1.73	0.866	0.803	0.772	0.978	0.844
EC-Earth3_CMIP6	[-]	0.857	0.857	0.969	-0.112	0.291	1.86	0.857	0.803	0.747	0.925	0.827
ERA5_BARPA	[-]	1.07	1.06	0.959	0.0988	0.308	1.07	0.896	0.792	0.829	0.893	0.841
ERA5_CCAM	[-]	0.875	0.879	0.959	-0.0791	0.240	1.11	0.896	0.849	0.841	0.993	0.885
MPI-ESM1-2-HR_BARPA	[-]	0.863	0.859	0.959	-0.0994	0.359	1.42	0.898	0.761	0.771	0.941	0.827
MPI-ESM1-2-HR_CMIP6	[-]	0.811	0.811	0.925	-0.114	0.420	0.682	0.778	0.724	0.954	0.673	0.771
NorESM2-MM_BARPA	[-]	1.19	1.18	0.959	0.219	0.376	1.35	0.826	0.790	0.832	0.793	0.806
NorESM2-MM_CCAM	[-]	1.04	1.05	0.959	0.0923	0.297	1.72	0.876	0.810	0.714	0.934	0.829
NorESM2-MM_CMIP6	[-]	1.68	1.68	0.963	0.713	0.764	1.03	0.490	0.770	0.872	0.659	0.712

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.07
ACCESS-CM2_BARPA	[-]	1.38	1.37	1.07	0.295	0.508	1.12	0.787	0.723	0.892	0.953	0.815
ACCESS-CM2_CCAM	[-]	1.08	1.09	1.07	0.0153	0.297	1.01	0.881	0.821	0.913	0.989	0.885
ACCESS-CM2_CMIP6	[-]	1.50	1.50	1.14	0.361	0.674	1.03	0.725	0.601	0.930	1.00	0.772
ACCESS-ESM1-5_BARPA	[-]	1.30	1.29	1.07	0.219	0.435	0.536	0.834	0.746	0.949	0.983	0.852
ACCESS-ESM1-5_CCAM	[-]	1.21	1.22	1.07	0.147	0.393	0.634	0.840	0.775	0.936	0.974	0.860
ACCESS-ESM1-5_CMIP6	[-]	1.40	1.40	1.08	0.323	0.437	1.03	0.729	0.751	0.930	0.529	0.738
CESM2_BARPA	[-]	1.47	1.46	1.07	0.386	0.628	0.663	0.732	0.673	0.941	0.957	0.795
CESM2_CCAM	[-]	1.20	1.21	1.07	0.137	0.487	0.797	0.847	0.707	0.933	0.944	0.828
CESM2_CMIP6	[-]	1.64	1.64	1.07	0.570	0.672	0.684	0.592	0.718	0.954	0.929	0.782
CMCC-ESM2_BARPA	[-]	1.43	1.42	1.07	0.346	0.565	0.244	0.755	0.702	0.979	0.981	0.824
CMCC-ESM2_CCAM	[-]	1.34	1.34	1.07	0.273	0.423	0.548	0.800	0.777	0.928	0.995	0.855
CMCC-ESM2_CMIP6	[-]	1.35	1.35	1.07	0.276	0.437	0.694	0.741	0.790	0.953	0.642	0.783
CNRM-ESM2-1_CCAM	[-]	1.06	1.07	1.07	-0.000362	0.303	0.370	0.862	0.833	0.963	0.970	0.892
CNRM-ESM2-1_CMIP6	[-]	1.16	1.16	1.10	0.0576	0.402	0.341	0.825	0.740	0.977	0.964	0.849
EC-Earth3_BARPA	[-]	1.12	1.10	1.07	0.0321	0.300	0.896	0.926	0.799	0.917	0.997	0.888
EC-Earth3_CCAM	[-]	0.938	0.945	1.07	-0.126	0.292	0.695	0.866	0.840	0.933	0.980	0.892
EC-Earth3_CMIP6	[-]	1.24	1.24	1.06	0.172	0.363	1.65	0.827	0.782	0.816	0.929	0.827
ERA5_BARPA	[-]	1.32	1.31	1.07	0.240	0.332	0.500	0.820	0.841	0.961	0.963	0.885
ERA5_CCAM	[-]	1.04	1.05	1.07	-0.0247	0.248	0.854	0.897	0.850	0.898	0.995	0.898
MPI-ESM1-2-HR_BARPA	[-]	1.19	1.18	1.07	0.103	0.485	0.194	0.894	0.689	0.985	0.992	0.850
MPI-ESM1-2-HR_CMIP6	[-]	0.916	0.916	1.07	-0.152	0.325	0.203	0.861	0.800	0.986	0.262	0.742
NorESM2-MM_BARPA	[-]	1.48	1.47	1.07	0.397	0.548	1.20	0.727	0.743	0.889	0.888	0.798
NorESM2-MM_CCAM	[-]	1.34	1.35	1.07	0.282	0.429	0.946	0.795	0.784	0.920	0.919	0.840
NorESM2-MM_CMIP6	[-]	1.85	1.85	1.07	0.784	0.865	1.03	0.487	0.709	0.930	0.899	0.747

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.598
ACCESS-CM2_BARPA	[-]	0.573	0.587	0.598	-0.0113	0.251	2.48	0.892	0.789	0.597	0.636	0.740
ACCESS-CM2_CCAM	[-]	0.627	0.635	0.598	0.0373	0.248	1.80	0.903	0.787	0.748	0.874	0.820
ACCESS-CM2_CMIP6	[-]	0.686	0.686	0.560	0.126	0.247	3.00	0.854	0.778	0.505	0.327	0.648
ACCESS-ESM1-5_BARPA	[-]	0.518	0.528	0.598	-0.0698	0.312	3.97	0.889	0.733	0.342	0.794	0.698
ACCESS-ESM1-5_CCAM	[-]	0.657	0.662	0.598	0.0642	0.281	3.32	0.901	0.757	0.475	0.969	0.772
ACCESS-ESM1-5_CMIP6	[-]	0.810	0.810	0.545	0.264	0.511	5.02	0.710	0.563	0.0740	0.0342	0.389
CESM2_BARPA	[-]	0.656	0.673	0.598	0.0745	0.316	3.75	0.898	0.733	0.391	0.659	0.683
CESM2_CCAM	[-]	0.434	0.444	0.598	-0.154	0.315	1.84	0.838	0.761	0.733	0.859	0.790
CESM2_CMIP6	[-]	1.25	1.25	0.587	0.667	0.767	5.06	0.434	0.627	0.165	0.647	0.500
CMCC-ESM2_BARPA	[-]	0.594	0.611	0.598	0.0127	0.286	3.49	0.906	0.754	0.422	0.646	0.696
CMCC-ESM2_CCAM	[-]	0.765	0.776	0.598	0.178	0.377	3.46	0.823	0.710	0.414	0.842	0.700
CMCC-ESM2_CMIP6	[-]	1.09	1.09	0.587	0.505	0.634	5.06	0.543	0.631	0.165	0.569	0.508
CNRM-ESM2-1_CCAM	[-]	0.445	0.452	0.598	-0.146	0.328	2.83	0.843	0.741	0.545	0.926	0.759
CNRM-ESM2-1_CMIP6	[-]	0.630	0.630	0.619	0.0107	0.298	2.02	0.841	0.712	0.669	0.240	0.635
EC-Earth3_BARPA	[-]	0.411	0.413	0.598	-0.186	0.296	1.72	0.821	0.785	0.732	0.993	0.823
EC-Earth3_CCAM	[-]	0.541	0.541	0.598	-0.0576	0.309	1.38	0.904	0.733	0.789	0.981	0.828
EC-Earth3_CMIP6	[-]	0.371	0.371	0.577	-0.206	0.315	2.36	0.780	0.751	0.590	0.704	0.715
ERA5_BARPA	[-]	0.623	0.634	0.598	0.0354	0.245	3.19	0.925	0.782	0.495	0.860	0.769
ERA5_CCAM	[-]	0.677	0.682	0.598	0.0839	0.237	2.44	0.885	0.808	0.607	0.986	0.819
MPI-ESM1-2-HR_BARPA	[-]	0.432	0.440	0.598	-0.159	0.279	1.88	0.840	0.796	0.709	0.803	0.789
MPI-ESM1-2-HR_CMIP6	[-]	0.327	0.327	0.601	-0.274	0.339	0.334	0.709	0.785	0.959	0.733	0.794
NorESM2-MM_BARPA	[-]	0.672	0.692	0.598	0.0934	0.305	3.12	0.892	0.749	0.507	0.589	0.697
NorESM2-MM_CCAM	[-]	0.688	0.702	0.598	0.104	0.305	2.77	0.861	0.763	0.542	0.591	0.704
NorESM2-MM_CMIP6	[-]	1.26	1.26	0.587	0.678	0.723	1.53	0.429	0.732	0.737	0.539	0.634

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.712
ACCESS-CM2_BARPA	[-]	0.908	0.907	0.712	0.195	0.319	2.04	0.817	0.774	0.720	0.561	0.729
ACCESS-CM2_CCAM	[-]	0.685	0.688	0.712	-0.0234	0.223	1.85	0.928	0.807	0.756	0.631	0.786
ACCESS-CM2_CMIP6	[-]	0.991	0.991	0.709	0.283	0.428	1.02	0.705	0.682	0.933	0.0799	0.617
ACCESS-ESM1-5_BARPA	[-]	0.842	0.839	0.712	0.127	0.279	2.61	0.873	0.780	0.600	0.607	0.728
ACCESS-ESM1-5_CCAM	[-]	0.688	0.689	0.712	-0.0228	0.239	1.98	0.912	0.797	0.701	0.491	0.740
ACCESS-ESM1-5_CMIP6	[-]	1.12	1.12	0.711	0.411	0.487	3.53	0.604	0.730	0.409	0.000946	0.495
CESM2_BARPA	[-]	1.02	1.02	0.712	0.306	0.436	2.73	0.726	0.729	0.605	0.595	0.677
CESM2_CCAM	[-]	0.672	0.676	0.712	-0.0357	0.368	1.71	0.906	0.698	0.763	0.385	0.690
CESM2_CMIP6	[-]	1.18	1.18	0.712	0.470	0.545	3.24	0.581	0.729	0.522	0.649	0.642
CMCC-ESM2_BARPA	[-]	0.891	0.889	0.712	0.177	0.343	2.59	0.833	0.742	0.594	0.539	0.690
CMCC-ESM2_CCAM	[-]	0.841	0.845	0.712	0.133	0.265	2.27	0.861	0.801	0.627	0.395	0.697
CMCC-ESM2_CMIP6	[-]	0.867	0.867	0.712	0.155	0.229	0.00	0.837	0.826	1.00	0.501	0.798
CNRM-ESM2-1_CCAM	[-]	0.556	0.559	0.712	-0.153	0.261	1.98	0.845	0.820	0.678	0.440	0.721
CNRM-ESM2-1_CMIP6	[-]	0.423	0.423	0.715	-0.292	0.329	0.00	0.694	0.823	1.00	1.00	0.868
EC-Earth3_BARPA	[-]	0.614	0.613	0.712	-0.0988	0.271	2.74	0.892	0.781	0.564	0.525	0.709
EC-Earth3_CCAM	[-]	0.522	0.521	0.712	-0.191	0.303	2.13	0.819	0.797	0.649	0.537	0.720
EC-Earth3_CMIP6	[-]	0.522	0.522	0.709	-0.186	0.301	3.02	0.807	0.769	0.492	0.447	0.657
ERA5_BARPA	[-]	0.896	0.894	0.712	0.182	0.284	2.41	0.826	0.803	0.624	0.582	0.727
ERA5_CCAM	[-]	0.697	0.701	0.712	-0.0113	0.193	2.62	0.925	0.834	0.582	0.596	0.754
MPI-ESM1-2-HR_BARPA	[-]	0.761	0.760	0.712	0.0480	0.277	1.25	0.933	0.759	0.822	0.721	0.799
MPI-ESM1-2-HR_CMIP6	[-]	0.404	0.404	0.711	-0.307	0.383	0.407	0.693	0.759	0.973	0.144	0.666
NorESM2-MM_BARPA	[-]	1.04	1.04	0.712	0.327	0.436	2.59	0.712	0.744	0.569	0.416	0.637
NorESM2-MM_CCAM	[-]	0.954	0.960	0.712	0.248	0.396	2.57	0.775	0.733	0.596	0.319	0.631
NorESM2-MM_CMIP6	[-]	1.30	1.30	0.712	0.589	0.664	3.07	0.507	0.706	0.494	0.267	0.536

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.308
ACCESS-CM2_BARPA	[-]	0.554	0.550	0.308	0.242	0.292	0.899	0.659	0.761	0.919	0.992	0.819
ACCESS-CM2_CCAM	[-]	0.349	0.346	0.308	0.0379	0.145	0.914	0.919	0.795	0.910	0.918	0.868
ACCESS-CM2_CMIP6	[-]	0.455	0.455	0.314	0.141	0.207	0.758	0.744	0.728	0.950	0.882	0.806
ACCESS-ESM1-5_BARPA	[-]	0.478	0.476	0.308	0.168	0.298	2.50	0.748	0.659	0.637	0.995	0.739
ACCESS-ESM1-5_CCAM	[-]	0.338	0.334	0.308	0.0262	0.148	0.622	0.939	0.788	0.939	0.994	0.890
ACCESS-ESM1-5_CMIP6	[-]	0.515	0.515	0.306	0.209	0.323	2.71	0.649	0.596	0.521	0.723	0.617
CESM2_BARPA	[-]	0.589	0.585	0.308	0.277	0.382	2.87	0.622	0.641	0.535	0.938	0.675
CESM2_CCAM	[-]	0.328	0.323	0.308	0.0152	0.234	1.50	0.953	0.674	0.827	0.996	0.825
CESM2_CMIP6	[-]	0.610	0.610	0.294	0.317	0.403	3.47	0.515	0.601	0.409	0.783	0.582
CMCC-ESM2_BARPA	[-]	0.563	0.561	0.308	0.253	0.387	3.32	0.647	0.607	0.438	0.973	0.654
CMCC-ESM2_CCAM	[-]	0.474	0.470	0.308	0.162	0.278	1.16	0.753	0.682	0.831	0.965	0.783
CMCC-ESM2_CMIP6	[-]	0.353	0.353	0.294	0.0594	0.186	1.03	0.882	0.691	0.845	0.995	0.821
CNRM-ESM2-1_CCAM	[-]	0.270	0.267	0.308	-0.0404	0.147	0.848	0.924	0.794	0.915	0.928	0.871
CNRM-ESM2-1_CMIP6	[-]	0.204	0.204	0.255	-0.0515	0.154	0.613	0.876	0.729	0.959	0.957	0.850
EC-Earth3_BARPA	[-]	0.326	0.323	0.308	0.0151	0.204	2.85	0.950	0.708	0.520	0.997	0.777
EC-Earth3_CCAM	[-]	0.201	0.199	0.308	-0.109	0.203	1.57	0.835	0.751	0.796	0.893	0.805
EC-Earth3_CMIP6	[-]	0.162	0.162	0.313	-0.151	0.218	1.12	0.754	0.742	0.869	0.761	0.774
ERA5_BARPA	[-]	0.551	0.546	0.308	0.238	0.305	1.77	0.662	0.721	0.731	0.994	0.766
ERA5_CCAM	[-]	0.332	0.329	0.308	0.0206	0.120	0.502	0.930	0.828	0.958	0.934	0.896
MPI-ESM1-2-HR_BARPA	[-]	0.407	0.402	0.308	0.0937	0.199	1.25	0.849	0.743	0.831	0.993	0.832
MPI-ESM1-2-HR_CMIP6	[-]	0.105	0.105	0.312	-0.208	0.254	0.457	0.670	0.750	0.970	0.390	0.706
NorESM2-MM_BARPA	[-]	0.661	0.655	0.308	0.348	0.437	3.35	0.553	0.638	0.412	0.880	0.624
NorESM2-MM_CCAM	[-]	0.591	0.587	0.308	0.279	0.368	1.89	0.618	0.666	0.739	0.988	0.735
NorESM2-MM_CMIP6	[-]	0.733	0.733	0.294	0.439	0.501	3.07	0.398	0.607	0.485	0.752	0.570

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.362
ACCESS-CM2_BARPA	[-]	0.495	0.497	0.362	0.135	0.227	0.646	0.825	0.774	0.929	0.962	0.853
ACCESS-CM2_CCAM	[-]	0.369	0.370	0.362	0.00807	0.160	0.720	0.943	0.802	0.931	0.961	0.888
ACCESS-CM2_CMIP6	[-]	0.376	0.376	0.352	0.0244	0.181	0.699	0.918	0.745	0.908	0.990	0.861
ACCESS-ESM1-5_BARPA	[-]	0.441	0.442	0.362	0.0799	0.191	1.04	0.882	0.788	0.863	0.992	0.863
ACCESS-ESM1-5_CCAM	[-]	0.305	0.307	0.362	-0.0552	0.175	0.498	0.918	0.804	0.954	0.988	0.894
ACCESS-ESM1-5_CMIP6	[-]	0.323	0.323	0.361	-0.0381	0.340	2.62	0.881	0.588	0.582	0.748	0.677
CESM2_BARPA	[-]	0.542	0.543	0.362	0.181	0.277	0.578	0.765	0.752	0.941	0.985	0.839
CESM2_CCAM	[-]	0.483	0.486	0.362	0.124	0.311	0.588	0.847	0.679	0.952	0.866	0.804
CESM2_CMIP6	[-]	0.492	0.492	0.370	0.122	0.267	0.509	0.812	0.704	0.962	0.980	0.832
CMCC-ESM2_BARPA	[-]	0.459	0.460	0.362	0.0978	0.171	0.693	0.857	0.823	0.943	0.979	0.885
CMCC-ESM2_CCAM	[-]	0.430	0.430	0.362	0.0683	0.204	1.00	0.875	0.779	0.889	0.984	0.861
CMCC-ESM2_CMIP6	[-]	0.430	0.430	0.370	0.0604	0.203	0.860	0.895	0.737	0.920	0.986	0.855
CNRM-ESM2-1_CCAM	[-]	0.399	0.401	0.362	0.0389	0.162	0.783	0.923	0.801	0.937	0.991	0.891
CNRM-ESM2-1_CMIP6	[-]	0.345	0.345	0.342	0.00228	0.230	0.810	0.874	0.707	0.946	0.928	0.833
EC-Earth3_BARPA	[-]	0.385	0.388	0.362	0.0263	0.172	0.811	0.944	0.788	0.909	0.997	0.885
EC-Earth3_CCAM	[-]	0.312	0.315	0.362	-0.0472	0.173	0.627	0.927	0.792	0.940	0.994	0.889
EC-Earth3_CMIP6	[-]	0.244	0.244	0.359	-0.114	0.210	0.912	0.833	0.759	0.883	0.985	0.844
ERA5_BARPA	[-]	0.550	0.552	0.362	0.190	0.237	0.843	0.756	0.817	0.890	0.987	0.853
ERA5_CCAM	[-]	0.359	0.361	0.362	-0.00125	0.125	0.456	0.944	0.845	0.959	0.990	0.917
MPI-ESM1-2-HR_BARPA	[-]	0.443	0.445	0.362	0.0824	0.197	0.528	0.877	0.781	0.950	0.980	0.874
MPI-ESM1-2-HR_CMIP6	[-]	0.165	0.165	0.360	-0.194	0.276	0.319	0.751	0.759	0.976	0.531	0.755
NorESM2-MM_BARPA	[-]	0.591	0.594	0.362	0.232	0.308	0.763	0.713	0.754	0.919	0.965	0.821
NorESM2-MM_CCAM	[-]	0.473	0.475	0.362	0.112	0.221	0.709	0.836	0.774	0.944	0.990	0.864
NorESM2-MM_CMIP6	[-]	0.588	0.588	0.370	0.218	0.321	0.937	0.696	0.695	0.907	0.994	0.797

	Download Data	Period Mean (original grids) [d]	Model Period Mean (intersection) [d]	Benchmark Period Mean (intersection) [d]	Bias [d]	RMSE [d]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.171
ACCESS-CM2_BARPA	[-]	0.279	0.278	0.171	0.107	0.226	1.22	0.725	0.620	0.884	0.972	0.764
ACCESS-CM2_CCAM	[-]	0.363	0.369	0.171	0.198	0.398	1.33	0.575	0.440	0.869	0.919	0.649
ACCESS-CM2_CMIP6	[-]	0.174	0.174	0.159	0.0154	0.174	0.592	0.868	0.586	0.962	0.979	0.796
ACCESS-ESM1-5_BARPA	[-]	0.292	0.289	0.171	0.118	0.230	0.570	0.696	0.618	0.951	0.966	0.770
ACCESS-ESM1-5_CCAM	[-]	0.440	0.446	0.171	0.276	0.488	1.02	0.475	0.379	0.897	0.821	0.590
ACCESS-ESM1-5_CMIP6	[-]	0.120	0.120	0.110	0.00997	0.126	0.245	0.922	0.620	0.984	0.890	0.807
CESM2_BARPA	[-]	0.251	0.250	0.171	0.0791	0.190	0.848	0.760	0.680	0.912	0.943	0.795
CESM2_CCAM	[-]	0.396	0.402	0.171	0.231	0.460	1.37	0.519	0.380	0.844	0.835	0.592
CESM2_CMIP6	[-]	0.103	0.103	0.124	-0.0210	0.102	0.764	0.916	0.716	0.926	0.983	0.851
CMCC-ESM2_BARPA	[-]	0.226	0.224	0.171	0.0535	0.170	0.739	0.787	0.689	0.927	0.934	0.805
CMCC-ESM2_CCAM	[-]	0.567	0.573	0.171	0.402	0.689	0.761	0.363	0.277	0.928	0.805	0.530
CMCC-ESM2_CMIP6	[-]	0.286	0.286	0.124	0.162	0.314	0.433	0.599	0.422	0.960	0.597	0.600
CNRM-ESM2-1_CCAM	[-]	0.398	0.396	0.171	0.225	0.426	0.943	0.537	0.426	0.898	0.810	0.620
CNRM-ESM2-1_CMIP6	[-]	0.0161	0.0161	0.0943	-0.0782	0.131	2.01	0.735	0.636	0.659	0.212	0.576
EC-Earth3_BARPA	[-]	0.242	0.242	0.171	0.0712	0.239	1.07	0.691	0.590	0.899	0.535	0.661
EC-Earth3_CCAM	[-]	0.516	0.522	0.171	0.351	0.642	1.02	0.400	0.289	0.889	0.638	0.501
EC-Earth3_CMIP6	[-]	0.313	0.313	0.156	0.157	0.380	0.851	0.566	0.338	0.935	0.952	0.626
ERA5_BARPA	[-]	0.278	0.276	0.171	0.105	0.199	0.712	0.710	0.662	0.939	0.946	0.784
ERA5_CCAM	[-]	0.491	0.499	0.171	0.328	0.522	0.778	0.426	0.371	0.930	0.869	0.593
MPI-ESM1-2-HR_BARPA	[-]	0.231	0.231	0.171	0.0603	0.193	0.548	0.777	0.634	0.953	0.899	0.779
MPI-ESM1-2-HR_CMIP6	[-]	0.0311	0.0311	0.150	-0.119	0.218	0.916	0.650	0.616	0.915	0.365	0.633
NorESM2-MM_BARPA	[-]	0.311	0.307	0.171	0.136	0.235	0.912	0.649	0.640	0.907	0.876	0.743
NorESM2-MM_CCAM	[-]	0.585	0.591	0.171	0.420	0.614	0.827	0.345	0.338	0.913	0.891	0.565
NorESM2-MM_CMIP6	[-]	0.145	0.145	0.124	0.0203	0.121	1.32	0.856	0.700	0.851	0.800	0.781

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:: Wed May 15 00:10:12 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/t2m/t2m_era5_oper_sfc_19790101-19790131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790201-19790228.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790301-19790331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790401-19790430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790501-19790531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790601-19790630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790701-19790731.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790801-19790831.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790901-19790930.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19791001-19791031.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19791101-19791130.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19791201-19791231.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19800101-19800131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19800201-19800229.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19800301-19800331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19800401-19800430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19800501-19800531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19800601-19800630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19800701-19800731.nc 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/g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20201201-20201231.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210101-20210131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210201-20210228.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210301-20210331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210401-20210430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210501-20210531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210601-20210630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210701-20210731.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210801-20210831.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210901-20210930.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20211001-20211031.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20211101-20211130.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20211201-20211231.nc --variable mtpr --sub_daily_agg mean --hshift --lat_bnds -54.0 14.0 --lon_bnds 88.0 208.0 --drop_time_bounds WW /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/WW/v20240411/WW_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

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:: WW

Mean State

Temporally integrated period mean

Spatially integrated regional mean

All Models

Data Information