	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]	Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	2.34
bcc-csm1-1	[-]	2.25	2.20	2.34	3.30		-0.0826	0.859	2.69	0.525	0.524	0.563	0.939	0.615
BCC-CSM2-MR	[-]	2.47	2.38	2.34	3.84		0.0879	0.851	2.58	0.523	0.531	0.583	0.975	0.629
CanESM2	[-]	2.45	2.48	2.34	1.69		0.168	0.865	2.00	0.489	0.529	0.697	0.966	0.642
CanESM5	[-]	2.81	2.78	2.34	3.51		0.458	0.991	2.04	0.410	0.482	0.699	0.976	0.610
CESM1-BGC	[-]	2.89	2.88	2.34	3.56		0.560	0.946	2.12	0.403	0.504	0.675	0.948	0.607
CESM2	[-]	2.33	2.31	2.34	3.35		0.00543	0.711	2.26	0.625	0.584	0.647	0.958	0.680
GFDL-ESM2G	[-]	2.76	2.76	2.34	3.00		0.437	1.07	2.20	0.423	0.400	0.657	0.965	0.569
GFDL-ESM4	[-]	3.39	2.78	2.34	4.24		0.438	0.793	1.72	0.466	0.589	0.745	0.919	0.662
IPSL-CM5A-LR	[-]	2.44	2.31	2.34	3.22		0.0233	0.764	1.73	0.538	0.625	0.757	0.952	0.700
IPSL-CM6A-LR	[-]	2.57	2.61	2.34	3.08		0.308	0.870	2.62	0.547	0.528	0.569	0.933	0.621
MeanCMIP5	[-]	3.29	2.64	2.35	4.19	2.24	0.294	0.642	1.63	0.561	0.677	0.760	0.951	0.725
MeanCMIP6	[-]	2.57	2.54	2.34	3.50		0.226	0.564	1.70	0.633	0.714	0.754	0.967	0.756
MIROC-ESM	[-]	2.94	2.94	2.34	2.46		0.644	1.08	2.45	0.329	0.511	0.601	0.972	0.585
MIROC-ESM2L	[-]	3.33	3.32	2.34	3.49		0.974	1.25	1.90	0.211	0.564	0.709	0.973	0.604
MPI-ESM-LR	[-]	2.38	2.47	2.34	2.10		0.197	0.934	1.66	0.500	0.476	0.756	0.948	0.631
MPI-ESM1.2-HR	[-]	2.33	2.33	2.34	2.33		0.0346	0.918	1.74	0.491	0.493	0.742	0.929	0.629
NorESM1-ME	[-]	3.08	2.98	2.34	3.42		0.654	1.08	2.64	0.374	0.460	0.573	0.952	0.564
NorESM2-LM	[-]	2.12	2.03	2.34	3.02		-0.261	0.793	2.24	0.512	0.600	0.660	0.946	0.664
UK-HadGEM2-ES	[-]	2.43	2.46	2.35	3.06		0.148	0.826	2.00	0.596	0.500	0.705	0.983	0.657
UKESM1-0-LL	[-]	2.33	2.27	2.34	3.19		-0.0312	0.778	1.88	0.597	0.544	0.728	0.970	0.676

Download Data

Period Mean (original grids) [mm d-1]

Model Period Mean (intersection) [mm d-1]

Benchmark Period Mean (intersection) [mm d-1]

Model Period Mean (complement) [mm d-1]

Benchmark Period Mean (complement) [mm d-1]

Bias [mm d-1]

RMSE [mm d-1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

2.34

bcc-csm1-1

[-]

2.25

2.20

2.34

3.30

-0.0826

0.859

2.69

0.525

0.524

0.563

0.939

0.615

BCC-CSM2-MR

[-]

2.47

2.38

2.34

3.84

0.0879

0.851

2.58

0.523

0.531

0.583

0.975

0.629

CanESM2

[-]

2.45

2.48

2.34

1.69

0.168

0.865

2.00

0.489

0.529

0.697

0.966

0.642

CanESM5

[-]

2.81

2.78

2.34

3.51

0.458

0.991

2.04

0.410

0.482

0.699

0.976

0.610

CESM1-BGC

[-]

2.89

2.88

2.34

3.56

0.560

0.946

2.12

0.403

0.504

0.675

0.948

0.607

CESM2

[-]

2.33

2.31

2.34

3.35

0.00543

0.711

2.26

0.625

0.584

0.647

0.958

0.680

GFDL-ESM2G

[-]

2.76

2.34

3.00

0.437

1.07

2.20

0.423

0.400

0.657

0.965

0.569

GFDL-ESM4

[-]

3.39

2.78

2.34

4.24

0.438

0.793

1.72

0.466

0.589

0.745

0.919

0.662

IPSL-CM5A-LR

[-]

2.44

2.31

2.34

3.22

0.0233

0.764

1.73

0.538

0.625

0.757

0.952

0.700

IPSL-CM6A-LR

[-]

2.57

2.61

2.34

3.08

0.308

0.870

2.62

0.547

0.528

0.569

0.933

0.621

MeanCMIP5

[-]

3.29

2.64

2.35

4.19

2.24

0.294

0.642

1.63

0.561

0.677

0.760

0.951

0.725

MeanCMIP6

[-]

2.57

2.54

2.34

3.50

0.226

0.564

1.70

0.633

0.714

0.754

0.967

0.756

MIROC-ESM

[-]

2.94

2.34

2.46

0.644

1.08

2.45

0.329

0.511

0.601

0.972

0.585

MIROC-ESM2L

[-]

3.33

3.32

2.34

3.49

0.974

1.25

1.90

0.211

0.564

0.709

0.973

0.604

MPI-ESM-LR

[-]

2.38

2.47

2.34

2.10

0.197

0.934

1.66

0.500

0.476

0.756

0.948

0.631

MPI-ESM1.2-HR

[-]

2.33

2.34

2.33

0.0346

0.918

1.74

0.491

0.493

0.742

0.929

0.629

NorESM1-ME

[-]

3.08

2.98

2.34

3.42

0.654

1.08

2.64

0.374

0.460

0.573

0.952

0.564

NorESM2-LM

[-]

2.12

2.03

2.34

3.02

-0.261

0.793

2.24

0.512

0.600

0.660

0.946

0.664

UK-HadGEM2-ES

[-]

2.43

2.46

2.35

3.06

0.148

0.826

2.00

0.596

0.500

0.705

0.983

0.657

UKESM1-0-LL

[-]

2.33

2.27

2.34

3.19

-0.0312

0.778

1.88

0.597

0.544

0.728

0.970

0.676

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	4.12
bcc-csm1-1	[-]	3.79	3.61	4.12	4.10	-0.228	0.861	2.89	0.385	0.561	0.524	0.992	0.604
BCC-CSM2-MR	[-]	4.24	4.20	4.12	4.39	0.194	0.758	2.90	0.480	0.620	0.519	0.927	0.633
CanESM2	[-]	3.57	3.56	4.12	3.59	-0.242	0.918	2.94	0.388	0.563	0.518	0.947	0.596
CanESM5	[-]	4.14	4.09	4.12	4.23	0.0483	0.731	3.07	0.458	0.625	0.484	0.762	0.591
CESM1-BGC	[-]	3.93	3.90	4.12	4.11	-0.129	0.722	2.61	0.466	0.635	0.570	0.845	0.630
CESM2	[-]	3.42	3.35	4.12	3.77	-0.543	0.895	2.77	0.307	0.653	0.542	0.978	0.627
GFDL-ESM2G	[-]	4.01	3.91	4.12	4.23	-0.0203	0.759	2.57	0.452	0.595	0.592	0.973	0.641
GFDL-ESM4	[-]	4.32	3.87	4.12	4.47	-0.243	0.742	2.81	0.485	0.612	0.530	0.738	0.595
IPSL-CM5A-LR	[-]	3.41	3.36	4.12	3.45	-0.680	0.930	2.61	0.296	0.668	0.573	0.916	0.624
IPSL-CM6A-LR	[-]	3.31	3.20	4.12	3.64	-0.677	1.02	2.84	0.291	0.626	0.538	0.954	0.607
MeanCMIP5	[-]	4.41	4.00	4.12	4.54	-0.125	0.667	2.55	0.486	0.686	0.588	0.727	0.635
MeanCMIP6	[-]	3.98	3.91	4.12	4.16	-0.131	0.631	2.47	0.505	0.695	0.596	0.583	0.615
MIROC-ESM	[-]	4.26	4.22	4.12	4.38	0.120	0.763	2.89	0.442	0.617	0.523	0.817	0.604
MIROC-ESM2L	[-]	4.50	4.57	4.12	4.38	0.343	0.831	2.75	0.399	0.625	0.549	0.894	0.618
MPI-ESM-LR	[-]	3.92	3.91	4.12	3.93	0.203	0.920	2.70	0.378	0.542	0.562	0.934	0.592
MPI-ESM1.2-HR	[-]	4.14	4.21	4.12	3.64	0.0813	1.11	2.49	0.311	0.504	0.611	0.748	0.535
NorESM1-ME	[-]	3.83	3.81	4.12	3.90	-0.275	0.745	2.71	0.446	0.632	0.567	0.557	0.567
NorESM2-LM	[-]	3.75	3.66	4.12	4.01	-0.300	0.749	2.44	0.413	0.676	0.604	0.901	0.654
UK-HadGEM2-ES	[-]	4.04	4.03	4.12	4.02	0.0785	0.799	2.49	0.492	0.566	0.602	0.970	0.639
UKESM1-0-LL	[-]	3.93	3.88	4.12	4.05	-0.144	0.687	2.58	0.506	0.640	0.581	0.888	0.651

Download Data

Period Mean (original grids) [mm d-1]

Model Period Mean (intersection) [mm d-1]

Benchmark Period Mean (intersection) [mm d-1]

Model Period Mean (complement) [mm d-1]

Benchmark Period Mean (complement) [mm d-1]

Bias [mm d-1]

RMSE [mm d-1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

4.12

bcc-csm1-1

[-]

3.79

3.61

4.12

4.10

-0.228

0.861

2.89

0.385

0.561

0.524

0.992

0.604

BCC-CSM2-MR

[-]

4.24

4.20

4.12

4.39

0.194

0.758

2.90

0.480

0.620

0.519

0.927

0.633

CanESM2

[-]

3.57

3.56

4.12

3.59

-0.242

0.918

2.94

0.388

0.563

0.518

0.947

0.596

CanESM5

[-]

4.14

4.09

4.12

4.23

0.0483

0.731

3.07

0.458

0.625

0.484

0.762

0.591

CESM1-BGC

[-]

3.93

3.90

4.12

4.11

-0.129

0.722

2.61

0.466

0.635

0.570

0.845

0.630

CESM2

[-]

3.42

3.35

4.12

3.77

-0.543

0.895

2.77

0.307

0.653

0.542

0.978

0.627

GFDL-ESM2G

[-]

4.01

3.91

4.12

4.23

-0.0203

0.759

2.57

0.452

0.595

0.592

0.973

0.641

GFDL-ESM4

[-]

4.32

3.87

4.12

4.47

-0.243

0.742

2.81

0.485

0.612

0.530

0.738

0.595

IPSL-CM5A-LR

[-]

3.41

3.36

4.12

3.45

-0.680

0.930

2.61

0.296

0.668

0.573

0.916

0.624

IPSL-CM6A-LR

[-]

3.31

3.20

4.12

3.64

-0.677

1.02

2.84

0.291

0.626

0.538

0.954

0.607

MeanCMIP5

[-]

4.41

4.00

4.12

4.54

-0.125

0.667

2.55

0.486

0.686

0.588

0.727

0.635

MeanCMIP6

[-]

3.98

3.91

4.12

4.16

-0.131

0.631

2.47

0.505

0.695

0.596

0.583

0.615

MIROC-ESM

[-]

4.26

4.22

4.12

4.38

0.120

0.763

2.89

0.442

0.617

0.523

0.817

0.604

MIROC-ESM2L

[-]

4.50

4.57

4.12

4.38

0.343

0.831

2.75

0.399

0.625

0.549

0.894

0.618

MPI-ESM-LR

[-]

3.92

3.91

4.12

3.93

0.203

0.920

2.70

0.378

0.542

0.562

0.934

0.592

MPI-ESM1.2-HR

[-]

4.14

4.21

4.12

3.64

0.0813

1.11

2.49

0.311

0.504

0.611

0.748

0.535

NorESM1-ME

[-]

3.83

3.81

4.12

3.90

-0.275

0.745

2.71

0.446

0.632

0.567

0.557

0.567

NorESM2-LM

[-]

3.75

3.66

4.12

4.01

-0.300

0.749

2.44

0.413

0.676

0.604

0.901

0.654

UK-HadGEM2-ES

[-]

4.04

4.03

4.12

4.02

0.0785

0.799

2.49

0.492

0.566

0.602

0.970

0.639

UKESM1-0-LL

[-]

3.93

3.88

4.12

4.05

-0.144

0.687

2.58

0.506

0.640

0.581

0.888

0.651

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]	Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.34
bcc-csm1-1	[-]	1.29	1.24	1.34	2.11		0.00435	0.718	1.51	0.463	0.463	0.779	0.947	0.623
BCC-CSM2-MR	[-]	1.42	1.39	1.34	2.23		0.128	0.604	1.37	0.519	0.524	0.803	0.969	0.668
CanESM2	[-]	1.19	1.17	1.34	1.39		-0.0384	0.720	1.27	0.484	0.470	0.831	0.937	0.639
CanESM5	[-]	1.52	1.46	1.34	2.30		0.240	0.759	1.35	0.427	0.450	0.809	0.948	0.617
CESM1-BGC	[-]	1.61	1.59	1.34	2.29		0.324	0.720	1.30	0.373	0.491	0.818	0.951	0.625
CESM2	[-]	1.32	1.29	1.34	2.10		0.0350	0.564	1.22	0.516	0.549	0.834	0.971	0.684
GFDL-ESM2G	[-]	1.52	1.47	1.34	2.28		0.226	0.772	1.32	0.420	0.439	0.822	0.956	0.615
GFDL-ESM4	[-]	1.72	1.58	1.34	2.84		0.241	0.581	1.18	0.458	0.585	0.838	0.975	0.688
IPSL-CM5A-LR	[-]	1.29	1.24	1.34	1.93		0.00957	0.661	1.29	0.513	0.497	0.820	0.955	0.656
IPSL-CM6A-LR	[-]	1.50	1.47	1.34	2.23		0.225	0.635	1.38	0.504	0.540	0.797	0.961	0.669
MeanCMIP5	[-]	1.65	1.51	1.34	2.79	0.904	0.168	0.563	1.08	0.501	0.598	0.854	0.973	0.705
MeanCMIP6	[-]	1.51	1.47	1.34	2.42		0.202	0.502	1.04	0.547	0.639	0.860	0.979	0.733
MIROC-ESM	[-]	1.55	1.54	1.34	1.75		0.338	0.833	1.33	0.369	0.477	0.811	0.923	0.611
MIROC-ESM2L	[-]	1.93	1.89	1.34	2.45		0.612	0.896	1.31	0.279	0.512	0.821	0.914	0.608
MPI-ESM-LR	[-]	1.47	1.36	1.34	1.59		0.159	0.666	1.22	0.486	0.532	0.837	0.948	0.667
MPI-ESM1.2-HR	[-]	1.43	1.42	1.34	1.62		0.161	0.648	1.13	0.455	0.557	0.845	0.949	0.673
NorESM1-ME	[-]	1.59	1.54	1.34	2.39		0.273	0.777	1.40	0.358	0.450	0.802	0.940	0.600
NorESM2-LM	[-]	1.34	1.29	1.34	2.27		0.0387	0.605	1.25	0.476	0.525	0.830	0.965	0.664
UK-HadGEM2-ES	[-]	1.52	1.49	1.34	1.98		0.226	0.615	1.22	0.462	0.568	0.829	0.964	0.679
UKESM1-0-LL	[-]	1.43	1.39	1.34	2.25		0.147	0.573	1.08	0.533	0.580	0.856	0.964	0.703

Download Data

Period Mean (original grids) [mm d-1]

Model Period Mean (intersection) [mm d-1]

Benchmark Period Mean (intersection) [mm d-1]

Model Period Mean (complement) [mm d-1]

Benchmark Period Mean (complement) [mm d-1]

Bias [mm d-1]

RMSE [mm d-1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

1.34

bcc-csm1-1

[-]

1.29

1.24

1.34

2.11

0.00435

0.718

1.51

0.463

0.779

0.947

0.623

BCC-CSM2-MR

[-]

1.42

1.39

1.34

2.23

0.128

0.604

1.37

0.519

0.524

0.803

0.969

0.668

CanESM2

[-]

1.19

1.17

1.34

1.39

-0.0384

0.720

1.27

0.484

0.470

0.831

0.937

0.639

CanESM5

[-]

1.52

1.46

1.34

2.30

0.240

0.759

1.35

0.427

0.450

0.809

0.948

0.617

CESM1-BGC

[-]

1.61

1.59

1.34

2.29

0.324

0.720

1.30

0.373

0.491

0.818

0.951

0.625

CESM2

[-]

1.32

1.29

1.34

2.10

0.0350

0.564

1.22

0.516

0.549

0.834

0.971

0.684

GFDL-ESM2G

[-]

1.52

1.47

1.34

2.28

0.226

0.772

1.32

0.420

0.439

0.822

0.956

0.615

GFDL-ESM4

[-]

1.72

1.58

1.34

2.84

0.241

0.581

1.18

0.458

0.585

0.838

0.975

0.688

IPSL-CM5A-LR

[-]

1.29

1.24

1.34

1.93

0.00957

0.661

1.29

0.513

0.497

0.820

0.955

0.656

IPSL-CM6A-LR

[-]

1.50

1.47

1.34

2.23

0.225

0.635

1.38

0.504

0.540

0.797

0.961

0.669

MeanCMIP5

[-]

1.65

1.51

1.34

2.79

0.904

0.168

0.563

1.08

0.501

0.598

0.854

0.973

0.705

MeanCMIP6

[-]

1.51

1.47

1.34

2.42

0.202

0.502

1.04

0.547

0.639

0.860

0.979

0.733

MIROC-ESM

[-]

1.55

1.54

1.34

1.75

0.338

0.833

1.33

0.369

0.477

0.811

0.923

0.611

MIROC-ESM2L

[-]

1.93

1.89

1.34

2.45

0.612

0.896

1.31

0.279

0.512

0.821

0.914

0.608

MPI-ESM-LR

[-]

1.47

1.36

1.34

1.59

0.159

0.666

1.22

0.486

0.532

0.837

0.948

0.667

MPI-ESM1.2-HR

[-]

1.43

1.42

1.34

1.62

0.161

0.648

1.13

0.455

0.557

0.845

0.949

0.673

NorESM1-ME

[-]

1.59

1.54

1.34

2.39

0.273

0.777

1.40

0.358

0.450

0.802

0.940

0.600

NorESM2-LM

[-]

1.34

1.29

1.34

2.27

0.0387

0.605

1.25

0.476

0.525

0.830

0.965

0.664

UK-HadGEM2-ES

[-]

1.52

1.49

1.34

1.98

0.226

0.615

1.22

0.462

0.568

0.829

0.964

0.679

UKESM1-0-LL

[-]

1.43

1.39

1.34

2.25

0.147

0.573

1.08

0.533

0.580

0.856

0.964

0.703

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]	Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.844
bcc-csm1-1	[-]	0.741	0.757	0.844	0.614		-0.104	0.552	0.720	0.474	0.232	0.913	0.977	0.565
BCC-CSM2-MR	[-]	0.748	0.765	0.844	0.628		-0.0901	0.467	0.649	0.481	0.331	0.929	0.981	0.610
CanESM2	[-]	0.673	0.688	0.844	0.561		-0.147	0.525	0.779	0.452	0.311	0.917	0.963	0.591
CanESM5	[-]	0.817	0.833	0.844	0.703		-0.0246	0.506	0.772	0.478	0.309	0.908	0.970	0.595
CESM1-BGC	[-]	0.773	0.772	0.844	0.768		-0.0686	0.487	0.602	0.360	0.373	0.937	0.931	0.595
CESM2	[-]	0.718	0.720	0.844	0.662		-0.119	0.462	0.678	0.445	0.358	0.927	0.978	0.613
GFDL-ESM2G	[-]	0.935	0.959	0.844	0.777		0.0929	0.442	0.805	0.454	0.428	0.920	0.970	0.640
GFDL-ESM4	[-]	1.08	1.03	0.844	1.13		0.189	0.405	0.546	0.363	0.517	0.948	0.977	0.664
IPSL-CM5A-LR	[-]	0.925	0.919	0.844	0.830		0.0720	0.501	0.653	0.549	0.298	0.927	0.986	0.612
IPSL-CM6A-LR	[-]	0.887	0.893	0.844	0.814		0.0458	0.375	0.661	0.581	0.494	0.930	0.979	0.696
MeanCMIP5	[-]	0.926	0.837	0.847	1.04	1.14	-0.00917	0.379	0.546	0.592	0.459	0.940	0.987	0.688
MeanCMIP6	[-]	0.874	0.880	0.844	0.790		0.0243	0.362	0.558	0.625	0.482	0.942	0.987	0.704
MIROC-ESM	[-]	0.813	0.835	0.844	0.609		0.00119	0.469	0.637	0.455	0.404	0.918	0.956	0.627
MIROC-ESM2L	[-]	1.12	1.15	0.844	0.985		0.282	0.561	0.738	0.290	0.366	0.920	0.865	0.561
MPI-ESM-LR	[-]	0.984	0.912	0.844	0.737		0.0588	0.400	0.733	0.534	0.484	0.923	0.956	0.676
MPI-ESM1.2-HR	[-]	1.01	1.01	0.844	0.858		0.146	0.428	0.683	0.435	0.503	0.927	0.916	0.657
NorESM1-ME	[-]	0.701	0.679	0.844	0.720		-0.165	0.558	0.690	0.303	0.294	0.925	0.940	0.551
NorESM2-LM	[-]	0.697	0.685	0.844	0.658		-0.165	0.524	0.705	0.366	0.283	0.921	0.972	0.565
UK-HadGEM2-ES	[-]	1.04	1.06	0.847	0.905		0.175	0.409	0.721	0.348	0.504	0.923	0.959	0.647
UKESM1-0-LL	[-]	0.799	0.801	0.844	0.756		-0.0476	0.407	0.615	0.561	0.425	0.934	0.984	0.666

Download Data

Period Mean (original grids) [mm d-1]

Model Period Mean (intersection) [mm d-1]

Benchmark Period Mean (intersection) [mm d-1]

Model Period Mean (complement) [mm d-1]

Benchmark Period Mean (complement) [mm d-1]

Bias [mm d-1]

RMSE [mm d-1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

0.844

bcc-csm1-1

[-]

0.741

0.757

0.844

0.614

-0.104

0.552

0.720

0.474

0.232

0.913

0.977

0.565

BCC-CSM2-MR

[-]

0.748

0.765

0.844

0.628

-0.0901

0.467

0.649

0.481

0.331

0.929

0.981

0.610

CanESM2

[-]

0.673

0.688

0.844

0.561

-0.147

0.525

0.779

0.452

0.311

0.917

0.963

0.591

CanESM5

[-]

0.817

0.833

0.844

0.703

-0.0246

0.506

0.772

0.478

0.309

0.908

0.970

0.595

CESM1-BGC

[-]

0.773

0.772

0.844

0.768

-0.0686

0.487

0.602

0.360

0.373

0.937

0.931

0.595

CESM2

[-]

0.718

0.720

0.844

0.662

-0.119

0.462

0.678

0.445

0.358

0.927

0.978

0.613

GFDL-ESM2G

[-]

0.935

0.959

0.844

0.777

0.0929

0.442

0.805

0.454

0.428

0.920

0.970

0.640

GFDL-ESM4

[-]

1.08

1.03

0.844

1.13

0.189

0.405

0.546

0.363

0.517

0.948

0.977

0.664

IPSL-CM5A-LR

[-]

0.925

0.919

0.844

0.830

0.0720

0.501

0.653

0.549

0.298

0.927

0.986

0.612

IPSL-CM6A-LR

[-]

0.887

0.893

0.844

0.814

0.0458

0.375

0.661

0.581

0.494

0.930

0.979

0.696

MeanCMIP5

[-]

0.926

0.837

0.847

1.04

1.14

-0.00917

0.379

0.546

0.592

0.459

0.940

0.987

0.688

MeanCMIP6

[-]

0.874

0.880

0.844

0.790

0.0243

0.362

0.558

0.625

0.482

0.942

0.987

0.704

MIROC-ESM

[-]

0.813

0.835

0.844

0.609

0.00119

0.469

0.637

0.455

0.404

0.918

0.956

0.627

MIROC-ESM2L

[-]

1.12

1.15

0.844

0.985

0.282

0.561

0.738

0.290

0.366

0.920

0.865

0.561

MPI-ESM-LR

[-]

0.984

0.912

0.844

0.737

0.0588

0.400

0.733

0.534

0.484

0.923

0.956

0.676

MPI-ESM1.2-HR

[-]

1.01

0.844

0.858

0.146

0.428

0.683

0.435

0.503

0.927

0.916

0.657

NorESM1-ME

[-]

0.701

0.679

0.844

0.720

-0.165

0.558

0.690

0.303

0.294

0.925

0.940

0.551

NorESM2-LM

[-]

0.697

0.685

0.844

0.658

-0.165

0.524

0.705

0.366

0.283

0.921

0.972

0.565

UK-HadGEM2-ES

[-]

1.04

1.06

0.847

0.905

0.175

0.409

0.721

0.348

0.504

0.923

0.959

0.647

UKESM1-0-LL

[-]

0.799

0.801

0.844

0.756

-0.0476

0.407

0.615

0.561

0.425

0.934

0.984

0.666

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	3.68
bcc-csm1-1	[-]	2.39	2.38	3.68	2.85	-1.27	1.51	2.30	0.104	0.482	0.653	0.958	0.536
BCC-CSM2-MR	[-]	3.51	3.51	3.68	3.64	-0.159	0.761	2.56	0.556	0.555	0.612	0.983	0.652
CanESM2	[-]	2.17	2.15	3.68	1.97	-1.49	1.89	1.95	0.137	0.262	0.720	0.859	0.448
CanESM5	[-]	3.04	3.04	3.68	3.46	-0.614	1.48	2.39	0.316	0.230	0.629	0.868	0.455
CESM1-BGC	[-]	3.61	3.62	3.68	3.33	-0.0568	0.838	3.02	0.591	0.474	0.493	0.975	0.601
CESM2	[-]	3.29	3.29	3.68	3.38	-0.371	0.701	2.21	0.450	0.692	0.653	0.918	0.681
GFDL-ESM2G	[-]	2.76	2.75	3.68	3.14	-0.913	1.59	2.00	0.240	0.135	0.710	0.977	0.439
GFDL-ESM4	[-]	3.49	3.48	3.68	3.72	-0.198	1.02	2.83	0.509	0.375	0.544	0.967	0.554
IPSL-CM5A-LR	[-]	3.10	3.09	3.68	3.12	-0.575	1.09	2.17	0.462	0.486	0.664	0.771	0.574
IPSL-CM6A-LR	[-]	3.66	3.66	3.68	3.32	-0.00310	0.772	3.29	0.616	0.502	0.431	0.993	0.609
MeanCMIP5	[-]	3.08	3.06	3.67	3.46	-0.614	0.904	1.77	0.388	0.601	0.742	0.978	0.662
MeanCMIP6	[-]	3.62	3.62	3.68	3.59	-0.0565	0.582	2.48	0.637	0.677	0.615	0.859	0.693
MIROC-ESM	[-]	3.20	3.22	3.68	2.65	-0.453	1.09	2.04	0.427	0.460	0.695	0.868	0.582
MIROC-ESM2L	[-]	4.56	4.57	3.68	4.05	0.870	1.14	2.40	0.188	0.627	0.623	0.986	0.610
MPI-ESM-LR	[-]	2.93	2.94	3.68	1.94	-0.708	1.34	2.02	0.340	0.345	0.696	0.798	0.505
MPI-ESM1.2-HR	[-]	3.89	3.89	3.68	2.71	0.203	1.25	2.27	0.248	0.496	0.641	0.655	0.507
NorESM1-ME	[-]	3.52	3.52	3.68	3.29	-0.158	0.827	2.72	0.567	0.495	0.543	0.969	0.614
NorESM2-LM	[-]	3.33	3.31	3.68	3.57	-0.339	0.712	2.53	0.419	0.695	0.596	0.692	0.619
UK-HadGEM2-ES	[-]	3.80	3.81	3.67	3.12	0.120	0.789	2.80	0.490	0.611	0.530	0.972	0.643
UKESM1-0-LL	[-]	3.78	3.78	3.68	3.68	0.114	0.744	1.98	0.538	0.595	0.691	0.992	0.682

Download Data

Period Mean (original grids) [mm d-1]

Model Period Mean (intersection) [mm d-1]

Benchmark Period Mean (intersection) [mm d-1]

Model Period Mean (complement) [mm d-1]

Benchmark Period Mean (complement) [mm d-1]

Bias [mm d-1]

RMSE [mm d-1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

3.68

bcc-csm1-1

[-]

2.39

2.38

3.68

2.85

-1.27

1.51

2.30

0.104

0.482

0.653

0.958

0.536

BCC-CSM2-MR

[-]

3.51

3.68

3.64

-0.159

0.761

2.56

0.556

0.555

0.612

0.983

0.652

CanESM2

[-]

2.17

2.15

3.68

1.97

-1.49

1.89

1.95

0.137

0.262

0.720

0.859

0.448

CanESM5

[-]

3.04

3.68

3.46

-0.614

1.48

2.39

0.316

0.230

0.629

0.868

0.455

CESM1-BGC

[-]

3.61

3.62

3.68

3.33

-0.0568

0.838

3.02

0.591

0.474

0.493

0.975

0.601

CESM2

[-]

3.29

3.68

3.38

-0.371

0.701

2.21

0.450

0.692

0.653

0.918

0.681

GFDL-ESM2G

[-]

2.76

2.75

3.68

3.14

-0.913

1.59

2.00

0.240

0.135

0.710

0.977

0.439

GFDL-ESM4

[-]

3.49

3.48

3.68

3.72

-0.198

1.02

2.83

0.509

0.375

0.544

0.967

0.554

IPSL-CM5A-LR

[-]

3.10

3.09

3.68

3.12

-0.575

1.09

2.17

0.462

0.486

0.664

0.771

0.574

IPSL-CM6A-LR

[-]

3.66

3.68

3.32

-0.00310

0.772

3.29

0.616

0.502

0.431

0.993

0.609

MeanCMIP5

[-]

3.08

3.06

3.67

3.46

-0.614

0.904

1.77

0.388

0.601

0.742

0.978

0.662

MeanCMIP6

[-]

3.62

3.68

3.59

-0.0565

0.582

2.48

0.637

0.677

0.615

0.859

0.693

MIROC-ESM

[-]

3.20

3.22

3.68

2.65

-0.453

1.09

2.04

0.427

0.460

0.695

0.868

0.582

MIROC-ESM2L

[-]

4.56

4.57

3.68

4.05

0.870

1.14

2.40

0.188

0.627

0.623

0.986

0.610

MPI-ESM-LR

[-]

2.93

2.94

3.68

1.94

-0.708

1.34

2.02

0.340

0.345

0.696

0.798

0.505

MPI-ESM1.2-HR

[-]

3.89

3.68

2.71

0.203

1.25

2.27

0.248

0.496

0.641

0.655

0.507

NorESM1-ME

[-]

3.52

3.68

3.29

-0.158

0.827

2.72

0.567

0.495

0.543

0.969

0.614

NorESM2-LM

[-]

3.33

3.31

3.68

3.57

-0.339

0.712

2.53

0.419

0.695

0.596

0.692

0.619

UK-HadGEM2-ES

[-]

3.80

3.81

3.67

3.12

0.120

0.789

2.80

0.490

0.611

0.530

0.972

0.643

UKESM1-0-LL

[-]

3.78

3.68

0.114

0.744

1.98

0.538

0.595

0.691

0.992

0.682

Temporally integrated period mean click to collapse contents

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 click to collapse contents

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

Evapotranspiration / GLEAMv3.3a / 1980-2019 / global / UKESM1-0-LL

Mean State
Relationships
All Models
Data Information

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	SurfaceAirTemperature\|CRU4.02 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	SurfaceAirTemperature\|CRU4.02 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.659	0.655	0.524	0.629	0.577
BCC-CSM2-MR	[-]	0.630	0.636	0.544	0.684	0.614
CanESM2	[-]	0.694	0.623	0.605	0.715	0.660
CanESM5	[-]	0.655	0.566	0.581	0.663	0.622
CESM1-BGC	[-]	0.661	0.632	0.512	0.661	0.587
CESM2	[-]	0.629	0.606	0.603	0.736	0.669
GFDL-ESM2G	[-]	0.640	0.622	0.587	0.707	0.647
GFDL-ESM4	[-]	0.670	0.628	0.555	0.693	0.624
IPSL-CM5A-LR	[-]	0.657	0.617	0.654	0.702	0.678
IPSL-CM6A-LR	[-]	0.674	0.671	0.617	0.716	0.666
MeanCMIP5	[-]	0.642	0.644	0.640	0.710	0.675
MeanCMIP6	[-]	0.681	0.618	0.579	0.713	0.646
MIROC-ESM	[-]	0.702	0.585	0.569	0.671	0.620
MIROC-ESM2L	[-]	0.672	0.521	0.522	0.523	0.523
MPI-ESM-LR	[-]	0.665	0.585	0.668	0.746	0.707
MPI-ESM1.2-HR	[-]	0.538	0.554	0.688	0.748	0.718
NorESM1-ME	[-]	0.722	0.602	0.521	0.630	0.575
NorESM2-LM	[-]	0.668	0.690	0.609	0.749	0.679
UK-HadGEM2-ES	[-]	0.601	0.661	0.606	0.688	0.647
UKESM1-0-LL	[-]	0.669	0.586	0.599	0.708	0.654

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	SurfaceAirTemperature\|CRU4.02 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	SurfaceAirTemperature\|CRU4.02 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.711	0.776	0.871	0.839	0.855
BCC-CSM2-MR	[-]	0.730	0.716	0.853	0.898	0.875
CanESM2	[-]	0.688	0.719	0.848	0.837	0.842
CanESM5	[-]	0.745	0.769	0.895	0.921	0.908
CESM1-BGC	[-]	0.667	0.698	0.933	0.926	0.929
CESM2	[-]	0.687	0.761	0.907	0.838	0.873
GFDL-ESM2G	[-]	0.760	0.712	0.813	0.877	0.845
GFDL-ESM4	[-]	0.761	0.732	0.916	0.929	0.923
IPSL-CM5A-LR	[-]	0.751	0.768	0.895	0.875	0.885
IPSL-CM6A-LR	[-]	0.725	0.773	0.915	0.827	0.871
MeanCMIP5	[-]	0.679	0.711	0.884	0.905	0.895
MeanCMIP6	[-]	0.706	0.744	0.885	0.920	0.903
MIROC-ESM	[-]	0.712	0.785	0.871	0.935	0.903
MIROC-ESM2L	[-]	0.742	0.792	0.908	0.904	0.906
MPI-ESM-LR	[-]	0.779	0.691	0.853	0.859	0.856
MPI-ESM1.2-HR	[-]	0.720	0.666	0.856	0.899	0.878
NorESM1-ME	[-]	0.717	0.801	0.947	0.942	0.945
NorESM2-LM	[-]	0.750	0.778	0.873	0.875	0.874
UK-HadGEM2-ES	[-]	0.737	0.733	0.795	0.858	0.826
UKESM1-0-LL	[-]	0.757	0.760	0.871	0.891	0.881

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	SurfaceAirTemperature\|CRU4.02 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	SurfaceAirTemperature\|CRU4.02 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.795	0.767	0.911	0.855	0.883
BCC-CSM2-MR	[-]	0.794	0.742	0.924	0.785	0.854
CanESM2	[-]	0.791	0.731	0.890	0.849	0.869
CanESM5	[-]	0.770	0.709	0.875	0.726	0.801
CESM1-BGC	[-]	0.742	0.712	0.864	0.671	0.767
CESM2	[-]	0.813	0.725	0.892	0.829	0.861
GFDL-ESM2G	[-]	0.797	0.726	0.896	0.730	0.813
GFDL-ESM4	[-]	0.786	0.728	0.883	0.715	0.799
IPSL-CM5A-LR	[-]	0.767	0.753	0.887	0.835	0.861
IPSL-CM6A-LR	[-]	0.803	0.748	0.876	0.709	0.792
MeanCMIP5	[-]	0.789	0.744	0.898	0.763	0.831
MeanCMIP6	[-]	0.815	0.746	0.903	0.759	0.831
MIROC-ESM	[-]	0.747	0.699	0.878	0.674	0.776
MIROC-ESM2L	[-]	0.738	0.683	0.791	0.575	0.683
MPI-ESM-LR	[-]	0.780	0.766	0.870	0.776	0.823
MPI-ESM1.2-HR	[-]	0.757	0.737	0.836	0.750	0.793
NorESM1-ME	[-]	0.749	0.682	0.861	0.676	0.768
NorESM2-LM	[-]	0.801	0.713	0.927	0.823	0.875
UK-HadGEM2-ES	[-]	0.764	0.697	0.864	0.725	0.795
UKESM1-0-LL	[-]	0.810	0.756	0.890	0.770	0.830

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	SurfaceAirTemperature\|CRU4.02 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	SurfaceAirTemperature\|CRU4.02 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.565	0.590	0.474	0.632	0.553
BCC-CSM2-MR	[-]	0.534	0.548	0.409	0.542	0.476
CanESM2	[-]	0.598	0.578	0.398	0.647	0.522
CanESM5	[-]	0.598	0.594	0.543	0.680	0.612
CESM1-BGC	[-]	0.538	0.543	0.295	0.564	0.429
CESM2	[-]	0.556	0.519	0.344	0.557	0.450
GFDL-ESM2G	[-]	0.592	0.594	0.358	0.603	0.481
GFDL-ESM4	[-]	0.570	0.589	0.392	0.517	0.454
IPSL-CM5A-LR	[-]	0.648	0.628	0.610	0.727	0.668
IPSL-CM6A-LR	[-]	0.617	0.559	0.529	0.584	0.556
MeanCMIP5	[-]	0.563	0.601	0.412	0.610	0.511
MeanCMIP6	[-]	0.566	0.574	0.437	0.579	0.508
MIROC-ESM	[-]	0.585	0.559	0.574	0.673	0.623
MIROC-ESM2L	[-]	0.587	0.560	0.360	0.554	0.457
MPI-ESM-LR	[-]	0.573	0.571	0.407	0.547	0.477
MPI-ESM1.2-HR	[-]	0.558	0.557	0.472	0.559	0.516
NorESM1-ME	[-]	0.544	0.560	0.257	0.534	0.395
NorESM2-LM	[-]	0.553	0.560	0.375	0.557	0.466
UK-HadGEM2-ES	[-]	0.574	0.555	0.356	0.517	0.437
UKESM1-0-LL	[-]	0.590	0.625	0.412	0.531	0.472

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	SurfaceAirTemperature\|CRU4.02 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	SurfaceAirTemperature\|CRU4.02 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.615	0.551	0.779	0.778	0.779
BCC-CSM2-MR	[-]	0.674	0.748	0.889	0.859	0.874
CanESM2	[-]	0.622	0.532	0.790	0.770	0.780
CanESM5	[-]	0.588	0.610	0.859	0.881	0.870
CESM1-BGC	[-]	0.573	0.576	0.884	0.907	0.896
CESM2	[-]	0.618	0.577	0.853	0.921	0.887
GFDL-ESM2G	[-]	0.569	0.548	0.829	0.827	0.828
GFDL-ESM4	[-]	0.589	0.583	0.895	0.829	0.862
IPSL-CM5A-LR	[-]	0.578	0.644	0.850	0.876	0.863
IPSL-CM6A-LR	[-]	0.650	0.652	0.859	0.859	0.859
MeanCMIP5	[-]	0.607	0.598	0.832	0.888	0.860
MeanCMIP6	[-]	0.635	0.780	0.881	0.920	0.901
MIROC-ESM	[-]	0.585	0.648	0.868	0.873	0.871
MIROC-ESM2L	[-]	0.651	0.503	0.776	0.669	0.723
MPI-ESM-LR	[-]	0.605	0.624	0.872	0.854	0.863
MPI-ESM1.2-HR	[-]	0.526	0.490	0.839	0.842	0.841
NorESM1-ME	[-]	0.571	0.587	0.883	0.866	0.875
NorESM2-LM	[-]	0.618	0.536	0.839	0.936	0.887
UK-HadGEM2-ES	[-]	0.643	0.550	0.885	0.958	0.921
UKESM1-0-LL	[-]	0.592	0.732	0.883	0.928	0.906

Precipitation/GPCPv2.3

SurfaceAirTemperature/CRU4.02

Data Information

Mean State
Relationships
All Models
Data Information

Title:: Global Land Evaporation Amsterdam Model (GLEAM) Evaportranspiration

Version:: 3.3a

Institutions:: Laboratory of Hydrology and Water Management, Ghent University, Belgium; Department of Earth Sciences, Vrije Universiteit Amsterdam, the Netherlands

Source:: Model Product with satellite observations of climatic and environmental variables

History:: 2019-08-12: downloaded source from https://www.gleam.eu/#datasets; 2019-08-16: converted to netCDF with https://github.com/mmu2019/Datasets/blob/master/read-et-gleam.py

References:: Martens, B., D.G. Miralles, H. Lievens, R. van der Schalie, R.A.M. de Jeu, D. Fernandez-Prieto, H.E. Beck, W.A. Dorigo, and N.E.C. Verhoest (2017), GLEAM v3: satellite-based land evaporation and root-zone soil moisture, Geosci. Model Dev., 10, 1903-1925, doi:10.5194/gmd-10-1903-2017; Miralles, D.G., T.T.H. Holmes, R.A.M. De Jeu, J.H. Gash, A.G.C.A. Meesters, and A.J. Dolman (2011), Global land-surface evaporation estimated from satellite-based observations, Hydrol. Earth Syst. Sci., 15, 453-469, doi:10.5194/hess-15-453-2011

Comments:: time_period: 1980-01 through 2018-12; original_temporal_resolution: monthly; original_spatial_resolution: 0.25 degree; original_units: mm.month-1; final_temporal_resolution: monthly; final_spatial_resolution: 0.5 degree; final_units: kg/m2/s

Convention:: CF-1.7

Evapotranspiration / GLEAMv3.3a / 1980-2019 / global / UKESM1-0-LL

Temporally integrated period mean click to collapse contents

Spatially integrated regional mean click to collapse contents

Evapotranspiration / GLEAMv3.3a / 1980-2019 / global / UKESM1-0-LL

Precipitation/GPCPv2.3

SurfaceAirTemperature/CRU4.02

Evapotranspiration / GLEAMv3.3a / 1980-2019 / global / MNAME

Data Information

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