	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]	Bias [1]	RMSE [1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.92
bcc-csm1-1	[-]	3.68	3.67	1.92	3.62	0.646	1.74	2.08	2.29	0.169	0.435	0.655	0.937	0.526
BCC-CSM2-MR	[-]	2.66	2.60	1.93	1.94	0.379	0.639	1.24	2.15	0.417	0.592	0.662	0.786	0.610
CanESM2	[-]	3.48	3.55	1.92	2.23		1.54	1.94	2.52	0.255	0.611	0.607	0.654	0.548
CanESM5	[-]	2.86	2.88	1.92	2.33		0.903	1.42	1.95	0.365	0.616	0.704	0.770	0.614
CESM1-BGC	[-]	3.87	3.94	1.92	2.19	1.61	1.99	2.33	2.83	0.301	0.599	0.532	0.463	0.499
CESM2	[-]	1.90	1.90	1.92	1.89	1.61	-0.0156	1.04	3.07	0.447	0.629	0.488	0.844	0.608
GFDL-ESM2G	[-]	4.18	4.27	1.92	3.45		2.33	2.85	2.36	0.191	0.485	0.642	0.547	0.470
GFDL-ESM4	[-]	1.68	2.67	1.92	0.334		0.750	1.31	2.30	0.421	0.525	0.648	0.858	0.596
IPSL-CM5A-LR	[-]	2.44	2.33	1.92	2.60	1.81	0.390	1.08	2.06	0.459	0.585	0.680	0.894	0.640
IPSL-CM6A-LR	[-]	2.44	2.53	1.92	1.86	2.46	0.567	0.983	2.03	0.484	0.617	0.694	0.944	0.671
MeanCMIP5	[-]	2.26	3.54	1.93	0.532	1.23	1.61	1.72	2.01	0.168	0.702	0.704	0.824	0.620
MeanCMIP6	[-]	2.30	2.32	1.92	1.66		0.386	0.804	1.91	0.565	0.732	0.702	0.926	0.732
MIROC-ESM	[-]	3.28	3.29	1.92	2.66	2.04	1.35	1.78	2.66	0.245	0.630	0.583	0.922	0.602
MIROC-ESM2L	[-]	2.36	2.35	1.92	2.45	0.365	0.423	1.02	3.08	0.421	0.688	0.488	0.901	0.637
MPI-ESM-LR	[-]	2.98	3.09	1.92	2.49	1.88	1.17	1.47	2.25	0.261	0.546	0.662	0.958	0.595
MPI-ESM1.2-HR	[-]	1.96	1.95	1.94	2.03	1.31	0.00976	1.06	2.08	0.501	0.575	0.679	0.943	0.655
NorESM1-ME	[-]	4.65	4.51	1.92	3.01		2.54	2.88	2.89	0.256	0.579	0.523	0.369	0.461
NorESM2-LM	[-]	1.64	1.55	1.92	1.91		-0.354	1.05	2.89	0.440	0.665	0.524	0.866	0.632
UK-HadGEM2-ES	[-]	3.35	3.45	1.92	2.94	0.419	1.52	1.78	2.08	0.209	0.699	0.675	0.810	0.618
UKESM1-0-LL	[-]	2.78	2.75	1.92	2.39	0.946	0.811	1.31	2.32	0.349	0.715	0.636	0.818	0.646

Download Data

Period Mean (original grids) [1]

Model Period Mean (intersection) [1]

Benchmark Period Mean (intersection) [1]

Model Period Mean (complement) [1]

Benchmark Period Mean (complement) [1]

Bias [1]

RMSE [1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

1.92

bcc-csm1-1

[-]

3.68

3.67

1.92

3.62

0.646

1.74

2.08

2.29

0.169

0.435

0.655

0.937

0.526

BCC-CSM2-MR

[-]

2.66

2.60

1.93

1.94

0.379

0.639

1.24

2.15

0.417

0.592

0.662

0.786

0.610

CanESM2

[-]

3.48

3.55

1.92

2.23

1.54

1.94

2.52

0.255

0.611

0.607

0.654

0.548

CanESM5

[-]

2.86

2.88

1.92

2.33

0.903

1.42

1.95

0.365

0.616

0.704

0.770

0.614

CESM1-BGC

[-]

3.87

3.94

1.92

2.19

1.61

1.99

2.33

2.83

0.301

0.599

0.532

0.463

0.499

CESM2

[-]

1.90

1.92

1.89

1.61

-0.0156

1.04

3.07

0.447

0.629

0.488

0.844

0.608

GFDL-ESM2G

[-]

4.18

4.27

1.92

3.45

2.33

2.85

2.36

0.191

0.485

0.642

0.547

0.470

GFDL-ESM4

[-]

1.68

2.67

1.92

0.334

0.750

1.31

2.30

0.421

0.525

0.648

0.858

0.596

IPSL-CM5A-LR

[-]

2.44

2.33

1.92

2.60

1.81

0.390

1.08

2.06

0.459

0.585

0.680

0.894

0.640

IPSL-CM6A-LR

[-]

2.44

2.53

1.92

1.86

2.46

0.567

0.983

2.03

0.484

0.617

0.694

0.944

0.671

MeanCMIP5

[-]

2.26

3.54

1.93

0.532

1.23

1.61

1.72

2.01

0.168

0.702

0.704

0.824

0.620

MeanCMIP6

[-]

2.30

2.32

1.92

1.66

0.386

0.804

1.91

0.565

0.732

0.702

0.926

0.732

MIROC-ESM

[-]

3.28

3.29

1.92

2.66

2.04

1.35

1.78

2.66

0.245

0.630

0.583

0.922

0.602

MIROC-ESM2L

[-]

2.36

2.35

1.92

2.45

0.365

0.423

1.02

3.08

0.421

0.688

0.488

0.901

0.637

MPI-ESM-LR

[-]

2.98

3.09

1.92

2.49

1.88

1.17

1.47

2.25

0.261

0.546

0.662

0.958

0.595

MPI-ESM1.2-HR

[-]

1.96

1.95

1.94

2.03

1.31

0.00976

1.06

2.08

0.501

0.575

0.679

0.943

0.655

NorESM1-ME

[-]

4.65

4.51

1.92

3.01

2.54

2.88

2.89

0.256

0.579

0.523

0.369

0.461

NorESM2-LM

[-]

1.64

1.55

1.92

1.91

-0.354

1.05

2.89

0.440

0.665

0.524

0.866

0.632

UK-HadGEM2-ES

[-]

3.35

3.45

1.92

2.94

0.419

1.52

1.78

2.08

0.209

0.699

0.675

0.810

0.618

UKESM1-0-LL

[-]

2.78

2.75

1.92

2.39

0.946

0.811

1.31

2.32

0.349

0.715

0.636

0.818

0.646

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]	Bias [1]	RMSE [1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	3.90
bcc-csm1-1	[-]	4.80	4.94	3.90	4.61	3.49	0.915	1.27	3.35	0.464	0.828	0.447	0.957	0.705
BCC-CSM2-MR	[-]	4.92	5.23	3.91	4.19	3.51	0.801	2.20	3.21	0.245	0.801	0.466	0.349	0.533
CanESM2	[-]	6.95	7.15	3.90	6.67		0.990	3.27	3.52	0.0815	0.907	0.397	0.193	0.497
CanESM5	[-]	5.50	5.89	3.90	5.00		1.57	1.82	2.61	0.305	0.899	0.585	0.685	0.674
CESM1-BGC	[-]	8.10	8.17	3.91	7.90	3.62	4.21	4.25	2.96	0.0236	0.852	0.523	0.632	0.577
CESM2	[-]	4.78	4.85	3.91	4.50	3.62	0.824	1.25	3.52	0.459	0.889	0.398	0.895	0.706
GFDL-ESM2G	[-]	7.93	7.91	3.90	7.73		3.87	3.97	3.65	0.00876	0.820	0.366	0.760	0.555
GFDL-ESM4	[-]	2.74	5.25	3.90	2.06		1.35	1.65	3.14	0.366	0.811	0.478	0.821	0.658
IPSL-CM5A-LR	[-]	5.57	5.74	3.94	5.32	2.99	1.80	1.93	2.24	0.217	0.900	0.668	0.975	0.732
IPSL-CM6A-LR	[-]	4.71	4.68	3.90	4.63	3.54	0.716	1.03	2.47	0.538	0.911	0.604	0.974	0.788
MeanCMIP5	[-]	3.24	6.37	3.90	2.39		2.47	2.54	3.14	0.103	0.904	0.477	0.920	0.662
MeanCMIP6	[-]	4.34	4.79	3.90	3.34		0.612	1.02	3.03	0.539	0.908	0.501	0.947	0.760
MIROC-ESM	[-]	5.50	5.57	3.98	5.36	3.77	1.58	1.68	3.61	0.346	0.912	0.383	0.947	0.700
MIROC-ESM2L	[-]	3.90	3.67	3.90	4.20	3.68	-0.0141	1.05	3.02	0.531	0.889	0.497	0.976	0.757
MPI-ESM-LR	[-]	4.97	5.06	3.99	4.69	3.78	1.06	1.32	3.57	0.469	0.824	0.399	0.910	0.685
MPI-ESM1.2-HR	[-]	4.06	4.19	3.96	3.23	3.68	0.245	1.26	3.21	0.514	0.766	0.463	0.794	0.661
NorESM1-ME	[-]	8.30	8.75	3.90	7.46		4.40	4.70	3.05	0.0386	0.836	0.490	0.360	0.512
NorESM2-LM	[-]	4.76	4.89	3.90	4.46		0.840	1.18	3.81	0.482	0.887	0.344	0.960	0.712
UK-HadGEM2-ES	[-]	6.59	6.64	3.92	6.30	3.21	2.64	2.64	2.50	0.0701	0.919	0.595	0.981	0.697
UKESM1-0-LL	[-]	5.43	5.52	3.90	5.26	3.75	1.54	1.58	2.84	0.318	0.920	0.536	0.941	0.727

Download Data

Period Mean (original grids) [1]

Model Period Mean (intersection) [1]

Benchmark Period Mean (intersection) [1]

Model Period Mean (complement) [1]

Benchmark Period Mean (complement) [1]

Bias [1]

RMSE [1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

3.90

bcc-csm1-1

[-]

4.80

4.94

3.90

4.61

3.49

0.915

1.27

3.35

0.464

0.828

0.447

0.957

0.705

BCC-CSM2-MR

[-]

4.92

5.23

3.91

4.19

3.51

0.801

2.20

3.21

0.245

0.801

0.466

0.349

0.533

CanESM2

[-]

6.95

7.15

3.90

6.67

0.990

3.27

3.52

0.0815

0.907

0.397

0.193

0.497

CanESM5

[-]

5.50

5.89

3.90

5.00

1.57

1.82

2.61

0.305

0.899

0.585

0.685

0.674

CESM1-BGC

[-]

8.10

8.17

3.91

7.90

3.62

4.21

4.25

2.96

0.0236

0.852

0.523

0.632

0.577

CESM2

[-]

4.78

4.85

3.91

4.50

3.62

0.824

1.25

3.52

0.459

0.889

0.398

0.895

0.706

GFDL-ESM2G

[-]

7.93

7.91

3.90

7.73

3.87

3.97

3.65

0.00876

0.820

0.366

0.760

0.555

GFDL-ESM4

[-]

2.74

5.25

3.90

2.06

1.35

1.65

3.14

0.366

0.811

0.478

0.821

0.658

IPSL-CM5A-LR

[-]

5.57

5.74

3.94

5.32

2.99

1.80

1.93

2.24

0.217

0.900

0.668

0.975

0.732

IPSL-CM6A-LR

[-]

4.71

4.68

3.90

4.63

3.54

0.716

1.03

2.47

0.538

0.911

0.604

0.974

0.788

MeanCMIP5

[-]

3.24

6.37

3.90

2.39

2.47

2.54

3.14

0.103

0.904

0.477

0.920

0.662

MeanCMIP6

[-]

4.34

4.79

3.90

3.34

0.612

1.02

3.03

0.539

0.908

0.501

0.947

0.760

MIROC-ESM

[-]

5.50

5.57

3.98

5.36

3.77

1.58

1.68

3.61

0.346

0.912

0.383

0.947

0.700

MIROC-ESM2L

[-]

3.90

3.67

3.90

4.20

3.68

-0.0141

1.05

3.02

0.531

0.889

0.497

0.976

0.757

MPI-ESM-LR

[-]

4.97

5.06

3.99

4.69

3.78

1.06

1.32

3.57

0.469

0.824

0.399

0.910

0.685

MPI-ESM1.2-HR

[-]

4.06

4.19

3.96

3.23

3.68

0.245

1.26

3.21

0.514

0.766

0.463

0.794

0.661

NorESM1-ME

[-]

8.30

8.75

3.90

7.46

4.40

4.70

3.05

0.0386

0.836

0.490

0.360

0.512

NorESM2-LM

[-]

4.76

4.89

3.90

4.46

0.840

1.18

3.81

0.482

0.887

0.344

0.960

0.712

UK-HadGEM2-ES

[-]

6.59

6.64

3.92

6.30

3.21

2.64

2.50

0.0701

0.919

0.595

0.981

0.697

UKESM1-0-LL

[-]

5.43

5.52

3.90

5.26

3.75

1.54

1.58

2.84

0.318

0.920

0.536

0.941

0.727

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]	Bias [1]	RMSE [1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.36
bcc-csm1-1	[-]	2.19	2.38	1.36	0.967	1.81	1.06	1.32	2.02	0.287	0.556	0.704	0.903	0.602
BCC-CSM2-MR	[-]	1.50	1.64	1.36	0.507	1.61	0.272	0.838	1.81	0.522	0.651	0.737	0.899	0.692
CanESM2	[-]	1.38	1.46	1.36	0.856		0.0149	1.06	2.32	0.477	0.716	0.649	0.801	0.672
CanESM5	[-]	1.35	1.46	1.36	0.664		0.141	0.854	1.92	0.534	0.701	0.724	0.879	0.708
CESM1-BGC	[-]	1.95	2.15	1.36	0.610	1.58	0.810	1.30	2.21	0.423	0.689	0.662	0.648	0.622
CESM2	[-]	1.40	1.54	1.36	0.483	1.94	0.208	0.934	2.25	0.504	0.630	0.648	0.888	0.660
GFDL-ESM2G	[-]	2.56	2.78	1.36	1.13		1.47	2.00	2.32	0.347	0.562	0.649	0.561	0.536
GFDL-ESM4	[-]	1.85	1.97	1.36	1.41		0.610	1.14	1.95	0.457	0.652	0.720	0.846	0.665
IPSL-CM5A-LR	[-]	1.86	1.84	1.37	2.01	0.435	0.502	0.999	1.77	0.411	0.650	0.748	0.897	0.671
IPSL-CM6A-LR	[-]	1.55	1.54	1.37	1.72	0.520	0.180	0.733	1.72	0.563	0.707	0.762	0.930	0.734
MeanCMIP5	[-]	1.97	2.13	1.36	1.35	0.629	0.770	0.962	1.72	0.368	0.738	0.760	0.917	0.704
MeanCMIP6	[-]	1.45	1.60	1.36	0.501		0.258	0.608	1.69	0.578	0.769	0.759	0.965	0.768
MIROC-ESM	[-]	2.02	2.20	1.33	0.851	1.68	0.863	1.36	1.82	0.353	0.550	0.732	0.881	0.613
MIROC-ESM2L	[-]	1.23	1.31	1.36	0.711	1.94	-0.00356	0.791	2.06	0.515	0.736	0.677	0.910	0.715
MPI-ESM-LR	[-]	1.80	1.82	1.32	0.575	1.89	0.495	0.961	1.86	0.406	0.660	0.729	0.936	0.678
MPI-ESM1.2-HR	[-]	1.33	1.46	1.34	0.264	1.73	0.118	0.722	1.53	0.555	0.700	0.784	0.950	0.738
NorESM1-ME	[-]	2.05	2.23	1.36	0.850		0.886	1.50	2.36	0.389	0.661	0.635	0.586	0.586
NorESM2-LM	[-]	1.39	1.49	1.36	0.678		0.169	0.908	2.29	0.514	0.638	0.643	0.893	0.665
UK-HadGEM2-ES	[-]	1.99	2.16	1.36	0.783	1.23	0.844	1.18	2.07	0.410	0.717	0.692	0.782	0.664
UKESM1-0-LL	[-]	2.46	2.43	1.38	2.97	0.472	1.10	1.30	1.83	0.204	0.758	0.739	0.864	0.665

Download Data

Period Mean (original grids) [1]

Model Period Mean (intersection) [1]

Benchmark Period Mean (intersection) [1]

Model Period Mean (complement) [1]

Benchmark Period Mean (complement) [1]

Bias [1]

RMSE [1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

1.36

bcc-csm1-1

[-]

2.19

2.38

1.36

0.967

1.81

1.06

1.32

2.02

0.287

0.556

0.704

0.903

0.602

BCC-CSM2-MR

[-]

1.50

1.64

1.36

0.507

1.61

0.272

0.838

1.81

0.522

0.651

0.737

0.899

0.692

CanESM2

[-]

1.38

1.46

1.36

0.856

0.0149

1.06

2.32

0.477

0.716

0.649

0.801

0.672

CanESM5

[-]

1.35

1.46

1.36

0.664

0.141

0.854

1.92

0.534

0.701

0.724

0.879

0.708

CESM1-BGC

[-]

1.95

2.15

1.36

0.610

1.58

0.810

1.30

2.21

0.423

0.689

0.662

0.648

0.622

CESM2

[-]

1.40

1.54

1.36

0.483

1.94

0.208

0.934

2.25

0.504

0.630

0.648

0.888

0.660

GFDL-ESM2G

[-]

2.56

2.78

1.36

1.13

1.47

2.00

2.32

0.347

0.562

0.649

0.561

0.536

GFDL-ESM4

[-]

1.85

1.97

1.36

1.41

0.610

1.14

1.95

0.457

0.652

0.720

0.846

0.665

IPSL-CM5A-LR

[-]

1.86

1.84

1.37

2.01

0.435

0.502

0.999

1.77

0.411

0.650

0.748

0.897

0.671

IPSL-CM6A-LR

[-]

1.55

1.54

1.37

1.72

0.520

0.180

0.733

1.72

0.563

0.707

0.762

0.930

0.734

MeanCMIP5

[-]

1.97

2.13

1.36

1.35

0.629

0.770

0.962

1.72

0.368

0.738

0.760

0.917

0.704

MeanCMIP6

[-]

1.45

1.60

1.36

0.501

0.258

0.608

1.69

0.578

0.769

0.759

0.965

0.768

MIROC-ESM

[-]

2.02

2.20

1.33

0.851

1.68

0.863

1.36

1.82

0.353

0.550

0.732

0.881

0.613

MIROC-ESM2L

[-]

1.23

1.31

1.36

0.711

1.94

-0.00356

0.791

2.06

0.515

0.736

0.677

0.910

0.715

MPI-ESM-LR

[-]

1.80

1.82

1.32

0.575

1.89

0.495

0.961

1.86

0.406

0.660

0.729

0.936

0.678

MPI-ESM1.2-HR

[-]

1.33

1.46

1.34

0.264

1.73

0.118

0.722

1.53

0.555

0.700

0.784

0.950

0.738

NorESM1-ME

[-]

2.05

2.23

1.36

0.850

0.886

1.50

2.36

0.389

0.661

0.635

0.586

NorESM2-LM

[-]

1.39

1.49

1.36

0.678

0.169

0.908

2.29

0.514

0.638

0.643

0.893

0.665

UK-HadGEM2-ES

[-]

1.99

2.16

1.36

0.783

1.23

0.844

1.18

2.07

0.410

0.717

0.692

0.782

0.664

UKESM1-0-LL

[-]

2.46

2.43

1.38

2.97

0.472

1.10

1.30

1.83

0.204

0.758

0.739

0.864

0.665

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]	Bias [1]	RMSE [1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.17
bcc-csm1-1	[-]	1.86	1.92	1.17	1.18	0.466	0.676	0.934	1.07	0.342	0.702	0.900	0.894	0.708
BCC-CSM2-MR	[-]	1.26	1.30	1.17	0.771	0.707	0.0888	0.671	1.25	0.575	0.668	0.862	0.927	0.740
CanESM2	[-]	0.957	0.973	1.17	0.820		-0.259	0.933	1.50	0.444	0.633	0.817	0.818	0.669
CanESM5	[-]	0.971	1.00	1.17	0.657		-0.207	0.833	1.34	0.466	0.640	0.860	0.863	0.694
CESM1-BGC	[-]	1.02	1.04	1.17	0.612	0.686	-0.160	0.730	1.68	0.489	0.627	0.777	0.918	0.687
CESM2	[-]	1.31	1.34	1.17	0.797	0.686	0.138	0.916	1.91	0.458	0.528	0.721	0.883	0.624
GFDL-ESM2G	[-]	3.93	3.92	1.17	3.56		2.71	3.11	1.98	0.181	0.533	0.738	0.407	0.478
GFDL-ESM4	[-]	1.64	2.32	1.17	0.823		1.15	1.53	1.38	0.290	0.611	0.844	0.793	0.630
IPSL-CM5A-LR	[-]	1.97	2.01	1.23	1.41	0.0145	0.749	1.08	1.16	0.279	0.475	0.876	0.942	0.609
IPSL-CM6A-LR	[-]	0.942	0.959	1.24	0.659	0.0721	-0.294	0.703	1.10	0.556	0.654	0.901	0.874	0.727
MeanCMIP5	[-]	1.09	1.68	1.18	0.387	0.803	0.503	0.734	0.987	0.405	0.702	0.909	0.962	0.736
MeanCMIP6	[-]	1.16	1.19	1.17	0.644		-0.00725	0.538	0.907	0.641	0.713	0.919	0.953	0.787
MIROC-ESM	[-]	1.68	1.71	1.21	1.22	0.743	0.499	1.12	0.817	0.431	0.457	0.929	0.896	0.634
MIROC-ESM2L	[-]	0.758	0.797	1.17	0.446	0.266	-0.404	0.821	1.24	0.491	0.667	0.838	0.867	0.706
MPI-ESM-LR	[-]	1.49	1.25	1.20	0.795	0.734	0.0570	0.636	0.829	0.580	0.642	0.930	0.946	0.748
MPI-ESM1.2-HR	[-]	1.18	1.19	1.19	0.883	0.700	-0.00427	0.614	0.718	0.583	0.685	0.937	0.923	0.763
NorESM1-ME	[-]	1.12	1.12	1.17	0.579		-0.104	0.783	2.02	0.451	0.610	0.718	0.893	0.656
NorESM2-LM	[-]	1.22	1.23	1.17	0.685		0.0121	0.881	2.09	0.476	0.527	0.694	0.898	0.624
UK-HadGEM2-ES	[-]	1.58	1.58	1.19	1.60	0.415	0.384	0.861	1.92	0.433	0.604	0.736	0.925	0.660
UKESM1-0-LL	[-]	1.95	1.95	1.26	1.91	0.0585	0.696	1.08	1.09	0.266	0.639	0.903	0.922	0.674

Download Data

Period Mean (original grids) [1]

Model Period Mean (intersection) [1]

Benchmark Period Mean (intersection) [1]

Model Period Mean (complement) [1]

Benchmark Period Mean (complement) [1]

Bias [1]

RMSE [1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

1.17

bcc-csm1-1

[-]

1.86

1.92

1.17

1.18

0.466

0.676

0.934

1.07

0.342

0.702

0.900

0.894

0.708

BCC-CSM2-MR

[-]

1.26

1.30

1.17

0.771

0.707

0.0888

0.671

1.25

0.575

0.668

0.862

0.927

0.740

CanESM2

[-]

0.957

0.973

1.17

0.820

-0.259

0.933

1.50

0.444

0.633

0.817

0.818

0.669

CanESM5

[-]

0.971

1.00

1.17

0.657

-0.207

0.833

1.34

0.466

0.640

0.860

0.863

0.694

CESM1-BGC

[-]

1.02

1.04

1.17

0.612

0.686

-0.160

0.730

1.68

0.489

0.627

0.777

0.918

0.687

CESM2

[-]

1.31

1.34

1.17

0.797

0.686

0.138

0.916

1.91

0.458

0.528

0.721

0.883

0.624

GFDL-ESM2G

[-]

3.93

3.92

1.17

3.56

2.71

3.11

1.98

0.181

0.533

0.738

0.407

0.478

GFDL-ESM4

[-]

1.64

2.32

1.17

0.823

1.15

1.53

1.38

0.290

0.611

0.844

0.793

0.630

IPSL-CM5A-LR

[-]

1.97

2.01

1.23

1.41

0.0145

0.749

1.08

1.16

0.279

0.475

0.876

0.942

0.609

IPSL-CM6A-LR

[-]

0.942

0.959

1.24

0.659

0.0721

-0.294

0.703

1.10

0.556

0.654

0.901

0.874

0.727

MeanCMIP5

[-]

1.09

1.68

1.18

0.387

0.803

0.503

0.734

0.987

0.405

0.702

0.909

0.962

0.736

MeanCMIP6

[-]

1.16

1.19

1.17

0.644

-0.00725

0.538

0.907

0.641

0.713

0.919

0.953

0.787

MIROC-ESM

[-]

1.68

1.71

1.21

1.22

0.743

0.499

1.12

0.817

0.431

0.457

0.929

0.896

0.634

MIROC-ESM2L

[-]

0.758

0.797

1.17

0.446

0.266

-0.404

0.821

1.24

0.491

0.667

0.838

0.867

0.706

MPI-ESM-LR

[-]

1.49

1.25

1.20

0.795

0.734

0.0570

0.636

0.829

0.580

0.642

0.930

0.946

0.748

MPI-ESM1.2-HR

[-]

1.18

1.19

0.883

0.700

-0.00427

0.614

0.718

0.583

0.685

0.937

0.923

0.763

NorESM1-ME

[-]

1.12

1.17

0.579

-0.104

0.783

2.02

0.451

0.610

0.718

0.893

0.656

NorESM2-LM

[-]

1.22

1.23

1.17

0.685

0.0121

0.881

2.09

0.476

0.527

0.694

0.898

0.624

UK-HadGEM2-ES

[-]

1.58

1.19

1.60

0.415

0.384

0.861

1.92

0.433

0.604

0.736

0.925

0.660

UKESM1-0-LL

[-]

1.95

1.26

1.91

0.0585

0.696

1.08

1.09

0.266

0.639

0.903

0.922

0.674

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]	Bias [1]	RMSE [1]	Phase Shift [months]	Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	3.88
bcc-csm1-1	[-]	5.15	5.17	3.88	4.87	3.63	1.28	1.54	3.47	0.409	0.714	0.426	0.930	0.639
BCC-CSM2-MR	[-]	4.69	4.72	3.88	2.88	2.76	0.786	1.51	3.36	0.462	0.702	0.431	0.702	0.600
CanESM2	[-]	2.09	1.99	3.88	1.99		-1.93	2.51	2.94	0.203	0.828	0.508	0.569	0.587
CanESM5	[-]	2.94	2.91	3.88	2.41		-0.987	1.60	2.83	0.340	0.796	0.541	0.819	0.659
CESM1-BGC	[-]	5.04	5.10	3.88	2.44	2.76	1.18	2.31	2.74	0.190	0.725	0.560	0.461	0.532
CESM2	[-]	4.35	4.37	3.88	3.27	2.76	0.482	1.15	2.66	0.510	0.829	0.579	0.887	0.727
GFDL-ESM2G	[-]	4.52	4.55	3.88	3.42		0.645	1.54	2.45	0.421	0.806	0.622	0.685	0.668
GFDL-ESM4	[-]	4.05	4.21	3.88	1.91		0.335	2.08	2.53	0.363	0.515	0.611	0.536	0.508
IPSL-CM5A-LR	[-]	4.64	4.65	3.88	3.22	3.69	0.705	1.94	2.64	0.233	0.781	0.576	0.514	0.577
IPSL-CM6A-LR	[-]	5.23	5.27	3.88	3.58	3.37	1.32	1.59	2.38	0.293	0.854	0.634	0.823	0.692
MeanCMIP5	[-]	4.39	4.51	3.88	2.67		0.635	1.13	2.87	0.525	0.812	0.533	0.945	0.725
MeanCMIP6	[-]	4.42	4.46	3.88	2.86		0.537	0.874	3.02	0.629	0.839	0.504	0.991	0.760
MIROC-ESM	[-]	4.38	4.47	3.89	3.06	2.95	0.561	1.54	2.62	0.368	0.836	0.588	0.643	0.654
MIROC-ESM2L	[-]	4.29	4.31	3.88	3.99	3.79	0.430	0.942	3.19	0.578	0.862	0.477	0.969	0.750
MPI-ESM-LR	[-]	3.65	3.68	3.91	2.22	2.89	-0.233	1.49	2.86	0.457	0.592	0.532	0.932	0.621
MPI-ESM1.2-HR	[-]	4.10	4.11	3.89	1.32	3.10	0.208	1.61	2.92	0.409	0.666	0.520	0.648	0.582
NorESM1-ME	[-]	4.81	4.87	3.88	3.22		0.943	2.49	3.00	0.177	0.713	0.502	0.383	0.497
NorESM2-LM	[-]	4.31	4.32	3.88	3.82		0.428	0.950	2.56	0.604	0.836	0.603	0.982	0.772
UK-HadGEM2-ES	[-]	6.44	6.48	3.88	4.34	3.10	2.54	2.68	2.80	0.0496	0.878	0.538	0.888	0.646
UKESM1-0-LL	[-]	5.46	5.47	3.88	4.53	2.63	1.57	1.68	2.91	0.267	0.877	0.526	0.984	0.706

Download Data

Period Mean (original grids) [1]

Model Period Mean (intersection) [1]

Benchmark Period Mean (intersection) [1]

Model Period Mean (complement) [1]

Benchmark Period Mean (complement) [1]

Bias [1]

RMSE [1]

Phase Shift [months]

Bias Score [1]

RMSE Score [1]

Seasonal Cycle Score [1]

Spatial Distribution Score [1]

Overall Score [1]

Benchmark

[-]

3.88

bcc-csm1-1

[-]

5.15

5.17

3.88

4.87

3.63

1.28

1.54

3.47

0.409

0.714

0.426

0.930

0.639

BCC-CSM2-MR

[-]

4.69

4.72

3.88

2.88

2.76

0.786

1.51

3.36

0.462

0.702

0.431

0.702

0.600

CanESM2

[-]

2.09

1.99

3.88

1.99

-1.93

2.51

2.94

0.203

0.828

0.508

0.569

0.587

CanESM5

[-]

2.94

2.91

3.88

2.41

-0.987

1.60

2.83

0.340

0.796

0.541

0.819

0.659

CESM1-BGC

[-]

5.04

5.10

3.88

2.44

2.76

1.18

2.31

2.74

0.190

0.725

0.560

0.461

0.532

CESM2

[-]

4.35

4.37

3.88

3.27

2.76

0.482

1.15

2.66

0.510

0.829

0.579

0.887

0.727

GFDL-ESM2G

[-]

4.52

4.55

3.88

3.42

0.645

1.54

2.45

0.421

0.806

0.622

0.685

0.668

GFDL-ESM4

[-]

4.05

4.21

3.88

1.91

0.335

2.08

2.53

0.363

0.515

0.611

0.536

0.508

IPSL-CM5A-LR

[-]

4.64

4.65

3.88

3.22

3.69

0.705

1.94

2.64

0.233

0.781

0.576

0.514

0.577

IPSL-CM6A-LR

[-]

5.23

5.27

3.88

3.58

3.37

1.32

1.59

2.38

0.293

0.854

0.634

0.823

0.692

MeanCMIP5

[-]

4.39

4.51

3.88

2.67

0.635

1.13

2.87

0.525

0.812

0.533

0.945

0.725

MeanCMIP6

[-]

4.42

4.46

3.88

2.86

0.537

0.874

3.02

0.629

0.839

0.504

0.991

0.760

MIROC-ESM

[-]

4.38

4.47

3.89

3.06

2.95

0.561

1.54

2.62

0.368

0.836

0.588

0.643

0.654

MIROC-ESM2L

[-]

4.29

4.31

3.88

3.99

3.79

0.430

0.942

3.19

0.578

0.862

0.477

0.969

0.750

MPI-ESM-LR

[-]

3.65

3.68

3.91

2.22

2.89

-0.233

1.49

2.86

0.457

0.592

0.532

0.932

0.621

MPI-ESM1.2-HR

[-]

4.10

4.11

3.89

1.32

3.10

0.208

1.61

2.92

0.409

0.666

0.520

0.648

0.582

NorESM1-ME

[-]

4.81

4.87

3.88

3.22

0.943

2.49

3.00

0.177

0.713

0.502

0.383

0.497

NorESM2-LM

[-]

4.31

4.32

3.88

3.82

0.428

0.950

2.56

0.604

0.836

0.603

0.982

0.772

UK-HadGEM2-ES

[-]

6.44

6.48

3.88

4.34

3.10

2.54

2.68

2.80

0.0496

0.878

0.538

0.888

0.646

UKESM1-0-LL

[-]

5.46

5.47

3.88

4.53

2.63

1.57

1.68

2.91

0.267

0.877

0.526

0.984

0.706

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

LeafAreaIndex / MODIS / 2000-2006 / global / MeanCMIP5

Mean State
Relationships
All Models
Data Information

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.696	0.484	0.484
BCC-CSM2-MR	[-]	0.736	0.780	0.780
CanESM2	[-]	0.726	0.684	0.684
CanESM5	[-]	0.741	0.777	0.777
CESM1-BGC	[-]	0.723	0.412	0.412
CESM2	[-]	0.646	0.754	0.754
GFDL-ESM2G	[-]	0.726	0.761	0.761
GFDL-ESM4	[-]	0.692	0.706	0.706
IPSL-CM5A-LR	[-]	0.662	0.732	0.732
IPSL-CM6A-LR	[-]	0.710	0.814	0.814
MeanCMIP5	[-]	0.603	0.731	0.731
MeanCMIP6	[-]	0.705	0.747	0.747
MIROC-ESM	[-]	0.668	0.622	0.622
MIROC-ESM2L	[-]	0.674	0.836	0.836
MPI-ESM-LR	[-]	0.631	0.554	0.554
MPI-ESM1.2-HR	[-]	0.586	0.686	0.686
NorESM1-ME	[-]	0.762	0.679	0.679
NorESM2-LM	[-]	0.624	0.805	0.805
UK-HadGEM2-ES	[-]	0.624	0.411	0.411
UKESM1-0-LL	[-]	0.623	0.526	0.526

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.748	0.806	0.806
BCC-CSM2-MR	[-]	0.826	0.713	0.713
CanESM2	[-]	0.984	0.505	0.505
CanESM5	[-]	0.808	0.644	0.644
CESM1-BGC	[-]	0.686	0.359	0.359
CESM2	[-]	0.776	0.824	0.824
GFDL-ESM2G	[-]	0.873	0.552	0.552
GFDL-ESM4	[-]	0.755	0.675	0.675
IPSL-CM5A-LR	[-]	0.724	0.564	0.564
IPSL-CM6A-LR	[-]	0.759	0.733	0.733
MeanCMIP5	[-]	0.708	0.732	0.732
MeanCMIP6	[-]	0.701	0.602	0.602
MIROC-ESM	[-]	0.688	0.605	0.605
MIROC-ESM2L	[-]	0.699	0.862	0.862
MPI-ESM-LR	[-]	0.709	0.677	0.677
MPI-ESM1.2-HR	[-]	0.772	0.749	0.749
NorESM1-ME	[-]	0.935	0.570	0.570
NorESM2-LM	[-]	0.795	0.608	0.608
UK-HadGEM2-ES	[-]	0.918	0.474	0.474
UKESM1-0-LL	[-]	0.742	0.656	0.656

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.618	0.669	0.669
BCC-CSM2-MR	[-]	0.756	0.857	0.857
CanESM2	[-]	0.691	0.726	0.726
CanESM5	[-]	0.723	0.808	0.808
CESM1-BGC	[-]	0.686	0.475	0.475
CESM2	[-]	0.716	0.873	0.873
GFDL-ESM2G	[-]	0.686	0.475	0.475
GFDL-ESM4	[-]	0.720	0.757	0.757
IPSL-CM5A-LR	[-]	0.651	0.643	0.643
IPSL-CM6A-LR	[-]	0.760	0.895	0.895
MeanCMIP5	[-]	0.626	0.606	0.606
MeanCMIP6	[-]	0.763	0.889	0.889
MIROC-ESM	[-]	0.688	0.736	0.736
MIROC-ESM2L	[-]	0.661	0.887	0.887
MPI-ESM-LR	[-]	0.665	0.783	0.783
MPI-ESM1.2-HR	[-]	0.702	0.829	0.829
NorESM1-ME	[-]	0.706	0.414	0.414
NorESM2-LM	[-]	0.717	0.849	0.849
UK-HadGEM2-ES	[-]	0.656	0.504	0.504
UKESM1-0-LL	[-]	0.521	0.569	0.569

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.677	0.473	0.473
BCC-CSM2-MR	[-]	0.719	0.778	0.778
CanESM2	[-]	0.549	0.615	0.615
CanESM5	[-]	0.554	0.601	0.601
CESM1-BGC	[-]	0.636	0.747	0.747
CESM2	[-]	0.636	0.807	0.807
GFDL-ESM2G	[-]	0.586	0.315	0.315
GFDL-ESM4	[-]	0.538	0.639	0.639
IPSL-CM5A-LR	[-]	0.608	0.438	0.438
IPSL-CM6A-LR	[-]	0.695	0.742	0.742
MeanCMIP5	[-]	0.597	0.757	0.757
MeanCMIP6	[-]	0.584	0.622	0.622
MIROC-ESM	[-]	0.723	0.448	0.448
MIROC-ESM2L	[-]	0.658	0.483	0.483
MPI-ESM-LR	[-]	0.736	0.880	0.880
MPI-ESM1.2-HR	[-]	0.712	0.776	0.776
NorESM1-ME	[-]	0.511	0.555	0.555
NorESM2-LM	[-]	0.528	0.600	0.600
UK-HadGEM2-ES	[-]	0.612	0.348	0.348
UKESM1-0-LL	[-]	0.597	0.235	0.235

	Download Data	Precipitation\|GPCPv2.3 Hellinger Distance [1]	Precipitation\|GPCPv2.3 Score [1]	Overall Score [1]
bcc-csm1-1	[-]	0.805	0.581	0.581
BCC-CSM2-MR	[-]	0.671	0.617	0.617
CanESM2	[-]	0.653	0.621	0.621
CanESM5	[-]	0.570	0.813	0.813
CESM1-BGC	[-]	0.697	0.538	0.538
CESM2	[-]	0.634	0.751	0.751
GFDL-ESM2G	[-]	0.656	0.493	0.493
GFDL-ESM4	[-]	0.662	0.679	0.679
IPSL-CM5A-LR	[-]	0.748	0.517	0.517
IPSL-CM6A-LR	[-]	0.697	0.635	0.635
MeanCMIP5	[-]	0.547	0.685	0.685
MeanCMIP6	[-]	0.634	0.769	0.769
MIROC-ESM	[-]	0.722	0.636	0.636
MIROC-ESM2L	[-]	0.638	0.755	0.755
MPI-ESM-LR	[-]	0.632	0.789	0.789
MPI-ESM1.2-HR	[-]	0.659	0.733	0.733
NorESM1-ME	[-]	0.673	0.486	0.486
NorESM2-LM	[-]	0.672	0.776	0.776
UK-HadGEM2-ES	[-]	0.800	0.475	0.475
UKESM1-0-LL	[-]	0.757	0.600	0.600