Mean State

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 [-] 1.03
ACCESS-ESM1-5 [-] 1.57 1.56 1.02 0.778 1.07 0.496 1.05 1.19 0.481 0.409 0.881 0.547 0.545
AWI-ESM-1-1-LR [-] 0.934 0.932 1.02 1.20 1.09 -0.0879 0.630 0.847 0.687 0.504 0.936 0.963 0.719
BCC-ESM1 [-] 1.62 1.62 1.03 1.47 0.968 0.595 1.06 1.17 0.467 0.478 0.888 0.464 0.555
CanESM5-1 [-] 1.22 1.21 1.03 2.17 0.192 0.976 1.29 0.501 0.460 0.866 0.345 0.526
CESM2 [-] 1.59 1.60 1.03 0.649 0.995 0.586 1.31 1.51 0.424 0.381 0.807 0.381 0.475
CMCC-ESM2 [-] 2.40 2.41 1.03 0.840 1.01 1.39 1.99 1.64 0.318 0.346 0.793 0.204 0.401
CNRM-ESM2-1 [-] 1.28 1.27 1.03 1.59 0.762 0.250 0.742 1.16 0.670 0.476 0.885 0.982 0.698
EC-Earth3-CC [-] 1.28 1.29 1.03 0.146 0.259 0.950 0.943 0.445 0.508 0.911 0.392 0.553
GFDL-ESM4 [-] 2.28 2.28 1.03 1.00 1.27 1.70 1.29 0.317 0.481 0.863 0.409 0.510
GISS-E3-G [-] 1.48 1.47 1.03 1.01 0.963 0.455 0.679 0.280 0.568 0.712 0.979 0.773 0.749
IPSL-CM6A-LR [-] 1.14 1.13 1.03 0.814 1.01 0.111 0.752 1.10 0.599 0.487 0.903 0.766 0.648
MPI-ESM1-2-LR [-] 1.49 1.48 1.02 1.50 1.11 0.464 0.910 0.873 0.536 0.480 0.933 0.824 0.651
MRI-ESM2-0 [-] 2.20 2.20 1.03 2.49 1.00 1.23 1.82 0.492 0.360 0.330 0.954 0.274 0.450
NorESM2-LM [-] 1.52 1.53 1.03 1.09 0.518 1.23 1.57 0.434 0.391 0.801 0.376 0.478
SAM0-UNICON [-] 1.74 1.75 1.03 1.03 0.995 0.725 1.34 1.67 0.399 0.427 0.794 0.253 0.460
TaiESM1 [-] 1.67 1.68 1.03 0.893 0.648 1.28 1.50 0.440 0.417 0.818 0.283 0.475
UKESM1-0-LL [-] 2.20 2.19 1.03 1.83 1.03 1.21 1.49 1.04 0.297 0.501 0.909 0.491 0.540
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 [-] 0.319
ACCESS-ESM1-5 [-] 0.343 0.350 0.319 0.0347 0.428 0.0259 0.328 2.18 0.227 0.499 0.670 0.523 0.484
AWI-ESM-1-1-LR [-] 0.694 0.704 0.316 0.318 0.391 0.389 0.555 2.12 0.183 0.399 0.679 0.395 0.411
BCC-ESM1 [-] 0.660 0.689 0.319 0.276 0.524 0.376 0.564 2.09 0.214 0.269 0.689 0.382 0.365
CanESM5-1 [-] 0.384 0.417 0.319 0.248 0.107 0.352 2.35 0.302 0.414 0.633 0.463 0.445
CESM2 [-] 0.445 0.445 0.318 0.0556 0.457 0.131 0.431 2.08 0.296 0.386 0.687 0.439 0.439
CMCC-ESM2 [-] 0.456 0.454 0.319 0.0711 0.377 0.137 0.391 2.46 0.259 0.432 0.612 0.408 0.429
CNRM-ESM2-1 [-] 0.452 0.460 0.319 0.484 0.469 0.144 0.328 2.06 0.291 0.436 0.686 0.609 0.492
EC-Earth3-CC [-] 1.13 1.14 0.319 0.0362 0.820 0.970 2.17 0.0718 0.141 0.668 0.244 0.253
GFDL-ESM4 [-] 0.503 0.516 0.319 0.0649 0.198 0.394 2.25 0.272 0.444 0.654 0.416 0.446
GISS-E3-G [-] 0.475 0.481 0.319 0.395 0.546 0.167 0.276 1.70 0.321 0.436 0.747 0.733 0.535
IPSL-CM6A-LR [-] 0.575 0.570 0.319 0.0672 0.425 0.242 0.466 2.07 0.231 0.385 0.696 0.407 0.421
MPI-ESM1-2-LR [-] 0.634 0.640 0.317 0.474 0.366 0.324 0.504 2.03 0.200 0.431 0.699 0.389 0.430
MRI-ESM2-0 [-] 0.499 0.500 0.319 0.0439 0.413 0.188 0.508 2.50 0.193 0.488 0.603 0.199 0.394
NorESM2-LM [-] 0.463 0.441 0.319 0.130 0.125 0.432 2.01 0.281 0.401 0.704 0.405 0.438
SAM0-UNICON [-] 0.509 0.509 0.319 0.149 0.404 0.189 0.382 2.36 0.250 0.468 0.634 0.377 0.440
TaiESM1 [-] 0.602 0.600 0.319 0.125 0.271 0.474 2.36 0.247 0.433 0.634 0.245 0.399
UKESM1-0-LL [-] 1.10 1.12 0.318 1.18 0.465 0.812 0.851 2.35 0.0772 0.426 0.644 0.213 0.357
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 [-] 1.23
ACCESS-ESM1-5 [-] 1.30 1.31 1.22 0.638 1.62 0.0355 0.850 1.78 0.317 0.462 0.748 0.905 0.579
AWI-ESM-1-1-LR [-] 1.34 1.35 1.20 1.21 1.51 0.150 0.868 1.80 0.368 0.419 0.745 0.909 0.572
BCC-ESM1 [-] 1.78 1.77 1.22 1.85 1.74 0.582 0.993 1.78 0.312 0.362 0.754 0.865 0.531
CanESM5-1 [-] 1.47 1.45 1.23 1.87 0.281 0.940 2.15 0.344 0.420 0.682 0.846 0.542
CESM2 [-] 1.51 1.50 1.22 1.64 1.72 0.325 0.973 2.20 0.332 0.408 0.670 0.873 0.538
CMCC-ESM2 [-] 1.92 1.91 1.22 2.47 1.35 0.755 1.37 2.32 0.273 0.405 0.648 0.663 0.479
CNRM-ESM2-1 [-] 1.34 1.33 1.22 1.71 1.51 0.145 0.715 2.02 0.415 0.431 0.705 0.946 0.585
EC-Earth3-CC [-] 1.73 1.88 1.23 0.0593 0.654 1.20 1.78 0.218 0.362 0.746 0.811 0.500
GFDL-ESM4 [-] 1.97 1.97 1.23 2.23 0.783 1.25 2.13 0.274 0.405 0.684 0.816 0.517
GISS-E3-G [-] 1.37 1.37 1.23 1.72 0.640 0.176 0.611 1.38 0.431 0.520 0.802 0.945 0.643
IPSL-CM6A-LR [-] 1.53 1.53 1.24 1.67 0.735 0.310 0.731 1.92 0.366 0.447 0.729 0.934 0.585
MPI-ESM1-2-LR [-] 1.55 1.54 1.19 1.57 1.58 0.354 0.901 1.78 0.326 0.422 0.750 0.923 0.569
MRI-ESM2-0 [-] 2.51 2.50 1.22 3.05 1.63 1.34 1.75 2.06 0.243 0.439 0.680 0.497 0.460
NorESM2-LM [-] 1.48 1.47 1.23 1.81 0.296 0.962 2.21 0.322 0.417 0.670 0.872 0.540
SAM0-UNICON [-] 2.19 2.18 1.22 2.56 1.59 1.03 1.40 2.28 0.274 0.441 0.658 0.575 0.478
TaiESM1 [-] 2.06 2.06 1.23 2.01 0.832 1.30 2.22 0.284 0.435 0.669 0.671 0.499
UKESM1-0-LL [-] 2.44 2.43 1.24 2.98 0.722 1.25 1.42 1.87 0.170 0.478 0.739 0.836 0.540
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 [-] 1.51
ACCESS-ESM1-5 [-] 2.24 2.26 1.52 0.413 1.29 0.573 1.15 1.55 0.293 0.404 0.788 0.883 0.554
AWI-ESM-1-1-LR [-] 1.61 1.61 1.52 0.713 1.48 0.0966 0.877 1.82 0.434 0.474 0.741 0.928 0.610
BCC-ESM1 [-] 2.45 2.39 1.52 0.747 1.25 0.913 1.38 1.41 0.286 0.391 0.821 0.799 0.537
CanESM5-1 [-] 2.49 2.45 1.51 1.09 0.882 1.42 2.06 0.301 0.377 0.701 0.713 0.494
CESM2 [-] 2.12 2.12 1.52 0.361 1.34 0.658 1.31 2.08 0.311 0.411 0.693 0.686 0.502
CMCC-ESM2 [-] 3.57 3.55 1.52 2.40 1.39 2.03 2.45 2.22 0.226 0.423 0.664 0.328 0.413
CNRM-ESM2-1 [-] 2.18 2.16 1.51 1.57 1.57 0.639 1.06 1.91 0.343 0.416 0.731 0.950 0.571
EC-Earth3-CC [-] 2.69 2.70 1.51 0.359 1.18 1.64 1.73 0.173 0.439 0.757 0.678 0.497
GFDL-ESM4 [-] 2.79 2.81 1.51 1.00 1.29 1.75 2.08 0.274 0.322 0.692 0.594 0.441
GISS-E3-G [-] 1.88 1.89 1.51 1.38 1.59 0.410 0.737 1.23 0.483 0.578 0.844 0.956 0.688
IPSL-CM6A-LR [-] 2.07 2.04 1.51 1.14 1.45 0.490 0.952 1.77 0.365 0.463 0.752 0.952 0.599
MPI-ESM1-2-LR [-] 1.88 1.89 1.52 1.22 1.44 0.368 1.04 1.93 0.349 0.468 0.719 0.915 0.584
MRI-ESM2-0 [-] 3.97 3.93 1.52 0.687 1.30 2.52 2.84 2.13 0.198 0.381 0.681 0.278 0.384
NorESM2-LM [-] 2.04 2.07 1.51 0.784 0.608 1.35 2.09 0.296 0.418 0.690 0.653 0.495
SAM0-UNICON [-] 3.80 3.79 1.52 1.60 1.34 2.24 2.47 1.93 0.202 0.457 0.721 0.364 0.440
TaiESM1 [-] 4.08 4.08 1.51 1.67 2.33 2.62 2.01 0.166 0.454 0.706 0.391 0.434
UKESM1-0-LL [-] 3.41 3.41 1.51 3.49 1.55 1.93 2.04 1.36 0.131 0.501 0.835 0.779 0.550
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 [-] 2.95
ACCESS-ESM1-5 [-] 2.32 2.34 2.95 0.913 2.92 -0.824 1.40 1.98 0.257 0.512 0.697 0.876 0.571
AWI-ESM-1-1-LR [-] 3.10 3.11 3.00 1.47 2.72 0.102 1.85 2.46 0.207 0.314 0.616 0.902 0.471
BCC-ESM1 [-] 3.72 3.77 2.95 1.95 2.79 0.775 1.45 2.23 0.269 0.367 0.661 0.935 0.520
CanESM5-1 [-] 3.33 3.33 2.95 1.99 0.371 1.73 2.86 0.233 0.412 0.542 0.921 0.504
CESM2 [-] 2.90 2.90 2.94 0.856 3.09 0.0102 1.12 2.97 0.307 0.507 0.519 0.955 0.559
CMCC-ESM2 [-] 3.11 3.11 2.96 1.03 2.86 0.340 1.69 2.93 0.253 0.468 0.525 0.756 0.494
CNRM-ESM2-1 [-] 2.63 2.61 2.96 1.72 2.39 -0.251 1.15 3.05 0.346 0.427 0.504 0.953 0.531
EC-Earth3-CC [-] 3.65 3.65 2.95 0.116 0.682 1.87 2.15 0.158 0.477 0.672 0.879 0.533
GFDL-ESM4 [-] 3.58 3.56 2.95 1.34 0.582 1.65 2.90 0.256 0.314 0.523 0.943 0.470
GISS-E3-G [-] 2.69 2.67 2.94 1.54 3.28 -0.243 1.05 2.22 0.387 0.412 0.666 0.852 0.546
IPSL-CM6A-LR [-] 3.67 3.66 2.95 1.69 2.87 0.649 1.09 2.72 0.294 0.500 0.567 0.980 0.568
MPI-ESM1-2-LR [-] 3.25 3.27 2.98 1.32 2.80 0.282 1.59 2.43 0.243 0.341 0.623 0.936 0.497
MRI-ESM2-0 [-] 5.90 5.90 2.95 7.41 3.06 2.91 3.27 3.24 0.160 0.541 0.461 0.578 0.456
NorESM2-LM [-] 2.88 2.88 2.95 1.06 -0.0433 1.17 3.00 0.283 0.514 0.513 0.954 0.556
SAM0-UNICON [-] 5.02 5.01 2.94 1.47 3.09 2.19 2.59 2.91 0.189 0.437 0.530 0.645 0.448
TaiESM1 [-] 4.16 4.17 2.95 1.26 1.03 1.98 2.91 0.210 0.481 0.534 0.788 0.499
UKESM1-0-LL [-] 4.44 4.43 2.95 1.65 2.89 1.49 1.77 2.38 0.210 0.558 0.634 0.956 0.583

Temporally integrated period mean

BENCHMARK MEAN
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MODEL MEAN
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BIAS
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BIAS SCORE
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RMSE
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RMSE SCORE
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BENCHMARK MAX MONTH
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MODEL MAX MONTH
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DIFFERENCE IN MAX MONTH
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SEASONAL CYCLE SCORE
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SPATIAL TAYLOR DIAGRAM
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MODEL COLORS
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Spatially integrated regional mean

MODEL COLORS
Data not available
REGIONAL MEAN
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ANNUAL CYCLE
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MONTHLY ANOMALY
Data not available
ANNUAL CYCLE
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All Models

Benchmark
Data not available
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ACCESS-ESM1-5
Data not available
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AWI-ESM-1-1-LR
Data not available
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BCC-ESM1
Data not available
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CanESM5-1
Data not available
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CESM2
Data not available
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CMCC-ESM2
Data not available
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CNRM-ESM2-1
Data not available
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EC-Earth3-CC
Data not available
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GFDL-ESM4
Data not available
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GISS-E3-G
Data not available
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IPSL-CM6A-LR
Data not available
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MPI-ESM1-2-LR
Data not available
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MRI-ESM2-0
Data not available
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NorESM2-LM
Data not available
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SAM0-UNICON
Data not available
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TaiESM1
Data not available
Data not available
UKESM1-0-LL
Data not available
Data not available

Data Information

  Title:
NOAA Climate Data Record (CDR) of AVHRR Leaf Area Index (LAI) and Fraction of Absorbed Photosynthetically Active Radiation (FAPAR), AVH15C1

  Version:
5

  Institutions:
Goddard Space Flight Center (GSFC), NASA, USA
University of Maryland (UMD), USA
Climate Data Record (CDR), NOAA, USA
National Centers for Environmental Information (NCEI), NESDIS, NOAA, U.S. Department of Commerce

  Source:
This daily gridded Leaf Area Index (LAI) derived from the NOAA Climate Data Record (CDR) of Advanced Very High Resolution Radiometer (AVHRR) Surface Reflectance.

  History:
2019-08-23: downloaded source from https://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.ncdc:C01559/html
2019-09-12: converted to netCDF with https://github.com/mmu2019/Datasets/blob/master/read-lai-avh15c1.py

  References:
Vermote, Eric (2019), NOAA Climate Data Record (CDR) of AVHRR Leaf Area Index (LAI) and Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) Version 5, NOAA National Centers for Environmental Information, , , doi:10.7289/V5TT4P69

Claverie, M., Matthews, J., Vermote, E., and Justice, C. (2016), A 30+ Year AVHRR LAI and FAPAR Climate Data Record: Algorithm Description and Validation, Remote Sensing, 8, 263, doi:10.3390/rs8030263

  Comments:
time_period: 1981-01 through 2019-12
original_temporal_resolution: daily
original_spatial_resolution: 0.05 degree
original_units: 1
final_temporal_resolution: monthly
final_spatial_resolution: 0.5 degree
final_units: 1

  Convention:
CF-1.7