Mean State

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Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 80.9
ACCESS-ESM1-5 [-] 94.0 95.4 80.8 0.000173 0.0709 1.11 0.682 0.932 0.807
BCC-CSM2-MR [-] 58.2 57.7 80.8 0.000750 0.144 -1.54 0.626 0.798 0.712
CanESM5 [-] 58.7 55.0 80.7 3.37e-06 -1.57 0.576 0.815 0.696
CESM2 [-] 75.8 75.3 80.8 0.000224 0.103 -0.255 0.695 0.933 0.814
GFDL-ESM4 [-] 67.0 67.8 80.8 0.0522 -0.897 0.584 0.435 0.510
IPSL-CM6A-LR [-] 23.7 23.7 80.8 0.00 0.105 -3.90 0.494 0.319 0.406
MeanCMIP6 [-] 54.3 56.0 81.0 0.000900 -1.56 0.653 0.629 0.641
MIROC-ESM2L [-] 59.9 56.2 80.7 -1.73e-30 0.00407 -1.62 0.578 0.820 0.699
NorESM2-LM [-] 68.2 66.0 80.9 0.000575 -0.647 0.680 0.916 0.798
UKESM1-0-LL [-] 60.3 58.7 80.9 0.0128 0.108 -1.29 0.612 0.459 0.535
Download Data
Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 626.
ACCESS-ESM1-5 [-] 669. 668. 624. 6.60e-05 1.99 0.556 0.655 0.882 0.769
BCC-CSM2-MR [-] 399. 398. 624. 2.46 -1.31 0.587 0.625 0.606
CanESM5 [-] 518. 509. 626. 0.000524 0.0768 0.575 0.698 0.637
CESM2 [-] 492. 491. 624. 0.00330 2.64 -0.362 0.662 0.877 0.770
GFDL-ESM4 [-] 405. 406. 626. 0.0109 -1.41 0.536 0.591 0.564
IPSL-CM6A-LR [-] 358. 356. 624. 0.00160 2.31 -1.40 0.579 0.623 0.601
MeanCMIP6 [-] 468. 468. 626. 0.00420 -0.406 0.630 0.689 0.659
MIROC-ESM2L [-] 533. 523. 626. 0.00273 0.476 -0.0204 0.575 0.675 0.625
NorESM2-LM [-] 470. 464. 626. 0.00713 -0.245 0.647 0.852 0.750
UKESM1-0-LL [-] 547. 545. 623. 0.00247 3.17 0.243 0.584 0.765 0.674
Download Data
Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 3.36
ACCESS-ESM1-5 [-] 16.0 16.1 3.31 0.0543 0.433 0.470 0.269 0.370
BCC-CSM2-MR [-] 10.3 11.0 3.27 0.0839 0.267 0.505 0.570 0.537
CanESM5 [-] 24.9 23.7 3.38 0.00 0.739 0.347 0.211 0.279
CESM2 [-] 6.31 5.73 3.27 0.0630 0.0993 0.493 0.651 0.572
GFDL-ESM4 [-] 2.94 3.00 3.44 0.00 -0.0176 0.450 0.629 0.540
IPSL-CM6A-LR [-] 16.0 12.8 3.31 0.0554 0.324 0.434 0.351 0.393
MeanCMIP6 [-] 12.8 12.5 3.43 -1.57e-31 0.331 0.479 0.507 0.493
MIROC-ESM2L [-] 17.4 16.8 3.36 -6.73e-30 0.0170 0.489 0.342 0.133 0.238
NorESM2-LM [-] 6.78 5.50 3.36 0.00 0.0946 0.480 0.590 0.535
UKESM1-0-LL [-] 11.8 11.6 3.31 0.0664 0.340 0.318 0.105 0.212
Download Data
Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.28
ACCESS-ESM1-5 [-] 4.51 3.73 1.29 0.00213 0.320 0.476 0.387 0.431
BCC-CSM2-MR [-] 4.87 4.75 1.31 0.00103 0.423 0.497 0.576 0.537
CanESM5 [-] 4.85 5.46 1.27 0.613 0.428 0.415 0.421
CESM2 [-] 3.32 3.14 1.28 0.00239 0.251 0.473 0.627 0.550
GFDL-ESM4 [-] 3.66 3.57 1.32 0.268 0.481 0.606 0.544
IPSL-CM6A-LR [-] 3.79 3.36 1.28 0.00430 0.264 0.465 0.572 0.518
MeanCMIP6 [-] 4.83 4.39 1.30 0.408 0.487 0.622 0.554
MIROC-ESM2L [-] 3.98 3.95 1.27 0.00 0.399 0.370 0.330 0.350
NorESM2-LM [-] 3.61 2.97 1.29 0.236 0.452 0.572 0.512
UKESM1-0-LL [-] 4.54 5.05 1.27 0.000326 0.527 0.389 0.145 0.267
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Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 4.73
ACCESS-ESM1-5 [-] 8.07 5.60 4.66 0.103 3.08 0.623 0.886 0.755
BCC-CSM2-MR [-] 4.18 3.89 4.74 0.0299 -0.137 0.641 0.869 0.755
CanESM5 [-] 3.59 2.67 4.63 0.450 0.605 0.834 0.720
CESM2 [-] 4.72 4.08 4.65 0.173 1.52 0.684 0.878 0.781
GFDL-ESM4 [-] 4.18 4.42 4.78 -0.411 0.634 0.777 0.706
IPSL-CM6A-LR [-] 2.68 1.76 4.59 0.155 -3.34 0.562 0.697 0.629
MeanCMIP6 [-] 4.03 3.21 4.69 0.190 0.675 0.677 0.676
MIROC-ESM2L [-] 3.61 2.98 4.63 0.00278 -0.990 0.616 0.840 0.728
NorESM2-LM [-] 7.04 3.84 4.73 2.37 0.685 0.853 0.769
UKESM1-0-LL [-] 3.38 3.81 4.58 0.200 1.42 0.676 0.615 0.645
Download Data
Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 92.2
ACCESS-ESM1-5 [-] 136. 135. 91.7 0.00168 0.424 3.29 0.631 0.897 0.764
BCC-CSM2-MR [-] 69.1 70.0 91.6 0.00929 0.665 -1.02 0.605 0.794 0.699
CanESM5 [-] 86.5 86.1 92.3 2.50e-05 0.606 0.633 0.836 0.734
CESM2 [-] 66.5 65.6 91.5 0.00451 0.465 -0.914 0.588 0.840 0.714
GFDL-ESM4 [-] 52.9 52.1 92.2 0.00 -2.44 0.531 0.558 0.545
IPSL-CM6A-LR [-] 37.8 37.3 91.2 0.00 0.881 -3.04 0.524 0.486 0.505
MeanCMIP6 [-] 67.6 66.5 91.9 0.00324 -0.828 0.627 0.603 0.615
MIROC-ESM2L [-] 79.3 78.7 92.3 -1.73e-30 0.0229 -0.247 0.611 0.799 0.705
NorESM2-LM [-] 61.1 64.8 92.1 0.00211 -0.518 0.592 0.824 0.708
UKESM1-0-LL [-] 64.3 67.3 90.7 0.0143 1.12 -0.699 0.573 0.723 0.648
Download Data
Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 93.8
ACCESS-ESM1-5 [-] 66.4 66.8 92.9 0.783 -4.30 0.723 0.824 0.773
BCC-CSM2-MR [-] 46.2 44.7 92.4 1.01 -9.19 0.589 0.517 0.553
CanESM5 [-] 45.4 43.9 93.8 0.00 -6.79 0.606 0.563 0.584
CESM2 [-] 82.3 80.9 93.0 1.22 -0.379 0.794 0.781 0.787
GFDL-ESM4 [-] 53.4 51.7 93.5 0.00 -8.27 0.605 0.839 0.722
IPSL-CM6A-LR [-] 45.8 48.3 92.9 0.759 -7.45 0.635 0.512 0.574
MeanCMIP6 [-] 53.4 55.3 94.1 0.00 -5.53 0.664 0.413 0.538
MIROC-ESM2L [-] 36.0 35.5 93.7 0.0622 -9.58 0.539 0.244 0.392
NorESM2-LM [-] 77.4 72.2 93.6 0.00 -0.895 0.758 0.729 0.744
UKESM1-0-LL [-] 59.6 60.2 93.2 0.994 -4.47 0.678 0.297 0.488
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Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 295.
ACCESS-ESM1-5 [-] 264. 261. 294. 0.00377 1.14 -0.567 0.652 0.759 0.706
BCC-CSM2-MR [-] 157. 156. 294. 0.00 1.12 -3.56 0.574 0.488 0.531
CanESM5 [-] 227. 227. 295. 0.00 -0.642 0.555 0.510 0.533
CESM2 [-] 203. 205. 293. 2.22 -1.77 0.657 0.851 0.754
GFDL-ESM4 [-] 108. 114. 295. 0.0450 -4.89 0.506 0.542 0.524
IPSL-CM6A-LR [-] 196. 194. 294. 1.36 -2.15 0.621 0.537 0.579
MeanCMIP6 [-] 215. 214. 294. 0.00 -1.28 0.628 0.521 0.574
MIROC-ESM2L [-] 240. 237. 295. 0.533 -0.574 0.582 0.430 0.506
NorESM2-LM [-] 195. 197. 295. 0.00 -1.58 0.645 0.826 0.735
UKESM1-0-LL [-] 289. 282. 293. 1.56 0.797 0.568 0.613 0.590
Download Data
Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 28.1
ACCESS-ESM1-5 [-] 18.3 18.8 28.1 0.00 0.00924 -0.605 0.633 0.915 0.774
BCC-CSM2-MR [-] 15.2 15.4 28.1 0.00835 -0.815 0.600 0.759 0.679
CanESM5 [-] 12.3 12.9 28.3 0.00 -0.981 0.540 0.512 0.526
CESM2 [-] 22.3 22.5 28.0 0.0150 -0.346 0.629 0.886 0.757
GFDL-ESM4 [-] 59.2 59.5 28.2 2.00 0.559 0.813 0.686
IPSL-CM6A-LR [-] 6.35 6.46 28.1 0.0163 -1.59 0.457 0.151 0.304
MeanCMIP6 [-] 13.8 14.5 28.2 -0.921 0.584 0.503 0.543
MIROC-ESM2L [-] 15.7 16.2 28.3 -8.48e-31 0.000499 -0.778 0.594 0.557 0.576
NorESM2-LM [-] 14.2 15.3 28.1 0.00 -0.790 0.573 0.727 0.650
UKESM1-0-LL [-] 11.1 11.0 28.1 0.0106 -1.12 0.497 0.474 0.486
Download Data
Period Mean (original grids) [Pg]
Model Period Mean (intersection) [Pg]
Benchmark Period Mean (intersection) [Pg]
Model Period Mean (complement) [Pg]
Benchmark Period Mean (complement) [Pg]
Bias [kg m-2]
Bias Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 28.8
ACCESS-ESM1-5 [-] 58.9 59.7 28.6 0.173 1.98 0.530 0.727 0.629
BCC-CSM2-MR [-] 30.2 29.7 28.2 0.385 0.163 0.543 0.692 0.617
CanESM5 [-] 36.0 36.4 28.8 0.00 0.832 0.556 0.751 0.654
CESM2 [-] 20.5 20.3 28.6 0.163 -0.315 0.494 0.697 0.596
GFDL-ESM4 [-] 19.7 18.9 28.7 0.0164 -0.556 0.472 0.449 0.460
IPSL-CM6A-LR [-] 22.7 21.8 28.5 0.254 -0.264 0.528 0.632 0.580
MeanCMIP6 [-] 31.8 31.4 28.8 0.00 0.398 0.553 0.645 0.599
MIROC-ESM2L [-] 51.3 54.5 28.7 0.0933 2.01 0.520 0.756 0.638
NorESM2-LM [-] 24.5 22.4 28.8 0.00 -0.198 0.485 0.686 0.585
UKESM1-0-LL [-] 35.8 33.8 28.4 0.442 0.601 0.511 0.740 0.626

Temporally integrated period mean

BENCHMARK MEAN
Data not available
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MODEL MEAN
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BIAS
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BIAS SCORE
Data not available
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SPATIAL TAYLOR DIAGRAM
Data not available
MODEL COLORS
Data not available

Spatially integrated regional mean

MODEL COLORS
Data not available

All Models

Benchmark
Data not available
Data not available
ACCESS-ESM1-5
Data not available
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BCC-CSM2-MR
Data not available
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CanESM5
Data not available
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CESM2
Data not available
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GFDL-ESM4
Data not available
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IPSL-CM6A-LR
Data not available
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MeanCMIP6
Data not available
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MIROC-ESM2L
Data not available
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NorESM2-LM
Data not available
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UKESM1-0-LL
Data not available
Data not available

Data Information

  Title:
ESA CCI above-ground biomass product level

  Version:
3

  Institution:
GAMMA Remote Sensing

  Source:
ALOS-2 PALSAR-2 FB and WB mosaics, Sentinel-1 GRD

  History:
2022-05-17: downloaded source from https://dap.ceda.ac.uk/neodc/esacci/biomass/data/agb/maps/v3.0/netcdf/ESACCI-BIOMASS-L4-AGB-MERGED-100m-2010-fv3.0.nc
2022-05-26: coarsened to 0.5 degree resolution using https://github.com/rubisco-sfa/ILAMB-Data/blob/master/ESACCI/convert.py

  References:
M. Santoro and O. Cartus (2021), ESA Biomass Climate Change Initiative (Biomass_cci): Global datasets of forest above-ground biomass for the years 2010, 2017 and 2018, v3, NERC EDS Centre for Environmental Data Analysis, http://dx.doi.org/10.5285/5f331c418e9f4935b8eb1b836f8a91b8