Boreal forest Global - Land Subtropical desert Temperate grassland/desert Temperate rain forest Temperate seasonal forest Tropical rain forest Tropical seasonal forest/savanna Tundra Woodland/shrubland

	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	[-]	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

	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	[-]	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

	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	[-]	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

Boreal forest Global - Land Subtropical desert Temperate grassland/desert Temperate rain forest Temperate seasonal forest Tropical rain forest Tropical seasonal forest/savanna Tundra Woodland/shrubland Temporally integrated period mean Temporally integrated period mean bias Temporally integrated period mean bias score

  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