Global Carbon Budget 2023

A newer version of this dataset is available. The latest version available on Openclimatedata is 2024.

Published: December 5, 2023

Citation: Friedlingstein et al., Global Carbon Budget 2023. https://doi.org/10.5194/essd-15-5301-2023

Data: Global Carbon Project. (2023). Supplemental data of Global Carbon Budget 2023 (Version 1.1) [Data set]. Global Carbon Project. https://doi.org/10.18160/gcp-2023

Changelog:
  • 2022 total anthropogenic CO₂ emissions (including the cement carbonation sink): 11.1±0.8 GtC/year (40.7±3.2 GtCO₂/year).
  • 2022 fossil CO₂ emissions increased by 0.9% to 10.2±0.5 GtC/year (9.9 ± 0.5 GtC/year when the cement carbonation sink is included)
  • 2022 global atmospheric CO₂ concentration: 417.1 ± 0.1 ppm
  • remaining carbon budget for a 50% likelihood to limit global warming to 1.5, 1.7, and 2°C has reduced to 75 GtC (275 GtCO₂), 175 GtC (625 GtCO₂), and 315 GtC (1150 GtCO₂)

Land-use change emissions

All values in billion tonnes of carbon per year (GtC/yr), for the globe.
For values in billion tonnes of carbon dioxide per year (GtCO₂/yr), multiply the numbers below by 3.664.
1 billion tonnes C = 1 petagram of carbon (10^15 gC) = 1 gigatonne C = 3.664 billion tonnes of CO₂
Methods: The GCB estimate is the average of three bookkeeping models H&N23, BLUE and OSCAR (uncertainty of ±0.7 GtC/yr). Individual results from dynamic global vegetation models (calculated as S3-S2; see Appendix C2.2 in Friedlingstein et al. 2023) are also provided but not used for the GCB estimate.
Cite as: Friedlingstein et al (2023; see summary tab)
Data below represents the net flux of land-use change, based on the net balance between deforestation and forest regrowth along with other land-use changes
Cite individual estimates as:
  • H&N Houghton, R. A. and Castanho, A.: Annual emissions of carbon from land use, land-use change, and forestry from 1850 to 2020, Earth Syst. Sci. Data, 15, 2025–2054, https://doi.org/10.5194/essd-15-2025-2023, 2023.
  • BLUE Hansis, E., Davis, S. J., and Pongratz, J.: Relevance of methodological choices for accounting of land use change carbon fluxes, Global Biogeochemical Cycles, 29, 1230-1246, 2015.
  • OSCAR Gasser, T., Crepin, L., Quilcaille, Y., Houghton, R. A., Ciais, P. and Obersteiner, M.: Historical CO 2 emissions from land use and land cover change and their uncertainty, Biogeosciences , 4075–4101, 2020.
  • FAO-PEAT FAO, 2023. FAOSTAT Drained organic soils, available at (http://www.fao.org/faostat/en/#data/GV)
  • LPX-Bern-PEAT Müller, J. and Joos, F.: Committed and projected future changes in global peatlands – continued transient model simulations since the Last Glacial Maximum, Biogeosciences, 18, 3657–3687, https://doi.org/10.5194/bg-18-3657-2021, 2021.
  • ORCHIDEE-PEAT Qiu, C., Ciais, P., Zhu, D., Guenet, B., Peng, S., Petrescu, A. M. R., Lauerwald, R., Makowski, D., Gallego-Sala, A. V., Charman, D. J., and Brewer, S. C.: Large historical carbon emissions from cultivated northern peatlands, Sci. Adv., 7, eabf1332, https://doi.org/10.1126/sciadv.abf1332, 2021.
  • CABLE-POP Haverd, V., Smith, B., Nieradzik, L., Briggs, P. R., Woodgate, W., Trudinger, C. M., Canadell, J. G., and Cuntz, M.: A new version of the CABLE land surface model (Subversion revision r4601) incorporating land use and land cover change, woody vegetation demography, and a novel optimisation-based approach to plant coordination of photosynthesis, Geosci. Model Dev., 11, 2995-3026, 2018.
  • CLASSIC Melton, J. R., Arora, V. K., Wisernig-cojoc, E., Seiler, C., Fortier, M. and Chan, E.: CLASSIC v1.0: the open-source community successor to the Canadian Land Surface Scheme ( CLASS ) and the Canadian Terrestrial Ecosystem Model ( CTEM ) – Part 1: Model framework and site-level performance, , 2825–2850, 2020.
  • CLM5.0 Lawrence, D., Fisher, R., Koven, C., Oleson, K., Swenson, S., et al.: The Community Land Model version 5: Description of new features, benchmarking, and impact of forcing uncertainty, JAMES, accepted, 2019
  • DLEM Tian, H., G. Chen, C. Lu, X. Xu, D. J. Hayes, W. Ren, S. Pan, D.N. Huntzinger, S.C. Wofsy: North American terrestrial CO₂ uptake largely offset by CH4 and N2O emissions: Toward a full accounting of the greenhouse gas budget, Climatic Change, 129:423-426, 2015
  • ED Ma, L., Hurtt, G., Ott, L., Sahajpal, R., Fisk, J., Lamb, R., Tang, H., Flanagan, S., Chini, L., Chatterjee, A., and Sullivan, J.: Global evaluation of the Ecosystem Demography model (ED v3.0), Geosci. Model Dev., 15, 1971–1994, https://doi.org/10.5194/gmd-15-1971-2022, 2022.
  • ELM Yang, X., Thornton, P., Ricciuto, D., Wang, Y., and Hoffman, F.: Global evaluation of terrestrial biogeochemistry in the Energy Exascale Earth System Model (E3SM) and the role of the phosphorus cycle in the historical terrestrial carbon balance, Biogeosciences, 20, 2813–2836, https://doi.org/10.5194/bg-20-2813-2023, 2023.
  • IBIS Yuan WP, Liu D, Dong WJ, Liu SG, Zhou GS, Yu GR, Zhao TB, Feng JM, Ma ZG, Chen JQ, Chen Y, Chen SP, Han SJ, Huang JP, Li LH, Liu HZ, Liu SM, Ma MG, Wang YF, Xia JZ, Xu WF, Zhang Q, Zhao XQ, Zhao L. 2014. Multiyear precipitation reduction strongly decreases carbon uptake over northern China. Journal of Geophysical Research: Biogeosciences, 119, 881-896.
  • ISAM Shu, S., Jain, A. K., Koven, C. D., and Mishra, U.: Estimation of Permafrost SOC Stock and Turnover Time Using a Land Surface Model With Vertical Heterogeneity of Permafrost Soils, Global Biogeochem. Cy., 34, e2020GB006585, https://doi.org/10.1029/2020GB006585, 2020.
  • ISBA-CTRIP Delire, C., Séférian, R., Decharme, B., Alkama, R., Calvet, J.-C., Carrer, D., Gibelin, A.-L., Joetzjer, E., Morel, X., Rocher, M., and Tzanos, D.: The Global Land Carbon Cycle Simulated With ISBA-CTRIP: Improvements Over the Last Decade, J. Adv. Model. Earth Syst., 12, e2019MS001886, https://doi.org/10.1029/2019MS001886, 2020.
  • JSBACH Reick, C. H., Gayler, V., Goll, D., Hagemann, S., Heidkamp, M., Nabel, J. E. M. S., Raddatz, T., Roeckner, E., Schnur, R., and Wilkenskjeld, S.: JSBACH 3 - The land component of the MPI Earth System Model: documentation of version 3.2, https://doi.org/10.17617/2.3279802, 2021.
  • JULES-ES Wiltshire, A.,Burke, E., Chadburn, S., Jones, C., Cox, P., Davies-Barnard, T., Friedlingstein, P., Harper, A., Liddicoat, S., Sitch, S., Zaehle, S
  • LPJ-GUESS Smith, B., Warlind, D., Arneth, A., Hickler, T., Leadley, P., Siltberg, J., and Zaehle, S.: Implications of incorporating N cycling and N limitations on primary production in an individual-based dynamic vegetation model, Biogeosciences, 11, 2027-2054, 2014.
  • LPJwsl Poulter, B., Frank, D. C., Hodson, E. L., and Zimmermann, N. E.: Impacts of land cover and climate data selection on understanding terrestrial carbon dynamics and the CO₂ airborne fraction, Biogeosciences, 8, 2027-2036, 2011.
  • LPJml Schaphoff, S., von Bloh, W., Rammig, A., Thonicke, K., Biemans, H., Forkel, M., Gerten, D., Heinke, J., Jägermeyr, J., Knauer, J., Langerwisch, F., Lucht, W., Müller, C., Rolinski, S., and Waha, K.: LPJmL4 – a dynamic global vegetation model with managed land – Part 1: Model description, Geosci. Model Dev., 11, 1343–1375, https://doi.org/10.5194/gmd-11-1343-2018, 2018.
  • LPX-Bern Lienert, S. and Joos, F.: A Bayesian ensemble data assimilation to constrain model parameters and land-use carbon emissions, Biogeosciences, 15, 2909-2930, 2018.
  • OCNv2 Zaehle, S. and Friend, A. D.: Carbon and nitrogen cycle dynamics in the O-CN land surface model: 1. Model description, site-scale evaluation, and sensitivity to parameter estimates, Global Biogeochemical Cycles, 24, GB1005, 2010
  • ORCHIDEEv3 Vuichard, N., Messina, P., Luyssaert, S., Guenet, B., Zaehle, S., Ghattas, J., Ipsl, L. and Paris-saclay, U.: Accounting for carbon and nitrogen interactions in the global terrestrial ecosystem model ORCHIDEE ( trunk version , rev 4999 ): multi-scale evaluation of gross primary production, , 4751–4779, 2019.
  • SDGVM Walker, A. P., Quaife, T., van Bodegom, P. M., De Kauwe, M. G., Keenan, T. F., Joiner, J., Lomas, M. R., MacBean, N., Xu, C. G., Yang, X. J., and Woodward, F. I.: The impact of alternative trait-scaling hypotheses for the maximum photosynthetic carboxylation rate (V-cmax) on global gross primary production, New Phytologist, 215, 1370-1386, 2017.
  • VISIT Kato, E., Kinoshita, T., Ito, A., Kawamiya, M. and Yamagata, Y.: Evaluation of spatially explicit emission scenario of land-use change and biomass burning using a process-based biogeochemical model, J. Land Use Sci., 8(1), 104–122, doi:10.1080/1747423x.2011.628705, 2013.
  • YIBs Yue, X. and Unger, N.: The Yale Interactive terrestrial Biosphere model version 1.0: description, evaluation and implementation into NASA GISS ModelE2, Geosci. Model Dev., 8, 2399–2417, https://doi.org/10.5194/gmd-8-2399-2015, 2015.

GCB

Net

1960
1970
1980
1990
2000
2010
2020
1.2
1.4
1.6
1.8
2
GtC

deforestation (total)

1960
1970
1980
1990
2000
2010
2020
1.6
1.7
1.8
1.9
2
2.1
GtC

forest regrowth (total)

1960
1970
1980
1990
2000
2010
2020
-1.3
-1.2
-1.1
-1
-0.9
-0.8
GtC

other transitions

1960
1970
1980
1990
2000
2010
2020
0.1
0.15
0.2
0.25
0.3
0.35
0.4
GtC

peat drainage & peat fires

1960
1970
1980
1990
2000
2010
2020
0.2
0.3
0.4
0.5
0.6
0.7
GtC

wood harvest & other forest management

1960
1970
1980
1990
2000
2010
2020
0.14
0.16
0.18
0.2
0.22
0.24
GtC

Unit GtC/year

YearNetdeforestation (total)forest regrowth (total)other transitionspeat drainage & peat fireswood harvest & other forest management
19592.12152.0609−0.78970.44150.27720.1316
19601.86441.8993−0.79970.43080.19790.1361
19611.78751.8381−0.80820.39730.22010.1401
19621.65781.7986−0.81970.38820.14800.1426
19631.60411.7666−0.82960.36950.15340.1441
19641.56531.7406−0.83750.34990.16340.1489
19651.42071.6650−0.84710.31600.13410.1528
19661.37411.6325−0.85500.29890.14150.1561
19671.41121.6330−0.85530.32190.15400.1576
19681.42801.6328−0.85980.33820.15460.1622
19691.34051.6113−0.87300.28950.14840.1642
19701.39581.6219−0.87950.26460.22360.1652
19711.31531.6193−0.88050.25300.15580.1677
19721.31611.6261−0.88740.25440.15500.1680
19731.28151.6285−0.89410.22580.15340.1680
19741.24571.5975−0.89180.21340.15550.1710
19751.25901.6131−0.89660.21960.15610.1667
19761.25301.6117−0.89810.19930.16970.1703
19771.25311.6207−0.90400.21680.14880.1707
19781.21631.5829−0.90730.21120.15680.1727
19791.15441.5540−0.91220.19680.13930.1764
19801.20261.5799−0.91280.17760.17850.1796
19811.27041.6383−0.91670.19620.17490.1777
19821.27641.6483−0.91750.18140.18570.1786
19831.40821.7231−0.92160.21410.21460.1780
19841.62851.8371−0.91640.22670.29680.1843
19851.50231.7573−0.91800.23310.24170.1882
19861.55371.7916−0.92230.22900.26870.1867
19871.50511.7981−0.93290.21190.23510.1929
19881.44621.7741−0.93700.19470.21930.1951
19891.43041.7367−0.93980.18540.24520.2030
19901.41021.7569−0.96640.18920.22040.2101
19911.35001.7364−0.96920.16470.19630.2218
19921.42551.7761−0.96580.16070.23340.2210
19931.39991.7933−0.96870.14470.21750.2130
19941.57651.9587−0.97740.12400.26830.2029
19951.53921.9708−0.99100.11770.24220.1996
19961.63681.9804−0.99310.10500.34090.2036
19972.04182.0187−1.00660.08580.74480.1991
19981.68262.1403−1.02190.08670.28170.1957
19991.63862.1375−1.02850.07670.25610.1968
20001.46722.0654−1.05250.06550.18470.2040
20011.37451.9827−1.07250.05470.20590.2038
20021.46981.9800−1.09710.07230.30880.2057
20031.59212.1345−1.11230.10370.25490.2115
20041.47212.0264−1.11950.10700.24200.2163
20051.33511.9447−1.13650.08290.23010.2140
20061.42871.8977−1.14780.08460.38200.2123
20071.24351.8971−1.15670.08200.20690.2141
20081.29391.9254−1.16230.10030.21660.2139
20091.42911.9494−1.17290.12610.32470.2018
20101.41311.9696−1.20270.18790.25710.2013
20111.42411.9685−1.20760.18030.27810.2048
20121.45881.9720−1.21670.15070.33900.2139
20131.32611.9416−1.23590.14480.25300.2226
20141.42311.9563−1.23430.16400.32590.2112
20151.53661.9619−1.25010.14790.46380.2132
20161.25521.9313−1.27560.14230.23850.2187
20171.24591.9261−1.28490.14160.24100.2221
20181.16951.8634−1.29420.10530.26030.2347
20191.25481.8807−1.30020.09840.33070.2452
20201.17231.8972−1.29950.09690.23250.2452
20211.17951.9020−1.29210.09210.23130.2462
20221.17631.8985−1.28510.08900.23030.2436

Bookkeeping methods

BLUE

Net

1960
1970
1980
1990
2000
2010
2020
1.6
1.8
2
2.2
2.4
2.6
2.8
3
3.2
GtC

deforestation (total)

1960
1970
1980
1990
2000
2010
2020
1.8
2
2.2
2.4
2.6
2.8
3
GtC

forest regrowth (total)

1960
1970
1980
1990
2000
2010
2020
-1.4
-1.35
-1.3
-1.25
-1.2
-1.15
-1.1
GtC

other transitions

1960
1970
1980
1990
2000
2010
2020
0.1
0.2
0.3
0.4
0.5
GtC

wood harvest & other forest management

1960
1970
1980
1990
2000
2010
2020
0.52
0.54
0.56
0.58
0.6
0.62
0.64
0.66
GtC

BLUE - Unit GtC/year

YearNetdeforestation (total)forest regrowth (total)other transitionswood harvest & other forest management
19593.24473.0231−1.07020.50270.5118
19602.64942.5299−1.07530.47280.5239
19612.45862.3916−1.08780.39290.5418
19622.26042.2659−1.10140.39410.5538
19632.13962.1793−1.11380.35740.5631
19642.07882.1088−1.12030.35380.5731
19651.81831.9433−1.13290.29430.5795
19661.76761.8897−1.13810.28700.5876
19671.89801.9298−1.13500.35360.5956
19681.98801.9340−1.13490.43340.6008
19691.76461.8673−1.14900.29510.6029
19701.77961.8934−1.16190.21660.6079
19711.68211.8929−1.15960.18220.6108
19721.75591.9402−1.15500.20560.6101
19731.67711.9303−1.15090.13220.6121
19741.58001.8644−1.14760.09840.6094
19751.61601.8852−1.14060.11300.6023
19761.58451.8850−1.13570.06120.6042
19771.65891.9201−1.12860.11620.6024
19781.57291.8350−1.12510.10420.6020
19791.50311.7729−1.12040.10710.6044
19801.59001.8393−1.11580.08280.6053
19811.78111.9638−1.11310.15270.6028
19821.77151.9703−1.10970.12310.6021
19832.07042.1198−1.10420.23430.6058
19842.41562.3470−1.08720.24470.6142
19852.13992.1091−1.08040.25390.6156
19862.22952.1900−1.07400.22550.6192
19872.07382.0996−1.07460.18860.6252
19881.95932.0194−1.08110.17110.6306
19891.91331.9311−1.08520.18270.6395
19901.83331.8715−1.12680.21940.6488
19911.63611.7697−1.16160.17460.6572
19921.77411.8555−1.16830.20460.6488
19931.67821.8178−1.17400.19000.6268
19942.00962.1369−1.18200.16880.6176
19951.91782.0760−1.19380.18110.6123
19962.00072.0627−1.19270.18400.6058
19972.39852.1183−1.19840.13620.5976
19982.17362.3572−1.19600.14620.5845
19992.04742.3034−1.20840.11340.5830
20001.81022.1666−1.23720.10560.5906
20011.62771.9980−1.25380.08840.5892
20021.77672.0015−1.27040.13700.5999
20032.20822.4105−1.27770.20760.6130
20041.91822.1128−1.27190.22290.6123
20051.67671.9659−1.29150.16670.6055
20061.69111.8396−1.29880.16710.6012
20071.50851.8393−1.30060.15410.6088
20081.58291.9031−1.29970.16270.6002
20091.72801.9364−1.30240.18790.5814
20101.67901.9200−1.36620.28290.5853
20111.70471.9187−1.36420.28490.5871
20121.75851.9441−1.37000.24490.6005
20131.55221.8472−1.40820.24430.6160
20141.71401.8812−1.37730.29620.5881
20151.81131.8647−1.40030.27010.6130
20161.53541.7955−1.43230.29430.6394
20171.58901.8240−1.42110.30350.6415
20181.45711.7126−1.42260.23770.6691
20191.60251.7496−1.40370.24740.6786
20201.52911.7413−1.37780.25770.6754
20211.60511.8058−1.35510.25010.6730
20221.60031.7874−1.33140.24370.6703

H&C2023

Net

1960
1970
1980
1990
2000
2010
2020
0.8
1
1.2
1.4
GtC

deforestation (total)

1960
1970
1980
1990
2000
2010
2020
1.2
1.3
1.4
1.5
1.6
GtC

forest regrowth (total)

1960
1970
1980
1990
2000
2010
2020
-0.95
-0.9
-0.85
-0.8
-0.75
-0.7
-0.65
-0.6
GtC

other transitions

1960
1970
1980
1990
2000
2010
2020
0
0.1
0.2
0.3
0.4
GtC

wood harvest & other forest management

1960
1970
1980
1990
2000
2010
2020
-0.2
-0.15
-0.1
-0.05
GtC

H&C2023 - Unit GtC/year

YearNetdeforestation (total)forest regrowth (total)other transitionswood harvest & other forest management
19591.15371.2579−0.55100.3816−0.2120
19601.10801.2936−0.55850.3923−0.2173
19611.14871.3132−0.56700.4048−0.2223
19621.08281.3348−0.57620.4039−0.2278
19631.07141.3356−0.58450.3999−0.2331
19641.04521.3354−0.59290.3742−0.2349
19650.95951.3046−0.59940.3544−0.2342
19660.91371.2848−0.60080.3213−0.2331
19670.90121.2612−0.60670.3230−0.2304
19680.85531.2481−0.61170.2932−0.2290
19690.85001.2586−0.61870.2888−0.2271
19700.91041.2567−0.62250.2796−0.2269
19710.82741.2545−0.62970.2695−0.2226
19720.79221.2434−0.63520.2497−0.2207
19730.75771.2413−0.64340.2239−0.2175
19740.74011.2297−0.64970.2195−0.2149
19750.73641.2377−0.65660.2104−0.2112
19760.73221.2304−0.66080.2055−0.2126
19770.69281.2157−0.66630.2005−0.2060
19780.68331.1990−0.67250.2039−0.2039
19790.62531.1813−0.67410.1780−0.1993
19800.64201.1758−0.67840.1584−0.1923
19810.63371.1953−0.68750.1397−0.1887
19820.65261.2087−0.69000.1368−0.1885
19830.69901.2348−0.69270.1284−0.1861
19840.84181.2732−0.70200.1617−0.1879
19850.79501.2667−0.70830.1783−0.1833
19860.84811.2812−0.71400.1949−0.1828
19870.86041.3323−0.72130.1900−0.1758
19880.83551.3419−0.72720.1734−0.1719
19890.82901.3310−0.73470.1470−0.1596
19900.85361.4008−0.74790.1335−0.1532
19910.90731.4443−0.71200.1207−0.1419
19920.99921.4856−0.68450.1013−0.1366
19931.03301.5398−0.67440.0846−0.1345
19941.11821.6113−0.67710.0549−0.1392
19951.06901.6181−0.68570.0275−0.1331
19961.17281.6507−0.69590.0019−0.1248
19971.58581.6734−0.7084−0.0068−0.1173
19981.11811.6887−0.7214−0.0277−0.1032
19991.06751.6795−0.7362−0.0356−0.0964
20000.92321.6449−0.7660−0.0552−0.0851
20010.91071.6198−0.7838−0.0539−0.0772
20020.96291.5919−0.8112−0.0547−0.0720
20030.85621.5445−0.8245−0.0444−0.0742
20040.81691.5248−0.8303−0.0511−0.0685
20050.79701.5170−0.8356−0.0486−0.0658
20060.96271.5289−0.8421−0.0394−0.0666
20070.80271.5393−0.8474−0.0338−0.0624
20080.84451.5523−0.8568−0.0059−0.0617
20090.99731.5724−0.85440.0184−0.0637
20100.98521.5957−0.85840.0619−0.0711
20110.97871.5922−0.86810.0442−0.0676
20121.03221.5822−0.86620.0414−0.0643
20130.95271.5824−0.86740.0444−0.0597
20141.02481.5864−0.86820.0389−0.0581
20151.15491.5862−0.86290.0279−0.0600
20160.84171.5599−0.8910−0.0003−0.0654
20170.77511.5285−0.9225−0.0119−0.0600
20180.73471.4979−0.9398−0.0284−0.0553
20190.79671.4935−0.9508−0.0403−0.0363
20200.69941.4920−0.9598−0.0472−0.0181
20210.63911.4328−0.9598−0.0472−0.0181
20220.64401.4388−0.9598−0.0472−0.0181

OSCAR

Net

1960
1970
1980
1990
2000
2010
2020
1.4
1.6
1.8
2
GtC

deforestation (total)

1960
1970
1980
1990
2000
2010
2020
1.7
1.8
1.9
2
2.1
2.2
2.3
2.4
GtC

forest regrowth (total)

1960
1970
1980
1990
2000
2010
2020
-1.5
-1.4
-1.3
-1.2
-1.1
-1
-0.9
-0.8
GtC

other transitions

1960
1970
1980
1990
2000
2010
2020
0.1
0.15
0.2
0.25
0.3
0.35
0.4
GtC

wood harvest & other forest management

1960
1970
1980
1990
2000
2010
2020
0.08
0.09
0.1
0.11
0.12
0.13
0.14
0.15
GtC

OSCAR- Unit GtC/year

YearNetdeforestation (total)forest regrowth (total)other transitionswood harvest & other forest management
19591.96621.9018−0.74780.44000.0951
19601.83581.8745−0.76540.42710.1017
19611.75511.8096−0.76960.39420.1008
19621.63011.7951−0.78160.36670.1019
19631.60121.7849−0.79070.35140.1021
19641.57181.7775−0.79930.32160.1086
19651.48441.7471−0.80900.29930.1130
19661.44091.7229−0.82600.28850.1139
19671.43441.7078−0.82410.28910.1076
19681.44071.7162−0.83280.28810.1146
19691.40681.7081−0.85110.28450.1170
19701.49731.7156−0.85410.29780.1145
19711.43641.7105−0.85220.30730.1149
19721.40021.6946−0.87200.30780.1147
19731.40961.7138−0.88810.32120.1094
19741.41691.6984−0.87810.32250.1186
19751.42441.7164−0.89250.33550.1089
19761.44221.7198−0.89790.33120.1195
19771.40741.7263−0.91710.33370.1156
19781.39261.7147−0.92430.32530.1201
19791.33471.7079−0.94210.30530.1242
19801.37591.7245−0.94440.29160.1257
19811.39651.7557−0.94950.29640.1191
19821.40501.7659−0.95290.28420.1221
19831.45521.8147−0.96810.27960.1144
19841.62821.8911−0.96010.27380.1266
19851.57191.8961−0.96540.26700.1325
19861.58361.9035−0.97900.26650.1239
19871.58101.9624−1.00290.25700.1294
19881.54371.9608−1.00270.23970.1266
19891.54881.9479−0.99960.22640.1289
19901.54371.9984−1.02470.21470.1349
19911.50661.9953−1.03390.19880.1501
19921.50321.9873−1.04460.17620.1509
19931.48832.0223−1.05770.15950.1467
19941.60182.1279−1.07330.14840.1305
19951.63072.2182−1.09350.14430.1195
19961.73692.2278−1.09060.12890.1300
19972.14102.2643−1.11310.12800.1170
19981.75622.3751−1.14820.14170.1059
19991.80102.4297−1.14090.15250.1037
20001.66802.3848−1.15430.14620.1066
20011.58512.3302−1.18010.12970.0993
20021.66972.3466−1.20970.13460.0893
20031.71202.4485−1.23480.14780.0956
20041.68122.4415−1.25640.14910.1050
20051.53172.3511−1.28240.13070.1022
20061.63232.3245−1.30260.12620.1022
20071.41922.3125−1.32200.12580.0959
20081.45432.3208−1.33040.14400.1033
20091.56192.3393−1.36190.17190.0879
20101.57502.3930−1.38360.21890.0896
20111.58902.3946−1.39060.21190.0949
20121.58592.3896−1.41400.16580.1055
20131.47342.3953−1.43220.14570.1116
20141.53062.4013−1.45740.15700.1037
20151.64372.4348−1.48710.14560.0867
20161.38842.4386−1.50360.13300.0820
20171.37372.4259−1.51110.13310.0847
20181.31682.3796−1.52010.10660.0903
20191.36512.3991−1.54600.08810.0931
20201.28842.4583−1.56080.08020.0782
20211.29422.4672−1.56140.07350.0836
20221.28452.4693−1.56410.07030.0786

Peat drainage & Peat fires

FAO

1960
1970
1980
1990
2000
2010
2020
0.2
0.3
0.4
0.5
0.6
0.7
GtC

LPX-Bern

1960
1970
1980
1990
2000
2010
2020
0.1
0.2
0.3
0.4
0.5
0.6
0.7
GtC

ORCHIDEE

1960
1970
1980
1990
2000
2010
2020
0.2
0.3
0.4
0.5
0.6
0.7
GtC

Unit GtC/year

YearFAOLPX-BernORCHIDEE
19590.14310.42890.2595
19600.14310.24220.2085
19610.14310.29580.2213
19620.14310.09160.2094
19630.14310.10430.2129
19640.14310.12370.2234
19650.14310.06760.1916
19660.14310.08380.1975
19670.14310.11410.2048
19680.14310.12780.1930
19690.14310.10720.1948
19700.14310.29240.2353
19710.14310.12320.2011
19720.14310.12480.1972
19730.14310.13110.1859
19740.14310.12240.2010
19750.14310.12920.1961
19760.14310.16270.2032
19770.14310.12470.1787
19780.14310.14110.1862
19790.14310.11060.1643
19800.14310.21720.1751
19810.15200.18070.1919
19820.16090.19830.1979
19830.16980.24740.2266
19840.17870.40250.3093
19850.18760.25870.2787
19860.19650.29020.3194
19870.20540.21430.2855
19880.21430.15920.2844
19890.22320.20840.3039
19900.23210.14960.2794
19910.23490.09650.2574
19920.23760.16250.3001
19930.24050.14800.2640
19940.24310.24700.3146
19950.24740.18680.2923
19960.24990.47980.2930
19970.73950.71360.7813
19980.21650.31770.3110
19990.22640.25530.2868
20000.21260.11310.2284
20010.22400.14470.2488
20020.30890.26340.3541
20030.23400.24630.2844
20040.26590.16550.2947
20050.25100.15230.2869
20060.39400.32570.4262
20070.21900.15850.2433
20080.21980.17870.2513
20090.32030.31360.3401
20100.22030.32100.2299
20110.25690.25980.3176
20120.25730.42740.3323
20130.24570.23770.2755
20140.32440.28580.3674
20150.42480.51310.4536
20160.22880.23560.2512
20170.22560.24790.2496
20180.24220.29040.2485
20190.31710.31340.3615
20200.22820.20140.2678
20210.22790.20120.2648
20220.22690.20020.2638

Individual models (NET) - Does not include peat emissions

CABLE-POP

1960
1970
1980
1990
2000
2010
2020
-1.8
-1.6
-1.4
-1.2
-1
-0.8
GtC

CLASSIC

1960
1970
1980
1990
2000
2010
2020
-2
-1.8
-1.6
-1.4
-1.2
-1
-0.8
-0.6
GtC

CLM5.0

1960
1970
1980
1990
2000
2010
2020
-4
-3.5
-3
-2.5
-2
-1.5
-1
GtC

DLEM

1960
1970
1980
1990
2000
2010
2020
-3
-2.8
-2.6
-2.4
-2.2
-2
-1.8
-1.6
GtC

ED

1960
1970
1980
1990
2000
2010
2020
-3.8
-3.6
-3.4
-3.2
-3
-2.8
-2.6
GtC

ELM

1960
1970
1980
1990
2000
2010
2020
-3.5
-3
-2.5
-2
-1.5
GtC

IBIS

1960
1970
1980
1990
2000
2010
2020
-2.2
-2
-1.8
-1.6
-1.4
-1.2
-1
-0.8
GtC

ISAM

1960
1970
1980
1990
2000
2010
2020
-3
-2.5
-2
-1.5
GtC

ISBA-CTRIP

1960
1970
1980
1990
2000
2010
2020
-1.8
-1.6
-1.4
-1.2
-1
-0.8
-0.6
GtC

JSBACH

1960
1970
1980
1990
2000
2010
2020
-2.4
-2.2
-2
-1.8
-1.6
-1.4
-1.2
GtC

JULES-ES

1960
1970
1980
1990
2000
2010
2020
-2.1
-2
-1.9
-1.8
-1.7
-1.6
-1.5
-1.4
GtC

LPJ-GUESS

1960
1970
1980
1990
2000
2010
2020
-3
-2.5
-2
-1.5
-1
GtC

LPJml

1960
1970
1980
1990
2000
2010
2020
-2.2
-2
-1.8
-1.6
-1.4
-1.2
GtC

LPJwsl

1960
1970
1980
1990
2000
2010
2020
-2.2
-2
-1.8
-1.6
-1.4
-1.2
-1
-0.8
GtC

LPX-Bern

1960
1970
1980
1990
2000
2010
2020
-1.6
-1.4
-1.2
-1
-0.8
-0.6
-0.4
-0.2
GtC

OCNv2

1960
1970
1980
1990
2000
2010
2020
-2.8
-2.6
-2.4
-2.2
-2
-1.8
-1.6
GtC

ORCHIDEE-v3

1960
1970
1980
1990
2000
2010
2020
-1.4
-1.2
-1
-0.8
-0.6
-0.4
GtC

SDGVM

1960
1970
1980
1990
2000
2010
2020
-1.8
-1.6
-1.4
-1.2
-1
-0.8
-0.6
-0.4
-0.2
GtC

VISIT

1960
1970
1980
1990
2000
2010
2020
-2.2
-2.1
-2
-1.9
-1.8
-1.7
-1.6
-1.5
-1.4
GtC

YIBs

1960
1970
1980
1990
2000
2010
2020
-4
-3.5
-3
-2.5
-2
-1.5
-1
-0.5
GtC

MMM (multi-model mean)

1960
1970
1980
1990
2000
2010
2020
1.4
1.6
1.8
2
GtC

Model Spread (sd)

1960
1970
1980
1990
2000
2010
2020
0.5
0.6
0.7
0.8
0.9
GtC

Unit GtC/year

YearCABLE-POPCLASSICCLM5.0DLEMEDELMIBISISAMISBA-CTRIPJSBACHJULES-ESLPJ-GUESSLPJmlLPJwslLPX-BernOCNv2ORCHIDEE-v3SDGVMVISITYIBsMMM (multi-model mean)Model Spread (sd)
1959−1.4679−1.0087−2.0829−2.7881−2.9617−2.9233−1.9752−2.6152−1.7784−1.4389−1.5391−1.8781−2.2782−2.2258−1.3830−2.5679−1.2797−1.8486−2.2060−2.73872.04930.5873
1960−1.4068−0.7336−3.3418−3.0482−3.1387−1.8343−2.3476−3.2504−1.9189−1.4128−1.6749−2.2344−2.3909−1.4253−1.6048−2.9925−1.5351−0.5636−1.7340−4.41092.15000.9655
1961−0.9404−1.0005−2.4908−2.8111−2.8544−1.4467−1.7933−2.0479−1.0467−1.1058−1.5932−1.5711−1.5698−1.2919−1.0528−2.1957−1.2728−0.7699−1.5870−1.02821.57350.6199
1962−1.3099−0.8254−1.2560−2.4062−2.7062−1.4178−1.6249−1.9323−0.8557−1.2779−1.8045−1.5797−1.8418−1.2310−0.8715−2.2027−1.2466−0.8248−1.7610−1.03471.50050.5372
1963−1.3559−0.4053−2.8754−1.9609−2.7072−1.6963−1.4959−1.9570−0.8972−1.2625−1.6152−1.0508−1.6454−1.1001−0.3140−1.8871−1.0852−0.5739−1.5790−0.93811.42010.6737
1964−1.0826−0.5978−2.1677−2.0068−2.5894−1.4266−1.3445−1.6701−0.9148−1.3090−1.6376−1.4980−1.9332−1.1272−0.7304−1.9433−1.1189−0.7857−1.5750−0.69251.40760.5425
1965−1.0992−0.6458−1.1963−1.7792−2.7670−1.1283−1.4657−1.5701−0.9099−1.2744−1.7050−1.3306−1.5124−0.7396−0.6938−1.9997−1.0239−0.0299−1.5050−0.84941.26130.5817
1966−0.9146−0.8797−2.0782−1.9576−2.6004−1.1629−1.2687−1.4920−0.7498−1.2124−1.5947−1.1354−1.8889−1.0153−0.3896−1.6285−0.8629−0.5088−1.4800−0.49511.26580.5792
1967−1.2685−0.6762−1.7227−1.8164−2.5642−1.7326−1.3266−1.4251−0.7040−1.1216−1.6177−1.5515−1.4808−1.1097−0.7060−1.6746−0.9245−0.4610−1.6910−0.61691.30960.5238
1968−1.2095−1.0189−1.9298−2.2964−2.8213−1.9637−1.3872−2.0478−1.1123−1.3449−1.7443−1.9049−1.9686−1.2007−0.5714−1.8846−0.9285−0.8413−1.5010−1.56561.56210.5531
1969−0.8023−1.1070−2.3715−1.9524−2.5375−1.4035−1.2692−1.6739−1.0333−1.3188−1.5809−1.8183−1.7652−1.1737−0.5912−1.8414−1.0885−0.8193−1.4450−1.75911.46760.5096
1970−0.8638−0.8950−1.9304−1.8942−2.4889−1.2726−1.1533−1.3370−0.6841−1.2048−1.6121−1.2073−1.6499−1.2137−0.6414−1.6845−0.8687−0.8403−1.5900−0.51401.27730.5045
1971−0.9875−1.1201−1.0618−2.2062−2.8848−1.4211−1.3536−1.6694−0.6098−1.2746−1.7967−1.9818−1.7969−1.2951−0.8645−1.7645−0.8445−0.6137−1.5830−1.19551.41620.5626
1972−1.3194−0.9561−2.7573−1.7462−2.8645−1.4542−1.0741−1.2816−0.5278−1.2026−1.6317−1.5972−1.7912−1.0386−0.7583−1.5382−0.7140−0.4445−1.4540−0.75021.34510.6403
1973−0.8629−1.2185−1.6892−2.0902−2.4540−1.2517−0.9827−1.4731−0.7953−1.2310−1.5831−1.7286−1.2094−1.0797−0.6792−1.4263−0.8637−1.0761−1.5430−0.83351.30360.4552
1974−1.1073−1.1187−0.5069−2.3847−2.6353−1.1164−1.1737−1.9218−0.7381−1.2520−1.7605−2.2202−1.3437−1.0846−0.8337−1.8187−1.0271−0.2317−1.4790−0.96731.33610.6215
1975−1.1253−0.8410−1.5018−2.0341−2.7522−1.6212−1.2814−1.5144−0.6589−1.2426−1.7672−1.5540−1.7359−1.0324−0.2766−1.9939−0.6740−0.9306−1.5830−0.90351.35120.5749
1976−1.2057−0.9138−0.8118−2.3737−2.9235−1.2785−1.2131−1.6269−0.6080−1.0689−1.8165−1.5959−1.7110−1.3174−0.6571−1.9266−0.8050−0.3774−1.6460−1.24611.35610.6206
1977−1.2191−1.0409−2.5421−1.7224−2.4345−1.5861−1.1081−1.2437−0.7420−1.2258−1.5422−0.8760−1.3808−1.0795−0.1944−1.7554−0.4420−1.1393−1.5270−0.98221.28920.5692
1978−1.0903−1.3368−1.5950−2.1499−2.4960−1.7023−1.0380−1.6955−0.8878−1.0786−1.7465−2.0193−1.3054−1.1425−0.9804−1.8794−0.8525−0.9188−1.5070−1.20741.43150.4658
1979−1.0968−0.6990−1.0137−1.8996−2.6924−1.5344−1.0157−1.2780−0.7471−1.6615−1.7051−1.2297−1.6101−0.7327−0.6535−1.7507−0.5493−0.7881−1.5560−0.84941.25310.5436
1980−1.2526−0.7663−3.2196−1.5980−2.7337−1.4048−0.9618−1.1117−0.7540−1.3467−1.5502−0.7174−1.0237−0.8834−0.5712−1.7898−0.4760−1.0345−1.7420−0.84801.28930.6939
1981−0.9578−1.0857−1.3416−2.3025−2.7270−1.8734−1.2618−1.6203−0.9352−1.7451−1.7793−1.6789−1.0983−1.1883−0.7938−1.6777−0.6404−1.2132−1.6360−1.35791.44570.5094
1982−1.2624−0.9086−1.5961−2.0877−2.7793−1.6580−1.2935−1.7356−1.1951−1.6521−2.0317−1.8314−1.8710−1.1903−0.7821−1.9540−0.8518−0.9316−1.6820−1.66261.54780.4995
1983−1.0679−1.0324−3.9588−1.9406−2.5324−2.3038−1.1270−1.5906−1.0289−2.1566−1.8461−0.8533−1.1284−1.1372−1.0159−1.5655−0.4468−1.7104−1.9610−1.45711.59300.7745
1984−1.7008−1.4109−2.8491−2.4531−2.8036−1.9119−1.5237−2.3974−1.5853−2.1437−1.9265−2.1655−1.6940−1.5495−1.0397−2.2076−0.8563−1.0003−2.0580−2.26911.87730.5606
1985−1.3029−1.4470−1.9966−2.5566−2.8903−1.8114−1.7300−2.5073−1.4950−2.0005−2.0957−2.4063−1.8058−1.2156−1.2836−2.2881−1.1270−1.1177−1.8090−2.78081.88340.5550
1986−1.1177−1.4122−2.2372−2.2658−3.0235−2.3443−1.6101−1.9185−0.9916−1.9011−2.1191−1.9394−1.7692−1.3172−1.0959−1.9979−0.8771−1.2393−1.7340−1.33991.71250.5453
1987−1.4204−1.2997−4.2325−1.9942−2.8755−2.0715−1.5380−1.7511−1.0184−1.8990−1.7974−1.3216−1.5808−1.1191−0.9904−1.9511−0.6577−1.2102−1.5600−1.56771.69280.7686
1988−1.3834−0.6479−3.4306−2.4401−2.9598−1.7299−1.5612−1.8912−0.8511−1.9045−1.8894−1.0994−1.3791−1.0881−0.7710−1.8573−0.7822−1.1909−1.7790−1.40301.60190.7226
1989−1.1982−1.1782−1.8712−3.1216−3.1786−1.6096−1.7966−1.9663−1.0348−2.0060−2.0276−1.9959−1.6474−1.0038−0.6129−2.1292−0.8042−0.9399−1.7060−1.18191.65050.6895
1990−0.9901−1.7049−2.0012−2.2575−2.4844−2.1795−1.6765−1.7148−1.0514−1.7994−1.8782−1.8706−1.9580−1.3699−0.7256−1.8984−0.5587−1.1921−1.5340−1.21731.60310.5151
1991−1.4414−1.1526−1.2417−2.2082−2.7012−2.0120−1.4531−1.8228−1.0369−1.6641−1.9608−1.5436−1.7007−1.1525−0.8442−1.8915−0.8288−1.1386−1.6110−0.89781.51520.4950
1992−1.1292−1.2520−2.7003−2.3417−2.7176−2.3304−1.4834−2.0466−1.0232−1.7301−2.1447−2.1536−1.8006−1.2276−1.0463−2.0750−0.7181−0.8584−1.8230−1.07511.68380.6188
1993−1.1407−1.4852−2.0769−2.6525−2.7245−2.1570−1.5441−2.1689−1.0979−1.5600−1.8140−2.3451−1.9725−1.2766−1.1424−1.8329−0.9858−0.4068−1.5640−1.60621.67770.5851
1994−1.1626−0.9107−3.0389−1.7960−2.6726−3.5599−1.5122−1.7009−0.7281−1.6014−1.7443−0.9350−1.3636−1.3933−0.4080−2.0667−0.7804−1.4132−1.8430−0.98631.58090.7907
1995−1.3015−1.0607−3.9919−2.4394−3.0946−2.7185−1.7495−2.5432−1.4404−1.9239−1.7798−1.5763−1.6032−1.2910−0.8925−2.3575−0.9666−1.1028−1.8370−2.50701.90890.7998
1996−1.3719−1.3168−3.1273−2.7226−3.2851−1.8455−1.8200−2.3041−1.0816−1.8061−1.8327−2.6807−1.9548−1.4656−1.1090−2.1807−0.9510−1.0871−1.8310−2.14621.89600.6770
1997−1.2657−1.2330−3.5256−2.5722−2.9739−3.3373−1.5994−2.3534−1.2134−1.9011−1.9191−2.0584−1.6595−1.5449−1.0810−1.9945−0.7404−0.8050−1.7660−2.27711.89100.7787
1998−1.1015−1.7776−4.1891−2.0274−3.1566−3.6620−1.5470−2.1850−1.5061−2.4759−1.5423−1.3511−1.4184−1.6434−0.6604−2.3074−0.7191−1.7463−1.8780−1.91641.94060.8915
1999−1.9163−0.9469−2.5450−2.8543−3.4731−2.4940−2.2402−2.9756−1.5854−2.2598−2.1566−1.8098−1.7473−1.6432−1.0037−2.8637−1.3038−0.8566−2.0230−3.25102.09750.7596
2000−1.2346−1.0190−3.3852−3.1217−3.2573−2.0847−2.2331−3.0490−1.5350−2.0912−2.0974−1.9486−1.3769−1.4298−1.0908−2.5883−1.1765−0.1939−1.8230−2.54311.96390.8532
2001−1.1502−1.2688−2.3766−2.4301−3.2635−2.1664−2.0140−2.2818−1.2824−1.8361−2.0731−1.6861−2.0109−1.3624−0.5607−2.6048−0.7798−0.3767−1.4710−1.55661.72760.7216
2002−1.4909−0.9311−2.2261−1.6264−3.1967−3.0144−1.4201−1.5142−0.9991−1.8119−1.9489−0.9497−1.6338−1.2119−0.2712−2.0176−0.5169−0.7001−1.5240−1.18861.50970.7426
2003−1.0389−1.1075−3.2412−2.2064−3.2074−2.9330−1.6326−2.0665−1.3304−2.3543−1.8971−1.4717−1.6588−1.7055−1.3060−2.2120−0.8834−1.9040−1.9630−2.06081.90900.6673
2004−1.2657−1.4401−4.2786−2.7357−3.2968−2.0882−2.1254−3.1498−1.9062−2.1772−1.8010−3.2788−2.0803−1.5392−1.5815−2.5402−0.5980−1.1931−1.7110−3.11802.19520.8945
2005−1.2623−1.3833−2.1942−2.1053−3.2454−2.6520−1.5084−2.0026−1.0869−1.9098−1.7624−1.3228−1.5873−1.2423−0.6715−2.1119−0.8108−1.7078−1.5140−1.48551.67830.6070
2006−1.3560−1.1260−3.0575−2.3940−3.5072−1.7599−1.5034−2.1304−0.9710−1.8454−1.8733−1.3753−1.3098−1.3192−0.7661−2.2264−0.6578−0.8877−1.6440−1.39041.65510.7329
2007−1.1272−1.2479−2.6739−2.2729−3.1137−2.3375−1.2063−1.9932−1.1005−2.0089−1.8979−1.4566−1.6052−1.1930−0.3398−1.9732−0.5976−0.8442−1.6690−0.97411.58160.7065
2008−1.2676−1.0189−3.6979−2.6905−3.3019−2.6065−1.4246−2.3909−0.8189−2.2016−2.0770−2.1551−1.2380−1.4218−1.0948−2.1954−0.6571−0.9749−1.7160−1.13921.80440.8446
2009−0.9301−1.3545−2.8128−2.3888−3.1881−2.4209−1.3919−2.0778−1.0604−2.0939−1.8200−1.9431−1.2824−1.3467−0.8988−2.1854−0.5524−1.1802−1.6600−1.57381.70810.6811
2010−0.8964−1.8474−2.4813−2.1922−2.8910−2.9583−1.3005−2.5622−1.1090−2.2010−1.4606−1.7246−1.1832−1.4183−0.9180−1.8466−0.6432−1.6493−1.7710−1.94461.74990.6568
2011−1.3294−1.1874−0.9370−2.6376−3.2453−2.1857−1.4829−3.0125−1.2373−2.0337−2.0884−3.0677−1.8106−1.4810−0.8189−2.2424−0.7007−0.6739−1.7380−2.31521.81130.7919
2012−1.4936−0.7303−2.9797−2.1181−3.2779−2.2278−1.3493−2.1694−0.5786−1.7118−1.8820−0.8468−1.6565−1.3035−0.2455−2.2246−0.8286−0.9081−1.5720−1.13431.56190.7886
2013−0.6885−1.6272−2.7045−2.4239−3.1781−2.5308−1.4621−2.3725−1.2055−2.0202−1.9773−2.4703−1.4007−1.5628−0.8874−1.8745−0.4319−1.2592−1.6040−1.66721.76740.7065
2014−0.8612−2.1069−1.7257−2.5435−3.0921−2.6366−1.2586−2.2106−0.7023−1.7563−1.8392−2.4702−1.5277−1.6148−1.0448−1.6986−0.4526−1.3885−1.4320−0.72821.65450.7092
2015−1.0438−1.6131−3.7636−2.1458−3.1751−3.0775−1.0320−2.8762−0.8461−1.8889−1.6656−1.7191−1.2455−1.5184−0.8961−1.7101−0.4516−1.2923−1.3860−2.16381.77550.8698
2016−0.9938−1.7909−3.2555−2.4526−2.9681−2.2546−1.1278−2.1849−1.0411−2.0656−1.3620−1.5259−1.2081−1.4299−0.9278−1.4611−0.4311−1.7376−1.7020−1.23131.65760.7051
2017−1.2493−2.0164−3.2839−2.2292−3.0519−1.7797−1.4555−2.1847−1.1157−1.8564−1.6838−2.5873−1.5909−1.6974−1.0750−2.0534−0.7356−1.2561−1.5680−1.32311.78970.6500
2018−1.1168−1.1866−2.6069−2.6816−3.9205−1.4240−1.1275−2.6244−0.7217−2.0851−1.8194−1.9333−1.0463−1.2801−1.0341−2.0199−0.7547−1.2007−1.7030−1.65531.69710.7963
2019−1.1013−1.6759−1.4232−2.2504−3.2232−2.3676−0.7440−1.9269−0.6080−2.0833−1.6320−2.0244−1.0718−1.4879−0.8291−1.5247−0.3810−1.1927−1.4240−0.81241.48920.6928
2020−1.0179−1.6412−2.9850−2.2532−2.8532−2.4805−1.0900−2.4029−0.9725−2.1750−1.6427−1.6728−1.4277−1.3575−0.9178−1.9188−0.3374−1.3567−1.7810−1.40631.68450.6846
2021−1.1328−1.5988−2.6795−2.5893−3.3275−1.9553−1.3693−2.2547−0.7500−2.4502−1.8726−1.8561−1.2220−1.2432−0.9019−1.9742−0.6327−1.3617−1.7410−1.73561.73240.6927
2022−1.2661−1.3881−1.1713−2.3879−3.1439−1.1759−1.2618−2.4853−0.8945−2.4575−2.1052−1.8622−1.2777−1.3559−1.0420−1.9516−1.0231−1.5062−1.9710−1.45811.65930.6073