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Abstract
The FLUXNET2015 dataset provides ecosystem-scale data on CO2, water, and energy exchange between the biosphere and the atmosphere, and other meteorological and biological measurements, from 212 sites around the globe (over 1500 site-years, up to and including year 2014). These sites, independently managed and operated, voluntarily contributed their data to create global datasets. Data were quality controlled and processed using uniform methods, to improve consistency and intercomparability across sites. The dataset is already being used in a number of applications, including ecophysiology studies, remote sensing studies, and development of ecosystem and Earth system models. FLUXNET2015 includes derived-data products, such as gap-filled time series, ecosystem respiration and photosynthetic uptake estimates, estimation of uncertainties, and metadata about the measurements, presented for the first time in this paper. In addition, 206 of these sites are for the first time distributed under a Creative Commons (CC-BY 4.0) license. This paper details this enhanced dataset and the processing methods, now made available as open-source codes, making the dataset more accessible, transparent, and reproducible.
Measurement(s) | net ecosystem exchange • carbon dioxide • water • energy |
Technology Type(s) | eddy covariance • measurement device |
Sample Characteristic - Environment | terrestrial biome • atmosphere |
Sample Characteristic - Location | Earth (planet) |
Machine-accessible metadata file describing the reported data:
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1 Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, USA (GRID:grid.184769.5) (ISNI:0000 0001 2231 4551)
2 DIBAF, University of Tuscia, Viterbo, Italy (GRID:grid.12597.38) (ISNI:0000 0001 2298 9743)
3 DIBAF, University of Tuscia, Viterbo, Italy (GRID:grid.12597.38) (ISNI:0000 0001 2298 9743); Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, Italy (GRID:grid.423878.2) (ISNI:0000 0004 1761 0884)
4 Climate & Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, USA (GRID:grid.184769.5) (ISNI:0000 0001 2231 4551)
5 California State University, Department of Civil Engineering, Sacramento, USA (GRID:grid.253564.3) (ISNI:0000 0001 2169 6543)
6 Environment, and Spatial Sciences, Michigan State University, Department of Geography, East Lansing, USA (GRID:grid.17088.36) (ISNI:0000 0001 2150 1785)
7 University of Virginia, Department of Computer Science, Charlottesville, USA (GRID:grid.27755.32) (ISNI:0000 0000 9136 933X)
8 TERN Ecosystem Processes, Menzies Creek, Australia (GRID:grid.27755.32)
9 Max Planck Institute for Biogeochemistry, Jena, Germany (GRID:grid.419500.9) (ISNI:0000 0004 0491 7318)
10 Laboratoire des Sciences du Climat et de l’Environnement (LSCE), CEA CNRS, UVSQ UPSACLAY, Gif sur Yvette, France (GRID:grid.457340.1) (ISNI:0000 0001 0584 9722)
11 Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China (GRID:grid.424975.9) (ISNI:0000 0000 8615 8685)
12 University of Manitoba, Department of Soil Science, Winnipeg, Canada (GRID:grid.21613.37) (ISNI:0000 0004 1936 9609)
13 Agroscope Research Institute, Department of Agroecology and Environment, Zürich, Switzerland (GRID:grid.21613.37)
14 School of Geography and Earth Sciences, McMaster University, Hamilton, Canada (GRID:grid.25073.33) (ISNI:0000 0004 1936 8227)
15 Lund University, Department of Physical Geography and Ecosystem Science, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361)
16 University of Nebraska-Lincoln, Department of Agronomy and Horticulture, Lincoln, USA (GRID:grid.24434.35) (ISNI:0000 0004 1937 0060)
17 School of Ecosystem and Forest Sciences, The University of Melbourne, Richmond, Australia (GRID:grid.1008.9) (ISNI:0000 0001 2179 088X)
18 Research Group PLECO, University of Antwerp, Department of Biology, Antwerp, Belgium (GRID:grid.5284.b) (ISNI:0000 0001 0790 3681); Joint Research Centre, European Commission, Ispra, Italy (GRID:grid.434554.7) (ISNI:0000 0004 1758 4137)
19 TERRA Teaching and Research Center, University of Liege, Gembloux, Belgium (GRID:grid.4861.b) (ISNI:0000 0001 0805 7253)
20 Finnish Meteorological Institute, Helsinki, Finland (GRID:grid.8657.c) (ISNI:0000 0001 2253 8678)
21 ESPM, University of California Berkeley, Berkeley, USA (GRID:grid.47840.3f) (ISNI:0000 0001 2181 7878)
22 Global Institute for Water Security, University of Saskatchewan, Saskatoon, Canada (GRID:grid.25152.31) (ISNI:0000 0001 2154 235X); Climate Research Division, Environment and Climate Change Canada, Saskatoon, Canada (GRID:grid.410334.1) (ISNI:0000 0001 2184 7612)
23 Research and Innovation Centre, Fondazione Edmund Mach, Department of Sustainable Agro-ecosystems and Bioresources, San Michele All’adige, Italy (GRID:grid.424414.3) (ISNI:0000 0004 1755 6224); RUDN University, Department of Landscape Design and Sustainable Ecosystems, Agrarian-Technological Institute, Moscow, Russia (GRID:grid.77642.30) (ISNI:0000 0004 0645 517X)
24 Direction du marché du carbone, Ministère du Développement durable de l’Environnement et de la Lutte contre les changements climatiques, Québec, Canada (GRID:grid.77642.30)
25 School of Agriculture and Environment, University of Western Australia, Crawley, Australia (GRID:grid.1012.2) (ISNI:0000 0004 1936 7910)
26 Institute of Hydrology and Meteorology, Technische Universität Dresden, Tharandt, Germany (GRID:grid.4488.0) (ISNI:0000 0001 2111 7257)
27 Université Paris-Saclay, CNRS, AgroParisTech, Ecologie Systématique et Evolution, Orsay, France (GRID:grid.463962.c)
28 Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, USA (GRID:grid.24434.35) (ISNI:0000 0004 1937 0060)
29 Faculty of Land and Food Systems, University of British Columbia, Vancouver, Canada (GRID:grid.17091.3e) (ISNI:0000 0001 2288 9830)
30 University of Colorado, Department of Geography, Boulder, USA (GRID:grid.266190.a) (ISNI:0000000096214564)
31 Environmental & Geodetic Engineering, Ohio State University, Department of Civil, Columbus, USA (GRID:grid.261331.4) (ISNI:0000 0001 2285 7943)
32 Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, Potsdam, Germany (GRID:grid.10894.34) (ISNI:0000 0001 1033 7684); Humboldt-Universität zu Berlin, Geography Department, Berlin, Germany (GRID:grid.7468.d) (ISNI:0000 0001 2248 7639)
33 Forest Resources, University of Minnesota, St Paul, USA (GRID:grid.17635.36) (ISNI:0000000419368657)
34 Université de Lorraine, AgroParisTech, INRAE, UMR Silva, Nancy, France (GRID:grid.29172.3f) (ISNI:0000 0001 2194 6418)
35 ISPA, Bordeaux Sciences Agro, INRAE, Villenave d’Ornon, France (GRID:grid.507621.7)
36 School of Biological Sciences, University of Utah, Salt Lake City, USA (GRID:grid.223827.e) (ISNI:0000 0001 2193 0096)
37 School of Forest Resources and Conservation, University of Florida, Gainesville, USA (GRID:grid.15276.37) (ISNI:0000 0004 1936 8091)
38 McMaster University Library, McMaster University, Hamilton, Canada (GRID:grid.25073.33) (ISNI:0000 0004 1936 8227)
39 Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, Germany (GRID:grid.25073.33)
40 ETH Zurich, Department of Environmental Systems Science, Zurich, Switzerland (GRID:grid.5801.c) (ISNI:0000 0001 2156 2780)
41 INRAE UMR ECOFOG, Kourou, French Guiana (GRID:grid.5801.c)
42 University of Colorado, Department of Geography, Boulder, USA (GRID:grid.266190.a) (ISNI:0000000096214564); Mesoscale and Microscale Meteorology Laboratory, National Center for Atmospheric Research, Boulder, USA (GRID:grid.57828.30) (ISNI:0000 0004 0637 9680)
43 Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, France (GRID:grid.57828.30)
44 Australian Landscape Trust, Renmark, Australia (GRID:grid.57828.30)
45 Research and Innovation Centre, Fondazione Edmund Mach, Department of Sustainable Agro-ecosystems and Bioresources, San Michele All’adige, Italy (GRID:grid.424414.3) (ISNI:0000 0004 1755 6224)
46 Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, France (GRID:grid.424414.3)
47 State Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences, Beijing, China (GRID:grid.435133.3) (ISNI:0000 0004 0596 3367)
48 Arctic Research Center, Aarhus University, Department of Bioscience, Roskilde, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722)
49 School of Life Sciences, University of Technology Sydney, Sydney, Australia (GRID:grid.117476.2) (ISNI:0000 0004 1936 7611); Terrestrial Ecosystem Research Network TERN, University of Technology, Sydney, Australia (GRID:grid.117476.2) (ISNI:0000 0004 1936 7611)
50 DIBAF, University of Tuscia, Viterbo, Italy (GRID:grid.12597.38) (ISNI:0000 0001 2298 9743); Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, Italy (GRID:grid.12597.38)
51 DIBAF, University of Tuscia, Viterbo, Italy (GRID:grid.12597.38) (ISNI:0000 0001 2298 9743); Research Institute on Terrestrial Ecosystems, National Research Council of Italy, Porano, Italy (GRID:grid.5326.2) (ISNI:0000 0001 1940 4177)
52 Biospheric Sciences Laboratory, NASA Goddard Space Flight Center, Greenbelt, USA (GRID:grid.133275.1) (ISNI:0000 0004 0637 6666)
53 Environmental Science Division, Argonne National Laboratory, Lemont, USA (GRID:grid.187073.a) (ISNI:0000 0001 1939 4845)
54 Canadian Forest Service, Natural Resources Canada, Québec, Canada (GRID:grid.146611.5) (ISNI:0000 0001 0775 5922); Centre d’étude de la forêt, Faculté de foresterie, de géographie et de géomatique, Université Laval, Québec, Canada (GRID:grid.23856.3a) (ISNI:0000 0004 1936 8390)
55 Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, Italy (GRID:grid.23856.3a)
56 Ecology, and Organismal Biology, Ohio State University, Department of Evolution, Columbus, USA (GRID:grid.261331.4) (ISNI:0000 0001 2285 7943)
57 Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, Italy (GRID:grid.261331.4)
58 Instituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, São Paulo, Brazil (GRID:grid.11899.38) (ISNI:0000 0004 1937 0722)
59 The Pennsylvania State University, Department of Meteorology and Atmospheric Science, University Park, USA (GRID:grid.29857.31) (ISNI:0000 0001 2097 4281)
60 Institute of Research on Terrestrial Ecosystems, National Research Council of Italy, Montelibretti, Italy (GRID:grid.5326.2) (ISNI:0000 0001 1940 4177)
61 UMR Eco&Sols, CIRAD, Montpellier, France (GRID:grid.503166.7)
62 Pedology, Embrapa Amazonia Oriental, Belém, Brazil (GRID:grid.460200.0) (ISNI:0000 0004 0541 873X)
63 Atmospheric and Oceanic Sciences, University of Wisconsin-Madison, Madison, USA (GRID:grid.14003.36) (ISNI:0000 0001 2167 3675)
64 Departamento de Métodos Cuantitativos y Sistemas de Información, Facultad de Agronomía, UBA, Buenos Aires, Argentina (GRID:grid.7345.5) (ISNI:0000 0001 0056 1981)
65 Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, Italy (GRID:grid.7345.5)
66 Vrije Universiteit Amsterdam, Department of Earth Sciences, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227)
67 Experimental Station of Arid Zones, CSIC, Desertification and Geoecology Department, Almería, Spain (GRID:grid.4711.3) (ISNI:0000 0001 2183 4846)
68 School of Life Science, Shanxi University, Taiyuan, China (GRID:grid.163032.5) (ISNI:0000 0004 1760 2008)
69 HydroFocus, Davis, USA (GRID:grid.163032.5)
70 Institute of BioEconomy, National Research Council of Italy, Sassari, Italy (GRID:grid.163032.5)
71 Worcester State University, Department of Earth, Environment, and Physics, Worcester, USA (GRID:grid.268324.9)
72 Global Change Research Institute of the Czech Academy of Sciences, Department of Matter and Energy Fluxes, Brno, Czech Republic (GRID:grid.268324.9)
73 School of Life Sciences, University of Technology Sydney, Sydney, Australia (GRID:grid.117476.2) (ISNI:0000 0004 1936 7611)
74 ElObeid Research Station, Agricultural Research Corporation, ElObeid, Sudan (GRID:grid.463093.b)
75 Airborne Research Australia, TERN Ecosystem Processes Central Node, Parafield, Australia (GRID:grid.5801.c)
76 Program in Ecology, University of Wyoming, Department of Botany, Laramie, USA (GRID:grid.135963.b) (ISNI:0000 0001 2109 0381)
77 Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, Italy (GRID:grid.135963.b)
78 Institute of BioEconomy, National Research Council of Italy, Rome, Italy (GRID:grid.5326.2) (ISNI:0000 0001 1940 4177); Research Centre for Forestry and Wood, Council for Agricultural Research and Economics, Rome, Italy (GRID:grid.423616.4) (ISNI:0000 0001 2293 6756)
79 Geoscience Australia, Canberra, Australia (GRID:grid.452453.1) (ISNI:0000 0004 0606 1752)
80 University of Copenhagen, Department of Geosciences and Natural Resource Management, Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X)
81 Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, Italy (GRID:grid.5254.6)
82 Energy Analysis & Environmental Impacts Division, Lawrence Berkeley National Laboratory, Berkeley, USA (GRID:grid.184769.5) (ISNI:0000 0001 2231 4551)
83 USDA Forest Service, Rocky Mountain Research Station, Fort Collins, USA (GRID:grid.497401.f) (ISNI:0000 0001 2286 5230)
84 Climate Change Unit, Environmental Protection Agency of Aosta Valley, Saint Christophe, Italy (GRID:grid.497401.f)
85 Research Group PLECO, University of Antwerp, Department of Biology, Antwerp, Belgium (GRID:grid.5284.b) (ISNI:0000 0001 0790 3681)
86 Institute of BioEconomy, National Research Council of Italy, Firenze, Italy (GRID:grid.5326.2) (ISNI:0000 0001 1940 4177)
87 University of Nebraska-Lincoln, School of Natural Resources, Lincoln, USA (GRID:grid.24434.35) (ISNI:0000 0004 1937 0060)
88 Joint Research Centre, European Commission, Ispra, Italy (GRID:grid.434554.7) (ISNI:0000 0004 1758 4137)
89 Virginia Commonwealth University, Department of Biology, Richmond, USA (GRID:grid.224260.0) (ISNI:0000 0004 0458 8737)
90 University of California, Department of Earth System Science, Irvine, USA (GRID:grid.266093.8) (ISNI:0000 0001 0668 7243)
91 Agrosphere (IBG3), Forschungszentrum Jülich, Jülich, Germany (GRID:grid.8385.6) (ISNI:0000 0001 2297 375X)
92 University of Innsbruck, Department of Ecology, Innsbruck, Austria (GRID:grid.5771.4) (ISNI:0000 0001 2151 8122)
93 International Joint Research Laboratory for Global Change Ecology, School of Life Sciences, Henan University, Kaifeng, China (GRID:grid.256922.8) (ISNI:0000 0000 9139 560X); Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, China (GRID:grid.458475.f) (ISNI:0000 0004 1799 2309)
94 Oregon State University, Department of Forest Ecosystems and Society, Corvallis, USA (GRID:grid.4391.f) (ISNI:0000 0001 2112 1969)
95 Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China (GRID:grid.424975.9) (ISNI:0000 0000 8615 8685); College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, China (GRID:grid.410726.6) (ISNI:0000 0004 1797 8419)
96 School of Ecosystem and Forest Sciences, The University of Melbourne, Creswick, Australia (GRID:grid.1008.9) (ISNI:0000 0001 2179 088X)
97 Research Institute for the Environment and Livelihoods, Charles Darwin University, Darwin, Australia (GRID:grid.1043.6) (ISNI:0000 0001 2157 559X)
98 Technical University of Denmark (DTU), Department of Environmental Engineering, Kongens Lyngby, Denmark (GRID:grid.5170.3) (ISNI:0000 0001 2181 8870)
99 Institute for Agro-Environmental Sciences, National Agriculture and Food Research Organization, Tsukuba, Japan (GRID:grid.416835.d) (ISNI:0000 0001 2222 0432)
100 Lund University, Department of Physical Geography and Ecosystem Science, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); Arctic Research Center, Aarhus University, Department of Bioscience, Roskilde, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722)
101 Global Change Research Institute of the Czech Academy of Sciences, Department of Matter and Energy Fluxes, Brno, Czech Republic (GRID:grid.7048.b)
102 Wageningen Environmental Research, Wageningen University and Research, Wageningen, The Netherlands (GRID:grid.4818.5) (ISNI:0000 0001 0791 5666)
103 Key Laboratory of Vegetation Ecology, Ministry of Education, Northeast Normal University, Changchun, China (GRID:grid.27446.33) (ISNI:0000 0004 1789 9163)
104 Research Faculty of Agriculture, Hokkaido University, Sapporo, Japan (GRID:grid.39158.36) (ISNI:0000 0001 2173 7691); GI-Core, Hokkaido University, Sapporo, Japan (GRID:grid.39158.36) (ISNI:0000 0001 2173 7691)
105 School of Geography and Earth Sciences, McMaster University, Hamilton, Canada (GRID:grid.25073.33) (ISNI:0000 0004 1936 8227); Geography and Environmental Management, Waterloo, Canada (GRID:grid.25073.33)
106 Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology, Garmisch-Partenkirchen, Germany (GRID:grid.7892.4) (ISNI:0000 0001 0075 5874)
107 Bioclimatology, University of Goettingen, Goettingen, Germany (GRID:grid.7450.6) (ISNI:0000 0001 2364 4210); Centre of Biodiversity and Sustainable Land Use (CBL), University of Goettingen, Goettingen, Germany (GRID:grid.7450.6) (ISNI:0000 0001 2364 4210)
108 The University of British Columbia, Department of Geography, Vancouver, Canada (GRID:grid.17091.3e) (ISNI:0000 0001 2288 9830)
109 Research Institute for Global Change, Institute of Arctic Climate and Environment Research, Japan Agency for Marine-Earth Science and Technology, Yokoama, Japan (GRID:grid.410588.0) (ISNI:0000 0001 2191 0132)
110 Biological Sciences, University of Adelaide, Adelaide, Australia (GRID:grid.1010.0) (ISNI:0000 0004 1936 7304)
111 Graduate School of Agriculture, Kyoto University, Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033)
112 Graduate School of Bioagricultural Sciences, Nagoya University, Nagoya, Japan (GRID:grid.27476.30) (ISNI:0000 0001 0943 978X)
113 University of Granada, Department of Applied Physics, Granada, Spain (GRID:grid.4489.1) (ISNI:0000000121678994)
114 Water systems and Global Change group, Wageningen University, Wageningen, The Netherlands (GRID:grid.4818.5) (ISNI:0000 0001 0791 5666)
115 A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, Russia (GRID:grid.4886.2) (ISNI:0000 0001 2192 9124)
116 Head Office, Integrated Carbon Observation System (ICOS ERIC), Helsinki, Finland (GRID:grid.484295.6)
117 Natural Resources Institute Finland, Helsinki, Finland (GRID:grid.22642.30) (ISNI:0000 0004 4668 6757)
118 Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China (GRID:grid.9227.e) (ISNI:0000000119573309)
119 Centre for Tropical Environmental Sustainability Studies, James Cook University, Cairns, Australia (GRID:grid.1011.1) (ISNI:0000 0004 0474 1797)
120 CEFE, CNRS, Univ Montpellier, Montpellier, France (GRID:grid.433534.6) (ISNI:0000 0001 2169 1275)
121 Forestry and Environment Division, Forest Research Institute Malaysia (FRIM), Kepong, Malaysia (GRID:grid.434305.5) (ISNI:0000 0001 2231 3604)
122 Finnish Meteorological Institute, Helsinki, Finland (GRID:grid.8657.c) (ISNI:0000 0001 2253 8678); Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071)
123 School of Natural Sciences, Trinity College Dublin, Department of Botany, Dublin, Ireland (GRID:grid.8217.c) (ISNI:0000 0004 1936 9705)
124 Université Paris-Saclay, INRAE, AgroParisTech, UMR ECOSYS, Thiverval-Grignon, France (GRID:grid.7048.b)
125 Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, Germany (GRID:grid.507621.7); German Meteorological Service (DWD), Centre for Agrometeorological Research, Braunschweig, Germany (GRID:grid.38275.3b) (ISNI:0000 0001 2321 7956)
126 Micrometeorology, University of Bayreuth, Bayreuth, Germany (GRID:grid.7384.8) (ISNI:0000 0004 0467 6972); Bayreuth Center of Ecology and Environmental Research, Bayreuth, Germany (GRID:grid.7384.8)
127 CSIRO Land and Water, Floreat, Australia (GRID:grid.47840.3f)
128 Institute for Agricultural and Forestry Systems in the Mediterranean, National Research Council of Italy, Ercolano, Italy (GRID:grid.47840.3f)
129 Institute for Atmosphere and Earth System Research/Physics, University of Helsinki, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071)
130 Centre d’étude de la forêt, Faculté de foresterie, de géographie et de géomatique, Université Laval, Québec, Canada (GRID:grid.23856.3a) (ISNI:0000 0004 1936 8390)
131 Euro-Mediterranean Centre on Climate Change Foundation (CMCC), Lecce, Italy (GRID:grid.423878.2) (ISNI:0000 0004 1761 0884); University of Sassari, Department of Agriculture, Sassari, Italy (GRID:grid.11450.31) (ISNI:0000 0001 2097 9138)
132 Arctic Research Center, Aarhus University, Department of Bioscience, Roskilde, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722); Oulanka research station, University of Oulu, Kuusamo, Finland (GRID:grid.10858.34) (ISNI:0000 0001 0941 4873)
133 Dept. Biological Sciences, Wellesley College, Wellesley, USA (GRID:grid.268091.4) (ISNI:0000 0004 1936 9561)
134 Research Institute on Terrestrial Ecosystems, National Research Council of Italy, Monterotondo Scalo, Italy (GRID:grid.5326.2) (ISNI:0000 0001 1940 4177)
135 Queen’s University, Department of Geography and Planning, Kingston, Canada (GRID:grid.410356.5) (ISNI:0000 0004 1936 8331)
136 Environmental Analytics NZ, Ltd. Raumati South, Paraparaumu, New Zealand (GRID:grid.1008.9)
137 Mazingira Centre, International Livestock Research Institute (ILRI), Nairobi, Kenya (GRID:grid.419369.0)
138 NOAA/OAR/Air Resources Laboratory, 325 Broadway, Boulder, USA (GRID:grid.1010.0)
139 Atmospheric Sciences Research Center, State University of New York at Albany, Albany, USA (GRID:grid.265850.c) (ISNI:0000 0001 2151 7947)
140 Forest Department of South Tyrol, Bolzano, Italy (GRID:grid.265850.c)
141 University of Arizona, Department of Ecology and Evolutionary Biology, Tucson, USA (GRID:grid.134563.6) (ISNI:0000 0001 2168 186X)
142 Forest Department of South Tyrol, Bolzano, Italy (GRID:grid.134563.6); Faculty of Science and Technology, Free University of Bolzano, Bolzano, Italy (GRID:grid.34988.3e) (ISNI:0000 0001 1482 2038)
143 University of Illinois at Urbana-Champaign, Department of Plant Biology, Urbana, USA (GRID:grid.35403.31) (ISNI:0000 0004 1936 9991)
144 IHE Delft, Delft, The Netherlands (GRID:grid.420326.1) (ISNI:0000 0004 0624 5658); Faculty of Science, VU Amsterdam, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227)
145 ISPA, Bordeaux Sciences Agro, INRAE, Villenave d’Ornon, France (GRID:grid.507621.7); University Grenoble Alpes, IRD, CNRS, IGE, Grenoble, France (GRID:grid.4444.0) (ISNI:0000 0001 2112 9282)
146 School of Engineering and Applied Sciences, Harvard University, Cambridge, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Harvard University, Department of Earth and Planetary Sciences, Cambridge, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
147 School of Forestry and Resource Conservation, National Taiwan University, Taipei, Taiwan (GRID:grid.19188.39) (ISNI:0000 0004 0546 0241); International Arctic Research Center, University of Alaska Fairbanks, Fairbanks, USA (GRID:grid.70738.3b) (ISNI:0000 0004 1936 981X)
148 Environment and Climate, Research Institute for Nature and Forest, Geraardsbergen, Belgium (GRID:grid.435417.0)
149 Texas A&M University, Department of Ecosystem Science and Management, College Station, USA (GRID:grid.264756.4) (ISNI:0000 0004 4687 2082)
150 Research Institute for the Environment and Livelihoods, Charles Darwin University, Casuarina, Australia (GRID:grid.1043.6) (ISNI:0000 0001 2157 559X)
151 Grupo de Estudios Ambientales, Instituto de Matemática Aplicada San Luis (UNSL & CONICET), San Luis, Argentina (GRID:grid.412115.2) (ISNI:0000 0001 2309 1978); Facultad de Ciencias Agropecuarias (UNER), Oro Verde, Argentina (GRID:grid.412115.2)
152 UMR Eco&Sols, CIRAD, Montpellier, France (GRID:grid.503166.7); Eco&Sols, Univ Montpellier-CIRAD-INRA-IRD-Montpellier SupAgro, Montpellier, France (GRID:grid.503166.7)
153 O’Neill School of Public and Environmental Affairs, Indiana University Bloomington, Bloomington, USA (GRID:grid.411377.7) (ISNI:0000 0001 0790 959X)
154 Global Change Research Group, Dept. Biology, San Diego State University, San Diego, USA (GRID:grid.263081.e) (ISNI:0000 0001 0790 1491); College of Life and Environmental Sciences, University of Exeter, Department of Geography, Exeter, United Kingdom (GRID:grid.8391.3) (ISNI:0000 0004 1936 8024)
155 Aarhus University, Department of Agroecology, Tjele, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722); iCLIMATE, Aarhus University, Tjele, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722)
156 Wayne State University, Department of Geology, Detroit, USA (GRID:grid.254444.7) (ISNI:0000 0001 1456 7807)
157 Lund University, Department of Physical Geography and Ecosystem Science, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); University of Oslo, Department of Geosciences, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921)
158 University of Zurich, Department of Geography, Zurich, Switzerland (GRID:grid.7400.3) (ISNI:0000 0004 1937 0650)
159 Global Change Research Institute of the Czech Academy of Sciences, Department of Matter and Energy Fluxes, Brno, Czech Republic (GRID:grid.7400.3)
160 Swedish University of Agricultural Sciences, Department of Forest Ecology and Management, Umeå, Sweden (GRID:grid.6341.0) (ISNI:0000 0000 8578 2742)
161 Hawkesbury Institute for the Environment, Western Sydney University, Penrith, Australia (GRID:grid.1029.a) (ISNI:0000 0000 9939 5719)
162 Indiana University Bloomington, Department of Biology, Bloomington, USA (GRID:grid.411377.7) (ISNI:0000 0001 0790 959X)
163 Lund University, Department of Physical Geography and Ecosystem Science, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); CSIRO Land and Water, Wembley, Australia (GRID:grid.4514.4)
164 Instituto de Clima y Agua, Instituto Nacional de Tecnologia Agropecuaria (INTA), Buenos Aires, Argentina (GRID:grid.419231.c) (ISNI:0000 0001 2167 7174)
165 CSIRO Land and Water, Wembley, Australia (GRID:grid.4488.0)
166 Helmholtz Centre for Environmental Research UFZ, Department Computational Hydrosystems, Leipzig, Germany (GRID:grid.7492.8) (ISNI:0000 0004 0492 3830)
167 Michigan State University, Center for Global Change & Earth Observations, East Lansing, USA (GRID:grid.17088.36) (ISNI:0000 0001 2150 1785)
168 Hawkesbury Institute for the Environment, Western Sydney University, Penrith, Australia (GRID:grid.1029.a) (ISNI:0000 0000 9939 5719); Southwest University of Science and Technology, School of Life Science and Engineering, Mianyang, China (GRID:grid.440649.b) (ISNI:0000 0004 1808 3334)
169 Universidade Federal da Paraiba, Departamento de Química e Física, Areia, Brazil (GRID:grid.411216.1) (ISNI:0000 0004 0397 5145)
170 Remote Sensing and Geoinformatics, GFZ German Research Centre for Geosciences, Potsdam, Germany (GRID:grid.23731.34) (ISNI:0000 0000 9195 2461)
171 University of Granada, Department of Applied Physics, Granada, Spain (GRID:grid.4489.1) (ISNI:0000000121678994); Andalusian Institute for Earth System Research (CEAMA-IISTA), Granada, Spain (GRID:grid.4489.1)
172 Ciencias del Agua y Medioambiente, Instituto Tecnológico de Sonora, Ciudad Obregón, Mexico (GRID:grid.466844.c) (ISNI:0000 0000 9963 8346)
173 Geographical Institute, University of Cologne, Cologne, Germany (GRID:grid.6190.e) (ISNI:0000 0000 8580 3777)
174 Thünen Institute of Climate-Smart Agriculture, Federal Research Institute of Rural Areas, Forestry and Fisheries, Braunschweig, Germany (GRID:grid.6190.e)
175 Innovation and Science, Geoscience Australia, Department of Industry, Canberra, Australia (GRID:grid.452453.1) (ISNI:0000 0004 0606 1752)
176 Southwest Watershed Research Center, USDA-ARS, Tucson, USA (GRID:grid.507310.0)
177 Global Change Research Institute of the Czech Academy of Sciences, Department of Matter and Energy Fluxes, Brno, Czech Republic (GRID:grid.507310.0); Institute of Atmospheric Physics of the Czech Academy of Sciences, Prague, Czech Republic (GRID:grid.448082.2)
178 Andalusian Institute for Earth System Research (CEAMA-IISTA), Granada, Spain (GRID:grid.448082.2); University of Granada, Department of Ecology, Granada, Spain (GRID:grid.4489.1) (ISNI:0000000121678994)
179 Chinese Academy of Agricultural Sciences, National Hulunber Grassland Ecosystem Observation and Research Station & Institute of Agricultural Resources and Regional Planning, Beijing, China (GRID:grid.410727.7) (ISNI:0000 0001 0526 1937)
180 Bioclimatology, University of Goettingen, Goettingen, Germany (GRID:grid.7450.6) (ISNI:0000 0001 2364 4210)
181 Global Change Research Institute of the Czech Academy of Sciences, Department of Matter and Energy Fluxes, Brno, Czech Republic (GRID:grid.7450.6)
182 School of Agriculture and Environment, University of Western Australia, Crawley, Australia (GRID:grid.1012.2) (ISNI:0000 0004 1936 7910); School of Science, Edith Cowan University, Joondalup, Australia (GRID:grid.1038.a) (ISNI:0000 0004 0389 4302)
183 Sentek Pty Ltd, Stepney, Australia (GRID:grid.7892.4)
184 National Ecological Observatory Network Program, Boulder, USA (GRID:grid.422235.0) (ISNI:0000 0004 6483 1479)
185 Lund University, Department of Physical Geography and Ecosystem Science, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); University of Copenhagen, Department of Geosciences and Natural Resource Management, Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X)
186 Kansai Research Center, Forestry and Forest Products Research Institute, Kyoto, Japan (GRID:grid.417935.d) (ISNI:0000 0000 9150 188X)
187 Peking University, College of Urban and Environmental Sciences, Beijing, China (GRID:grid.11135.37) (ISNI:0000 0001 2256 9319)
188 School of Earth, Atmosphere and Environment, Monash University, Clayton, Australia (GRID:grid.1002.3) (ISNI:0000 0004 1936 7857)
189 University of Wisconsin-Madison, Space Science and Engineering Center, Madison, USA (GRID:grid.14003.36) (ISNI:0000 0001 2167 3675)
190 DIBAF, University of Tuscia, Viterbo, Italy (GRID:grid.12597.38) (ISNI:0000 0001 2298 9743); Terrasystem srl, Viterbo, Italy (GRID:grid.12597.38)
191 USDA Forest Service, Rocky Mountain Research Station, Missoula, USA (GRID:grid.472551.0) (ISNI:0000 0004 0404 3120)
192 Wageningen University, Meteorology and Air Quality group, Wageningen, The Netherlands (GRID:grid.4818.5) (ISNI:0000 0001 0791 5666)
193 Fenner School of Environment and Society, Australian National University Canberra, Canberra, Australia (GRID:grid.1001.0) (ISNI:0000 0001 2180 7477)
194 Earth and Life Institute, Université Catholique de Louvain, Louvain, Belgium (GRID:grid.7942.8) (ISNI:0000 0001 2294 713X)
195 Monash University, Department of Civil Engineering, Clayton, Australia (GRID:grid.1002.3) (ISNI:0000 0004 1936 7857)
196 CSIRO Land and Water, Canberra, Australia (GRID:grid.469914.7) (ISNI:0000 0004 0385 5215); The University of Queensland, School of Earth and Environmental Sciences, St Lucia, Australia (GRID:grid.1003.2) (ISNI:0000 0000 9320 7537)
197 South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China (GRID:grid.458495.1) (ISNI:0000 0001 1014 7864)
198 Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, China (GRID:grid.458475.f) (ISNI:0000 0004 1799 2309)
199 Nanjing University of Information Science & Technology, College of Applied Meteorology, Nanjing, China (GRID:grid.260478.f)
200 Global Change Research Group, Dept. Biology, San Diego State University, San Diego, USA (GRID:grid.263081.e) (ISNI:0000 0001 0790 1491); University of Sheffield, Department of Animal and Plant Sciences, Sheffield, United Kingdom (GRID:grid.11835.3e) (ISNI:0000 0004 1936 9262)