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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="data-paper" specific-use="SMUR" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">ESSDD</journal-id>
<journal-title-group>
<journal-title>Earth System Science Data Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">ESSDD</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Earth Syst. Sci. Data Discuss.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1866-3591</issn>
<publisher><publisher-name></publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/essd-2025-659</article-id>
<title-group>
<article-title>Global Carbon Budget 2025</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Friedlingstein</surname>
<given-names>Pierre</given-names>
<ext-link>https://orcid.org/0000-0003-3309-4739</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>O'Sullivan</surname>
<given-names>Michael</given-names>
<ext-link>https://orcid.org/0000-0002-6278-3392</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jones</surname>
<given-names>Matthew W.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Andrew</surname>
<given-names>Robbie M.</given-names>
<ext-link>https://orcid.org/0000-0001-8590-6431</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bakker</surname>
<given-names>Dorothee C. E.</given-names>
<ext-link>https://orcid.org/0000-0001-9234-5337</ext-link>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hauck</surname>
<given-names>Judith</given-names>
<ext-link>https://orcid.org/0000-0003-4723-9652</ext-link>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Landschützer</surname>
<given-names>Peter</given-names>
<ext-link>https://orcid.org/0000-0002-7398-3293</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Le Quéré</surname>
<given-names>Corinne</given-names>
<ext-link>https://orcid.org/0000-0003-2319-0452</ext-link>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Li</surname>
<given-names>Hongmei</given-names>
<ext-link>https://orcid.org/0000-0003-2912-1837</ext-link>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Luijkx</surname>
<given-names>Ingrid T.</given-names>
<ext-link>https://orcid.org/0000-0002-3990-6737</ext-link>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Peters</surname>
<given-names>Glen P.</given-names>
<ext-link>https://orcid.org/0000-0001-7889-8568</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Peters</surname>
<given-names>Wouter</given-names>
<ext-link>https://orcid.org/0000-0001-8166-2070</ext-link>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pongratz</surname>
<given-names>Julia</given-names>
<ext-link>https://orcid.org/0000-0003-0372-3960</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Schwingshackl</surname>
<given-names>Clemens</given-names>
<ext-link>https://orcid.org/0000-0003-4048-3011</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sitch</surname>
<given-names>Stephen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Canadell</surname>
<given-names>Josep G.</given-names>
<ext-link>https://orcid.org/0000-0002-8788-3218</ext-link>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ciais</surname>
<given-names>Philippe</given-names>
<ext-link>https://orcid.org/0000-0001-8560-4943</ext-link>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Aas</surname>
<given-names>Kjetil</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Alin</surname>
<given-names>Simone R.</given-names>
<ext-link>https://orcid.org/0000-0002-8283-1910</ext-link>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Anthoni</surname>
<given-names>Peter</given-names>
<ext-link>https://orcid.org/0000-0001-5459-6506</ext-link>
</name>
<xref ref-type="aff" rid="aff17">
<sup>17</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Barbero</surname>
<given-names>Leticia</given-names>
<ext-link>https://orcid.org/0000-0002-8858-5247</ext-link>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bates</surname>
<given-names>Nicholas R.</given-names>
</name>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
<xref ref-type="aff" rid="aff20">
<sup>20</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bellouin</surname>
<given-names>Nicolas</given-names>
<ext-link>https://orcid.org/0000-0003-2109-9559</ext-link>
</name>
<xref ref-type="aff" rid="aff21">
<sup>21</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Benoit-Cattin</surname>
<given-names>Alice</given-names>
</name>
<xref ref-type="aff" rid="aff22">
<sup>22</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Berghoff</surname>
<given-names>Carla F.</given-names>
</name>
<xref ref-type="aff" rid="aff23">
<sup>23</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bernardello</surname>
<given-names>Raffaele</given-names>
<ext-link>https://orcid.org/0000-0003-4923-1582</ext-link>
</name>
<xref ref-type="aff" rid="aff24">
<sup>24</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bopp</surname>
<given-names>Laurent</given-names>
<ext-link>https://orcid.org/0000-0003-4732-4953</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Brasika</surname>
<given-names>Ida B. M.</given-names>
<ext-link>https://orcid.org/0000-0003-2804-7700</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff25">
<sup>25</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Chamberlain</surname>
<given-names>Matthew A.</given-names>
<ext-link>https://orcid.org/0000-0002-3287-3282</ext-link>
</name>
<xref ref-type="aff" rid="aff26">
<sup>26</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Chandra</surname>
<given-names>Naveen</given-names>
<ext-link>https://orcid.org/0000-0002-5357-7757</ext-link>
</name>
<xref ref-type="aff" rid="aff27">
<sup>27</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Chevallier</surname>
<given-names>Frédéric</given-names>
<ext-link>https://orcid.org/0000-0002-4327-3813</ext-link>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Chini</surname>
<given-names>Louise P.</given-names>
<ext-link>https://orcid.org/0000-0002-9070-3505</ext-link>
</name>
<xref ref-type="aff" rid="aff28">
<sup>28</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Collier</surname>
<given-names>Nathan O.</given-names>
</name>
<xref ref-type="aff" rid="aff29">
<sup>29</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Colligan</surname>
<given-names>Thomas H.</given-names>
</name>
<xref ref-type="aff" rid="aff30">
<sup>30</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cronin</surname>
<given-names>Margot</given-names>
</name>
<xref ref-type="aff" rid="aff31">
<sup>31</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Djeutchouang</surname>
<given-names>Laique</given-names>
<ext-link>https://orcid.org/0000-0001-7884-4586</ext-link>
</name>
<xref ref-type="aff" rid="aff32">
<sup>32</sup>
</xref>
<xref ref-type="aff" rid="aff33">
<sup>33</sup>
</xref>
<xref ref-type="aff" rid="aff34">
<sup>34</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Dou</surname>
<given-names>Xinyu</given-names>
<ext-link>https://orcid.org/0000-0001-7783-6971</ext-link>
</name>
<xref ref-type="aff" rid="aff35">
<sup>35</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Enright</surname>
<given-names>Matt P.</given-names>
</name>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
<xref ref-type="aff" rid="aff20">
<sup>20</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Enyo</surname>
<given-names>Kazutaka</given-names>
</name>
<xref ref-type="aff" rid="aff36">
<sup>36</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Erb</surname>
<given-names>Michael</given-names>
<ext-link>https://orcid.org/0000-0002-1187-952X</ext-link>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</sup>
</xref>
<xref ref-type="aff" rid="aff38">
<sup>38</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Evans</surname>
<given-names>Wiley</given-names>
<ext-link>https://orcid.org/0000-0002-5450-0903</ext-link>
</name>
<xref ref-type="aff" rid="aff39">
<sup>39</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Feely</surname>
<given-names>Richard A.</given-names>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Feng</surname>
<given-names>Liang</given-names>
</name>
<xref ref-type="aff" rid="aff40">
<sup>40</sup>
</xref>
<xref ref-type="aff" rid="aff41">
<sup>41</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ford</surname>
<given-names>Daniel J.</given-names>
<ext-link>https://orcid.org/0000-0001-6089-6855</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Foster</surname>
<given-names>Adrianna</given-names>
</name>
<xref ref-type="aff" rid="aff42">
<sup>42</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fransner</surname>
<given-names>Filippa</given-names>
<ext-link>https://orcid.org/0000-0001-8280-4018</ext-link>
</name>
<xref ref-type="aff" rid="aff43">
<sup>43</sup>
</xref>
<xref ref-type="aff" rid="aff44">
<sup>44</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gasser</surname>
<given-names>Thomas</given-names>
<ext-link>https://orcid.org/0000-0003-4882-2647</ext-link>
</name>
<xref ref-type="aff" rid="aff45">
<sup>45</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gehlen</surname>
<given-names>Marion</given-names>
<ext-link>https://orcid.org/0000-0002-9688-0692</ext-link>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gkritzalis</surname>
<given-names>Thanos</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Goncalves De Souza</surname>
<given-names>Jefferson</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Grassi</surname>
<given-names>Giacomo</given-names>
</name>
<xref ref-type="aff" rid="aff46">
<sup>46</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gregor</surname>
<given-names>Luke</given-names>
<ext-link>https://orcid.org/0000-0001-6071-1857</ext-link>
</name>
<xref ref-type="aff" rid="aff47">
<sup>47</sup>
</xref>
<xref ref-type="aff" rid="aff48">
<sup>48</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gruber</surname>
<given-names>Nicolas</given-names>
<ext-link>https://orcid.org/0000-0002-2085-2310</ext-link>
</name>
<xref ref-type="aff" rid="aff47">
<sup>47</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Guenet</surname>
<given-names>Bertrand</given-names>
<ext-link>https://orcid.org/0000-0002-4311-8645</ext-link>
</name>
<xref ref-type="aff" rid="aff49">
<sup>49</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gürses</surname>
<given-names>Özgür</given-names>
<ext-link>https://orcid.org/0000-0002-0646-5760</ext-link>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Harrington</surname>
<given-names>Kirsty</given-names>
</name>
<xref ref-type="aff" rid="aff50">
<sup>50</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Harris</surname>
<given-names>Ian</given-names>
</name>
<xref ref-type="aff" rid="aff51">
<sup>51</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Heinke</surname>
<given-names>Jens</given-names>
<ext-link>https://orcid.org/0000-0001-5256-0024</ext-link>
</name>
<xref ref-type="aff" rid="aff52">
<sup>52</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hurtt</surname>
<given-names>George C.</given-names>
<ext-link>https://orcid.org/0000-0001-7278-202X</ext-link>
</name>
<xref ref-type="aff" rid="aff28">
<sup>28</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Iida</surname>
<given-names>Yosuke</given-names>
<ext-link>https://orcid.org/0000-0001-5711-1375</ext-link>
</name>
<xref ref-type="aff" rid="aff36">
<sup>36</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ilyina</surname>
<given-names>Tatiana</given-names>
<ext-link>https://orcid.org/0000-0002-3475-4842</ext-link>
</name>
<xref ref-type="aff" rid="aff53">
<sup>53</sup>
</xref>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ito</surname>
<given-names>Akihiko</given-names>
<ext-link>https://orcid.org/0000-0001-5265-0791</ext-link>
</name>
<xref ref-type="aff" rid="aff54">
<sup>54</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jacobson</surname>
<given-names>Andrew R.</given-names>
</name>
<xref ref-type="aff" rid="aff55">
<sup>55</sup>
</xref>
<xref ref-type="aff" rid="aff56">
<sup>56</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jain</surname>
<given-names>Atul K.</given-names>
<ext-link>https://orcid.org/0000-0002-4051-3228</ext-link>
</name>
<xref ref-type="aff" rid="aff57">
<sup>57</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jarníková</surname>
<given-names>Tereza</given-names>
<ext-link>https://orcid.org/0000-0002-5105-3343</ext-link>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jersild</surname>
<given-names>Annika</given-names>
</name>
<xref ref-type="aff" rid="aff30">
<sup>30</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jiang</surname>
<given-names>Fei</given-names>
<ext-link>https://orcid.org/0000-0003-1744-7565</ext-link>
</name>
<xref ref-type="aff" rid="aff58">
<sup>58</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jones</surname>
<given-names>Steve D.</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kato</surname>
<given-names>Etsushi</given-names>
<ext-link>https://orcid.org/0000-0001-8814-804X</ext-link>
</name>
<xref ref-type="aff" rid="aff59">
<sup>59</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Keeling</surname>
<given-names>Ralph F.</given-names>
<ext-link>https://orcid.org/0000-0002-9749-2253</ext-link>
</name>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Klein Goldewijk</surname>
<given-names>Kees</given-names>
<ext-link>https://orcid.org/0000-0003-2714-7507</ext-link>
</name>
<xref ref-type="aff" rid="aff61">
<sup>61</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Knauer</surname>
<given-names>Jürgen</given-names>
<ext-link>https://orcid.org/0000-0002-4947-7067</ext-link>
</name>
<xref ref-type="aff" rid="aff62">
<sup>62</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kong</surname>
<given-names>Yawen</given-names>
<ext-link>https://orcid.org/0009-0008-9082-915X</ext-link>
</name>
<xref ref-type="aff" rid="aff63">
<sup>63</sup>
</xref>
<xref ref-type="aff" rid="aff64">
<sup>64</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Korsbakken</surname>
<given-names>Jan Ivar</given-names>
<ext-link>https://orcid.org/0000-0002-2939-9778</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Koven</surname>
<given-names>Charles</given-names>
<ext-link>https://orcid.org/0000-0002-3367-0065</ext-link>
</name>
<xref ref-type="aff" rid="aff65">
<sup>65</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kunimitsu</surname>
<given-names>Taro</given-names>
<ext-link>https://orcid.org/0000-0003-0456-368X</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lan</surname>
<given-names>Xin</given-names>
<ext-link>https://orcid.org/0000-0001-6327-6950</ext-link>
</name>
<xref ref-type="aff" rid="aff55">
<sup>55</sup>
</xref>
<xref ref-type="aff" rid="aff56">
<sup>56</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Liu</surname>
<given-names>Junjie</given-names>
<ext-link>https://orcid.org/0000-0002-7184-6594</ext-link>
</name>
<xref ref-type="aff" rid="aff66">
<sup>66</sup>
</xref>
<xref ref-type="aff" rid="aff67">
<sup>67</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Liu</surname>
<given-names>Zhiqiang</given-names>
<ext-link>https://orcid.org/0000-0003-2982-8381</ext-link>
</name>
<xref ref-type="aff" rid="aff68">
<sup>68</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Liu</surname>
<given-names>Zhu</given-names>
<ext-link>https://orcid.org/0000-0002-8968-7050</ext-link>
</name>
<xref ref-type="aff" rid="aff69">
<sup>69</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lo Monaco</surname>
<given-names>Claire</given-names>
</name>
<xref ref-type="aff" rid="aff70">
<sup>70</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ma</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff28">
<sup>28</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Marland</surname>
<given-names>Gregg</given-names>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</sup>
</xref>
<xref ref-type="aff" rid="aff38">
<sup>38</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>McGuire</surname>
<given-names>Patrick C.</given-names>
<ext-link>https://orcid.org/0000-0001-6592-4966</ext-link>
</name>
<xref ref-type="aff" rid="aff71">
<sup>71</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>McKinley</surname>
<given-names>Galen A.</given-names>
<ext-link>https://orcid.org/0000-0002-4072-9221</ext-link>
</name>
<xref ref-type="aff" rid="aff72">
<sup>72</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Melton</surname>
<given-names>Joe</given-names>
<ext-link>https://orcid.org/0000-0002-9414-064X</ext-link>
</name>
<xref ref-type="aff" rid="aff73">
<sup>73</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Monacci</surname>
<given-names>Natalie</given-names>
<ext-link>https://orcid.org/0000-0002-0704-5776</ext-link>
</name>
<xref ref-type="aff" rid="aff74">
<sup>74</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Monier</surname>
<given-names>Erwan</given-names>
<ext-link>https://orcid.org/0000-0001-5533-6570</ext-link>
</name>
<xref ref-type="aff" rid="aff75">
<sup>75</sup>
</xref>
<xref ref-type="aff" rid="aff76">
<sup>76</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Morgan</surname>
<given-names>Eric J.</given-names>
</name>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Munro</surname>
<given-names>David R.</given-names>
<ext-link>https://orcid.org/0000-0002-1373-7402</ext-link>
</name>
<xref ref-type="aff" rid="aff55">
<sup>55</sup>
</xref>
<xref ref-type="aff" rid="aff56">
<sup>56</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Müller</surname>
<given-names>Jens D.</given-names>
<ext-link>https://orcid.org/0000-0003-3137-0883</ext-link>
</name>
<xref ref-type="aff" rid="aff77">
<sup>77</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nakaoka</surname>
<given-names>Shin-Ichiro</given-names>
<ext-link>https://orcid.org/0000-0002-3870-1721</ext-link>
</name>
<xref ref-type="aff" rid="aff78">
<sup>78</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nayagam</surname>
<given-names>Lorna R.</given-names>
</name>
<xref ref-type="aff" rid="aff78">
<sup>78</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Niwa</surname>
<given-names>Yosuke</given-names>
<ext-link>https://orcid.org/0000-0002-7600-9816</ext-link>
</name>
<xref ref-type="aff" rid="aff78">
<sup>78</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nutzel</surname>
<given-names>Tobias</given-names>
<ext-link>https://orcid.org/0000-0002-3603-4283</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Olsen</surname>
<given-names>Are</given-names>
<ext-link>https://orcid.org/0000-0003-1696-9142</ext-link>
</name>
<xref ref-type="aff" rid="aff43">
<sup>43</sup>
</xref>
<xref ref-type="aff" rid="aff44">
<sup>44</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Omar</surname>
<given-names>Abdirahman M.</given-names>
</name>
<xref ref-type="aff" rid="aff79">
<sup>79</sup>
</xref>
<xref ref-type="aff" rid="aff44">
<sup>44</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pan</surname>
<given-names>Naiqing</given-names>
</name>
<xref ref-type="aff" rid="aff80">
<sup>80</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pandey</surname>
<given-names>Sudhanshu</given-names>
</name>
<xref ref-type="aff" rid="aff66">
<sup>66</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pierrot</surname>
<given-names>Denis</given-names>
<ext-link>https://orcid.org/0000-0002-0374-3825</ext-link>
</name>
<xref ref-type="aff" rid="aff81">
<sup>81</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Qin</surname>
<given-names>Zhangcai</given-names>
<ext-link>https://orcid.org/0000-0001-9414-4854</ext-link>
</name>
<xref ref-type="aff" rid="aff82">
<sup>82</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Regnier</surname>
<given-names>Pierre A. G.</given-names>
</name>
<xref ref-type="aff" rid="aff83">
<sup>83</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rehder</surname>
<given-names>Gregor</given-names>
<ext-link>https://orcid.org/0000-0002-0597-9989</ext-link>
</name>
<xref ref-type="aff" rid="aff84">
<sup>84</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Resplandy</surname>
<given-names>Laure</given-names>
<ext-link>https://orcid.org/0000-0002-1212-3943</ext-link>
</name>
<xref ref-type="aff" rid="aff85">
<sup>85</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Roobaert</surname>
<given-names>Alizée</given-names>
<ext-link>https://orcid.org/0000-0002-4168-5494</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rosan</surname>
<given-names>Thais M.</given-names>
<ext-link>https://orcid.org/0000-0003-0155-1739</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rödenbeck</surname>
<given-names>Christian</given-names>
<ext-link>https://orcid.org/0000-0001-6011-6249</ext-link>
</name>
<xref ref-type="aff" rid="aff86">
<sup>86</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Schwinger</surname>
<given-names>Jörg</given-names>
<ext-link>https://orcid.org/0000-0002-7525-6882</ext-link>
</name>
<xref ref-type="aff" rid="aff44">
<sup>44</sup>
</xref>
<xref ref-type="aff" rid="aff79">
<sup>79</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Skjelvan</surname>
<given-names>Ingunn</given-names>
<ext-link>https://orcid.org/0000-0001-6761-5016</ext-link>
</name>
<xref ref-type="aff" rid="aff79">
<sup>79</sup>
</xref>
<xref ref-type="aff" rid="aff44">
<sup>44</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Smallman</surname>
<given-names>T. Luke</given-names>
<ext-link>https://orcid.org/0000-0002-0835-1003</ext-link>
</name>
<xref ref-type="aff" rid="aff40">
<sup>40</sup>
</xref>
<xref ref-type="aff" rid="aff41">
<sup>41</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Spada</surname>
<given-names>Victoria</given-names>
</name>
<xref ref-type="aff" rid="aff87">
<sup>87</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sreeush</surname>
<given-names>Mohanan G.</given-names>
<ext-link>https://orcid.org/0000-0003-3720-5408</ext-link>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sun</surname>
<given-names>Qing</given-names>
<ext-link>https://orcid.org/0000-0003-0767-4721</ext-link>
</name>
<xref ref-type="aff" rid="aff88">
<sup>88</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sutton</surname>
<given-names>Adrienne J.</given-names>
<ext-link>https://orcid.org/0000-0002-7414-7035</ext-link>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sweeney</surname>
<given-names>Colm</given-names>
<ext-link>https://orcid.org/0000-0002-4517-0797</ext-link>
</name>
<xref ref-type="aff" rid="aff56">
<sup>56</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Swingedouw</surname>
<given-names>Didier</given-names>
<ext-link>https://orcid.org/0000-0002-0583-0850</ext-link>
</name>
<xref ref-type="aff" rid="aff89">
<sup>89</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Séférian</surname>
<given-names>Roland</given-names>
<ext-link>https://orcid.org/0000-0002-2571-2114</ext-link>
</name>
<xref ref-type="aff" rid="aff90">
<sup>90</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Takao</surname>
<given-names>Shintaro</given-names>
</name>
<xref ref-type="aff" rid="aff78">
<sup>78</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tatebe</surname>
<given-names>Hiroaki</given-names>
<ext-link>https://orcid.org/0000-0002-2265-5847</ext-link>
</name>
<xref ref-type="aff" rid="aff91">
<sup>91</sup>
</xref>
<xref ref-type="aff" rid="aff92">
<sup>92</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tian</surname>
<given-names>Hanqin</given-names>
<ext-link>https://orcid.org/0000-0002-1806-4091</ext-link>
</name>
<xref ref-type="aff" rid="aff80">
<sup>80</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tian</surname>
<given-names>Xiangjun</given-names>
</name>
<xref ref-type="aff" rid="aff93">
<sup>93</sup>
</xref>
<xref ref-type="aff" rid="aff94">
<sup>94</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tilbrook</surname>
<given-names>Bronte</given-names>
<ext-link>https://orcid.org/0000-0001-9385-3827</ext-link>
</name>
<xref ref-type="aff" rid="aff26">
<sup>26</sup>
</xref>
<xref ref-type="aff" rid="aff95">
<sup>95</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tsujino</surname>
<given-names>Hiroyuki</given-names>
<ext-link>https://orcid.org/0000-0003-3336-0275</ext-link>
</name>
<xref ref-type="aff" rid="aff96">
<sup>96</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tubiello</surname>
<given-names>Francesco</given-names>
<ext-link>https://orcid.org/0000-0003-4617-4690</ext-link>
</name>
<xref ref-type="aff" rid="aff97">
<sup>97</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>van Ooijen</surname>
<given-names>Erik</given-names>
</name>
<xref ref-type="aff" rid="aff26">
<sup>26</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>van der Werf</surname>
<given-names>Guido</given-names>
<ext-link>https://orcid.org/0000-0001-9042-8630</ext-link>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>van de Velde</surname>
<given-names>Sebastiaan J.</given-names>
<ext-link>https://orcid.org/0000-0001-9999-5586</ext-link>
</name>
<xref ref-type="aff" rid="aff98">
<sup>98</sup>
</xref>
<xref ref-type="aff" rid="aff99">
<sup>99</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Walker</surname>
<given-names>Anthony</given-names>
<ext-link>https://orcid.org/0000-0003-0557-5594</ext-link>
</name>
<xref ref-type="aff" rid="aff100">
<sup>100</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wanninkhof</surname>
<given-names>Rik</given-names>
</name>
<xref ref-type="aff" rid="aff81">
<sup>81</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yang</surname>
<given-names>Xiaojuan</given-names>
</name>
<xref ref-type="aff" rid="aff100">
<sup>100</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yuan</surname>
<given-names>Wenping</given-names>
</name>
<xref ref-type="aff" rid="aff101">
<sup>101</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yue</surname>
<given-names>Xu</given-names>
<ext-link>https://orcid.org/0000-0002-8861-8192</ext-link>
</name>
<xref ref-type="aff" rid="aff102">
<sup>102</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zeng</surname>
<given-names>Jiye</given-names>
</name>
<xref ref-type="aff" rid="aff78">
<sup>78</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Faculty of Environment, Science and Economy, University of Exeter, Exeter, EX4 4QF, UK</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Laboratoire de Météorologie Dynamique, Institut Pierre-Simon Laplace, CNRS, École Normale Supérieure, Université PSL, Sorbonne Université, École Polytechnique, Paris, France</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Tyndall Centre for Climate Change Research, School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, UK</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>CICERO Center for International Climate Research, Oslo 0349, Norway</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>School of Environmental Sciences, University of East Anglia, Norwich NR4 7TJ, UK</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Alfred-Wegener-Institut, Helmholtz-Zentrum für Polar- und Meeresforschung, Am Handelshafen 12, 27570 Bremerhaven</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Universität Bremen, FB02 Biology/Chemistry Bremen, Germany</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>Flanders Marine Institute (VLIZ), Jacobsenstraat 1, 8400, Ostend, Belgium</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Helmholtz-Zentrum Hereon, Max-Planck-Straße 1, 21502 Geesthacht, Germany</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Max Planck Institute for Meteorology, Bundesstraße 53, 20146 Hamburg, Germany</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>Wageningen University, Environmental Sciences Group, P.O. Box 47, 6700AA, Wageningen, The Netherlands</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>University of Groningen, Centre for Isotope Research, Groningen, The Netherlands</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>Ludwig-Maximilians-Universität München, Luisenstr. 37, 80333 München, Germany</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>CSIRO Oceans and Atmosphere, Canberra, ACT 2101, Australia</addr-line>
</aff>
<aff id="aff15">
<label>15</label>
<addr-line>Laboratoire des Sciences du Climat et de l’Environnement, LSCE/IPSL, CEA-CNRS-UVSQ,  Université Paris-Saclay, F-91198 Gif-sur-Yvette, France</addr-line>
</aff>
<aff id="aff16">
<label>16</label>
<addr-line>National Oceanic and Atmospheric Administration, Pacific Marine Environmental Laboratory (NOAA/PMEL), 7600 Sand Point Way NE, Seattle, WA 98115, USA</addr-line>
</aff>
<aff id="aff17">
<label>17</label>
<addr-line>Karlsruhe Institute of Technology, Institute of Meteorology and Climate Research/Atmospheric Environmental Research, 82467 Garmisch-Partenkirchen, Germany</addr-line>
</aff>
<aff id="aff18">
<label>18</label>
<addr-line>Rosenstiel School of Marine Atmospheric and Earth Science, Cooperative Institute for Marine and  Atmospheric Studies (CIMAS), University of Miami, 4600 Rickenbacker Causeway, Miami, FL, USA</addr-line>
</aff>
<aff id="aff19">
<label>19</label>
<addr-line>Arizona State University, Tempe, Arizona, AZ 85287-5502, USA</addr-line>
</aff>
<aff id="aff20">
<label>20</label>
<addr-line>Bermuda Institute of Ocean Sciences (BIOS), 17 Biological Lane, St. Georges, GE01, Bermuda</addr-line>
</aff>
<aff id="aff21">
<label>21</label>
<addr-line>Department of Meteorology, University of Reading, Reading, RG6 6BB, UK</addr-line>
</aff>
<aff id="aff22">
<label>22</label>
<addr-line>Marine and Freshwater Research Institute, Reykjavik, Iceland</addr-line>
</aff>
<aff id="aff23">
<label>23</label>
<addr-line>Instituto Nacional de Investigación y Desarrollo Pesquero (INIDEP), Paseo Victoria Ocampo N°1, B7602HSA, Mar del Plata, Argentina</addr-line>
</aff>
<aff id="aff24">
<label>24</label>
<addr-line>Barcelona Supercomputing Center, Barcelona, Spain</addr-line>
</aff>
<aff id="aff25">
<label>25</label>
<addr-line>Faculty of Marine Science &amp; Fisheries, Udayana University, Denpasar, Bali, 80361, Indonesia</addr-line>
</aff>
<aff id="aff26">
<label>26</label>
<addr-line>CSIRO Environment, Castray Esplanade, Hobart, Tasmania 7004, Australia</addr-line>
</aff>
<aff id="aff27">
<label>27</label>
<addr-line>Research Institute for Global Change, JAMSTEC, 3173-25 Showa-machi, Kanazawa, Yokohama, 236-0001, Japan</addr-line>
</aff>
<aff id="aff28">
<label>28</label>
<addr-line>Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA</addr-line>
</aff>
<aff id="aff29">
<label>29</label>
<addr-line>Computer Science and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA</addr-line>
</aff>
<aff id="aff30">
<label>30</label>
<addr-line>Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD 20740,  USA</addr-line>
</aff>
<aff id="aff31">
<label>31</label>
<addr-line>Marine Institute, Rinville, Oranmore, Co Galway H91 R673, Ireland</addr-line>
</aff>
<aff id="aff32">
<label>32</label>
<addr-line>School for Climate Studies, Stellenbosch University, Private Bag X1, Matieland, Stellenbosch, 7602, South Africa</addr-line>
</aff>
<aff id="aff33">
<label>33</label>
<addr-line>Southern Ocean Carbon – Climate Observatory, CSIR, Rosebank, Cape Town, 7700, South Africa</addr-line>
</aff>
<aff id="aff34">
<label>34</label>
<addr-line>Engr. Computer Science, University of California, Davis, CA 95616, USA</addr-line>
</aff>
<aff id="aff35">
<label>35</label>
<addr-line>Department of Earth System Science, Stanford University, Stanford, CA 94305, USA</addr-line>
</aff>
<aff id="aff36">
<label>36</label>
<addr-line>Japan Meteorological Agency, 3-6-9 Toranomon, Minato City, Tokyo, 105-8431, Japan</addr-line>
</aff>
<aff id="aff37">
<label>37</label>
<addr-line>Research Institute for Environment, Energy, and Economics, Appalachian State University, Boone, North Carolina, USA</addr-line>
</aff>
<aff id="aff38">
<label>38</label>
<addr-line>Department of Geological and Environmental Sciences, Appalachian State University, Boone, North Carolina, USA</addr-line>
</aff>
<aff id="aff39">
<label>39</label>
<addr-line>Hakai Institute, 1713 Hyacinthe Bay Rd, Heriot Bay, BC, V0P 1H0, Canada</addr-line>
</aff>
<aff id="aff40">
<label>40</label>
<addr-line>National Centre for Earth Observation, University of Edinburgh, Edinburgh, EH9 3FE, UK</addr-line>
</aff>
<aff id="aff41">
<label>41</label>
<addr-line>School of Geosciences, University of Edinburgh, Edinburgh, EH9 3FE, UK</addr-line>
</aff>
<aff id="aff42">
<label>42</label>
<addr-line>Climate and Global Dynamics Laboratory, National Center for Atmospheric Research</addr-line>
</aff>
<aff id="aff43">
<label>43</label>
<addr-line>Geophysical Institute, University of Bergen, Allégaten 70, 5007 Bergen, Norway</addr-line>
</aff>
<aff id="aff44">
<label>44</label>
<addr-line>Bjerknes Centre for Climate Research, Bergen, Norway</addr-line>
</aff>
<aff id="aff45">
<label>45</label>
<addr-line>International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1 A-2361 Laxenburg,  Austria</addr-line>
</aff>
<aff id="aff46">
<label>46</label>
<addr-line>European Commission, Joint Research Centre (JRC), Ispra, Italy</addr-line>
</aff>
<aff id="aff47">
<label>47</label>
<addr-line>Environmental Physics Group, Institute of Biogeochemistry and Pollutant Dynamics and Center for  Climate Systems Modeling (C2SM), ETH Zürich, Zurich, Switzerland</addr-line>
</aff>
<aff id="aff48">
<label>48</label>
<addr-line>Swiss Data Science Center, 8050 Zurich, Switzerland</addr-line>
</aff>
<aff id="aff49">
<label>49</label>
<addr-line>Laboratoire de Géologie, Ecole Normale Supérieure, CNRS UMR 8538, Institut Pierre-Simon Laplace, PSL Research University, Paris, France</addr-line>
</aff>
<aff id="aff50">
<label>50</label>
<addr-line>Smith School for Enterprise and the Environment, University of Oxford, Oxford, UK</addr-line>
</aff>
<aff id="aff51">
<label>51</label>
<addr-line>NCAS-Climate, Climatic Research Unit, School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, NR4 7TJ, UK</addr-line>
</aff>
<aff id="aff52">
<label>52</label>
<addr-line>Potsdam Institute for Climate Impact Research (PIK), member of the Leibniz Association, P.O. Box  60 12 03, 14412 Potsdam, Germany</addr-line>
</aff>
<aff id="aff53">
<label>53</label>
<addr-line>Universität Hamburg, Bundesstraße 55, 20146 Hamburg, Germany</addr-line>
</aff>
<aff id="aff54">
<label>54</label>
<addr-line>Graduate School of Agricultural and Life Sciences, University of Tokyo, Tokyo, Japan</addr-line>
</aff>
<aff id="aff55">
<label>55</label>
<addr-line>Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado Boulder, Boulder, CO 80305, USA</addr-line>
</aff>
<aff id="aff56">
<label>56</label>
<addr-line>National Oceanic and Atmospheric Administration Global Monitoring Laboratory (NOAA/GML),  325 Broadway R/GML, Boulder, CO 80305, USA</addr-line>
</aff>
<aff id="aff57">
<label>57</label>
<addr-line>Department of Climate, Meteorology and Atmospheric Sciences, University of Illinois, Urbana, IL  61801, USA</addr-line>
</aff>
<aff id="aff58">
<label>58</label>
<addr-line>Jiangsu Provincial Key Laboratory for Advanced Remote Sensing and Geographic Information Technology, International Institute for Earth System Science, Nanjing University, Nanjing, 210023,  China</addr-line>
</aff>
<aff id="aff59">
<label>59</label>
<addr-line>Institute of Applied Energy (IAE), Minato-ku, Tokyo 105-0003, Japan</addr-line>
</aff>
<aff id="aff60">
<label>60</label>
<addr-line>University of California, San Diego, Scripps Institution of Oceanography, La Jolla, CA 92093-0244, USA</addr-line>
</aff>
<aff id="aff61">
<label>61</label>
<addr-line>Utrecht University, Faculty of Geosciences, Department IMEW, Copernicus Institute of Sustainable Development, Heidelberglaan 2, P.O. Box 80115, 3508 TC, Utrecht, the Netherlands</addr-line>
</aff>
<aff id="aff62">
<label>62</label>
<addr-line>School of Life Sciences, Faculty of Science, University of Technology Sydney, Ultimo, NSW 2007, Australia</addr-line>
</aff>
<aff id="aff63">
<label>63</label>
<addr-line>State Key Laboratory of Remote Sensing and Digital Earth, Aerospace Information Research  Institute, Chinese Academy of Sciences, Beijing 100101, China</addr-line>
</aff>
<aff id="aff64">
<label>64</label>
<addr-line>Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System  Science, Tsinghua University, Beijing 100084, China</addr-line>
</aff>
<aff id="aff65">
<label>65</label>
<addr-line>Lawrence Berkeley National Laboratory, USA</addr-line>
</aff>
<aff id="aff66">
<label>66</label>
<addr-line>Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA</addr-line>
</aff>
<aff id="aff67">
<label>67</label>
<addr-line>Division of Geological and Planetary Sciences, California Institute of Technology, Pasadena, CA,  USA</addr-line>
</aff>
<aff id="aff68">
<label>68</label>
<addr-line>CMA Key Open Laboratory of Transforming Climate Resources to Economy, Chongqing Institute  of Meteorological Sciences, Chongqing 401147, China</addr-line>
</aff>
<aff id="aff69">
<label>69</label>
<addr-line>Department of Earth System Science, Tsinghua University, Beijing, China</addr-line>
</aff>
<aff id="aff70">
<label>70</label>
<addr-line>LOCEAN Laboratory (Sorbonne Université, CNRS, IRD, MNHN), 4 Place Jussieu, F-75005 Paris, France</addr-line>
</aff>
<aff id="aff71">
<label>71</label>
<addr-line>Department of Meteorology and National Centre for Atmospheric Science, University of Reading,  Reading, UK</addr-line>
</aff>
<aff id="aff72">
<label>72</label>
<addr-line>Lamont-Doherty Earth Observatory, Columbia University, New York, NY, USA</addr-line>
</aff>
<aff id="aff73">
<label>73</label>
<addr-line>Climate Research Division, Environment and Climate Change Canada, Victoria, BC, Canada</addr-line>
</aff>
<aff id="aff74">
<label>74</label>
<addr-line>College of Fisheries and Ocean Sciences, University of Alaska Fairbanks, Fairbanks, Alaska 99775-7220, USA</addr-line>
</aff>
<aff id="aff75">
<label>75</label>
<addr-line>Department of Land, Air and Water Resources, University of California, Davis, CA 95616, USA</addr-line>
</aff>
<aff id="aff76">
<label>76</label>
<addr-line>Climate Adaptation Research Center, University of California, Davis, CA 95616, USA</addr-line>
</aff>
<aff id="aff77">
<label>77</label>
<addr-line>Carbon to Sea Initiative, Washington D.C., USA</addr-line>
</aff>
<aff id="aff78">
<label>78</label>
<addr-line>Earth System Division, National Institute for Environmental Studies (NIES), 16-2 Onogawa, Tsukuba Ibaraki, 305-8506, Japan</addr-line>
</aff>
<aff id="aff79">
<label>79</label>
<addr-line>NORCE Research, Jahnebakken 5, 5007 Bergen, Norway</addr-line>
</aff>
<aff id="aff80">
<label>80</label>
<addr-line>Schiller Institute of Integrated Science and Society, Department of Earth and Environmental  Sciences, Boston College, Chestnut Hill, MA 02467, USA</addr-line>
</aff>
<aff id="aff81">
<label>81</label>
<addr-line>National Oceanic and Atmospheric Administration, Atlantic Oceanographic &amp; Meteorological  Laboratory (NOAA/AOML), 4301 Rickenbacker Causeway, Miami, FL 33149, USA</addr-line>
</aff>
<aff id="aff82">
<label>82</label>
<addr-line>School of Atmospheric Sciences, Sun Yat-sen University, Zhuhai 519000, China</addr-line>
</aff>
<aff id="aff83">
<label>83</label>
<addr-line>Department of Geoscience, Environment &amp; Society-BGEOSYS, Université Libre de Bruxelles,  1050 Brussels, Belgium</addr-line>
</aff>
<aff id="aff84">
<label>84</label>
<addr-line>Leibniz Institute for Baltic Sea Research Warnemünde (IOW), Seestrasse 15, 18119 Rostock,  Germany</addr-line>
</aff>
<aff id="aff85">
<label>85</label>
<addr-line>Princeton University, Department of Geosciences and Princeton Environmental Institute, Princeton,  NJ, USA</addr-line>
</aff>
<aff id="aff86">
<label>86</label>
<addr-line>Max Planck Institute for Biogeochemistry, P.O. Box 600164, Hans-Knöll-Str. 10, 07745 Jena,  Germany</addr-line>
</aff>
<aff id="aff87">
<label>87</label>
<addr-line>Canadian Centre for Climate Modelling and Analysis, Environment and Climate Change Canada,  Victoria, BC, Canada</addr-line>
</aff>
<aff id="aff88">
<label>88</label>
<addr-line>Institute for Climate and Environmental Physics, University of Bern, Bern, Switzerland</addr-line>
</aff>
<aff id="aff89">
<label>89</label>
<addr-line>Environnements et Paléoenvironnements Océaniques et Continentaux (EPOC) UMR CNRS 5805 EPOC - OASU, Université de Bordeaux, Allée Geoffroy Saint Hilaire, 33615 Pessac, France</addr-line>
</aff>
<aff id="aff90">
<label>90</label>
<addr-line>Centre National de Recherches Météorologiques, Université de Toulouse, Météo-France, CNRS, UMR 3589, Toulouse, France</addr-line>
</aff>
<aff id="aff91">
<label>91</label>
<addr-line>Research Center for Environmental Modeling and Application, Japan Agency for Marine-Earth Science and Technology,Yokohama, Japan</addr-line>
</aff>
<aff id="aff92">
<label>92</label>
<addr-line>Advanced Institute for Marine Ecosystem Change, Japan Agency for Marine-Earth Science and Technology, Yokohama, Japan</addr-line>
</aff>
<aff id="aff93">
<label>93</label>
<addr-line>State Key Laboratory of Tibetan Plateau Earth System and Resource Environment, Institute of  Tibetan Plateau Research, Chinese Academy of Sciences, Beijing 100101, China</addr-line>
</aff>
<aff id="aff94">
<label>94</label>
<addr-line>University of Chinese Academy of Sciences, Beijing 101408, China</addr-line>
</aff>
<aff id="aff95">
<label>95</label>
<addr-line>Australian Antarctic Partnership Program, University of Tasmania, Hobart, Australia</addr-line>
</aff>
<aff id="aff96">
<label>96</label>
<addr-line>JMA Meteorological Research Institute, Tsukuba, Ibaraki, Japan</addr-line>
</aff>
<aff id="aff97">
<label>97</label>
<addr-line>Statistics Division, Food and Agriculture Organization of the United Nations, Via Terme di  Caracalla, Rome 00153, Italy</addr-line>
</aff>
<aff id="aff98">
<label>98</label>
<addr-line>Earth Sciences New Zealand, Wellington, New Zealand</addr-line>
</aff>
<aff id="aff99">
<label>99</label>
<addr-line>Department of Marine Science, University of Otago, Dunedin, New Zealand</addr-line>
</aff>
<aff id="aff100">
<label>100</label>
<addr-line>Climate Change Science Institute and Environmental Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA</addr-line>
</aff>
<aff id="aff101">
<label>101</label>
<addr-line>Institute of Carbon Neutrality, College of Urban and Environmental Sciences, Peking University,  Beijing 100091, China</addr-line>
</aff>
<aff id="aff102">
<label>102</label>
<addr-line>School of Environmental Science and Engineering, Nanjing University of Information Science and  Technology (NUIST), Nanjing, 210044, China</addr-line>
</aff>
<pub-date pub-type="epub">
<day>13</day>
<month>11</month>
<year>2025</year>
</pub-date>
<volume>2025</volume>
<fpage>1</fpage>
<lpage>139</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2025 Pierre Friedlingstein et al.</copyright-statement>
<copyright-year>2025</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://essd.copernicus.org/preprints/essd-2025-659/">This article is available from https://essd.copernicus.org/preprints/essd-2025-659/</self-uri>
<self-uri xlink:href="https://essd.copernicus.org/preprints/essd-2025-659/essd-2025-659.pdf">The full text article is available as a PDF file from https://essd.copernicus.org/preprints/essd-2025-659/essd-2025-659.pdf</self-uri>
<abstract>
<p>Accurate assessment of anthropogenic carbon dioxide (CO&lt;sub&gt;2&lt;/sub&gt;) emissions and their redistribution among the atmosphere, ocean, and terrestrial biosphere in a changing climate is critical to better understand the global carbon cycle, support the development of climate policies, and project future climate change. Here we describe and synthesise datasets and methodologies to quantify the five major components of the global carbon budget and their uncertainties. Fossil CO&lt;sub&gt;2&lt;/sub&gt; emissions (E&lt;sub&gt;FOS&lt;/sub&gt;) are based on energy statistics and cement production data. Emissions from land-use change (E&lt;sub&gt;LUC&lt;/sub&gt;) are estimated by bookkeeping models based on land-use and land-use change data. Atmospheric CO&lt;sub&gt;2&lt;/sub&gt; concentration is measured at surface stations, and the global atmospheric CO&lt;sub&gt;2&lt;/sub&gt; growth rate (G&lt;sub&gt;ATM&lt;/sub&gt;) is computed from the annual changes in concentration. The global net uptake of CO&lt;sub&gt;2&lt;/sub&gt; by the ocean (S&lt;sub&gt;OCEAN&lt;/sub&gt;, called the ocean sink) is estimated with global ocean biogeochemistry models and observation-based &lt;em&gt;f&lt;/em&gt;CO&lt;sub&gt;2&lt;/sub&gt;-products. The global net uptake of CO&lt;sub&gt;2&lt;/sub&gt; by the land (S&lt;sub&gt;LAND&lt;/sub&gt;, called the land sink) is estimated with dynamic global vegetation models. Additional lines of evidence on land and ocean sinks are provided by atmospheric inversions, atmospheric oxygen measurements, ocean interior observation-based estimates, and Earth System Models. The sum of all sources and sinks results in the carbon budget imbalance (B&lt;sub&gt;IM&lt;/sub&gt;), a measure of imperfect data and incomplete understanding of the contemporary carbon cycle. All uncertainties are reported as &amp;plusmn;1&amp;sigma;.&lt;/p&gt;
&lt;p&gt;For the year 2024, E&lt;sub&gt;FOS&lt;/sub&gt; increased by 1.1 % relative to 2023, with fossil emissions at 10.3 &amp;plusmn; 0.5 GtC yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt; (including the cement carbonation sink, 0.2 GtC/yr), E&lt;sub&gt;LUC&lt;/sub&gt; was 1.3 &amp;plusmn; 0.7 GtC yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt;, for total anthropogenic CO&lt;sub&gt;2&lt;/sub&gt; emissions of 11.6 &amp;plusmn; 0.9 GtC yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt; (42.4 &amp;plusmn; 3.2 GtCO&lt;sub&gt;2&lt;/sub&gt; yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt;). Also, for 2024, G&lt;sub&gt;ATM&lt;/sub&gt; was 7.9 &amp;plusmn; 0.2 GtC yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt; (3.73 &amp;plusmn; 0.1 ppm yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt;), 2.2 GtC above the 2023 growth rate. S&lt;sub&gt;OCEAN&lt;/sub&gt; was 3.4 &amp;plusmn; 0.4 GtC yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt; and S&lt;sub&gt;LAND&lt;/sub&gt; was 1.9 &amp;plusmn; 1.1 GtC yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt;, leaving a large negative B&lt;sub&gt;IM&lt;/sub&gt; (&amp;minus;1.7 GtC yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt;), suggesting that the total sink or G&lt;sub&gt;ATM&lt;/sub&gt; is strongly overestimated in 2024. The global atmospheric CO&lt;sub&gt;2&lt;/sub&gt; concentration averaged over 2024 reached 422.8 &amp;plusmn; 0.1 ppm. Preliminary data for 2025 suggest an increase in E&lt;sub&gt;FOS&lt;/sub&gt; relative to 2024 of +1.1 % (0.2 % to 2.2 %) globally, and atmospheric CO&lt;sub&gt;2&lt;/sub&gt; concentration increasing by 2.3 ppm reaching 425.7 ppm, 52 % above the pre-industrial level (around 278 ppm in 1750). Overall, the mean and trend in the components of the global carbon budget are consistently estimated over the period 1959&amp;ndash;2024, with a near-zero overall budget imbalance, although discrepancies of up to around 1 GtC yr&lt;sup&gt;&amp;minus;1&lt;/sup&gt; persist for the representation of annual to decadal variability in CO&lt;sub&gt;2&lt;/sub&gt; fluxes. Comparison of estimates from multiple approaches and observations shows: (1) a persistent large uncertainty in the estimate of land-use change emissions, (2) a low agreement between the different methods on the magnitude of the land CO&lt;sub&gt;2&lt;/sub&gt; flux in the northern extra-tropics, and (3) a discrepancy between the different methods on the mean ocean sink.&lt;/p&gt;
&lt;p&gt;This living data update documents changes in methods and datasets applied to this most-recent global carbon budget as well as evolving community understanding of the global carbon cycle. The data presented in this work are available at &lt;a href=&quot;https://doi.org/10.18160/GCP-2025&quot; target=&quot;_blank&quot; rel=&quot;noopener&quot;&gt;https://doi.org/10.18160/GCP-2025&lt;/a&gt; (Friedlingstein et al., 2025c).</p>
</abstract>
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