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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>
<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-2026-895</article-id>
<title-group>
<article-title>Global Carbon Budget 2026</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>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="aff3">
<sup>3</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="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</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="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="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Li</surname>
<given-names>Hongmei</given-names>
</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>Olsen</surname>
<given-names>Are</given-names>
<ext-link>https://orcid.org/0000-0003-1696-9142</ext-link>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<xref ref-type="aff" rid="aff13">
<sup>13</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="aff3">
<sup>3</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="aff14">
<sup>14</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="aff15">
<sup>15</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="aff15">
<sup>15</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="aff16">
<sup>16</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="aff17">
<sup>17</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="aff3">
<sup>3</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="aff18">
<sup>18</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Arora</surname>
<given-names>Vivek</given-names>
</name>
<xref ref-type="aff" rid="aff19">
<sup>19</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="aff20">
<sup>20</sup>
</xref>
<xref ref-type="aff" rid="aff21">
<sup>21</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bedard</surname>
<given-names>Kimberly</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>Martin Belda</surname>
<given-names>David</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>Bellouin</surname>
<given-names>Nicolas</given-names>
<ext-link>https://orcid.org/0000-0003-2109-9559</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>Benoit-Cattin</surname>
<given-names>Alice</given-names>
</name>
<xref ref-type="aff" rid="aff25">
<sup>25</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="aff26">
<sup>26</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Berthet</surname>
<given-names>Sarah</given-names>
<ext-link>https://orcid.org/0000-0001-5782-2855</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>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 Bagus Mandhara</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="aff28">
<sup>28</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Burke</surname>
<given-names>Eleanor</given-names>
<ext-link>https://orcid.org/0000-0002-2158-141X</ext-link>
</name>
<xref ref-type="aff" rid="aff29">
<sup>29</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Casse</surname>
<given-names>Leon</given-names>
<ext-link>https://orcid.org/0000-0002-5781-8247</ext-link>
</name>
<xref ref-type="aff" rid="aff30">
<sup>30</sup>
</xref>
<xref ref-type="aff" rid="aff31">
<sup>31</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="aff32">
<sup>32</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="aff17">
<sup>17</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="aff33">
<sup>33</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="aff34">
<sup>34</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Curless</surname>
<given-names>Susan E.</given-names>
</name>
<xref ref-type="aff" rid="aff35">
<sup>35</sup>
</xref>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>DeVries</surname>
<given-names>Tim</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>Ehmen</surname>
<given-names>Tobias</given-names>
<ext-link>https://orcid.org/0000-0002-0102-8916</ext-link>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Enright</surname>
<given-names>Matthew P.</given-names>
</name>
<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="aff37">
<sup>37</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="aff38">
<sup>38</sup>
</xref>
<xref ref-type="aff" rid="aff39">
<sup>39</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="aff22">
<sup>22</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fay</surname>
<given-names>Amanda R.</given-names>
<ext-link>https://orcid.org/0000-0003-3534-1932</ext-link>
</name>
<xref ref-type="aff" rid="aff40">
<sup>40</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Felzer</surname>
<given-names>Ben</given-names>
</name>
<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="aff12">
<sup>12</sup>
</xref>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fransson</surname>
<given-names>Agneta</given-names>
<ext-link>https://orcid.org/0000-0003-1403-2110</ext-link>
</name>
<xref ref-type="aff" rid="aff43">
<sup>43</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Friedman</surname>
<given-names>Andrew</given-names>
<ext-link>https://orcid.org/0000-0001-6994-2037</ext-link>
</name>
<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="aff17">
<sup>17</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>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>Gürses</surname>
<given-names>Özgür</given-names>
<ext-link>https://orcid.org/0000-0002-0646-5760</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>Hao</surname>
<given-names>Wensu</given-names>
<ext-link>https://orcid.org/0009-0007-9044-4439</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>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>Heinke</surname>
<given-names>Jens</given-names>
<ext-link>https://orcid.org/0000-0001-5256-0024</ext-link>
</name>
<xref ref-type="aff" rid="aff51">
<sup>51</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="aff33">
<sup>33</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="aff9">
<sup>9</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="aff52">
<sup>52</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="aff53">
<sup>53</sup>
</xref>
<xref ref-type="aff" rid="aff54">
<sup>54</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="aff55">
<sup>55</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Janardanan</surname>
<given-names>Rajesh</given-names>
</name>
<xref ref-type="aff" rid="aff56">
<sup>56</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="aff6">
<sup>6</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="aff57">
<sup>57</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>Jin</surname>
<given-names>Zhe</given-names>
</name>
<xref ref-type="aff" rid="aff59">
<sup>59</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kamb</surname>
<given-names>Linus</given-names>
</name>
<xref ref-type="aff" rid="aff35">
<sup>35</sup>
</xref>
<xref ref-type="aff" rid="aff18">
<sup>18</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="aff60">
<sup>60</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="aff61">
<sup>61</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="aff62">
<sup>62</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="aff63">
<sup>63</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="aff3">
<sup>3</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="aff3">
<sup>3</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="aff53">
<sup>53</sup>
</xref>
<xref ref-type="aff" rid="aff54">
<sup>54</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lapin</surname>
<given-names>Vladimir</given-names>
<ext-link>https://orcid.org/0000-0001-7302-8539</ext-link>
</name>
<xref ref-type="aff" rid="aff64">
<sup>64</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lauvset</surname>
<given-names>Siv K.</given-names>
<ext-link>https://orcid.org/0000-0001-8498-4067</ext-link>
</name>
<xref ref-type="aff" rid="aff65">
<sup>65</sup>
</xref>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Le Chevère</surname>
<given-names>Simone</given-names>
<ext-link>https://orcid.org/0009-0000-5527-0110</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>Lee</surname>
<given-names>Woo-Sung</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>Liao</surname>
<given-names>Enhui</given-names>
<ext-link>https://orcid.org/0000-0002-5516-7831</ext-link>
</name>
<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>Junjie</given-names>
<ext-link>https://orcid.org/0000-0002-7184-6594</ext-link>
</name>
<xref ref-type="aff" rid="aff68">
<sup>68</sup>
</xref>
<xref ref-type="aff" rid="aff69">
<sup>69</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="aff70">
<sup>70</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Luyssaert</surname>
<given-names>Sebastiaan</given-names>
<ext-link>https://orcid.org/0000-0003-1121-1869</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>Ma</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff33">
<sup>33</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Maity</surname>
<given-names>Suman</given-names>
<ext-link>https://orcid.org/0000-0002-9274-9021</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>Marland</surname>
<given-names>Gregg</given-names>
</name>
<xref ref-type="aff" rid="aff38">
<sup>38</sup>
</xref>
<xref ref-type="aff" rid="aff39">
<sup>39</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="aff72">
<sup>72</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Metzl</surname>
<given-names>Nicolas</given-names>
</name>
<xref ref-type="aff" rid="aff73">
<sup>73</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mignot</surname>
<given-names>Juliette</given-names>
<ext-link>https://orcid.org/0000-0002-4894-898X</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 M.</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>Morgan</surname>
<given-names>Eric J.</given-names>
</name>
<xref ref-type="aff" rid="aff61">
<sup>61</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="aff75">
<sup>75</sup>
</xref>
<xref ref-type="aff" rid="aff76">
<sup>76</sup>
</xref>
<xref ref-type="aff" rid="aff77">
<sup>77</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Munro</surname>
<given-names>David R.</given-names>
</name>
<xref ref-type="aff" rid="aff53">
<sup>53</sup>
</xref>
<xref ref-type="aff" rid="aff54">
<sup>54</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Muramatsu</surname>
<given-names>Miaki</given-names>
<ext-link>https://orcid.org/0009-0001-2987-1139</ext-link>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</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="aff56">
<sup>56</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Neill</surname>
<given-names>Craig</given-names>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nützel</surname>
<given-names>Tobias</given-names>
<ext-link>https://orcid.org/0000-0002-3603-4283</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>Olivier</surname>
<given-names>Léa</given-names>
<ext-link>https://orcid.org/0000-0001-9014-0979</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Osborn</surname>
<given-names>Timothy</given-names>
<ext-link>https://orcid.org/0000-0001-8425-6799</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>Padín</surname>
<given-names>Xosé A.</given-names>
<ext-link>https://orcid.org/0000-0002-4277-3410</ext-link>
</name>
<xref ref-type="aff" rid="aff79">
<sup>79</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Palmer</surname>
<given-names>Paul I.</given-names>
<ext-link>https://orcid.org/0000-0002-1487-0969</ext-link>
</name>
<xref ref-type="aff" rid="aff80">
<sup>80</sup>
</xref>
<xref ref-type="aff" rid="aff81">
<sup>81</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="aff68">
<sup>68</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="aff82">
<sup>82</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Poulter</surname>
<given-names>Ben</given-names>
<ext-link>https://orcid.org/0000-0002-9493-8600</ext-link>
</name>
<xref ref-type="aff" rid="aff83">
<sup>83</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="aff84">
<sup>84</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Qiu</surname>
<given-names>Yumou</given-names>
<ext-link>https://orcid.org/0000-0003-4846-1263</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>Rehder</surname>
<given-names>Gregor</given-names>
<ext-link>https://orcid.org/0000-0002-0597-9989</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>Resplandy</surname>
<given-names>Laure</given-names>
<ext-link>https://orcid.org/0000-0002-1212-3943</ext-link>
</name>
<xref ref-type="aff" rid="aff87">
<sup>87</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="aff88">
<sup>88</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>Rossi</surname>
<given-names>Simone</given-names>
<ext-link>https://orcid.org/0000-0003-0748-299X</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>Schwinger</surname>
<given-names>Jörg</given-names>
<ext-link>https://orcid.org/0000-0002-7525-6882</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<xref ref-type="aff" rid="aff65">
<sup>65</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Seeberg</surname>
<given-names>Gereon</given-names>
<ext-link>https://orcid.org/0009-0002-7939-8156</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>Séférian</surname>
<given-names>Roland</given-names>
<ext-link>https://orcid.org/0000-0002-2571-2114</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>Shadwick</surname>
<given-names>Elisabeth H.</given-names>
<ext-link>https://orcid.org/0000-0003-4008-3333</ext-link>
</name>
<xref ref-type="aff" rid="aff32">
<sup>32</sup>
</xref>
<xref ref-type="aff" rid="aff89">
<sup>89</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="aff65">
<sup>65</sup>
</xref>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Slominska-Durdasiak</surname>
<given-names>Karolina</given-names>
</name>
<xref ref-type="aff" rid="aff88">
<sup>88</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="aff80">
<sup>80</sup>
</xref>
<xref ref-type="aff" rid="aff81">
<sup>81</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="aff4">
<sup>4</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="aff90">
<sup>90</sup>
</xref>
<xref ref-type="aff" rid="aff76">
<sup>76</sup>
</xref>
<xref ref-type="aff" rid="aff77">
<sup>77</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="aff18">
<sup>18</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="aff54">
<sup>54</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="aff56">
<sup>56</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>Terhaar</surname>
<given-names>Jens</given-names>
<ext-link>https://orcid.org/0000-0001-9377-415X</ext-link>
</name>
<xref ref-type="aff" rid="aff76">
<sup>76</sup>
</xref>
<xref ref-type="aff" rid="aff77">
<sup>77</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="aff49">
<sup>49</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="aff32">
<sup>32</sup>
</xref>
<xref ref-type="aff" rid="aff89">
<sup>89</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Toyoda</surname>
<given-names>Takahiro</given-names>
<ext-link>https://orcid.org/0000-0001-7926-5754</ext-link>
</name>
<xref ref-type="aff" rid="aff93">
<sup>93</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Triñanes</surname>
<given-names>Joaquin A.</given-names>
</name>
<xref ref-type="aff" rid="aff94">
<sup>94</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="aff30">
<sup>30</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>van der Werf</surname>
<given-names>Guido R.</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 der Woude</surname>
<given-names>Auke</given-names>
<ext-link>https://orcid.org/0000-0002-6286-2621</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="aff95">
<sup>95</sup>
</xref>
<xref ref-type="aff" rid="aff96">
<sup>96</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Walker</surname>
<given-names>Anthony P.</given-names>
<ext-link>https://orcid.org/0000-0003-0557-5594</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>Wanninkhof</surname>
<given-names>Rik</given-names>
</name>
<xref ref-type="aff" rid="aff82">
<sup>82</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="aff97">
<sup>97</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="aff59">
<sup>59</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="aff98">
<sup>98</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="aff56">
<sup>56</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zheng</surname>
<given-names>Ning</given-names>
<ext-link>https://orcid.org/0000-0002-7489-7629</ext-link>
</name>
<xref ref-type="aff" rid="aff33">
<sup>33</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zheng</surname>
<given-names>Bo</given-names>
<ext-link>https://orcid.org/0000-0001-8344-3445</ext-link>
</name>
<xref ref-type="aff" rid="aff99">
<sup>99</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>CICERO Center for International Climate Research, Oslo 0855, Norway</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Alfred-Wegener-Institut, Helmholtz-Zentrum für Polar- und Meeresforschung, Am Handelshafen 12, 27570 Bremerhaven, Germany</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>FB02 Biology/Chemistry Bremen, Universität Bremen, Bremen, Germany</addr-line>
</aff>
<aff id="aff6">
<label>6</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="aff7">
<label>7</label>
<addr-line>School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK</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>Max Planck Institute for Marine Microbiology, Celsiusstraße 1, 28359 Bremen, Germany</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Helmholtz-Zentrum Hereon, Max-Planck-Straße 1, 21502 Geesthacht, Germany</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>Environmental Sciences Group, Wageningen University, P.O. Box 47, 6700AA, Wageningen, the Netherlands</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>Geophysical Institute, University of Bergen, Allégaten 70, 5007 Bergen, Norway</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>Bjerknes Centre for Climate Research, Bergen, Norway</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>Centre for Isotope Research, University of Groningen, Groningen, the Netherlands</addr-line>
</aff>
<aff id="aff15">
<label>15</label>
<addr-line>Ludwig-Maximilians-Universität München, Luisenstr. 37, 80333 München, Germany</addr-line>
</aff>
<aff id="aff16">
<label>16</label>
<addr-line>CSIRO Environment, Canberra, ACT 2101, Australia</addr-line>
</aff>
<aff id="aff17">
<label>17</label>
<addr-line>Laboratoire des Sciences du Climat et de l’Environnement (LSCE), CEA, CNRS, UVSQ, Université Paris-Saclay, 91191 Gif-sur-Yvette, France</addr-line>
</aff>
<aff id="aff18">
<label>18</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="aff19">
<label>19</label>
<addr-line>Climate Research Division, Environment and Climate Change Canada, Victoria, BC, Canada</addr-line>
</aff>
<aff id="aff20">
<label>20</label>
<addr-line>ASU-BIOS, 17 Biological Lane, Ferry Reach, St. Georges, GE01, Bermuda</addr-line>
</aff>
<aff id="aff21">
<label>21</label>
<addr-line>School of Ocean Futures (SOF), Arizona State University (ASU), Tempe, Arizona, USA</addr-line>
</aff>
<aff id="aff22">
<label>22</label>
<addr-line>Hakai Institute, 1713 Hyacinthe Bay Rd, Heriot Bay, BC, V0P 1H0, Canada</addr-line>
</aff>
<aff id="aff23">
<label>23</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="aff24">
<label>24</label>
<addr-line>Department of Meteorology, University of Reading, Reading, RG6 6BB, UK</addr-line>
</aff>
<aff id="aff25">
<label>25</label>
<addr-line>Marine and Freshwater Research Institute, Hafnarfjörður, Iceland</addr-line>
</aff>
<aff id="aff26">
<label>26</label>
<addr-line>Instituto Nacional de Investigación y Desarrollo Pesquero (INIDEP), Paseo Victoria Ocampo No 1, B7602HSA, Mar del Plata, Argentina</addr-line>
</aff>
<aff id="aff27">
<label>27</label>
<addr-line>Centre National de Recherches Météorologiques, Université de Toulouse, Météo-France, CNRS, UMR 3589, Toulouse, France</addr-line>
</aff>
<aff id="aff28">
<label>28</label>
<addr-line>Faculty of Marine Science and Fisheries, Udayana University, Denpasar, Bali, 80361, Indonesia</addr-line>
</aff>
<aff id="aff29">
<label>29</label>
<addr-line>Met Office Hadley Centre, FitzRoy Road, Exeter, EX1 3PB, UK</addr-line>
</aff>
<aff id="aff30">
<label>30</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="aff31">
<label>31</label>
<addr-line>Environmental Engineering, School of Civil Engineering, The University of Sydney, Sydney, NSW, Australia</addr-line>
</aff>
<aff id="aff32">
<label>32</label>
<addr-line>CSIRO Environment, Castray Esplanade, Hobart, Tasmania 7004, Australia</addr-line>
</aff>
<aff id="aff33">
<label>33</label>
<addr-line>Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA</addr-line>
</aff>
<aff id="aff34">
<label>34</label>
<addr-line>Marine Institute, Rinville, Oranmore, Co Galway H91 R673, Ireland</addr-line>
</aff>
<aff id="aff35">
<label>35</label>
<addr-line>Cooperative Institute for Climate, Ocean and Ecosystem Studies, University of Washington, 3737 Brooklyn Ave NE, Seattle, WA 98105, USA</addr-line>
</aff>
<aff id="aff36">
<label>36</label>
<addr-line>Department of Geography, University of California, Santa Barbara, CA 93106, USA</addr-line>
</aff>
<aff id="aff37">
<label>37</label>
<addr-line>Japan Meteorological Agency, 3-6-9 Toranomon, Minato City, Tokyo, 105-8431, Japan</addr-line>
</aff>
<aff id="aff38">
<label>38</label>
<addr-line>Research Institute for Environment, Energy, and Economics, Appalachian State University, Boone, North Carolina, USA</addr-line>
</aff>
<aff id="aff39">
<label>39</label>
<addr-line>Department of Geological and Environmental Sciences, Appalachian State University, Boone, North Carolina, USA</addr-line>
</aff>
<aff id="aff40">
<label>40</label>
<addr-line>Lamont-Doherty Earth Observatory, Columbia University, New York, NY, USA</addr-line>
</aff>
<aff id="aff41">
<label>41</label>
<addr-line>Department of Earth and Environmental Sciences, Lehigh University, Bethlehem, PA 18015, USA</addr-line>
</aff>
<aff id="aff42">
<label>42</label>
<addr-line>Climate and Global Dynamics Laboratory, National Center for Atmospheric Research, Boulder, CO 80305, USA</addr-line>
</aff>
<aff id="aff43">
<label>43</label>
<addr-line>Norwegian Polar Institute, 9296 Tromsø, Norway</addr-line>
</aff>
<aff id="aff44">
<label>44</label>
<addr-line>National Centre for Atmospheric Science (NCAS), Climatic Research Unit, University of East Anglia, Norwich, NR4 7TJ, UK</addr-line>
</aff>
<aff id="aff45">
<label>45</label>
<addr-line>International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1, 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>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="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>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="aff52">
<label>52</label>
<addr-line>Graduate School of Agricultural and Life Sciences, University of Tokyo, Tokyo, Japan</addr-line>
</aff>
<aff id="aff53">
<label>53</label>
<addr-line>Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado Boulder, Boulder, CO 80305, USA</addr-line>
</aff>
<aff id="aff54">
<label>54</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="aff55">
<label>55</label>
<addr-line>Department of Climate, Meteorology and Atmospheric Sciences, University of Illinois, Urbana, IL 61801, USA</addr-line>
</aff>
<aff id="aff56">
<label>56</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="aff57">
<label>57</label>
<addr-line>Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD 20740, 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 Carbon Neutrality, Sino-French Institute for Earth System Science, College of Urban and Environmental Sciences, Peking University, Beijing, China</addr-line>
</aff>
<aff id="aff60">
<label>60</label>
<addr-line>Institute of Applied Energy (IAE), Minato-ku, Tokyo 105-0003, Japan</addr-line>
</aff>
<aff id="aff61">
<label>61</label>
<addr-line>University of California, San Diego, Scripps Institution of Oceanography, La Jolla, CA 92093-0244, USA</addr-line>
</aff>
<aff id="aff62">
<label>62</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="aff63">
<label>63</label>
<addr-line>School of Life Sciences, Faculty of Science, University of Technology Sydney, Ultimo, NSW 2007, Australia</addr-line>
</aff>
<aff id="aff64">
<label>64</label>
<addr-line>Barcelona Supercomputing Center, Barcelona, Spain</addr-line>
</aff>
<aff id="aff65">
<label>65</label>
<addr-line>NORCE Research, Jahnebakken 5, 5007 Bergen, Norway</addr-line>
</aff>
<aff id="aff66">
<label>66</label>
<addr-line>Climate Modelling Research Division, Environment and Climate Change Canada, Victoria, BC, Canada</addr-line>
</aff>
<aff id="aff67">
<label>67</label>
<addr-line>State Key Laboratory of Submarine Geoscience, School of Oceanography, Shanghai Jiao Tong University, Shanghai 200240, China</addr-line>
</aff>
<aff id="aff68">
<label>68</label>
<addr-line>Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA</addr-line>
</aff>
<aff id="aff69">
<label>69</label>
<addr-line>Division of Geological and Planetary Sciences, California Institute of Technology, Pasadena, CA, USA</addr-line>
</aff>
<aff id="aff70">
<label>70</label>
<addr-line>Department of Earth System Science, Tsinghua University, Beijing, China</addr-line>
</aff>
<aff id="aff71">
<label>71</label>
<addr-line>A-LIFE, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands</addr-line>
</aff>
<aff id="aff72">
<label>72</label>
<addr-line>Department of Meteorology and National Centre for Atmospheric Science, University of Reading, Reading, UK</addr-line>
</aff>
<aff id="aff73">
<label>73</label>
<addr-line>LOCEAN Laboratory (Sorbonne Université, CNRS, IRD, MNHN), 4 Place Jussieu, 75005 Paris, France</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>Carbon to Sea Initiative, Washington D.C., USA</addr-line>
</aff>
<aff id="aff76">
<label>76</label>
<addr-line>Climate and Environmental Physics, Physics Institute, University of Bern, Bern, Switzerland</addr-line>
</aff>
<aff id="aff77">
<label>77</label>
<addr-line>Oeschger Centre for Climate Change Research, University of Bern, Bern, Switzerland</addr-line>
</aff>
<aff id="aff78">
<label>78</label>
<addr-line>Climatic Research Unit, School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, NR4 7TJ, UK</addr-line>
</aff>
<aff id="aff79">
<label>79</label>
<addr-line>Instituto de Investigacións Mariñas (IIM-CSIC), Eduardo Cabello 6, 36208 Vigo, Spain</addr-line>
</aff>
<aff id="aff80">
<label>80</label>
<addr-line>National Centre for Earth Observation, University of Edinburgh, Edinburgh, EH9 3FE, UK</addr-line>
</aff>
<aff id="aff81">
<label>81</label>
<addr-line>School of Geosciences, University of Edinburgh, Edinburgh, EH9 3FE, UK</addr-line>
</aff>
<aff id="aff82">
<label>82</label>
<addr-line>National Oceanic and Atmospheric Administration, Atlantic Oceanographic and Meteorological Laboratory (NOAA/AOML), 4301 Rickenbacker Causeway, Miami, FL 33149, USA</addr-line>
</aff>
<aff id="aff83">
<label>83</label>
<addr-line>Spark Climate Solutions, Covina, CA, USA</addr-line>
</aff>
<aff id="aff84">
<label>84</label>
<addr-line>School of Atmospheric Sciences, Sun Yat-sen University, Zhuhai 519000, China</addr-line>
</aff>
<aff id="aff85">
<label>85</label>
<addr-line>School of Mathematical Sciences and Center for Statistical Science, Peking University, Beijing, China</addr-line>
</aff>
<aff id="aff86">
<label>86</label>
<addr-line>Leibniz Institute for Baltic Sea Research Warnemünde (IOW), Seestrasse 15, 18119 Rostock, Germany</addr-line>
</aff>
<aff id="aff87">
<label>87</label>
<addr-line>Princeton University, Department of Geosciences and Princeton Environmental Institute, Princeton, NJ, USA</addr-line>
</aff>
<aff id="aff88">
<label>88</label>
<addr-line>Max Planck Institute for Biogeochemistry, P.O. Box 600164, Hans-Knöll-Str. 10, 07745 Jena, Germany</addr-line>
</aff>
<aff id="aff89">
<label>89</label>
<addr-line>Australian Antarctic Program Partnership, University of Tasmania, Hobart, Australia</addr-line>
</aff>
<aff id="aff90">
<label>90</label>
<addr-line>Wyss Academy for Nature, University of Bern, Bern, Switzerland</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>JMA Meteorological Research Institute, Tsukuba, Ibaraki, Japan</addr-line>
</aff>
<aff id="aff94">
<label>94</label>
<addr-line>Department of Electronics and Computer Science, Universidade de Santiago de Compostela, Santiago de Compostela, Spain</addr-line>
</aff>
<aff id="aff95">
<label>95</label>
<addr-line>Department of Marine Science, University of Otago, Ōtepoti Dunedin, 9016, Aotearoa New Zealand</addr-line>
</aff>
<aff id="aff96">
<label>96</label>
<addr-line>Earth Sciences New Zealand, Te Whanganui-a-Tara Wellington, 6021, Aotearoa New Zealand</addr-line>
</aff>
<aff id="aff97">
<label>97</label>
<addr-line>Environmental Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA</addr-line>
</aff>
<aff id="aff98">
<label>98</label>
<addr-line>School of Environmental Science and Engineering, Nanjing University of Information Science and Technology (NUIST), Nanjing, 210044, China</addr-line>
</aff>
<aff id="aff99">
<label>99</label>
<addr-line>Shenzhen Key Laboratory of Ecological Remediation and Carbon Sequestration, Institute of Environment and Ecology, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China</addr-line>
</aff>
<pub-date pub-type="epub">
<day>10</day>
<month>11</month>
<year>2026</year>
</pub-date>
<volume>2026</volume>
<fpage>1</fpage>
<lpage>146</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Pierre Friedlingstein et al.</copyright-statement>
<copyright-year>2026</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-2026-895/">This article is available from https://essd.copernicus.org/preprints/essd-2026-895/</self-uri>
<self-uri xlink:href="https://essd.copernicus.org/preprints/essd-2026-895/essd-2026-895.pdf">The full text article is available as a PDF file from https://essd.copernicus.org/preprints/essd-2026-895/essd-2026-895.pdf</self-uri>
<abstract>
<p>Accurate assessment of anthropogenic carbon dioxide (CO&lt;sub&gt;2&lt;/sub&gt;) emissions and their partitioning among the atmosphere, ocean, and terrestrial biosphere in a changing climate is critical to better understand the global carbon cycle, supporting 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 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 data. The global atmospheric CO&lt;sub&gt;2&lt;/sub&gt; growth rate (G&lt;sub&gt;ATM&lt;/sub&gt;) is computed from changes in concentration measured at surface stations. The global net uptake of CO&lt;sub&gt;2&lt;/sub&gt; by the ocean (S&lt;sub&gt;OCEAN&lt;/sub&gt;) 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;) is estimated with dynamic global vegetation models. Additional lines of evidence 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 2025, E&lt;sub&gt;FOS&lt;/sub&gt; increased by 1.2% relative to 2024, with fossil emissions at 10.5 &amp;plusmn; 0.5 GtC yr&lt;sup&gt;-1&lt;/sup&gt; (including the cement carbonation sink, 0.2 GtC yr&lt;sup&gt;-1&lt;/sup&gt;), E&lt;sub&gt;LUC&lt;/sub&gt; was 1.2 &amp;plusmn; 0.7 GtC yr&lt;sup&gt;-1&lt;/sup&gt;, for total anthropogenic CO&lt;sub&gt;2&lt;/sub&gt; emissions of 11.7 &amp;plusmn; 0.9 GtC yr&lt;sup&gt;-1&lt;/sup&gt; (42.8 &amp;plusmn; 3.2 GtCO2 yr&lt;sup&gt;-1&lt;/sup&gt;). Also, for 2025, G&lt;sub&gt;ATM&lt;/sub&gt; was 4.4 &amp;plusmn; 0.2 GtC yr&lt;sup&gt;-1&lt;/sup&gt; (2.06 &amp;plusmn; 0.1 ppm yr&lt;sup&gt;-1&lt;/sup&gt;), 3.6 GtC lower than the record high 2024 growth rate. S&lt;sub&gt;OCEAN&lt;/sub&gt; was 3.2 &amp;plusmn; 0.7 GtC yr&lt;sup&gt;-1&lt;/sup&gt; and S&lt;sub&gt;LAND&lt;/sub&gt; was 3.6 &amp;plusmn; 0.9 GtC yr&lt;sup&gt;-1&lt;/sup&gt;, with a small B&lt;sub&gt;IM&lt;/sub&gt; (0.5 GtC yr&lt;sup&gt;-1&lt;/sup&gt;). The global atmospheric CO&lt;sub&gt;2&lt;/sub&gt; concentration averaged over 2025 reached 425.6 &amp;plusmn; 0.1 ppm. Preliminary data for 2026 suggest a decrease in E&lt;sub&gt;FOS&lt;/sub&gt; relative to 2025 of 0.40% (&amp;ndash;1.5% to +0.6%) globally, and atmospheric CO&lt;sub&gt;2&lt;/sub&gt; concentration increasing by 2.2 ppm reaching 427.7 ppm, 54% 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;2025, with a small positive overall budget imbalance, (0.6 GtC yr&lt;sup&gt;-1&lt;/sup&gt; averaged over the period 1959&amp;ndash;2025), although discrepancies of up to around 1 GtC yr&lt;sup&gt;-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 estimates on the magnitude of the land CO&lt;sub&gt;2&lt;/sub&gt; flux, particularly in the northern extra-tropics, and (3) a discrepancy between the different estimates on the mean ocean sink and its trend.&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-2026&quot; target=&quot;_blank&quot; rel=&quot;noopener&quot;&gt;https://doi.org/10.18160/GCP-2026&lt;/a&gt; (Friedlingstein et al., 2026b).</p>
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