{"id":13053,"date":"2012-09-11T01:07:30","date_gmt":"2012-09-11T06:07:30","guid":{"rendered":"http:\/\/www.realclimate.org\/?p=13053"},"modified":"2012-11-25T13:51:00","modified_gmt":"2012-11-25T18:51:00","slug":"el-ninos-effect-onco2-causes-confusion","status":"publish","type":"post","link":"https:\/\/www.realclimate.org\/index.php\/archives\/2012\/09\/el-ninos-effect-onco2-causes-confusion\/","title":{"rendered":"El Nino&#8217;s effect on CO2 causes confusion about CO2&#8217;s role for climate change"},"content":{"rendered":"<div class=\"kcite-section\" kcite-section-id=\"13053\">\n<p><em>Are the rising atmospheric CO<sub>2<\/sub>-levels a result of oceans warming up? And does that mean that CO<sub>2<\/sub> has little role in the global warming? Moreover, are the rising levels of CO<sub>2<\/sub> at all related to human activity?<\/em> <\/p>\n<p>These are claims made in a fresh publication by <span id=\"cite_ITEM-13053-0\" name=\"citation\"><a href=\"#ITEM-13053-0\">Humlum <em>et al.<\/em> (2012)<\/a><\/span>. However, when seeing them in the context of their analysis, they seem to be on par with the misguided notion that the rain from clouds <em>cannot<\/em> come from the oceans because the clouds are intermittent and highly variable whereas the oceans are just there all the time. I think that the analysis presented in <span id=\"cite_ITEM-13053-0\" name=\"citation\"><a href=\"#ITEM-13053-0\">Humlum <em>et al.<\/em> (2012)<\/a><\/span> is <strong>weak on four important accounts<\/strong>: the analysis, the physics, reviewing past literature, and logic. <\/p>\n<p><!--more--><\/p>\n<p>This time Humlum <em>et al.<\/em> did not directly <a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2011\/12\/curve-fitting-and-natural-cycles-the-best-part\/\">remove part<\/a> of the data which didn&#8217;t fit their conclusions, however, they chose to use a <a href=\"ftp:\/\/ftp.cmdl.noaa.gov\/ccg\/co2\/trends\/co2_mm_gl.txt\">short record of global mean CO<sub>2<\/sub><\/a> from NOAA <a href=\"http:\/\/www.esrl.noaa.gov\/\">Earth System Research Laboratory<\/a> (ESRL), starting from 1980, rather than the longer Keeling curve from Mauna Loa starting in 1958.  <\/p>\n<p>The two CO<sub>2<\/sub> records, however, are almost identical over 1980-2012 (green curves in <strong>Fig. 1<\/strong>), and hence it would be more appropriate to use the longer record because CO<sub>2<\/sub> is expected to play a role for <strong>long<\/strong> timescales. Hence, the Humlum <em>et al.<\/em> paper highlights the need for sorting out some <strong>classic misunderstandings<\/strong>, namely the mix-up between time scales. We have already discussed the absurdly misguided claims of a &#8220;<em>halted global warming<\/em>&#8221; based on a brief period after 1998 (<a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2012\/03\/data-presentation-a-trend-lesson\/\">here<\/a> and <a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2006\/12\/inhofes-last-stand\/\">here<\/a> and &#8230;.)  <\/p>\n<figure id=\"attachment_13077\" aria-describedby=\"caption-attachment-13077\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/www.realclimate.org\/images\/\/hss2012fig1-12-FALSEFALSEFALSE.png\"><img decoding=\"async\" data-src=\"http:\/\/www.realclimate.org\/images\/\/hss2012fig1-12-FALSEFALSEFALSE.png\" alt=\"\" title=\"hss2012fig1-12-FALSEFALSEFALSE\" width=\"600\" height=\"450\" class=\"size-full wp-image-13077 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 600px; --smush-placeholder-aspect-ratio: 600\/450;\" \/><\/a><figcaption id=\"caption-attachment-13077\" class=\"wp-caption-text\"><strong>Fig. 1<\/strong>: <em>Reproduction of Figure 1 in Humlum et al (2012). Also shown in light green is the Keeling curve. Some of the strongest El Ninos are shown with grey hatching.<\/em><\/figcaption><\/figure>\n<p>In order to assess the claims made in <span id=\"cite_ITEM-13053-0\" name=\"citation\"><a href=\"#ITEM-13053-0\">Humlum <em>et al.<\/em> (2012)<\/a><\/span> (in italics above), I have repeated part of their analysis and got very similar results (all reproduced with the on-line <a href='http:\/\/www.realclimate.org\/images\/\/HSS2012.txt'>R-script<\/a>). <strong>Fig 1<\/strong> here is a replication of <a href=\"http:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S0921818112001658-gr1.jpg\">figure 1<\/a> in <span id=\"cite_ITEM-13053-0\" name=\"citation\"><a href=\"#ITEM-13053-0\">Humlum <em>et al.<\/em> (2012)<\/a><\/span> and I got almost identical results using the Keeling curve from Mauna Loa starting in 1958 rather than the global curve starting in 1980. <\/p>\n<p><strong>Fig. 2<\/strong> corresponds to the lower panel in their <a href=\"http:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S0921818112001658-gr2.jpg\">figure 2<\/a>, and shows the results of my attempt to reproduce the quantities making up the basis for their claims: their &#8216;DIFF12&#8217; quantities (a type of <em>differentiation<\/em> operator) which really is meant to describe the rate of changes in the original curves.<\/p>\n<figure id=\"attachment_13084\" aria-describedby=\"caption-attachment-13084\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/www.realclimate.org\/images\/\/hss2012fig2b-12-FALSEFALSEFALSE.png\"><img decoding=\"async\" data-src=\"http:\/\/www.realclimate.org\/images\/\/hss2012fig2b-12-FALSEFALSEFALSE.png\" alt=\"\" title=\"hss2012fig2b-12-FALSEFALSEFALSE\" width=\"600\" height=\"450\" class=\"size-full wp-image-13084 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 600px; --smush-placeholder-aspect-ratio: 600\/450;\" \/><\/a><figcaption id=\"caption-attachment-13084\" class=\"wp-caption-text\"><strong>Fig. 2<\/strong>: <em>Reproduction of the lower panel of Fig 2 in Humlum et al (2012). Also shown is a &#039;DIFF12&#039; for the Keeling curve (light green). Some of the strongest El Ninos are shown with grey hatching.<\/em><\/figcaption><\/figure>\n<p>Their main argument about causality between temperature and CO<sub>2<\/sub>, however, was based on a lagged correlation analysis between &#8216;DIFF12&#8217; series from temperature and CO<sub>2<\/sub>. <strong>Fig. 3<\/strong> corresponds to <a href=\"http:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S0921818112001658-gr4.jpg\">figure 4b<\/a> in <span id=\"cite_ITEM-13053-0\" name=\"citation\"><a href=\"#ITEM-13053-0\">Humlum <em>et al.<\/em> (2012)<\/a><\/span>:<\/p>\n<figure id=\"attachment_13080\" aria-describedby=\"caption-attachment-13080\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/www.realclimate.org\/images\/\/hss2012fig4b-12-FALSEFALSEFALSE.png\"><img decoding=\"async\" data-src=\"http:\/\/www.realclimate.org\/images\/\/hss2012fig4b-12-FALSEFALSEFALSE.png\" alt=\"\" title=\"hss2012fig4b-12-FALSEFALSEFALSE\" width=\"600\" height=\"450\" class=\"size-full wp-image-13080 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 600px; --smush-placeholder-aspect-ratio: 600\/450;\" \/><\/a><figcaption id=\"caption-attachment-13080\" class=\"wp-caption-text\"><strong>Fig. 3<\/strong>: <em>Lag correlation where the lines mark the peak value obtained in Humlum et al. Grey curve is from the longer Keeling record. Here the HadCRUT3, which was one of the data sets they used.<\/em><\/figcaption><\/figure>\n<p>The correlation that I get is similar but not identical to theirs. Using a longer record did affect the lag correlation analysis as seen in <strong>Fig. 3<\/strong>. Nevertheless, the analysis still indicated that CO<sub>2<\/sub> lagged the temperature. <strong>Big surprise?<\/strong><\/p>\n<p><strong>No!<\/strong> Applying correlation to the results from the &#8216;DIFF12&#8217; quantities <strong>cannot<\/strong> detect any trends &#8211; it&#8217;s just a <strong>simple mathematical fact<\/strong>. These results merely confirm already <strong>well-known<\/strong> facts, which ironically, they themselves hinted to in their paper (but they obviously <strong>did not<\/strong> make the connection): <\/p>\n<blockquote><p>changes in atmospheric CO<sub>2<\/sub> appears to be initiated near or a short distance south of the Equator, and from there spreads towards the two Poles within a year or so.<\/p><\/blockquote>\n<p>The answer is of course: <strong>El Nino<\/strong>! A google scholar search with &#8216;&#8221;El Nino&#8221; AND CO2&#8217; gives more than 20,000 hits, and  Humlum <em>et al.<\/em> have rediscovered well-known facts which <a href=\"http:\/\/adsabs.harvard.edu\/full\/1985Metic..20..437K\">Keeling and Revelle<\/a> discussed already in 1985. <\/p>\n<p>El Ninos affect the CO<sub>2<\/sub> concentrations for a brief time interval, through their effect on temperature and marine biology. But unlike Keeling and Revelle, this discovery caused quite some confusion, as evident in the following citation: <\/p>\n<blockquote><p>&#8230;showing that changes in the emission of anthropogene CO<sub>2<\/sub> are not causing changes in atmospheric CO<sub>2<\/sub>.<\/p><\/blockquote>\n<p>So how did they get to this conclusion? The answer is in their analytical set-up, and for this they have quite an unusual record (<a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2012\/03\/data-presentation-a-trend-lesson\/\">here<\/a> and <a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2011\/12\/curve-fitting-and-natural-cycles-the-best-part\/\">here<\/a>). <\/p>\n<p>It&#8217;s well-known that taking differences also picks up short-term rather than long-term variations where mean trends are represented by a constant value. Hence, a correlation analysis is bound to give mean trends zero weight. This is demonstrated in <strong>Fig. 4<\/strong>:<\/p>\n<figure id=\"attachment_13083\" aria-describedby=\"caption-attachment-13083\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/www.realclimate.org\/images\/\/diffdemo.png\"><img decoding=\"async\" data-src=\"http:\/\/www.realclimate.org\/images\/\/diffdemo.png\" alt=\"\" title=\"diffdemo\" width=\"600\" height=\"600\" class=\"size-full wp-image-13083 lazyload\" data-srcset=\"https:\/\/www.realclimate.org\/images\/diffdemo.png 1050w, https:\/\/www.realclimate.org\/images\/diffdemo-150x150.png 150w, https:\/\/www.realclimate.org\/images\/diffdemo-300x300.png 300w, https:\/\/www.realclimate.org\/images\/diffdemo-1024x1024.png 1024w\" data-sizes=\"(max-width: 600px) 100vw, 600px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 600px; --smush-placeholder-aspect-ratio: 600\/600;\" \/><\/a><figcaption id=\"caption-attachment-13083\" class=\"wp-caption-text\"><strong>Fig. 4<\/strong>: <em>A trivial demonstration with two similar sinusoinds with noise super-imposed, one shown in black and one in red plotted on top of each other - differencing methods fail to pick up the longer signals. The lower panel shows a lag-correlation based on a differenting method that fails to pick up the signal we know is present. In other words, the method is inappropriate for the task. Also reproduced with the on-line <a href='http:\/\/www.realclimate.org\/images\/\/hss2012.txt'>R-script<\/a>.<\/em><\/figcaption><\/figure>\n<p>Simply by choosing a method that <strong>ignores trends<\/strong> associated with human activity, they argue that atmospheric CO<sub>2<\/sub> is &#8216;<em>largely independent of humans<\/em>&#8216;. This logic is <strong>circular reasoning<\/strong>, but since they did not specify time scales, their argument gets a bit fuzzy (the argument is true on <strong>short time scales<\/strong> but not on decadal time scales &#8211; just see the trends in the figure). <\/p>\n<p>The set-up with &#8216;DIFF12&#8217; also does a strange mix to the data and gives weird results as already noted on <a href=\"https:\/\/troyca.wordpress.com\/2012\/08\/31\/comment-on-the-phase-relation-between-atmospheric-carbon-dioxide-and-global-temperature\/\">Troy&#8217;s scratchpad<\/a>. It is indeed easy to show that the &#8216;DIFF12&#8217; methods fail to pick up long-term co-variations, as done in <strong>Fig. 5<\/strong>:<\/p>\n<figure id=\"attachment_13106\" aria-describedby=\"caption-attachment-13106\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/www.realclimate.org\/images\/\/diff12demo1.png\"><img decoding=\"async\" data-src=\"http:\/\/www.realclimate.org\/images\/\/diff12demo1.png\" alt=\"\" title=\"diff12demo\" width=\"600\" height=\"450\" class=\"size-full wp-image-13106 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 600px; --smush-placeholder-aspect-ratio: 600\/450;\" \/><\/a><figcaption id=\"caption-attachment-13106\" class=\"wp-caption-text\"><strong>Fig. 5<\/strong>: <em>A demonstration with the DIFF12 method used in Humlum et al. The method fails to pick up the long-term co-variations. The correlation peak should be at zero lag, but the method mixes scrambles time steps. Also reproduced with the on-line <a href='http:\/\/www.realclimate.org\/images\/\/hss2012.txt'>R-script<\/a>.<\/em><\/figcaption><\/figure>\n<p>Contrast these results with the claim made by <span id=\"cite_ITEM-13053-0\" name=\"citation\"><a href=\"#ITEM-13053-0\">Humlum <em>et al.<\/em> (2012)<\/a><\/span>: <\/p>\n<blockquote><p>the association between periods of maximum DIFF12 CO<sub>2<\/sub> increase and no or negative ocean surface temperature change &#8230; is difficult to reconcile with the notion of atmospheric CO<sub>2<\/sub> changes controlling changes in ocean surface temperature.<\/p><\/blockquote>\n<p>Choosing a method discarding the trends may get one into trouble, however, one would also expect a consistent picture in terms of physics. Here is another glitch, and the <strong>weak-on-physics<\/strong> aspect is due to the failure to appreciate what implications their claims would have for the <strong>climate sensitivity<\/strong>. <\/p>\n<p>They implicitly expected that minute and almost invisible similarities between the inter-annual variations in CO<sub>2<\/sub> would have a visible effect on inter-annual variation in the global mean temperature (this is their hidden &#8220;<em>strawman<\/em>&#8221; argument; see curves in <strong>Fig. 1<\/strong>). Yet they ignored the CO<sub>2<\/sub>&#8216;s steady march upwards. <\/p>\n<p>Furthermore, they failed to note that the forcing is proportional to the <strong>natural logarithm<\/strong> of CO<sub>2<\/sub> &#8211; <em>ln(conventration in volume)<\/em>. Such are omissions expected from novices (my speculation: <em>this is somehow related to the composition of the author team consisting of a professor in geology, a statistician from a telephone company, and an astrophysicist<\/em>).<\/p>\n<p>The extraordinary claims about the relationship between temperature, CO<sub>2<\/sub>, and human activity made in <span id=\"cite_ITEM-13053-0\" name=\"citation\"><a href=\"#ITEM-13053-0\">Humlum <em>et al.<\/em> (2012)<\/a><\/span> also makes me think of a <a href=\"http:\/\/en.wikipedia.org\/wiki\/Carl_Sagan\">Carl Sagan<\/a> citation: &#8220;Extraordinary claims require extraordinary evidence&#8221;. I must say I&#8217;m disappointed by the reviewing process of <em>Global Planetary Change<\/em> and this is the <strong>second<\/strong> <span id=\"cite_ITEM-13053-1\" name=\"citation\"><a href=\"#ITEM-13053-1\">(Humlum et al., 2011)<\/a><\/span> unpersuasive paper in that journal making such <strong>bold claims<\/strong>. <\/p>\n<p>Earth shattering claims should meet <strong>rigorous evaluations<\/strong>. It would be useful for reviewers to google the authors of the papers, as some do have quite a track record of well-established mistakes (<a href=\"http:\/\/www.skepticalscience.com\/humlum-at-it-again.html\">here<\/a> and <a href=\"http:\/\/www.skepticalscience.com\/crux-of-a-core3.html\">here<\/a> and <a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2012\/03\/data-presentation-a-trend-lesson\/\">here<\/a> and <a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2011\/12\/curve-fitting-and-natural-cycles-the-best-part\/\">here<\/a>). <\/p>\n<p>In addition to failing the analytical set-up and the physics (which should have been picked up), they also provided some unusual citations, missed important works, and referred to questionable publications. <\/p>\n<p>Furthermore, using the <a href=\"http:\/\/www.esrl.noaa.gov\/\">NOAA ESRL<\/a> CO<sub>2<\/sub> <a href=\"ftp:\/\/ftp.cmdl.noaa.gov\/ccg\/co2\/trends\/co2_mm_gl.txt\">data<\/a>, Humlum <em>et al.<\/em> could have sought advice with the data providers before submitting their paper (the ESRL is not mentioned in their acknowledgement, and I wonder if they would have a view on this analysis). Indeed, the ESRL encourages such quality checks according to the heading of the data file:<\/p>\n<blockquote><p>If the data  are obtained for potential use in a publication or presentation,  ESRL should be informed at the outset of the nature of this work. If the ESRL data are essential to the work, or if an important result or conclusion depends on the ESRL data, co-authorship may be appropriate.  This should be discussed at an early stage in the work.  Manuscripts using the ESRL data should be sent to ESRL for review before they are submitted for publication so we can insure that the quality and limitations of the data are accurately represented.<\/p><\/blockquote>\n<p>I also wonder what the affiliated universities think about Humlum <em>et al.<\/em>s work and their past record, and I think misguided work, as presented here, is not exactly good advertisement. Furthermore, they are also involved with an organisation called &#8220;<a href=\"http:\/\/klimarealistene.com\/\">klimarealistene<\/a>&#8221; (with collaborations with <em>the Heartland Institute<\/em>), which claims that the IPCC has &#8216;<em>cheated<\/em>&#8216; in terms of the temperature data (<em>which ironically, they themselves rely on in <span id=\"cite_ITEM-13053-0\" name=\"citation\"><a href=\"#ITEM-13053-0\">Humlum <em>et al.<\/em> (2012)<\/a><\/span><\/em>) and produced the &#8216;famous hockey stick&#8217; (The people thanked in the acknowledgement reads like who-is-who within &#8220;klimarealistene&#8221;). <\/p>\n<p>A good thing is that Humlum <em>et al.<\/em> now have <a href=\"ftp:\/\/ftp.cmdl.noaa.gov\/ccg\/co2\/trends\/co2_mm_gl.txt\">obliged<\/a> themselves to share their data, results and methods by using the CO<sub>2<\/sub> data from NOAA: <\/p>\n<blockquote><p>RECIPROCITY &#8211; Use of these data implies an agreement to reciprocate. Laboratories making similar measurements agree to make their own data available to the general public and to the scientific community in an equally complete and easily accessible form. Modelers are encouraged to make available to the community, upon request, their own tools used in the interpretation of the ESRL data, namely well documented model code, transport fields, and additional information necessary for other scientists to repeat the work and to run modified versions. Model availability includes collaborative support for new users of the models.<\/p><\/blockquote>\n<p>I&#8217;ve asked them to share their results, data and methods before, but so far with <strong>little success<\/strong>. My job as a climate scientist is to <strong>replicate results<\/strong>. Further progress may take place if we can go through the analysis together, test methods and data, and agree on which give <em>robust answers<\/em> and which don&#8217;t. <\/p>\n<h2>References<\/h2>\n    <ol>\n    <li><a name='ITEM-13053-0'><\/a>\nO. Humlum, K. Stordahl, and J. Solheim, \"The phase relation between atmospheric carbon dioxide and global temperature\", <i>Global and Planetary Change<\/i>, vol. 100, pp. 51-69, 2013. <a href=\"http:\/\/dx.doi.org\/10.1016\/j.gloplacha.2012.08.008\">http:\/\/dx.doi.org\/10.1016\/j.gloplacha.2012.08.008<\/a>\n\n\n<\/li>\n<li><a name='ITEM-13053-1'><\/a>\nO. Humlum, J. Solheim, and K. Stordahl, \"Identifying natural contributions to late Holocene climate change\", <i>Global and Planetary Change<\/i>, vol. 79, pp. 145-156, 2011. <a href=\"http:\/\/dx.doi.org\/10.1016\/j.gloplacha.2011.09.005\">http:\/\/dx.doi.org\/10.1016\/j.gloplacha.2011.09.005<\/a>\n\n\n<\/li>\n<\/ol>\n\n<\/div> <!-- kcite-section 13053 -->","protected":false},"excerpt":{"rendered":"<p>Are the rising atmospheric CO2-levels a result of oceans warming up? And does that mean that CO2 has little role in the global warming? Moreover, are the rising levels of CO2 at all related to human activity? These are claims made in a fresh publication by . However, when seeing them in the context of [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[44,41,1,3,45],"tags":[],"class_list":{"0":"post-13053","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-carbon-cycle","7":"category-climate-impacts","8":"category-climate-science","9":"category-greenhouse-gases","10":"category-statistics","11":"entry"},"aioseo_notices":[],"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/13053","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/comments?post=13053"}],"version-history":[{"count":147,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/13053\/revisions"}],"predecessor-version":[{"id":13618,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/13053\/revisions\/13618"}],"wp:attachment":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/media?parent=13053"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/categories?post=13053"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/tags?post=13053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}