{"id":15584,"date":"2022-04-17T22:21:25","date_gmt":"2022-04-17T21:21:25","guid":{"rendered":"https:\/\/complex-systems-ai.com\/?page_id=15584"},"modified":"2024-02-13T13:49:06","modified_gmt":"2024-02-13T12:49:06","slug":"dataviz","status":"publish","type":"page","link":"https:\/\/complex-systems-ai.com\/en\/dataviz\/","title":{"rendered":"Dataviz 101"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"15584\" class=\"elementor elementor-15584\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b491f6e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b491f6e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-812c820\" data-id=\"812c820\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cdd2cc6 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"cdd2cc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/en\/2020\/04\/03\/theories-and-algorithms-2\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Theories<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-6a0e34b\" data-id=\"6a0e34b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0ff3aa4 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"0ff3aa4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/en\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Home page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ff68622\" data-id=\"ff68622\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b89ab19 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"b89ab19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/en.wikipedia.org\/wiki\/Data_visualization\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Wiki<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-49e4bcc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"49e4bcc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a866a2e\" data-id=\"a866a2e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-08dae3d elementor-widget elementor-widget-toggle\" data-id=\"08dae3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9281\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-9281\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">I. Dataviz digital data<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9281\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-9281\"><p>With a variable:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/histogram.html\" target=\"_blank\" rel=\"noopener\">Histogram<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/density.html\" target=\"_blank\" rel=\"noopener\">Density plot<\/a><\/li><\/ul><p>With two variables:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/caveat\/boxplot.html\" target=\"_blank\" rel=\"noopener\">Boxplot<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/scatter.html\" target=\"_blank\" rel=\"noopener\">Scatterplot<\/a> and variants<\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/violin.html\" target=\"_blank\" rel=\"noopener\">violin plot<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/density2d.html\" target=\"_blank\" rel=\"noopener\">2D density plot<\/a><\/li><\/ul><p>With three (or more) variables:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/bubble.html\" target=\"_blank\" rel=\"noopener\">bubble plot<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/stackedarea.html\" target=\"_blank\" rel=\"noopener\">Stacked area plot<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/streamgraph.html\" target=\"_blank\" rel=\"noopener\">Streamgraph<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/ridgeline.html\" target=\"_blank\" rel=\"noopener\">Ridgeline<\/a><\/li><li>BCP<\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/correlogram.html\" target=\"_blank\" rel=\"noopener\">Correlogram<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/heatmap.html\" target=\"_blank\" rel=\"noopener\">heat map<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/dendrogram.html\" target=\"_blank\" rel=\"noopener\">Dendrogram<\/a><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9282\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-9282\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">II. Categorical data<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9282\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-9282\"><p>A single variable:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/lollipop.html\" target=\"_blank\" rel=\"noopener\">Lollipop<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/wordcloud.html\" target=\"_blank\" rel=\"noopener\">word cloud<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/caveat\/pie.html\" target=\"_blank\" rel=\"noopener\">Magpie<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/treemap.html\" target=\"_blank\" rel=\"noopener\">Treemap<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/circularpacking.html\" target=\"_blank\" rel=\"noopener\">Circular packing<\/a><\/li><\/ul><p>Two (or more) variables:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/venn.html\" target=\"_blank\" rel=\"noopener\">Venn diagram<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/sunburst.html\" target=\"_blank\" rel=\"noopener\">sunbrust<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/barplot.html\" target=\"_blank\" rel=\"noopener\">Grouped scatters<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/barplot.html\" target=\"_blank\" rel=\"noopener\">Stacked bar plot<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/parallel.html\" target=\"_blank\" rel=\"noopener\">Parallel plot<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/caveat\/spider.html\" target=\"_blank\" rel=\"noopener\">Radar plot<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/sankey.html\" target=\"_blank\" rel=\"noopener\">Sankey diagram<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/network.html\" target=\"_blank\" rel=\"noopener\">Network<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/chord.html\" target=\"_blank\" rel=\"noopener\">chord<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/arc.html\" target=\"_blank\" rel=\"noopener\">Bow<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/edge_bundling.html\" target=\"_blank\" rel=\"noopener\">Edge bundling<\/a><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9283\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-9283\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">III. Tutorials<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9283\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-9283\">Toggle Content<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b9ef603 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9ef603\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0d72f77\" data-id=\"0d72f77\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3f130d1 elementor-widget elementor-widget-heading\" data-id=\"3f130d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/complex-systems-ai.com\/en\/dataviz\/#Dataviz-la-visualisation-intelligente-des-donnees\" >Dataviz, intelligent data visualization<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Dataviz-la-visualisation-intelligente-des-donnees\"><\/span>Dataviz, intelligent data visualization<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b62fb45 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b62fb45\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-72f4dcc\" data-id=\"72f4dcc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-849dbe8 elementor-widget elementor-widget-text-editor\" data-id=\"849dbe8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data visualization (dataviz) is the graphical representation of information and data. Using visual elements such as charts, graphs, and maps, data visualization tools provide an accessible way to see and understand trends, outliers, and patterns in data.<\/p><p>As the \u201cage of Big Data\u201d shifts into high gear, visualization is an increasingly essential tool for making sense of the trillions of rows of data generated every day. Data visualization helps tell stories by organizing data in an easier-to-understand form, highlighting trends and outliers.<\/p><p>A good visualization tells a story, removing the noise from the data and highlighting useful information. However, it&#039;s not as simple as dressing up a chart to make it look better or tapping on the &quot;info&quot; part of an infographic. Effective data visualization is a delicate balance between form and function.<\/p><p>The simplest graphic might be too boring to grab attention or make a powerful point; the most mind-blowing visualization could totally fail to convey the right message or it could say a lot. Data and visuals need to work together, and it&#039;s an art to combine great analysis with great storytelling.<\/p><p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-15600 size-medium\" src=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/dataviz-700x423-1-300x181.jpg\" alt=\"dataviz\" width=\"300\" height=\"181\" title=\"\" srcset=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/dataviz-700x423-1-300x181.jpg 300w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/dataviz-700x423-1-18x12.jpg 18w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/dataviz-700x423-1-600x363.jpg 600w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/dataviz-700x423-1.jpg 700w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Theories Home page Wiki I. Dataviz numerical data With one variable: Histogram Density plot With two variables: Box plot Scatter plot and variants \u2026 <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-15584","page","type-page","status-publish","hentry"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/15584","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/comments?post=15584"}],"version-history":[{"count":16,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/15584\/revisions"}],"predecessor-version":[{"id":20649,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/15584\/revisions\/20649"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/media?parent=15584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}