{"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\/es\/visualizacion-de-datos\/","title":{"rendered":"Visualizaci\u00f3n de datos 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\/es\/2020\/04\/03\/teorias-y-algoritmos-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\">Teor\u00edas<\/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\/es\/\">\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\">Pagina de inicio<\/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. Datos digitales de Dataviz<\/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>Con una variable:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/histogram.html\" target=\"_blank\" rel=\"noopener\">Histograma<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/density.html\" target=\"_blank\" rel=\"noopener\">Gr\u00e1fico de densidad<\/a><\/li><\/ul><p>Con dos variables:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/caveat\/boxplot.html\" target=\"_blank\" rel=\"noopener\">diagrama de caja<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/scatter.html\" target=\"_blank\" rel=\"noopener\">Gr\u00e1fico de dispersi\u00f3n<\/a> y variantes<\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/violin.html\" target=\"_blank\" rel=\"noopener\">trama de viol\u00edn<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/density2d.html\" target=\"_blank\" rel=\"noopener\">gr\u00e1fico de densidad 2D<\/a><\/li><\/ul><p>Con tres (o m\u00e1s) variables:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/bubble.html\" target=\"_blank\" rel=\"noopener\">gr\u00e1fico de burbujas<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/stackedarea.html\" target=\"_blank\" rel=\"noopener\">Parcela de \u00e1rea apilada<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/streamgraph.html\" target=\"_blank\" rel=\"noopener\">Flujograma<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/ridgeline.html\" target=\"_blank\" rel=\"noopener\">l\u00ednea de cresta<\/a><\/li><li>BCP<\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/correlogram.html\" target=\"_blank\" rel=\"noopener\">Correlograma<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/heatmap.html\" target=\"_blank\" rel=\"noopener\">mapa de calor<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/dendrogram.html\" target=\"_blank\" rel=\"noopener\">Dendograma<\/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. Datos categ\u00f3ricos<\/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>Una sola variable:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/lollipop.html\" target=\"_blank\" rel=\"noopener\">Chupete<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/wordcloud.html\" target=\"_blank\" rel=\"noopener\">nube de palabras<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/caveat\/pie.html\" target=\"_blank\" rel=\"noopener\">Urraca<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/treemap.html\" target=\"_blank\" rel=\"noopener\">Mapa de \u00e1rbol<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/circularpacking.html\" target=\"_blank\" rel=\"noopener\">Embalaje circular<\/a><\/li><\/ul><p>Dos (o m\u00e1s) variables:<\/p><ul><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/venn.html\" target=\"_blank\" rel=\"noopener\">diagrama de Venn<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/sunburst.html\" target=\"_blank\" rel=\"noopener\">bronceado<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/barplot.html\" target=\"_blank\" rel=\"noopener\">Dispersiones agrupadas<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/barplot.html\" target=\"_blank\" rel=\"noopener\">Gr\u00e1fico de barras apiladas<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/parallel.html\" target=\"_blank\" rel=\"noopener\">Parcela paralela<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/caveat\/spider.html\" target=\"_blank\" rel=\"noopener\">gr\u00e1fico de radar<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/sankey.html\" target=\"_blank\" rel=\"noopener\">Diagrama de Sankey<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/network.html\" target=\"_blank\" rel=\"noopener\">La red<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/chord.html\" target=\"_blank\" rel=\"noopener\">acorde<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/arc.html\" target=\"_blank\" rel=\"noopener\">Arco<\/a><\/li><li><a href=\"https:\/\/www.data-to-viz.com\/graph\/edge_bundling.html\" target=\"_blank\" rel=\"noopener\">Agrupaci\u00f3n de bordes<\/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. Tutoriales<\/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\">Alternar contenido<\/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\">Contenido<\/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=\"Tabla de contenido alternativo\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Palanca<\/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\/es\/visualizacion-de-datos\/#Dataviz-la-visualisation-intelligente-des-donnees\" >Dataviz, visualizaci\u00f3n inteligente de datos<\/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, visualizaci\u00f3n inteligente de datos<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>La visualizaci\u00f3n de datos (dataviz) es la representaci\u00f3n gr\u00e1fica de informaci\u00f3n y datos. Mediante el uso de elementos visuales como tablas, gr\u00e1ficos y mapas, las herramientas de visualizaci\u00f3n de datos brindan una forma accesible de ver y comprender tendencias, valores at\u00edpicos y patrones en los datos.<\/p><p>A medida que la &quot;era de Big Data&quot; avanza a toda velocidad, la visualizaci\u00f3n es una herramienta cada vez m\u00e1s esencial para dar sentido a los billones de filas de datos que se generan todos los d\u00edas. La visualizaci\u00f3n de datos ayuda a contar historias al organizar los datos de una forma m\u00e1s f\u00e1cil de entender, destacando tendencias y valores at\u00edpicos.<\/p><p>Una buena visualizaci\u00f3n cuenta una historia, eliminando el ruido de los datos y destacando informaci\u00f3n \u00fatil. Sin embargo, no es tan simple como adornar un gr\u00e1fico para que se vea mejor o tocar la parte de &quot;informaci\u00f3n&quot; de una infograf\u00eda. La visualizaci\u00f3n efectiva de datos es un delicado equilibrio entre forma y funci\u00f3n.<\/p><p>El gr\u00e1fico m\u00e1s simple puede ser demasiado aburrido para llamar la atenci\u00f3n o hacer un punto poderoso; la visualizaci\u00f3n m\u00e1s alucinante podr\u00eda fallar por completo en transmitir el mensaje correcto o podr\u00eda decir mucho. Los datos y las im\u00e1genes deben trabajar juntos, y es un arte combinar un gran an\u00e1lisis con una gran narraci\u00f3n.<\/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=\"visualizaci\u00f3n de datos\" 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>Teor\u00edas P\u00e1gina principal Wiki I. Dataviz datos num\u00e9ricos Con una variable: Histograma Diagrama de densidad Con dos variables: Diagrama de caja Diagrama de dispersi\u00f3n y variantes \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\/es\/wp-json\/wp\/v2\/pages\/15584","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/comments?post=15584"}],"version-history":[{"count":16,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/15584\/revisions"}],"predecessor-version":[{"id":20649,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/15584\/revisions\/20649"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/media?parent=15584"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}