{"id":55124,"date":"2024-10-04T15:23:48","date_gmt":"2024-10-04T19:23:48","guid":{"rendered":"https:\/\/globalfishingwatch.org\/?p=55124"},"modified":"2024-12-18T15:25:18","modified_gmt":"2024-12-18T20:25:18","slug":"pregunta-al-experto-hannah-linder-gerente-senior-datos-y-analisis","status":"publish","type":"post","link":"https:\/\/globalfishingwatch.org\/es\/pregunta-al-experto\/pregunta-al-experto-hannah-linder-gerente-senior-datos-y-analisis\/","title":{"rendered":"Pregunta al experto: Hannah Linder, gerente senior, datos y an\u00e1lisis"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"55124\" class=\"elementor elementor-55124 elementor-55123\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8404927 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"8404927\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-cc73812\" data-id=\"cc73812\" 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-ad9a4dc elementor-widget elementor-widget-heading\" data-id=\"ad9a4dc\" 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<h1 class=\"elementor-heading-title elementor-size-default\">Pregunta al experto<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-803a53c elementor-widget elementor-widget-text-editor\" data-id=\"803a53c\" 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><strong>Hannah Linder<\/strong><br \/>Gerente senior, datos y an\u00e1lisis<\/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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-097076a\" data-id=\"097076a\" 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-184fe09 elementor-widget elementor-widget-image\" data-id=\"184fe09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AtE-Linder-headshot.webp\" class=\"attachment-medium size-medium wp-image-55127\" alt=\"\" srcset=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AtE-Linder-headshot.webp 500w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AtE-Linder-headshot-150x150.webp 150w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AtE-Linder-headshot-50x50.webp 50w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AtE-Linder-headshot-45x45.webp 45w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\t\t\t\t\t\t\t\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-92687b9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"92687b9\" 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-25e6df3\" data-id=\"25e6df3\" 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-859cc62 elementor-widget elementor-widget-heading\" data-id=\"859cc62\" 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<h2 class=\"elementor-heading-title elementor-size-default\">\u00bfC\u00f3mo los pipelines de datos alimentan el mapa de Global Fishing Watch y c\u00f3mo la \u00faltima versi\u00f3n ha estandarizado el proceso para futuras actualizaciones?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dbf38c elementor-widget elementor-widget-text-editor\" data-id=\"6dbf38c\" 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><span style=\"font-weight: 400;\">Nuestro mapa se basa en datos satelitales que contienen informaci\u00f3n clave sobre la identidad y la posici\u00f3n de las embarcaciones. Un canal de datos toma estos datos crudos y utiliza una serie de procesos automatizados para convertirlos en un formato que se pueda utilizar para visualizaci\u00f3n, an\u00e1lisis y elaboraci\u00f3n de informes.<\/span><\/p><p><span style=\"font-weight: 400;\">P<\/span><span style=\"font-weight: 400;\">or ejemplo, uno de nuestros pipelines de datos utiliza informaci\u00f3n del <\/span><a href=\"https:\/\/globalfishingwatch.org\/es\/faqs\/que-es-ais\/\"><span style=\"font-weight: 400;\">sistema de identificaci\u00f3n autom\u00e1tica de los embarcaciones<\/span><\/a><span style=\"font-weight: 400;\"> (AIS). Estos datos iniciales son simplemente mensajes de posici\u00f3n global y mensajes de identidad separados de los buques que se registran diariamente. A menudo, los datos tienen \u00abruido\u00bb (errores o inexactitudes), lo que significa que algunos mensajes de posici\u00f3n y de identidad son incorrectos, falta informaci\u00f3n o no son v\u00e1lidos. Por lo tanto, para que se puedan utilizar en <\/span><a href=\"https:\/\/globalfishingwatch.org\/es\/nuestra-plataforma\/\"><span style=\"font-weight: 400;\">nuestra plataforma<\/span><\/a><span style=\"font-weight: 400;\">, los datos deben procesarse a trav\u00e9s de nuestro canal, donde se limpian, organizan y agregan en rutas de buques distintas fusiinadas con con informaci\u00f3n de identidad de embarcaciones. Luego, podemos aplicar informaci\u00f3n adicional a los datos. Esto puede incluir la estimaci\u00f3n de diferentes actividades de los buques, como la pesca, o indicadores espec\u00edficos que se comparten a trav\u00e9s de <\/span><a href=\"https:\/\/globalfishingwatch.org\/es\/nuestras-api\/\"><span style=\"font-weight: 400;\">API<\/span><\/a><span style=\"font-weight: 400;\"> y se muestran en <\/span><a href=\"https:\/\/globalfishingwatch.org\/es\/nuestro-mapa\/\"><span style=\"font-weight: 400;\">nuestro mapa<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f11c70 elementor-widget elementor-widget-image\" data-id=\"5f11c70\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"580\" src=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AIS_datapipeline_V2.webp\" class=\"attachment-large size-large wp-image-55131\" alt=\"A graphic illustrates the flow of data (left to right) as colorful data points from satellites through a process that cleans and organizes the data into usable streams that flow into the Global Fishing Watch map, which is shown on a computer monitor.\" srcset=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AIS_datapipeline_V2.webp 1200w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AIS_datapipeline_V2-500x242.webp 500w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AIS_datapipeline_V2-768x371.webp 768w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/AIS_datapipeline_V2-50x24.webp 50w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Nuestro canal de datos AIS ingiere datos crudos, que incluyen mensajes de posici\u00f3n global y mensajes de identidad separados de los buques, y los procesa. Primero, los datos se limpian (se eliminan los errores y las imprecisiones) y luego se organizan y agregan en flujos para su uso en nuestro mapa y a trav\u00e9s de nuestras API. Copyright: \u00a9 2024 Global Fishing Watch<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe8b956 elementor-widget elementor-widget-text-editor\" data-id=\"fe8b956\" 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><span style=\"font-weight: 400;\">Nuestro equipo actualiza y revisada peri\u00f3dicamente el flujo de datos AIS de Global Fishing Watch. Sin embargo, para mejorar la precisi\u00f3n y la facilidad de uso, recientemente actualizamos el flujo de datos mediante cambios en la infraestructura t\u00e9cnica, la organizaci\u00f3n y los datos subyacentes. Esto marca la culminaci\u00f3n de nuestra primera revisi\u00f3n integral del flujo de datos: un proceso de dos a\u00f1os que incluy\u00f3 la mejora de elementos de procesamiento e implementaci\u00f3n de monitoreo y evaluaci\u00f3n de garant\u00eda de calidad en todo el flujo de datos.<\/span><\/p><p><span style=\"font-weight: 400;\">Estas mejoras incluyeron:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ada70dd elementor-widget-tablet__width-initial elementor-widget-mobile__width-inherit elementor-widget__width-initial elementor-position-left elementor-vertical-align-top elementor-invisible elementor-widget elementor-widget-image-box\" data-id=\"ada70dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"115\" height=\"116\" src=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_clock_cropped.webp\" class=\"elementor-animation-grow attachment-full size-full wp-image-55135\" alt=\"\" srcset=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_clock_cropped.webp 115w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_clock_cropped-50x50.webp 50w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_clock_cropped-45x45.webp 45w\" sizes=\"(max-width: 115px) 100vw, 115px\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Modificaci\u00f3n de nuestros m\u00e9todos de procesamiento y la arquitectura del canal para garantizar la estabilidad y flexibilidad futuras. Como resultado, somos mucho m\u00e1s r\u00e1pidos en la resoluci\u00f3n de errores o inconsistencias en el pipeline. Por ejemplo, antes se necesitaban casi dos meses para volver a ejecutar todo el pipeline; ahora se necesitan unos d\u00edas.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0af6cfc elementor-widget-tablet__width-initial elementor-widget-mobile__width-inherit elementor-widget__width-initial elementor-position-left elementor-vertical-align-top elementor-invisible elementor-widget elementor-widget-image-box\" data-id=\"0af6cfc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"131\" height=\"115\" src=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_map_cropped.webp\" class=\"elementor-animation-grow attachment-full size-full wp-image-55138\" alt=\"\" srcset=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_map_cropped.webp 131w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_map_cropped-50x44.webp 50w\" sizes=\"(max-width: 131px) 100vw, 131px\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Actualizaci\u00f3n de nuestras fuentes de l\u00edmites por primera vez. Hemos actualizado m\u00e1s de la mitad de nuestras etiquetas de fondeadero despu\u00e9s de una revisi\u00f3n interna y hemos conectado la informaci\u00f3n de l\u00edmites a nuestra informaci\u00f3n de posici\u00f3n AIS con una resoluci\u00f3n m\u00e1s fina para ser m\u00e1s precisos. Tambi\u00e9n actualizamos a la \u00faltima versi\u00f3n de los shapefiles para los l\u00edmites regionales, que ahora incluyen metadatos identificables para los l\u00edmites de las organizaciones regionales de ordenaci\u00f3n pesquera (OROP), las \u00e1reas marinas protegidas (AMP) y las zonas econ\u00f3micas exclusivas (ZEE).<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca9f9ea elementor-widget-tablet__width-initial elementor-widget-mobile__width-inherit elementor-widget__width-initial elementor-position-left elementor-vertical-align-top elementor-invisible elementor-widget elementor-widget-image-box\" data-id=\"ca9f9ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"128\" height=\"143\" src=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_clipboard_cropped.webp\" class=\"elementor-animation-grow attachment-full size-full wp-image-55141\" alt=\"\" srcset=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_clipboard_cropped.webp 128w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_clipboard_cropped-45x50.webp 45w\" sizes=\"(max-width: 128px) 100vw, 128px\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Estabilizaci\u00f3n de la denominaci\u00f3n, el linaje y la organizaci\u00f3n de nuestros conjuntos de datos para proporcionar m\u00e1s transparencia internamente y para los usuarios de nuestros conjuntos de datos.\n<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc874de elementor-widget-tablet__width-initial elementor-widget-mobile__width-inherit elementor-widget__width-initial elementor-position-left elementor-vertical-align-top elementor-invisible elementor-widget elementor-widget-image-box\" data-id=\"cc874de\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"101\" height=\"143\" src=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_vessel_cropped.webp\" class=\"elementor-animation-grow attachment-full size-full wp-image-55144\" alt=\"\" srcset=\"https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_vessel_cropped.webp 101w, https:\/\/globalfishingwatch.org\/wp-content\/uploads\/orange_icon_vessel_cropped-35x50.webp 35w\" sizes=\"(max-width: 101px) 100vw, 101px\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Identificaci\u00f3n y resoluci\u00f3n de un error imprevisto en nuestras clases de embarcaciones estimadas. Esto dio como resultado una clasificaci\u00f3n adicional de 263.627 buques, de los cuales clasificamos 29.619 como pesqueros.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ce23f7 elementor-widget elementor-widget-text-editor\" data-id=\"1ce23f7\" 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><span style=\"font-weight: 400;\">Los cambios en un pipeline pueden tener un <\/span><a href=\"https:\/\/globalfishingwatch.org\/es\/faqs\/nueva-version-de-nuestro-data-pipeline-ais-version-3\/\"><span style=\"font-weight: 400;\">impacto significativo<\/span><\/a><span style=\"font-weight: 400;\"> en los productos de datos que nuestros usuarios utilizan y aplican para resolver problemas del mundo real. Esto hace que sea esencial mantener y mejorar la salud de nuestros datos a trav\u00e9s de lanzamientos regulares de pipelines. Global Fishing Watch tambi\u00e9n se ha expandido significativamente desde una peque\u00f1a empresa emergente a una organizaci\u00f3n mucho m\u00e1s grande y, con este crecimiento, ahora tenemos la capacidad de desarrollar estructuras de gobernanza de datos m\u00e1s consistentes, mejorar la comunicaci\u00f3n de datos y brindar una garant\u00eda de calidad de datos continua y exhaustiva.<\/span><\/p><p><span style=\"font-weight: 400;\">Ahora tenemos la base para resolver r\u00e1pidamente cualquier error que pueda ocurrir a partir del procesamiento diario de un conjunto de datos en constante crecimiento y mejorar nuestros productos de datos. A partir de este lanzamiento, actualizaremos nuestras versiones de datos aproximadamente una vez al a\u00f1o. Tambi\u00e9n continuaremos mejorando nuestra comunicaci\u00f3n para aumentar la accesibilidad y la transparencia de nuestros datos para todos los usuarios, mientras nos esforzamos por garantizar siempre la calidad, la confiabilidad y las innovaciones de los datos.<\/span><\/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>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Pregunta al experto Hannah Linder Gerente senior, datos y an\u00e1lisis \u00bfC\u00f3mo los pipelines de datos alimentan el mapa de Global Fishing Watch y c\u00f3mo la \u00faltima versi\u00f3n ha estandarizado el proceso para futuras actualizaciones? Nuestro mapa se basa en datos satelitales que contienen informaci\u00f3n clave sobre la identidad y la posici\u00f3n de las embarcaciones. Un [&hellip;]<\/p>\n","protected":false},"author":63,"featured_media":55127,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"page_builder":"","footnotes":""},"categories":[1060],"tags":[651],"class_list":["post-55124","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pregunta-al-experto","tag-tecnologia"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - 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