{"id":163985,"date":"2022-03-09T09:50:05","date_gmt":"2022-03-09T08:50:05","guid":{"rendered":"https:\/\/datascientest.com\/?p=145037"},"modified":"2023-11-09T14:05:29","modified_gmt":"2023-11-09T14:05:29","slug":"creer-des-cartes-dynamiques-avec-umap","status":"publish","type":"post","link":"https:\/\/datascientest.com\/creer-des-cartes-dynamiques-avec-umap","title":{"rendered":"Cr\u00e9er des cartes dynamiques avec uMap"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"163985\" class=\"elementor elementor-163985\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-014cf32 e-flex e-con-boxed e-con\" data-id=\"014cf32\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb9be89 elementor-widget elementor-widget-heading\" data-id=\"cb9be89\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Le probl\u00e8me de l\u2019\u00e9dition de cartes de plus en plus dynamiques et intuitives est un enjeu majeur de la transformation num\u00e9rique du XXIe si\u00e8cle. Le logiciel d\u2019\u00e9dition et de partages uMap permet de satisfaire ce besoin en cr\u00e9ant une nouvelle mani\u00e8re de cr\u00e9er des cartes, plus dynamiques et \u00e0 l\u2019utilisation active par l\u2019utilisateur.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4cacbd e-flex e-con-boxed e-con\" data-id=\"a4cacbd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8184040 elementor-widget elementor-widget-text-editor\" data-id=\"8184040\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"color: #000000;\">L\u2019utilisation de la carte est la solution la plus adapt\u00e9e \u00e0 la navigation terrestre, elle a permis des si\u00e8cles durant de se situer dans des r\u00e9gions de plus en plus denses et complexes. Il est donc tout naturel qu\u2019avec <strong>la digitalisation<\/strong> et <strong>la num\u00e9risation des habitudes<\/strong>, <strong>la recherche de cartes num\u00e9riquement efficaces<\/strong> et de plus en plus dynamiques soit devenue un r\u00e9el enjeu du monde num\u00e9rique de demain.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4165881 e-flex e-con-boxed e-con\" data-id=\"4165881\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10f9869 elementor-widget elementor-widget-heading\" data-id=\"10f9869\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Qu\u2019est-ce que uMap ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0030d51 elementor-widget elementor-widget-text-editor\" data-id=\"0030d51\" data-element_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<p><b>uMap est un logiciel<\/b> <span style=\"font-weight: 400;\"><strong>libre d\u2019\u00e9dition et de partage qui permet de cr\u00e9er rapidement une carte interactive et personnalis\u00e9e<\/strong>, de mani\u00e8re \u00e0 pouvoir l\u2019int\u00e9grer par exemple sur un site internet.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Le logiciel peut nous donner des cartes du style de <\/span><a href=\"http:\/\/umap.openstreetmap.fr\/fr\/map\/luoghi-turistici-e-personaggi-a-bologna_30043#14\/44.4948\/11.3536\">cette carte<\/a><span style=\"font-weight: 400;\"> pr\u00e9sentant le tourisme \u00e0 Bologne ou \u00e0 <\/span><a href=\"http:\/\/umap.openstreetmap.fr\/en\/map\/desyracuse-syria-civil-war-21-april-2015_37133#7\/34.339\/40.551\">celle-ci<\/a> <span style=\"font-weight: 400;\">donnant des informations sur la guerre civile en Syrie. <\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3c142a elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"f3c142a\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/KYkd9ZC6UNI&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14d8f7a elementor-widget elementor-widget-text-editor\" data-id=\"14d8f7a\" data-element_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<p><span style=\"font-weight: 400;\">Ce service peut s\u2019installer en local, mais il s\u2019utilise dans la majorit\u00e9 du temps de mani\u00e8re d\u00e9centralis\u00e9e, l\u2019utilisation pouvant se faire sur serveurs distants gr\u00e2ce \u00e0 des sites comme Framasoft ou <\/span><b>OpenStreetMap France<\/b><span style=\"font-weight: 400;\">. C\u2019est d\u2019ailleurs \u00e0 partir des services de ce dernier que le logiciel se base, les donn\u00e9es constituant les <\/span><b>fonds de carte <\/b><span style=\"font-weight: 400;\">\u00e9tant issues de ce projet cartographique collaboratif mondial.<\/span><\/p><p><span style=\"font-weight: 400;\">Les cartes cr\u00e9\u00e9es gr\u00e2ce \u00e0 uMap sont constitu\u00e9es de plusieurs couches de calques que l\u2019on peut afficher \u00e0 sa guise, ainsi que de marqueurs plac\u00e9s sur le fond de carte choisi affichable avec des options d\u2019interface particuli\u00e8res.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4b4515c e-flex e-con-boxed e-con\" data-id=\"4b4515c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9291087 elementor-widget elementor-widget-heading\" data-id=\"9291087\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Comment utiliser uMap ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c0b26e elementor-widget elementor-widget-text-editor\" data-id=\"7c0b26e\" data-element_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<p><span style=\"font-weight: 400;\">Nous allons ensemble apprendre \u00e0 \u00e9diter notre premi\u00e8re carte sur l\u2019instance du logiciel fournie en ligne par <strong>openstreetmap<\/strong>. Il faut tout d\u2019abord se connecter sur <\/span><a href=\"http:\/\/umap.openstreetmap.fr\/fr\/\">http:\/\/umap.openstreetmap.fr\/fr\/<\/a><span style=\"font-weight: 400;\">, se cr\u00e9er un compte pour pouvoir retrouver ses diff\u00e9rentes cartes puis se connecter au mode \u00e9dition en cliquant sur \u201cCr\u00e9er une carte\u201d. Nous pouvons \u00e0 partir de l\u00e0 nommer notre carte, choisir notre fond et ajouter nos premiers marqueurs, lignes et \u00e9tiquettes, dont nous pourrons personnaliser la forme et la m\u00e9thode d\u2019affichage. Il est \u00e9galement faisable de cr\u00e9er des infobulles de texte comportant des images, vid\u00e9os ou des liens.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Les cartes cr\u00e9\u00e9es sur <strong>uMap<\/strong> tiennent \u00e9galement leur dynamisme de l\u2019utilisation de calques sur lesquels l\u2019utilisateur peut agir de mani\u00e8re diff\u00e9rentielle. Il suffit de cr\u00e9er les diff\u00e9rents <strong>calques<\/strong>, organiser leur contenu en choisissant les donn\u00e9es pertinentes \u00e0 rassembler, et g\u00e9rer leur ordre d\u2019affichage ou leur \u00e9dition par le panneau de gestion des calques.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Une fois notre <strong>carte \u00e9dit\u00e9e et finalis\u00e9e<\/strong>, il est temps de la publier et d\u2019en contr\u00f4ler l\u2019acc\u00e8s. En ouvrant le panneau <strong>Exporter et partager la carte<\/strong>, le logiciel va nous fournir une partie de code en html, utilisant la balise<strong> iframe<\/strong> (permettant d\u2019int\u00e9grer le contenu d\u2019une page web dans une autre).<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e47afe elementor-widget elementor-widget-image\" data-id=\"3e47afe\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/02\/unnamed-1.png\" title=\"\" alt=\"iframe\" loading=\"lazy\" \/>\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<div class=\"elementor-element elementor-element-84d59cb elementor-widget elementor-widget-text-editor\" data-id=\"84d59cb\" data-element_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<p><span style=\"font-weight: 400;\">Il suffira alors de de copier ce texte et de l\u2019int\u00e9grer au<strong> code source html<\/strong>, nous donnant un script final ressemblant au suivant :<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96d311f elementor-widget elementor-widget-shortcode\" data-id=\"96d311f\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/zaxaheb-dst\/4ed50e50e347e4d9a8808b35d0bad5f3.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a6b506 elementor-widget elementor-widget-text-editor\" data-id=\"9a6b506\" data-element_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<p><span style=\"font-weight: 400;\"><span style=\"color: #000000;\">Notre carte est termin\u00e9e et int\u00e9gr\u00e9e au site ! Vous savez maintenant comment cr\u00e9er une carte dynamique interactive gr\u00e2ce \u00e0 un logiciel intuitif et gratuit. Il peut exister de nombreuses applications possibles li\u00e9es, par exemple une interface permettant de lire les donn\u00e9es et pr\u00e9dictions calcul\u00e9es par Descartes Underwriting,<\/span> <\/span><span style=\"color: #5e36f3;\"><a style=\"color: #5e36f3;\" href=\"https:\/\/datascientest.com\/descartes-underwriting-la-startup-qui-predit-les-catastrophes-naturelles-grace-a-la-data\">la startup qui pr\u00e9dit les catastrophes naturelles gr\u00e2ce \u00e0 la data<\/a><\/span><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"color: #000000;\">La pr\u00e9diction de donn\u00e9es vous int\u00e9resse ? <strong>Nos formations en Data Science devraient vous plaire<\/strong>.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9d03be elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"c9d03be\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir les formations<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Le probl\u00e8me de l\u2019\u00e9dition de cartes de plus en plus dynamiques et intuitives est un enjeu majeur de la transformation num\u00e9rique du XXIe si\u00e8cle. Le logiciel d\u2019\u00e9dition et de partages uMap permet de satisfaire ce besoin en cr\u00e9ant une nouvelle mani\u00e8re de cr\u00e9er des cartes, plus dynamiques et \u00e0 l\u2019utilisation active par l\u2019utilisateur. L\u2019utilisation de [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":148484,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2497],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Cr\u00e9er des cartes dynamiques avec uMap<\/title>\n<meta name=\"description\" content=\"Le logiciel d\u2019\u00e9dition et de partages uMap permet de satisfaire ce besoin en cr\u00e9ant une nouvelle mani\u00e8re de cr\u00e9er des cartes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/creer-des-cartes-dynamiques-avec-umap\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cr\u00e9er des cartes dynamiques avec uMap\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/creer-des-cartes-dynamiques-avec-umap\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2022-03-09T08:50:05+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-09T14:05:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/03\/illu_uMap_blog_4-99.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1405\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"J\u00e9r\u00e9my Robert\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"J\u00e9r\u00e9my Robert\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/creer-des-cartes-dynamiques-avec-umap\",\"url\":\"https:\/\/datascientest.com\/creer-des-cartes-dynamiques-avec-umap\",\"name\":\"Cr\u00e9er des cartes dynamiques avec uMap\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2022-03-09T08:50:05+00:00\",\"dateModified\":\"2023-11-09T14:05:29+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\"},\"description\":\"Le logiciel d\u2019\u00e9dition et de partages uMap permet de satisfaire ce besoin en cr\u00e9ant une nouvelle mani\u00e8re de cr\u00e9er des cartes.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/creer-des-cartes-dynamiques-avec-umap\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/#website\",\"url\":\"https:\/\/datascientest.com\/\",\"name\":\"Formation Data Science | DataScientest.com\",\"description\":\"Leader de la formation en Data Science\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\",\"name\":\"J\u00e9r\u00e9my Robert\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"contentUrl\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"caption\":\"J\u00e9r\u00e9my Robert\"},\"description\":\"J\u00e9r\u00e9my Robert est actuellement Directeur p\u00e9dagogique B2B chez DataScientest.com. 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