{"id":2725,"date":"2025-12-08T17:57:44","date_gmt":"2025-12-08T16:57:44","guid":{"rendered":"https:\/\/valo.troispetitspoints.org\/?p=2725"},"modified":"2026-08-26T07:45:26","modified_gmt":"2026-08-26T06:45:26","slug":"quand-les-datas-parlent","status":"publish","type":"post","link":"https:\/\/valo.troispetitspoints.org\/en\/quand-les-datas-parlent\/","title":{"rendered":"When the data speaks"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\ud835\udc03\ud835\udc1a\ud835\udc27\ud835\udc2c \ud835\udc2e\ud835\udc27 \ud835\udc26\ud835\udc28\ud835\udc27\ud835\udc1d\ud835\udc1e \ud835\udc2c\ud835\udc1a\ud835\udc2d\ud835\udc2e\ud835\udc2b\ud835\udc1e\u0301 \ud835\udc1d\u2019\ud835\udc22\ud835\udc27\ud835\udc1f\ud835\udc28\ud835\udc2b\ud835\udc26\ud835\udc1a\ud835\udc2d\ud835\udc22\ud835\udc28\ud835\udc27\ud835\udc2c, \ud835\udc25\ud835\udc1e \ud835\udc2f\ud835\udc2b\ud835\udc1a\ud835\udc22 \ud835\udc1d\ud835\udc1e\u0301\ud835\udc1f\ud835\udc22 \ud835\udc27\u2019\ud835\udc1e\ud835\udc2c\ud835\udc2d \ud835\udc29\ud835\udc25\ud835\udc2e\ud835\udc2c \ud835\udc1d\u2019\ud835\udc1a\ud835\udc2f\ud835\udc28\ud835\udc22\ud835\udc2b \ud835\udc1d\ud835\udc1e\ud835\udc2c \ud835\udc1d\ud835\udc28\ud835\udc27\ud835\udc27\ud835\udc1e\u0301\ud835\udc1e\ud835\udc2c\u2026 \ud835\udc26\ud835\udc1a\ud835\udc22\ud835\udc2c \ud835\udc2a\ud835\udc2e\u2019\ud835\udc1e\ud835\udc25\ud835\udc25\ud835\udc1e\ud835\udc2c \ud835\udc2c\ud835\udc1e \ud835\udc1c\ud835\udc28\ud835\udc26\ud835\udc29\ud835\udc2b\ud835\udc1e\ud835\udc27\ud835\udc27\ud835\udc1e\ud835\udc27\ud835\udc2d \ud835\udc1e\ud835\udc27\ud835\udc2d\ud835\udc2b\ud835\udc1e \ud835\udc1e\ud835\udc25\ud835\udc25\ud835\udc1e\ud835\udc2c.<br><br>Croquons le Num\u00e9rique est une s\u00e9rie de vid\u00e9os dessin\u00e9es produites par <a href=\"https:\/\/www.linkedin.com\/company\/inria\/\">Inria<\/a> and <a href=\"https:\/\/www.linkedin.com\/company\/trois-petits-points-valorisation-de-la-recherche\/\">Trois Petits Points &#8211; valorisation de la recherche<\/a> pour expliquer simplement des projets qui font avancer la recherche en sciences du num\u00e9rique. Un projet rendu possible gr\u00e2ce \u00e0 l <a href=\"https:\/\/www.linkedin.com\/company\/anr\/\">ANR (Agence nationale de la recherche)<\/a>.<br><br>\u25b6\ufe0fVid\u00e9o \u00e0 d\u00e9couvrir ici : <\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"\u00c9pisode 2 : Relier les donn\u00e9es dispers\u00e9es\" width=\"790\" height=\"444\" src=\"https:\/\/www.youtube.com\/embed\/82Vz89imL9g?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/www.youtube.com\/watch?v=82Vz89imL9g\">https:\/\/www.youtube.com\/watch?v=82Vz89imL9g<\/a><br><br><br>\ud835\udc04\ud835\udc29\ud835\udc22\ud835\udc2c\ud835\udc28\ud835\udc1d\ud835\udc1e \ud835\udfd0 : \ud835\udc11\ud835\udc1e\ud835\udc25\ud835\udc22\ud835\udc1e\ud835\udc2b \ud835\udc25\ud835\udc1e\ud835\udc2c\u00a0\ud835\udc1d\ud835\udc28\ud835\udc27\ud835\udc27\ud835\udc1e\u0301\ud835\udc1e\ud835\udc2c \ud835\udc1d\ud835\udc22\ud835\udc2c\ud835\udc29\ud835\udc1e\ud835\udc2b\ud835\udc2c\ud835\udc1e\u0301\ud835\udc1e\ud835\udc2c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><br><br>\u263aPrendre une d\u00e9cision publique, organiser un h\u00f4pital ou g\u00e9rer une exploitation agricole repose sur des donn\u00e9es issues de sources, formats et contextes totalement diff\u00e9rents.<br>Et le r\u00e9sultat est qu&rsquo;elles ne dialoguent pas\ud83e\udd10, donc il est difficile de les exploiter correctement.<br><br>Le projet <a href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23cqfd&amp;origin=HASH_TAG_FROM_FEED\">hashtag#CQFD<\/a>, men\u00e9 par <a href=\"https:\/\/www.linkedin.com\/in\/federico-ulliana-287a187\/\">Federico Ulliana<\/a> \u00e0 Montpellier au <a href=\"https:\/\/www.linkedin.com\/company\/inria-universite-cote-azur\/\">Centre Inria d&rsquo;Universit\u00e9 C\u00f4te d&rsquo;Azur<\/a> s\u2019attaque \u00e0 ce probl\u00e8me fondamental.<br><br>Imaginez plusieurs \u00eeles \ud83c\udfdd\ufe0f o\u00f9 chacune poss\u00e8de sa propre langue.<br>Pour qu\u2019elles puissent enfin communiquer, CQFD construit une grammaire commune.<br>Il faudra d\u00e9finir un <a href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23vocabulaire&amp;origin=HASH_TAG_FROM_FEED\">hashtag#vocabulaire<\/a> partag\u00e9 pour nommer clairement les choses, unifier des donn\u00e9es dispers\u00e9es,<br>puis les croiser afin d&rsquo;obtenir des informations utiles<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"495\" src=\"https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image2-1024x495.jpg\" alt=\"data compr\u00e9hension\" class=\"wp-image-2727\" srcset=\"https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image2-1024x495.jpg 1024w, https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image2-300x145.jpg 300w, https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image2-768x371.jpg 768w, https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image2.jpg 1312w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><br><br>Par exemple, en <a href=\"https:\/\/www.linkedin.com\/search\/results\/all\/?keywords=%23agriculture&amp;origin=HASH_TAG_FROM_FEED\">hashtag#agriculture<\/a>, un viticulteur peut chercher quelles plantes associer \u00e0 sa vigne \ud83c\udf47 pour enrichir le sol en azote.<br>En croisant des donn\u00e9es sur les sols, le climat, les esp\u00e8ces v\u00e9g\u00e9tales et la botanique locale, il d\u00e9duit des r\u00e9ponses fiables.<br><br>Cette approche ouvre la voie \u00e0 des usages vari\u00e9s : anticiper des inondations, comprendre l\u2019impact des polluants \ud83e\uddea, optimiser la conservation des aliments\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Et m\u00eame en viticulture !<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"634\" src=\"https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image3-1024x634.jpg\" alt=\"data compr\u00e9hension\" class=\"wp-image-2726\" srcset=\"https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image3-1024x634.jpg 1024w, https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image3-300x186.jpg 300w, https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image3-768x475.jpg 768w, https:\/\/valo.troispetitspoints.org\/wp-content\/uploads\/2025\/12\/image3.jpg 1212w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><br>Bref, transformer un puzzle de donn\u00e9es en une connaissance claire et exploitable.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>\ud835\udc03\ud835\udc1a\ud835\udc27\ud835\udc2c \ud835\udc2e\ud835\udc27 \ud835\udc26\ud835\udc28\ud835\udc27\ud835\udc1d\ud835\udc1e \ud835\udc2c\ud835\udc1a\ud835\udc2d\ud835\udc2e\ud835\udc2b\ud835\udc1e\u0301 \ud835\udc1d\u2019\ud835\udc22\ud835\udc27\ud835\udc1f\ud835\udc28\ud835\udc2b\ud835\udc26\ud835\udc1a\ud835\udc2d\ud835\udc22\ud835\udc28\ud835\udc27\ud835\udc2c, \ud835\udc25\ud835\udc1e \ud835\udc2f\ud835\udc2b\ud835\udc1a\ud835\udc22 \ud835\udc1d\ud835\udc1e\u0301\ud835\udc1f\ud835\udc22 \ud835\udc27\u2019\ud835\udc1e\ud835\udc2c\ud835\udc2d \ud835\udc29\ud835\udc25\ud835\udc2e\ud835\udc2c \ud835\udc1d\u2019\ud835\udc1a\ud835\udc2f\ud835\udc28\ud835\udc22\ud835\udc2b \ud835\udc1d\ud835\udc1e\ud835\udc2c \ud835\udc1d\ud835\udc28\ud835\udc27\ud835\udc27\ud835\udc1e\u0301\ud835\udc1e\ud835\udc2c\u2026 \ud835\udc26\ud835\udc1a\ud835\udc22\ud835\udc2c \ud835\udc2a\ud835\udc2e\u2019\ud835\udc1e\ud835\udc25\ud835\udc25\ud835\udc1e\ud835\udc2c \ud835\udc2c\ud835\udc1e \ud835\udc1c\ud835\udc28\ud835\udc26\ud835\udc29\ud835\udc2b\ud835\udc1e\ud835\udc27\ud835\udc27\ud835\udc1e\ud835\udc27\ud835\udc2d \ud835\udc1e\ud835\udc27\ud835\udc2d\ud835\udc2b\ud835\udc1e \ud835\udc1e\ud835\udc25\ud835\udc25\ud835\udc1e\ud835\udc2c. Croquons le Num\u00e9rique est une s\u00e9rie de vid\u00e9os dessin\u00e9es produites par&hellip; <\/p>","protected":false},"author":1,"featured_media":2728,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2,606,285,283,378,303,605],"tags":[676,152,675],"class_list":["post-2725","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-animation-scientifique","category-communication-scientifique","category-datavizualisation","category-motion-design-scientifique","category-science-et-art","category-sciences-trois-petits-points","category-valorisation-de-la-recherche","tag-data","tag-informatique","tag-inria"],"_links":{"self":[{"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/posts\/2725","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/comments?post=2725"}],"version-history":[{"count":1,"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/posts\/2725\/revisions"}],"predecessor-version":[{"id":2729,"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/posts\/2725\/revisions\/2729"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/media\/2728"}],"wp:attachment":[{"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/media?parent=2725"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/categories?post=2725"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/valo.troispetitspoints.org\/en\/wp-json\/wp\/v2\/tags?post=2725"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}