{"id":618,"date":"2019-05-22T10:35:10","date_gmt":"2019-05-22T10:35:10","guid":{"rendered":"http:\/\/iscpif.fr\/gargantext\/?p=618"},"modified":"2019-05-22T13:51:42","modified_gmt":"2019-05-22T13:51:42","slug":"importer-des-donnees-csv-dans-gargantext","status":"publish","type":"post","link":"https:\/\/iscpif.fr\/gargantext\/importer-des-donnees-csv-dans-gargantext\/","title":{"rendered":"Importer des donn\u00e9es CSV dans Gargantext"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-av_heading-9bb3b3ba31bd42d6a90cf40792c7d87e\">\n#top .av-special-heading.av-av_heading-9bb3b3ba31bd42d6a90cf40792c7d87e{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-av_heading-9bb3b3ba31bd42d6a90cf40792c7d87e .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-av_heading-9bb3b3ba31bd42d6a90cf40792c7d87e .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-av_heading-9bb3b3ba31bd42d6a90cf40792c7d87e av-special-heading-h3  avia-builder-el-0  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Importer des donn\u00e9es CSV dans Gargantext<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<section  class='av_textblock_section av-jvxz611h-49ff5534601077057f73a9bccb1cb6a8 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p>Il est possible d\u2019utiliser la puissance de calcul et de traitement de Gargantext pour analyser un corpus autre que ceux propos\u00e9s dans la liste des bases de donn\u00e9es interrogeables.<\/p>\n<p>Il suffit de convertir la feuille de calcul sous le mod\u00e8le d\u2019un export de corpus Gargantext qui se pr\u00e9sente en 7 colonnes principales (peu importe l\u2019ordre) :<\/p>\n<ul>\n<li>la colonne pour le titre du document : elle doit avoir <strong><em>title<\/em><\/strong> pour intitul\u00e9,<\/li>\n<li>la colonne d\u00e9di\u00e9e au contenu textuel \u00e0 traiter (par exemple pour le champ r\u00e9sum\u00e9 d\u2019un article scientifique) : elle doit avoir <em><strong>abstract<\/strong><\/em> pour intitul\u00e9,<\/li>\n<li>la colonne pour l\u2019ann\u00e9e du document (mettre l\u2019ann\u00e9e en cours si pas d\u2019infos) : elle doit avoir <em><strong>publication_year<\/strong><\/em> pour intitul\u00e9,<\/li>\n<li>la colonne pour d\u00e9crire les auteurs : elle doit avoir <em><strong>authors<\/strong><\/em> pour intitul\u00e9,<\/li>\n<li>la colonne pour d\u00e9finir la source (pour d\u2019o\u00f9 vient l\u2019information) : elle doit avoir <em><strong>source<\/strong><\/em> pour intitul\u00e9,<\/li>\n<li>la colonne pour d\u00e9crire le mois de la publication (si pas indiqu\u00e9, mettre le chiffre \u20181\u2019) : elle doit avoir <em><strong>publication_month<\/strong><\/em> pour intitul\u00e9,<\/li>\n<li>la colonne pour d\u00e9crire le jour de la publication (si pas indiqu\u00e9, mettre le chiffre \u20181\u2019) : elle doit avoir <em><strong>publication_day<\/strong><\/em> pour intitul\u00e9.<\/li>\n<\/ul>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-jvzaa5ay-8107e229334b5ec4db6be0aaace868ad\">\n#top .av-special-heading.av-jvzaa5ay-8107e229334b5ec4db6be0aaace868ad{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-jvzaa5ay-8107e229334b5ec4db6be0aaace868ad .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-jvzaa5ay-8107e229334b5ec4db6be0aaace868ad .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-jvzaa5ay-8107e229334b5ec4db6be0aaace868ad av-special-heading-h4  avia-builder-el-2  el_after_av_textblock  el_before_av_textblock '><h4 class='av-special-heading-tag '  itemprop=\"headline\"  >Formatage du fichier<\/h4><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<section  class='av_textblock_section av-jvxz611h-49ff5534601077057f73a9bccb1cb6a8 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p><span style=\"font-weight: 400\">Evidemment, l\u2019objectif est de s\u2019adapter \u00e0 ce formalisme pour analyser au mieux les donn\u00e9es dans Gargantext.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Nous avons dans l\u2019exemple suivant la <\/span><a href=\"http:\/\/www.thesenet.ademe.fr\/download.php?ChaN=files-file_nom&amp;idfiles=3434\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">liste des th\u00e8ses<\/span><\/a><span style=\"font-weight: 400\"> financ\u00e9es par l\u2019Ademe depuis 2005, ouvertement accessible sur le site <\/span><a href=\"http:\/\/www.thesenet.ademe.fr\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">thesenet.ademe.fr<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Le fichier se pr\u00e9sente sous la forme suivante, qui ne ressemble pas forc\u00e9ment \u00e0 une publication scientifique :<\/span><\/p>\n<p><a href=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img27.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-620\" src=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img27.jpg\" alt=\"\" width=\"855\" height=\"520\" srcset=\"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img27.jpg 855w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img27-300x182.jpg 300w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img27-768x467.jpg 768w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img27-705x429.jpg 705w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img27-450x274.jpg 450w\" sizes=\"auto, (max-width: 855px) 100vw, 855px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">Ce qui nous int\u00e9resse, c\u2019est d\u2019analyser les champs, o\u00f9 se trouve le plus de texte, afin de cr\u00e9er les cartographies th\u00e9matiques des centres d&rsquo;int\u00e9r\u00eats scientifiques de l\u2019Ademe sur la p\u00e9riode 2005 \u00e0 2017.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Nous avons cherch\u00e9 les correspondances pour faire aligner le tableau d\u2019origine vers le formalisme CSV de Gargantext, voici ce que nous avons retenu : <\/span><\/p>\n<ol>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">la colonne \u201cTitre de la th\u00e8se\u201d =&gt; colonne <\/span><b>title<\/b><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">la colonne \u201cMot cl\u00e9s\u201d =&gt; colonne <\/span><b>abstract<\/b><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">la colonne \u201cPromo\u201d =&gt; colonne <\/span><b>publication_year<\/b><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">la colonne \u201cLaboratoire d\u2019accueil\u201d =&gt; colonne authors<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">la colonne \u201cEtablissement cofinanceur\u201d =&gt; colonne source<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">pour les deux derni\u00e8res <\/span><b>publication_month<\/b><span style=\"font-weight: 400\"> et <\/span><b>publication_day<\/b><span style=\"font-weight: 400\"> puisqu\u2019il n\u2019y a pas d\u2019information \u00e0 ce sujet, mettre <strong>1<\/strong><\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400\">Cela donne un tableau sans fioriture sous ce formalisme :<\/span><\/p>\n<p><a href=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-623 size-full\" src=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2.jpg\" alt=\"\" width=\"846\" height=\"224\" srcset=\"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2.jpg 846w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2-300x79.jpg 300w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2-768x203.jpg 768w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2-845x224.jpg 845w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2-705x187.jpg 705w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2-450x119.jpg 450w\" sizes=\"auto, (max-width: 846px) 100vw, 846px\" \/><\/a><\/p>\n<\/div><\/section>\n<div id='avia-messagebox-' class='avia_message_box av_notification av-jvxzedx5-c02334afb241fa00697e5360083ec36f avia-color-blue avia-size-large avia-icon_select-yes avia-border-  avia-builder-el-4  el_after_av_textblock  el_before_av_textblock ' ><span class='avia_message_box_title' >Note<\/span><div class=\"avia_message_box_content\"><span class='avia_message_box_icon avia-iconfont avia-font-entypo-fontello' data-av_icon='\ue81f' data-av_iconfont='entypo-fontello' ><\/span><p>Il faut penser \u00e0 nettoyer les textes pour enlever les sauts de ligne, en utilisant Rechercher\/Remplacer avec l\u2019expression r\u00e9guli\u00e8re \\n \u00e0 remplacer par un espace.<\/p>\n<\/div><\/div>\n<section  class='av_textblock_section av-jvxz611h-49ff5534601077057f73a9bccb1cb6a8 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p><span style=\"font-weight: 400\">Il faut ensuite exporter le fichier avec un jeu de caract\u00e8re UTF8 avec la tabulation (ou la virgule) comme s\u00e9parateur de champ (\u201cdelimited\u201d sous Excel).<\/span><\/p>\n<p><span style=\"font-weight: 400\">Dans GoogleSheet, il suffit de t\u00e9l\u00e9charger le fichier sous le format csv avec la virgule comme s\u00e9parateur, le jeu de caract\u00e8re UTF8 est utilis\u00e9 par d\u00e9faut dans GoogleSheet.<\/span><\/p>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-jvzaa5ay-7c99911e02d01d0079cc2a278d80ae9b\">\n#top .av-special-heading.av-jvzaa5ay-7c99911e02d01d0079cc2a278d80ae9b{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-jvzaa5ay-7c99911e02d01d0079cc2a278d80ae9b .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-jvzaa5ay-7c99911e02d01d0079cc2a278d80ae9b .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-jvzaa5ay-7c99911e02d01d0079cc2a278d80ae9b av-special-heading-h4  avia-builder-el-6  el_after_av_textblock  el_before_av_textblock '><h4 class='av-special-heading-tag '  itemprop=\"headline\"  >Import dans Gargantext<\/h4><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<section  class='av_textblock_section av-jvxz611h-49ff5534601077057f73a9bccb1cb6a8 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p><span style=\"font-weight: 400\">Dans Gargantext, lors de l\u2019ajout d\u2019un corpus, il faut :<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">s\u00e9lectionner le type CSV dans la liste des types de corpus, <\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">chercher l\u2019archive .zip \u00e0 analyser<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">donner un nom \u00e0 la recherche<\/span><\/li>\n<\/ul>\n<p><a href=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img9.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-627 size-medium\" src=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img9-300x145.jpg\" alt=\"\" width=\"300\" height=\"145\" srcset=\"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img9-300x145.jpg 300w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img9-450x218.jpg 450w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img9.jpg 605w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">Si les champs texte du tableau ont bien \u00e9t\u00e9 \u00e9pur\u00e9s (caract\u00e8res bizarres, saut de ligne, d\u00e9limiteur de textes, etc\u2026), normalement, l\u2019import se fait correctement.<\/span><\/p>\n<\/div><\/section>\n<div id='avia-messagebox-' class='avia_message_box av_notification av-jvxzedx5-b850ffbfa4e2417b395b0891c0dde8db avia-color-red avia-size-large avia-icon_select-yes avia-border-  avia-builder-el-8  el_after_av_textblock  el_before_av_heading ' ><span class='avia_message_box_title' >Note<\/span><div class=\"avia_message_box_content\"><span class='avia_message_box_icon avia-iconfont avia-font-entypo-fontello' data-av_icon='\ue81f' data-av_iconfont='entypo-fontello' ><\/span><p>Il est pr\u00e9conis\u00e9 pour tout import de fichier dans Gargantext, de compresser le ou les fichiers (si il y a plusieurs tableaux \u00e0 analyser) dans une archive, afin d\u2019\u00e9conomiser la bande passante de l\u2019ISCPIF.<\/p>\n<\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-jvzaa5ay-be52507a1b47456eaa24daffd94ff0f6\">\n#top .av-special-heading.av-jvzaa5ay-be52507a1b47456eaa24daffd94ff0f6{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-jvzaa5ay-be52507a1b47456eaa24daffd94ff0f6 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-jvzaa5ay-be52507a1b47456eaa24daffd94ff0f6 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-jvzaa5ay-be52507a1b47456eaa24daffd94ff0f6 av-special-heading-h4  avia-builder-el-9  el_after_av_notification  el_before_av_textblock '><h4 class='av-special-heading-tag '  itemprop=\"headline\"  >Analyse dans Gargantext<\/h4><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<section  class='av_textblock_section av-jvxz611h-49ff5534601077057f73a9bccb1cb6a8 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p><span style=\"font-weight: 400\">Dans notre cas d\u2019\u00e9tude sur les th\u00e8ses Ademe, dans la mesure o\u00f9 certains crit\u00e8res d\u2019analyse de Gargantext ont \u00e9t\u00e9 \u201cd\u00e9tourn\u00e9s\u201d, par rapport \u00e0 l\u2019alignement effectu\u00e9 entre le tableau d\u2019origine et le tableau CSV cible, les interpr\u00e9tations des onglets et des histogrammes qui en r\u00e9sultent seront \u00e0 adapter. <\/span><\/p>\n<p><span style=\"font-weight: 400\">Ainsi dans la mesure o\u00f9 il manquait des informations sur les dates pr\u00e9cises des th\u00e8se, \u00e0 part l\u2019ann\u00e9e, les histogrammes de l\u2019onglet [Documents] ne sont pas pertinents. Par contre, nous avons dans le tableau la liste des th\u00e8ses pr\u00e9sent\u00e9s par leur ann\u00e9e d\u2019obtention, le titre de la th\u00e8se et dans le champ source, l\u2019organisme co-financeur :<\/span><\/p>\n<p><a href=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img10.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-628 size-full\" src=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img10.jpg\" alt=\"\" width=\"993\" height=\"385\" srcset=\"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img10.jpg 993w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img10-300x116.jpg 300w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img10-768x298.jpg 768w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img10-705x273.jpg 705w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img10-450x174.jpg 450w\" sizes=\"auto, (max-width: 993px) 100vw, 993px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">On peut ainsi voir dans l\u2019onglet [Source], quels sont les entreprises et organismes co-financeurs qui sont les plus r\u00e9currents dans l\u2019obtention des bourses Ademe : <\/span><\/p>\n<p><a href=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img11.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-629 size-medium\" src=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img11-300x225.jpg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img11-300x225.jpg 300w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img11-768x576.jpg 768w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img11-1030x773.jpg 1030w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img11-705x529.jpg 705w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img11-450x338.jpg 450w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img11.jpg 1041w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">M\u00eame si le champ n\u2019est pas rempli pour 85 th\u00e8ses, on peut voir que le CEA travaille beaucoup avec l\u2019Ademe dans plusieurs domaines scientifiques (50 th\u00e8ses co-financ\u00e9es).<\/span><\/p>\n<p><b>Nous avons donc utilis\u00e9 la fonction d\u2019analyse des sources de Gargantext \u00e0 des fins d\u00e9tourn\u00e9es, mais dont la logique s\u2019applique finalement pour donner des informations int\u00e9ressantes et exploitables.<\/b><\/p>\n<p><span style=\"font-weight: 400\">L\u2019onglet [Analytics] donne des informations pertinentes sur le champ Year seulement, puisque nous avions les bonnes indications sur l\u2019ann\u00e9e de la th\u00e8se. On peut voir dans l\u2019histogramme ci-apr\u00e8s le nombre de th\u00e8ses par ann\u00e9e, avec un financement en d\u00e9clin.<\/span><\/p>\n<p><a href=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img14.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-631 size-medium\" src=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img14-300x184.jpg\" alt=\"\" width=\"300\" height=\"184\" srcset=\"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img14-300x184.jpg 300w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img14-768x471.jpg 768w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img14-1030x631.jpg 1030w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img14.jpg 1033w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img14-705x432.jpg 705w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img14-450x276.jpg 450w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">Enfin les deux derniers onglets [Graphs] et [Terms] sont tous deux pertinents, car bien que n\u2019ayant pas eu le champ \u201cr\u00e9sum\u00e9\u201d des th\u00e8ses \u00e0 analyser, nous avons pu utiliser les champs \u201cmots-cl\u00e9s\u201d et titre\u201d qui nous permettent d\u2019effectuer des analyses pertinentes.<\/span><\/p>\n<p><a href=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img15.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-633\" src=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img15.jpg\" alt=\"\" width=\"788\" height=\"535\" srcset=\"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img15.jpg 788w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img15-300x204.jpg 300w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img15-768x521.jpg 768w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img15-705x479.jpg 705w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img15-450x306.jpg 450w\" sizes=\"auto, (max-width: 788px) 100vw, 788px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">Les th\u00e9matiques principales des sujets de th\u00e8ses co-financ\u00e9es par l\u2019Ademe sur plus de 10 ans, apparaissent clairement (169 termes extraits), ainsi que les domaines d\u2019expertises scientifiques : <\/span><\/p>\n<p><a href=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img16.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-634\" src=\"http:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img16.jpg\" alt=\"\" width=\"569\" height=\"587\" srcset=\"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img16.jpg 569w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img16-291x300.jpg 291w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img16-36x36.jpg 36w, https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img16-450x464.jpg 450w\" sizes=\"auto, (max-width: 569px) 100vw, 569px\" \/><\/a><\/p>\n<\/div><\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":101,"featured_media":623,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[35,32],"tags":[12,40,9],"class_list":["post-618","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-confirmes","category-fr","tag-csv","tag-exemple","tag-import"],"jetpack_featured_media_url":"https:\/\/iscpif.fr\/gargantext\/wp-content\/uploads\/sites\/6\/2019\/05\/img2.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/posts\/618","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/users\/101"}],"replies":[{"embeddable":true,"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/comments?post=618"}],"version-history":[{"count":13,"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/posts\/618\/revisions"}],"predecessor-version":[{"id":651,"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/posts\/618\/revisions\/651"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/media\/623"}],"wp:attachment":[{"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/media?parent=618"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/categories?post=618"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/iscpif.fr\/gargantext\/wp-json\/wp\/v2\/tags?post=618"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}