{"id":1261,"date":"2020-10-20T09:10:06","date_gmt":"2020-10-20T09:10:06","guid":{"rendered":"https:\/\/www.data-ia.fr\/?p=1261"},"modified":"2020-10-20T09:54:24","modified_gmt":"2020-10-20T09:54:24","slug":"connaissance-client-augmentee","status":"publish","type":"post","link":"https:\/\/www.data-ia.fr\/index.php\/2020\/10\/20\/connaissance-client-augmentee\/","title":{"rendered":"Connaissance client \u00ab augment\u00e9e \u00bb"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:800px) {.fusion-title.fusion-title-1{margin-top:0px!important; margin-right:0px!important;margin-bottom:0px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-1{margin-top:0px!important; margin-right:0px!important;margin-bottom:20px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-one\" style=\"margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;\"><h1 class=\"title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:58;line-height:0.83;\"><h2 style=\"text-align: center;\">comment enrichir un profil utilisateur ?<\/h2><\/h1><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:20px;margin-bottom:20px;width:100%;\"><div class=\"fusion-separator-border sep-double\" style=\"border-color:#e0dede;border-top-width:1px;border-bottom-width:1px;\"><\/div><\/div><div class=\"fusion-text fusion-text-1\"><h3 style=\"text-align: left;\">Enrichissement de donn\u00e9es &amp; statistiques pour une connaissance client \u00ab\u00a0augment\u00e9e\u00a0\u00bb<\/h3>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-0{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-0 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-0{width:100% !important;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-0{width:100% !important;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-2\"><h3><strong>Qu&rsquo;est-ce que l&rsquo;enrichissement ?<\/strong><\/h3>\n<div class=\"ffb-id-1u820p8q fg-paragraph ff-richtext text-left fg-text-dark\">\n<p>L\u2019enrichissement consiste \u00e0 aller chercher, sans limitation et sans aucun pr\u00e9jug\u00e9, des donn\u00e9es compl\u00e9mentaires, provenant de sources externes, qui vont \u00eatre mises en corr\u00e9lation avec l&rsquo;ensemble des donn\u00e9es communiqu\u00e9es par les entreprises utilisatrices.<\/p>\n<p>L\u2019enrichissement va permettre de reconstituer le profil et l\u2019environnement d\u2019un individu \u00e0 partir de simples donn\u00e9es, jug\u00e9es pauvres d\u2019un premier abord.<\/p>\n<\/div>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-1{width:50% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-1 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 3.84%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 3.84%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-1{width:100% !important;order : 0;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-1{width:100% !important;order : 0;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_2 1_2 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-3\"><h3><strong>Qu&rsquo;est-ce que l&rsquo;enrichissement ?<\/strong><\/h3>\n<div class=\"ffb-id-1u820p8q fg-paragraph ff-richtext text-left fg-text-dark\">\n<p>L\u2019enrichissement consiste \u00e0 aller chercher, sans limitation et sans aucun pr\u00e9jug\u00e9, des donn\u00e9es compl\u00e9mentaires, provenant de sources externes, qui vont \u00eatre mises en corr\u00e9lation avec l&rsquo;ensemble des donn\u00e9es communiqu\u00e9es par les entreprises utilisatrices.<\/p>\n<p>L\u2019enrichissement va permettre de reconstituer le profil et l\u2019environnement d\u2019un individu \u00e0 partir de simples donn\u00e9es, jug\u00e9es pauvres d\u2019un premier abord.<\/p>\n<\/div>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-2{width:50% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-2 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 3.84%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 3.84%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-2{width:100% !important;order : 0;}.fusion-builder-column-2 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-2{width:100% !important;order : 0;}.fusion-builder-column-2 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-1{ padding-top : 0px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: #00d7d1;background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-center\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-4\"><h3 style=\"text-align: center;\">L&rsquo;enrichissement par ETIC DATA<\/h3>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-3{width:100% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-3 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-3{width:100% !important;order : 0;}.fusion-builder-column-3 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-3{width:100% !important;order : 0;}.fusion-builder-column-3 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_6 1_6 fusion-flex-column fusion-flex-align-self-center\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-4{width:16.666666666667% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-4 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 11.52%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 11.52%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-4{width:100% !important;order : 0;}.fusion-builder-column-4 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-4{width:100% !important;order : 0;}.fusion-builder-column-4 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-center\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><i class=\"fb-icon-element-1 fb-icon-element fontawesome-icon fa-database fas circle-yes\" style=\"font-size:28.16px;line-height:54.32px;height:56.32px;width:56.32px;border-width:1px;align-self:center;margin: 0px;\"><\/i><style>i.fb-icon-element.fontawesome-icon.fb-icon-element-1{ color: #ffffff; background-color: #132c66; border-color: #ffffff;}i.fb-icon-element.fontawesome-icon.fb-icon-element-1:hover { color: #ffffff; background-color: #333333; border-color: #ffffff;}<\/style><div class=\"fusion-text fusion-text-5\"><h3 class=\"icon-box-v3-title fg-text-dark ffb-title-2\" style=\"text-align: center;\">Sources de donn\u00e9es<\/h3>\n<div class=\"icon-box-v3-title-paragraph ff-richtext fg-text-dark ffb-description-3\">\n<p style=\"text-align: center;\">3 sources de donn\u00e9es diff\u00e9rentes\u00a0: internes, externes et propri\u00e9taires ETIC DATA avec plus de 20\u00a0millions de profils stock\u00e9s et analys\u00e9s en continu.<\/p>\n<\/div>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-5{width:33.333333333333% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-5 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 5.76%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 5.76%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-5{width:100% !important;order : 0;}.fusion-builder-column-5 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-5{width:100% !important;order : 0;}.fusion-builder-column-5 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-center\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><i class=\"fb-icon-element-2 fb-icon-element fontawesome-icon fa-cogs fas circle-yes\" style=\"font-size:28.16px;line-height:54.32px;height:56.32px;width:56.32px;border-width:1px;align-self:center;margin: 0px;\"><\/i><style>i.fb-icon-element.fontawesome-icon.fb-icon-element-2{ color: #ffffff; background-color: #132c66; border-color: #ffffff;}i.fb-icon-element.fontawesome-icon.fb-icon-element-2:hover { color: #ffffff; background-color: #333333; border-color: #ffffff;}<\/style><div class=\"fusion-text fusion-text-6\"><h3 class=\"icon-box-v3-title fg-text-dark ffb-title-2\" style=\"text-align: center;\">M\u00e9thodes d&rsquo;agr\u00e9gation<\/h3>\n<div class=\"icon-box-v3-title-paragraph ff-richtext fg-text-dark ffb-description-3\">\n<p style=\"text-align: center;\">3 m\u00e9thodes d\u2019agr\u00e9gation : stricte\/semi stricte, par loi de probabilit\u00e9 et par score (r\u00e9sultant de mini mod\u00e8les en apprentissage continu sur la base de donn\u00e9es ETIC).<\/p>\n<\/div>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-6{width:33.333333333333% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-6 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 5.76%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 5.76%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-6{width:100% !important;order : 0;}.fusion-builder-column-6 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-6{width:100% !important;order : 0;}.fusion-builder-column-6 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_6 1_6 fusion-flex-column fusion-flex-align-self-center\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-7{width:16.666666666667% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-7 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 11.52%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 11.52%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-7{width:100% !important;order : 0;}.fusion-builder-column-7 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-7{width:100% !important;order : 0;}.fusion-builder-column-7 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-2{ padding-top : 0px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-7\"><section class=\"ffb-id-22vo2sf4 fg-section fg-text-dark\">\n<div class=\"fg-container container fg-container-large fg-container-lvl--1 \">\n<div class=\"fg-row row \">\n<div class=\"ffb-id-22vo2sf5 fg-col col-xs-12 col-md-12 fg-text-dark\">\n<h3><strong>D&rsquo;un data-frame \u00ab\u00a0fig\u00e9\u00a0\u00bb \u00e0 un data-frame \u00ab\u00a0\u00e9volutif\u00a0\u00bb<\/strong><\/h3>\n<div class=\"ffb-id-22vqph0c fg-paragraph ff-richtext text-left fg-text-dark\">\n<p style=\"color: #132c66; font-size: 15px; line-height: 20px;\">En utilisant ces diff\u00e9rentes m\u00e9thodes d\u2019agr\u00e9gation ETIC DATA a introduit des statistiques dans un syst\u00e8me d\u2019enrichissement de base de donn\u00e9es permettant ainsi d\u2019obtenir des estimations plus justes et de se distinguer des enrichissements classiques et fig\u00e9s. Les humains \u00e9voluent et changent dans le temps et les donn\u00e9es qui les caract\u00e9risent aussi, ainsi la base de donn\u00e9es enrichie n\u2019est plus constitu\u00e9e de donn\u00e9es fig\u00e9es comme on a l\u2019habitude de la rencontrer mais \u00ab variables \u00bb, en constante \u00e9volution et r\u00e9apprentissage. Face \u00e0 cette nouvelle architecture de data-frame \u00ab\u00a0\u00e9volutif\u00a0\u00bb, ETIC DATA a d\u00fb d\u00e9velopper des algorithmes sp\u00e9cifiques capables de g\u00e9rer de la mani\u00e8re la plus pertinente possible ces nouveaux flux de donn\u00e9es \u00ab\u00a0vivantes\u00a0\u00bb g\u00e9n\u00e9r\u00e9s par l\u2019enrichissement.<\/p>\n<\/div>\n<h3><strong>+1200 variables additionnelles<\/strong><\/h3>\n<div class=\"ffb-id-22vr2flu fg-paragraph ff-richtext text-left fg-text-dark\">\n<p style=\"color: #132c66; font-size: 15px; line-height: 20px;\">Au total la phase d\u2019enrichissement permet d\u2019ajouter plus de 1200 variables \u00e0 la base de donn\u00e9es initiale. Ces variables reconstituent de mani\u00e8re tr\u00e8s fine, le profil d\u2019un individu, son environnement, son comportement, son \u00e9volution uniquement \u00e0 partir de donn\u00e9es externes. Elles sont \u00e9volutives et en constant r\u00e9apprentissage.<\/p>\n<p>L\u2019apport de cet enrichissement coupl\u00e9 \u00e0 un algorithme adapt\u00e9 peut \u00eatre mesur\u00e9 sur les taux de bonne classification (principal indicateur de performance d\u2019un mod\u00e8le pr\u00e9dictif) qu\u2019il induit. On observe en moyenne une augmentation de 15% de ce dernier suite \u00e0 la phase d\u2019enrichissement propos\u00e9e par ETIC DATA (\u00e9cart mesur\u00e9 entre le taux de bonne classification obtenu sur base brute et sur base enrichie, moyenne sur 10 \u00e9tudes de cas client).<\/p>\n<\/div>\n<h3><strong>Les limites de l&rsquo;enrichissement<\/strong><\/h3>\n<p>Actuellement l\u2019enrichissement propos\u00e9 par ETIC DATA permet d\u2019ajouter plus de 1200 variables, mais il existe une infinit\u00e9 de sources disponibles et ce nombre ne cesse d\u2019augmenter. Cette augmentation est d\u2019autant plus grande que les algorithmes et les m\u00e9thodologies utilis\u00e9es permettent de traiter tout type de donn\u00e9es, quantitatives, qualitatives, ordinales, structur\u00e9es, non structur\u00e9es, \u2026<\/p>\n<h3><strong>\u00c9quilibre entre enrichissement et robustesse des mod\u00e8les<\/strong><\/h3>\n<div class=\"ffb-id-22vr66ns fg-paragraph ff-richtext text-left fg-text-dark\">\n<p style=\"color: #132c66; font-size: 15px; line-height: 20px;\">Face \u00e0 cet enrichissement massif et \u00e0 tant de donn\u00e9es on peut se poser la question de la perte de robustesse des mod\u00e8les qu\u2019il peut induire. En effet, il a \u00e9t\u00e9 d\u00e9montr\u00e9 qu\u2019un ajout trop important de donn\u00e9es pouvait augmenter la variabilit\u00e9 des mod\u00e8les pr\u00e9dictifs c\u2019est pourquoi ETIC DATA travaille actuellement sur la notion d\u2019enrichissement intelligent (sujet \u00e0 d\u00e9couvrir \u00e0 l&rsquo;occasion de notre\u00a0<a href=\"https:\/\/etic-data.com\/salon-ai-paris-2018\/\">participation au Salon AI<\/a>). Cet enrichissement permet, suite \u00e0 une phase de pr\u00e9traitement des donn\u00e9es, de s\u00e9lectionner pour chaque mod\u00e8le, parmi l\u2019ensemble des variables disponibles, uniquement les plus pertinentes et de limiter ainsi la variabilit\u00e9 caus\u00e9e par l\u2019utilisation d\u2019un trop grand nombre de variables.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-8{width:100% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-8 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:800px) {.fusion-body .fusion-builder-column-8{width:100% !important;order : 0;}.fusion-builder-column-8 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-8{width:100% !important;order : 0;}.fusion-builder-column-8 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-3{ padding-top : 0px;margin-top : 30px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 30px;padding-left : 0px;}<\/style><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: #132c66;background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-flex-start fusion-column-no-min-height\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:800px) {.fusion-title.fusion-title-2{margin-top:0px!important; margin-right:0px!important;margin-bottom:10px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-2{margin-top:0px!important; margin-right:0px!important;margin-bottom:20px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"margin-top:0px;margin-right:0px;margin-bottom:10px;margin-left:0px;\"><h2 class=\"title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;color:#ffffff;--fontSize:48;line-height:1.21;\"><p style=\"text-align: center;\">Une demo ? 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