{"id":219822,"date":"2024-01-12T06:30:00","date_gmt":"2024-01-12T06:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=219822"},"modified":"2024-01-04T10:50:12","modified_gmt":"2024-01-04T10:50:12","slug":"methode-de-kimball-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir","title":{"rendered":"M\u00e9thode de Kimball : Qu&rsquo;est-ce que c&rsquo;est ? Comment l&rsquo;utiliser ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"219822\" class=\"elementor elementor-219822\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b1a5af9 e-flex e-con-boxed e-con\" data-id=\"b1a5af9\" 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-4508ede elementor-widget elementor-widget-heading\" data-id=\"4508ede\" 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 volume de donn\u00e9es g\u00e9n\u00e9r\u00e9 et utilis\u00e9 par les entreprises n\u2019a de cesse de cro\u00eetre de mani\u00e8re exponentielle. Dans ce contexte, la structuration et l\u2019organisation efficace de ces donn\u00e9es pour une analyse optimale sont primordiales.<\/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-38199ac e-flex e-con-boxed e-con\" data-id=\"38199ac\" 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<div class=\"elementor-element elementor-element-743af4e e-con-full e-flex e-con\" data-id=\"743af4e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cedf025 elementor-widget elementor-widget-image\" data-id=\"cedf025\" 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\" width=\"412\" height=\"577\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/KIMBALL.jpg\" class=\"attachment-full size-full wp-image-219825\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/KIMBALL.jpg 412w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/KIMBALL-214x300.jpg 214w\" sizes=\"(max-width: 412px) 100vw, 412px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-b4562bf e-con-full e-flex e-con\" data-id=\"b4562bf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e1ee2a elementor-widget elementor-widget-text-editor\" data-id=\"2e1ee2a\" 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=\"font-weight: 400;\">La <\/span><b>mod\u00e9lisation dimensionnelle<\/b><span style=\"font-weight: 400;\"> se pr\u00e9sente comme une solution incontournable \u00e0 ce d\u00e9fi. Il s\u2019agit d\u2019une approche m\u00e9thodologique pour la conception d\u2019entrep\u00f4ts de donn\u00e9es (<a href=\"https:\/\/datascientest.com\/data-warehouse\">Data Warehouse<\/a>). <\/span><b>Ralph Kimball<\/b><span style=\"font-weight: 400;\">, pionnier et expert de l\u2019informatique d\u00e9cisionnelle, a \u00e9tabli des <\/span><b>normes <\/b><span style=\"font-weight: 400;\">et des <\/span><b>principes <\/b><span style=\"font-weight: 400;\">qui guident aujourd\u2019hui de nombreuses organisations dans la conception et l\u2019exploitation de leurs syst\u00e8mes d\u2019informations.<\/span><\/p>\t\t\t\t\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<div class=\"elementor-element elementor-element-88f8429 e-flex e-con-boxed e-con\" data-id=\"88f8429\" 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-276861a elementor-widget elementor-widget-heading\" data-id=\"276861a\" 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\">Principes fondamentaux de Kimball<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db83d4a elementor-widget elementor-widget-text-editor\" data-id=\"db83d4a\" 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;\">La m\u00e9thode de Kimball repose sur une s\u00e9rie de principes cl\u00e9s qui d\u00e9finissent <strong>la mani\u00e8re dont les donn\u00e9es doivent \u00eatre structur\u00e9es et organis\u00e9es<\/strong> pour faciliter leur analyse et leur exploitation. Ces principes forment la base de la mod\u00e9lisation dimensionnelle, offrant un cadre clair et syst\u00e9matique : <\/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-377c780 elementor-widget elementor-widget-heading\" data-id=\"377c780\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">1. Tables et dimensions<\/h4>\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-0a17e8d e-flex e-con-boxed e-con\" data-id=\"0a17e8d\" 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<div class=\"elementor-element elementor-element-d6e5f88 e-con-full e-flex e-con\" data-id=\"d6e5f88\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce8b88d elementor-widget elementor-widget-image\" data-id=\"ce8b88d\" data-element_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 decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image5-6.png\" class=\"attachment-full size-full wp-image-219829\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image5-6.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image5-6-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image5-6-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-b9c792c e-con-full e-flex e-con\" data-id=\"b9c792c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-85ecf79 elementor-widget elementor-widget-text-editor\" data-id=\"85ecf79\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u00e9finition <\/b><span style=\"font-weight: 400;\">: Les tables de dimensions contiennent les attributs descriptifs des donn\u00e9es. Elles fournissent le contexte n\u00e9cessaire pour comprendre et interpr\u00e9ter les mesures quantitatives contenues dans les tables de faits.<\/span><\/li><\/ul><p>\u00a0<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Caract\u00e9ristiques principales <\/b><span style=\"font-weight: 400;\">:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Attributs textuels et descriptifs.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Souvent d\u00e9normalis\u00e9es pour optimiser les performances des requ\u00eates et la simplicit\u00e9.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Peuvent contenir des hi\u00e9rarchies pour faciliter des analyses \u00e0 diff\u00e9rents niveaux de granularit\u00e9.<\/span><\/li><\/ul><\/li><\/ul>\t\t\t\t\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<div class=\"elementor-element elementor-element-ceb1c57 e-flex e-con-boxed e-con\" data-id=\"ceb1c57\" 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-7453c51 elementor-widget elementor-widget-heading\" data-id=\"7453c51\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">2. Tables de faits<\/h4>\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-1e2a143 e-flex e-con-boxed e-con\" data-id=\"1e2a143\" 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<div class=\"elementor-element elementor-element-bf0c235 e-con-full e-flex e-con\" data-id=\"bf0c235\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-271d74d elementor-widget elementor-widget-image\" data-id=\"271d74d\" data-element_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 decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image12-3.png\" class=\"attachment-full size-full wp-image-219830\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image12-3.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image12-3-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image12-3-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-22fe990 e-con-full e-flex e-con\" data-id=\"22fe990\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2967cf4 elementor-widget elementor-widget-text-editor\" data-id=\"2967cf4\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u00e9finition <\/b><span style=\"font-weight: 400;\">: Les tables de faits stockent les mesures quantitatives ou m\u00e9triques qui sont g\u00e9n\u00e9ralement le r\u00e9sultat d&rsquo;une transaction ou d&rsquo;un \u00e9v\u00e9nement.<\/span><\/li><\/ul><p><br \/><b><\/b><\/p><ul><li aria-level=\"1\"><b>Caract\u00e9ristiques principales :<\/b><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Contiennent des mesures comme le chiffre d&rsquo;affaire, la quantit\u00e9, le co\u00fbt, etc.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Li\u00e9es aux tables de dimensions via des cl\u00e9s \u00e9trang\u00e8res.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Peuvent inclure des cl\u00e9s composites pour identifier un enregistrement de mani\u00e8re unique.<\/span><\/li><\/ul><\/li><\/ul>\t\t\t\t\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<div class=\"elementor-element elementor-element-5c6911f e-flex e-con-boxed e-con\" data-id=\"5c6911f\" 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-6488f0b elementor-widget elementor-widget-heading\" data-id=\"6488f0b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">3. Granularit\u00e9<\/h4>\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-e3ea9e1 e-flex e-con-boxed e-con\" data-id=\"e3ea9e1\" 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<div class=\"elementor-element elementor-element-669b052 e-con-full e-flex e-con\" data-id=\"669b052\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9bca59 elementor-widget elementor-widget-image\" data-id=\"e9bca59\" data-element_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 decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image8-4.png\" class=\"attachment-full size-full wp-image-219831\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image8-4.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image8-4-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image8-4-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-53c12fa e-con-full e-flex e-con\" data-id=\"53c12fa\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-de6847a elementor-widget elementor-widget-text-editor\" data-id=\"de6847a\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u00e9finition <\/b><span style=\"font-weight: 400;\">: La granularit\u00e9 fait r\u00e9f\u00e9rence au niveau de d\u00e9tail ou de r\u00e9sum\u00e9 des donn\u00e9es stock\u00e9es dans la table de faits.<\/span><\/li><\/ul><p>\u00a0<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Importance <\/b><span style=\"font-weight: 400;\">:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">La d\u00e9termination de la granularit\u00e9 est cruciale car elle influence la mani\u00e8re dont les donn\u00e9es sont collect\u00e9es, stock\u00e9es et analys\u00e9es.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Elle doit \u00eatre d\u00e9finie en fonction des besoins m\u00e9tiers et des questions pour lesquelles le Data Warehouse est cens\u00e9 avoir les r\u00e9ponses.<\/span><\/li><\/ul><\/li><\/ul>\t\t\t\t\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<div class=\"elementor-element elementor-element-133db10 e-flex e-con-boxed e-con\" data-id=\"133db10\" 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-a0a9797 elementor-widget elementor-widget-heading\" data-id=\"a0a9797\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">4. Normalisation vs d\u00e9normalisation<\/h4>\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-a70015d e-flex e-con-boxed e-con\" data-id=\"a70015d\" 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<div class=\"elementor-element elementor-element-a3f0980 e-con-full e-flex e-con\" data-id=\"a3f0980\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-717d3d5 elementor-widget elementor-widget-image\" data-id=\"717d3d5\" data-element_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 decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image2-5.png\" class=\"attachment-full size-full wp-image-219832\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image2-5.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image2-5-300x300.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image2-5-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-15298c2 e-con-full e-flex e-con\" data-id=\"15298c2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4941c9 elementor-widget elementor-widget-text-editor\" data-id=\"c4941c9\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Normalisation <\/b><span style=\"font-weight: 400;\">: Processus de structuration des donn\u00e9es pour r\u00e9duire la redondance et am\u00e9liorer l&rsquo;int\u00e9grit\u00e9. Elle est souvent utilis\u00e9e dans les syst\u00e8mes de gestion de bases de donn\u00e9es transactionnelles.<\/span><\/li><\/ul><p>\u00a0<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u00e9normalisation <\/b><span style=\"font-weight: 400;\">: Processus de structuration des donn\u00e9es pour am\u00e9liorer les performances des requ\u00eates, souvent au d\u00e9triment de la redondance. Elle est privil\u00e9gi\u00e9e dans la mod\u00e9lisation dimensionnelle pour faciliter l&rsquo;analyse des donn\u00e9es.<\/span><\/li><\/ul>\t\t\t\t\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<div class=\"elementor-element elementor-element-e3d5a80 e-flex e-con-boxed e-con\" data-id=\"e3d5a80\" 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-7a4506b elementor-widget elementor-widget-text-editor\" data-id=\"7a4506b\" 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;\">La m\u00e9thode de Kimball, avec ses principes de tables de dimensions et de faits, offre une structure solide pour la <a href=\"https:\/\/datascientest.com\/formation-data-warehouse\">conception de Data Warehouse<\/a>. En comprenant et en appliquant ces principes de base, les organisations peuvent cr\u00e9er des syst\u00e8mes d&rsquo;information robustes, flexibles et optimis\u00e9s pour l&rsquo;analyse.<\/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-780f2ea elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"780f2ea\" 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\">Tout apprendre de la m\u00e9thode de Kimball<\/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<div class=\"elementor-element elementor-element-de89538 e-flex e-con-boxed e-con\" data-id=\"de89538\" 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-855943c elementor-widget elementor-widget-heading\" data-id=\"855943c\" 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\">Avantages de la m\u00e9thode Kimball<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d921d9 elementor-widget elementor-widget-text-editor\" data-id=\"9d921d9\" 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;\">La mod\u00e9lisation dimensionnelle de Kimball ne s&rsquo;est pas simplement impos\u00e9e dans le domaine des entrep\u00f4ts de donn\u00e9es par hasard. Ses avantages distinctifs en font une approche pr\u00e9f\u00e9r\u00e9e par de nombreuses organisations.<\/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-b20960a elementor-widget elementor-widget-html\" data-id=\"b20960a\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style type=\"text\/css\">\r\n.tg  {border-collapse:collapse;border-spacing:0;}\r\n.tg td{border-color:black;border-style:solid;border-width:1px;font-family:Arial, sans-serif;font-size:14px;\r\n  overflow:hidden;padding:10px 5px;word-break:normal;}\r\n.tg th{border-color:black;border-style:solid;border-width:1px;font-family:Arial, sans-serif;font-size:14px;\r\n  font-weight:normal;overflow:hidden;padding:10px 5px;word-break:normal;}\r\n.tg .tg-yxzy{background-color:#efefef;font-family:Tahoma, Geneva, sans-serif !important;font-size:15px;text-align:center;\r\n  vertical-align:top}\r\n.tg .tg-tz31{background-color:#efefef;font-family:Tahoma, Geneva, sans-serif !important;font-size:15px;font-weight:bold;\r\n  text-align:left;vertical-align:top}\r\n.tg .tg-fuhg{background-color:#efefef;font-family:Tahoma, Geneva, sans-serif !important;font-size:15px;text-align:left;\r\n  vertical-align:top}\r\n<\/style>\r\n<table class=\"tg\" style=\"undefined;table-layout: fixed; width: 800px\">\r\n<colgroup>\r\n<col style=\"width: 100px\">\r\n<col style=\"width: 225px\">\r\n<col style=\"width: 475px\">\r\n<\/colgroup>\r\n<thead>\r\n  <tr>\r\n    <th class=\"tg-yxzy\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image1-8.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/th>\r\n    <th class=\"tg-tz31\"><span style=\"font-style:normal;text-decoration:none;color:#000\">Performances optimale pour les requ\u00eates<\/span><\/th>\r\n    <th class=\"tg-fuhg\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">M\u00eame sur de <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">grands volumes<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\"> de donn\u00e9es, cette m\u00e9thode facilite les requ\u00eates rapides. Ainsi, les utilisateurs finaux b\u00e9n\u00e9ficient d'une meilleure exp\u00e9rience, avec des <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">d\u00e9lais d'attente r\u00e9duits<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\"> lors de la g\u00e9n\u00e9ration de rapports ou de dashboards.<\/span><\/th>\r\n  <\/tr>\r\n<\/thead>\r\n<tbody>\r\n  <tr>\r\n    <td class=\"tg-yxzy\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image16-2.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-tz31\"><span style=\"font-style:normal;text-decoration:none;color:#000\">Flexibilit\u00e9 <\/span><\/td>\r\n    <td class=\"tg-fuhg\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">La mod\u00e9lisation dimensionnelle permet d'ajouter de nouvelles dimensions ou de nouveaux faits <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">sans perturber la structure existante. <\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">Cela facilite les mises \u00e0 jour et les \u00e9volutions du Data Warehouse \u00e0 mesure que les <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">besoins m\u00e9tiers changent<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">.<\/span><\/td>\r\n  <\/tr>\r\n  <tr>\r\n    <td class=\"tg-yxzy\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image3-4.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-tz31\"><span style=\"font-style:normal;text-decoration:none;color:#000\">Facilit\u00e9 de compr\u00e9hension<\/span><\/td>\r\n    <td class=\"tg-fuhg\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">La s\u00e9paration claire entre les <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">dimensions <\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">(contexte) et les <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">faits <\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">(mesures) rend le Data Warehouse <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">intuitif et facile \u00e0 comprendre<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">, m\u00eame pour les non-sp\u00e9cialistes.<\/span><\/td>\r\n  <\/tr>\r\n  <tr>\r\n    <td class=\"tg-yxzy\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image13-2.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-tz31\"><span style=\"font-style:normal;text-decoration:none;color:#000\">Scalabilit\u00e9<\/span><\/td>\r\n    <td class=\"tg-fuhg\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">La structure dimensionnelle est con\u00e7ue pour g\u00e9rer l'augmentation des volumes de donn\u00e9es <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">sans compromettre les performances<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">. <\/span><\/td>\r\n  <\/tr>\r\n  <tr>\r\n    <td class=\"tg-yxzy\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image14-2.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-tz31\"><span style=\"font-style:normal;text-decoration:none;color:#000\">Coh\u00e9rence et int\u00e9grit\u00e9 des donn\u00e9es<\/span><\/td>\r\n    <td class=\"tg-fuhg\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">La mod\u00e9lisation dimensionnelle, avec sa structure claire, favorise une meilleure qualit\u00e9 et coh\u00e9rence des donn\u00e9es. Les incoh\u00e9rences ou anomalies sont <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">plus facilement identifiables.<\/span><\/td>\r\n  <\/tr>\r\n  <tr>\r\n    <td class=\"tg-yxzy\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image6-6.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-tz31\"><span style=\"font-style:normal;text-decoration:none;color:#000\">R\u00e9duction des co\u00fbts<\/span><\/td>\r\n    <td class=\"tg-fuhg\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">Bien que la mise en place initiale puisse n\u00e9cessiter des investissements, la facilit\u00e9 de maintenance, la scalabilit\u00e9, et la flexibilit\u00e9 de la m\u00e9thode de Kimball peuvent entra\u00eener des <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000\">\u00e9conomies significatives \u00e0 long terme<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000\">.<\/span><\/td>\r\n  <\/tr>\r\n<\/tbody>\r\n<\/table>\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-b13a17e e-flex e-con-boxed e-con\" data-id=\"b13a17e\" 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-770c2a0 elementor-widget elementor-widget-heading\" data-id=\"770c2a0\" 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\">Processus de conception selon la m\u00e9thode Kimball<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f1715a elementor-widget elementor-widget-text-editor\" data-id=\"6f1715a\" 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;\">La mise en \u0153uvre r\u00e9ussie d&rsquo;un Data Warehouse repose en grande partie sur une conception rigoureuse et m\u00e9thodique. La m\u00e9thode de Kimball propose un processus structur\u00e9 pour guider les concepteurs \u00e0 travers les \u00e9tapes essentielles de cette t\u00e2che complexe.<\/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-b69b8de elementor-widget elementor-widget-image\" data-id=\"b69b8de\" data-element_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 decoding=\"async\" width=\"885\" height=\"503\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image7.jpg\" class=\"attachment-full size-full wp-image-219848\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image7.jpg 885w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image7-300x171.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image7-768x437.jpg 768w\" sizes=\"(max-width: 885px) 100vw, 885px\" \/>\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-d231880 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"d231880\" 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\">Ma\u00eetriser la m\u00e9thode de Kimball<\/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<div class=\"elementor-element elementor-element-364d6d8 e-flex e-con-boxed e-con\" data-id=\"364d6d8\" 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-62f016e elementor-widget elementor-widget-heading\" data-id=\"62f016e\" 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\">Kimball versus Inmon<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc6cef1 elementor-widget elementor-widget-text-editor\" data-id=\"cc6cef1\" 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;\">Deux personnages embl\u00e9matiques dominent l\u2019univers des entrep\u00f4ts de donn\u00e9es : <\/span><b>Ralph Kimball<\/b><span style=\"font-weight: 400;\"> et <\/span><b>William Inmon<\/b><span style=\"font-weight: 400;\">. Ces deux experts ont chacun propos\u00e9 des approches distinctes de la mod\u00e9lisation et de la conception des entrep\u00f4ts de donn\u00e9es.<\/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-40da51e elementor-widget elementor-widget-html\" data-id=\"40da51e\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style type=\"text\/css\">\r\n.tg  {border-collapse:collapse;border-spacing:0;}\r\n.tg td{border-color:black;border-style:solid;border-width:1px;font-family:Arial, sans-serif;font-size:14px;\r\n  overflow:hidden;padding:10px 5px;word-break:normal;}\r\n.tg th{border-color:black;border-style:solid;border-width:1px;font-family:Arial, sans-serif;font-size:14px;\r\n  font-weight:normal;overflow:hidden;padding:10px 5px;word-break:normal;}\r\n.tg .tg-im40{background-color:#F3F3F3;font-family:Tahoma, Geneva, sans-serif !important;font-size:100%;text-align:left;\r\n  vertical-align:top}\r\n.tg .tg-z5fh{background-color:#666;color:#EFEFEF;font-family:Tahoma, Geneva, sans-serif !important;font-size:100%;font-weight:bold;\r\n  text-align:center;vertical-align:top}\r\n.tg .tg-70xy{background-color:#656565;font-family:Tahoma, Geneva, sans-serif !important;font-size:100%;text-align:left;\r\n  vertical-align:top}\r\n.tg .tg-1dlc{background-color:#c0c0c0;font-family:Tahoma, Geneva, sans-serif !important;font-size:100%;text-align:left;\r\n  vertical-align:top}\r\n.tg .tg-zmk7{background-color:#D9D9D9;font-family:Tahoma, Geneva, sans-serif !important;font-size:100%;font-weight:bold;\r\n  text-align:left;vertical-align:top}\r\n.tg .tg-bman{background-color:#F3F3F3;font-family:Tahoma, Geneva, sans-serif !important;font-size:100%;font-weight:bold;\r\n  text-align:left;vertical-align:top}\r\n<\/style>\r\n<table class=\"tg\" style=\"undefined;table-layout: fixed; width: 900px\">\r\n<colgroup>\r\n<col style=\"width: 100px\">\r\n<col style=\"width: 150px\">\r\n<col style=\"width: 325px\">\r\n<col style=\"width: 325px\">\r\n<\/colgroup>\r\n<thead>\r\n  <tr>\r\n    <th class=\"tg-70xy\"><\/th>\r\n    <th class=\"tg-z5fh\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#EFEFEF;background-color:transparent\">Principe<\/span><\/th>\r\n    <th class=\"tg-z5fh\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#EFEFEF;background-color:transparent\">Kimball<\/span><\/th>\r\n    <th class=\"tg-z5fh\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#EFEFEF;background-color:transparent\">Inmon<\/span><\/th>\r\n  <\/tr>\r\n<\/thead>\r\n<tbody>\r\n  <tr>\r\n    <td class=\"tg-1dlc\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image11-3.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-zmk7\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Fondements Philosophiques<\/span><\/td>\r\n    <td class=\"tg-im40\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Son approche est orient\u00e9e vers le processus m\u00e9tier. Elle vise \u00e0 construire l'entrep\u00f4t de donn\u00e9es de mani\u00e8re incr\u00e9mentielle, en commen\u00e7ant par les domaines qui apportent le plus de valeur \u00e0 l'entreprise.<\/span><\/td>\r\n    <td class=\"tg-im40\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Sa vision est celle d'un entrep\u00f4t de donn\u00e9es d'entreprise, centralis\u00e9 et holistique. Il pr\u00e9conise la construction d'un grand entrep\u00f4t de donn\u00e9es normalis\u00e9, suivi par la cr\u00e9ation de magasins de donn\u00e9es d\u00e9riv\u00e9s pour des besoins sp\u00e9cifiques.<\/span><\/td>\r\n  <\/tr>\r\n  <tr>\r\n    <td class=\"tg-1dlc\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image15-2.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-zmk7\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Architecture<\/span><\/td>\r\n    <td class=\"tg-im40\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Favorise une approche ascendante (\"<\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">bottom-up<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">\"), en commen\u00e7ant g\u00e9n\u00e9ralement par la cr\u00e9ation de magasins de donn\u00e9es pour r\u00e9pondre \u00e0 des besoins sp\u00e9cifiques, qui peuvent ensuite \u00eatre int\u00e9gr\u00e9s dans un entrep\u00f4t de donn\u00e9es plus large.<\/span><\/td>\r\n    <td class=\"tg-im40\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Favorise une approche descendante (\"<\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">top-down<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">\"), en construisant d'abord un vaste entrep\u00f4t de donn\u00e9es d'entreprise, puis en d\u00e9rivant des magasins de donn\u00e9es pour des applications sp\u00e9cifiques.<\/span><\/td>\r\n  <\/tr>\r\n  <tr>\r\n    <td class=\"tg-1dlc\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image10-2.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-zmk7\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Mod\u00e9lisation<\/span><\/td>\r\n    <td class=\"tg-bman\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Mod\u00e9lisation dimensionnelle<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\"> : les donn\u00e9es sont organis\u00e9es en tables de faits et de dimensions, comme abord\u00e9 dans cet article<\/span><\/td>\r\n    <td class=\"tg-bman\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Mod\u00e9lisation en 3NF<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\"> (troisi\u00e8me forme normale) : pour l'entrep\u00f4t de donn\u00e9es central, assurant une int\u00e9grit\u00e9 et une coh\u00e9rence maximales. <\/span><\/td>\r\n  <\/tr>\r\n  <tr>\r\n    <td class=\"tg-1dlc\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image4-6.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-zmk7\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Processus de chargement des donn\u00e9es<\/span><\/td>\r\n    <td class=\"tg-im40\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Le processus ETL est g\u00e9n\u00e9ralement direct, alimentant les donn\u00e9es du syst\u00e8me source directement dans les magasins de donn\u00e9es ou l'entrep\u00f4t.<\/span><\/td>\r\n    <td class=\"tg-im40\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Les donn\u00e9es sont d'abord charg\u00e9es dans l'entrep\u00f4t de donn\u00e9es central, puis un processus ELT est utilis\u00e9 pour alimenter les magasins de donn\u00e9es d\u00e9riv\u00e9s.<\/span><\/td>\r\n  <\/tr>\r\n  <tr>\r\n    <td class=\"tg-1dlc\"><img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/image14-2.png\" alt=\"Image\" width=\"100\" height=\"100\"><\/td>\r\n    <td class=\"tg-zmk7\"><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Flexibilit\u00e9 et coh\u00e9rence<\/span><\/td>\r\n    <td class=\"tg-im40\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">La m\u00e9thode Kimball offre une mise en \u0153uvre plus rapide et une <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">meilleure flexibilit\u00e9 <\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">pour r\u00e9pondre aux besoins changeants (elle peut n\u00e9cessiter plus d'efforts pour garantir la coh\u00e9rence entre les diff\u00e9rents magasins de donn\u00e9es).<\/span><\/td>\r\n    <td class=\"tg-im40\"><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">Avec son <\/span><span style=\"font-weight:700;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">approche holistique<\/span><span style=\"font-weight:400;font-style:normal;text-decoration:none;color:#000;background-color:transparent\">, Inmon assure une coh\u00e9rence maximale des donn\u00e9es \u00e0 travers l'entreprise (la mise en \u0153uvre initiale peut \u00eatre plus longue et co\u00fbteuse).<\/span><\/td>\r\n  <\/tr>\r\n<\/tbody>\r\n<\/table>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c93b654 elementor-widget elementor-widget-text-editor\" data-id=\"c93b654\" 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;\">Kimball et Inmon offrent deux perspectives diff\u00e9rentes sur la conception et la mise en \u0153uvre des entrep\u00f4ts de donn\u00e9es. <strong>Le choix entre ces approches d\u00e9pendra des besoins sp\u00e9cifiques, des ressources disponibles, et des objectifs strat\u00e9giques de l&rsquo;entreprise<\/strong>. Il est essentiel de comprendre les nuances de chaque m\u00e9thode pour prendre une d\u00e9cision \u00e9clair\u00e9e sur l&rsquo;approche la mieux adapt\u00e9e \u00e0 une situation donn\u00e9e.<\/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-c1d7346 e-flex e-con-boxed e-con\" data-id=\"c1d7346\" 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-9b5e975 elementor-widget elementor-widget-heading\" data-id=\"9b5e975\" 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\">Conclusion<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edc991b elementor-widget elementor-widget-text-editor\" data-id=\"edc991b\" 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;\">La m\u00e9thode de Kimball, avec ses <strong>principes solides de mod\u00e9lisation dimensionnelle<\/strong>, offre un cadre pr\u00e9cieux pour les organisations qui cherchent \u00e0 optimiser l&rsquo;efficacit\u00e9, la performance, et la flexibilit\u00e9 de leurs syst\u00e8mes d&rsquo;information.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Cependant, comme toute m\u00e9thodologie, elle n&rsquo;est pas une solution universelle. Les entreprises doivent \u00e9valuer soigneusement leurs besoins sp\u00e9cifiques, leurs ressources, et leurs objectifs \u00e0 long terme pour choisir l&rsquo;approche la plus adapt\u00e9e \u00e0 leur contexte.<\/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-c18ebb6 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"c18ebb6\" 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\">Commencer une formation Data Science<\/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<div class=\"elementor-element elementor-element-4ec518b e-flex e-con-boxed e-con\" data-id=\"4ec518b\" 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-31828b6 elementor-widget elementor-widget-html\" data-id=\"31828b6\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Avantages de la m\u00e9thode Kimball\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"La mod\u00e9lisation dimensionnelle de Kimball ne s'est pas simplement impos\u00e9e dans le domaine des entrep\u00f4ts de donn\u00e9es par hasard. Ses avantages distinctifs en font une approche pr\u00e9f\u00e9r\u00e9e par de nombreuses organisations.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Processus de conception selon la m\u00e9thode Kimball\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"La mise en \u0153uvre r\u00e9ussie d'un Data Warehouse repose en grande partie sur une conception rigoureuse et m\u00e9thodique. La m\u00e9thode de Kimball propose un processus structur\u00e9 pour guider les concepteurs \u00e0 travers les \u00e9tapes essentielles de cette t\u00e2che complexe.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Kimball versus Inmon\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Deux personnages embl\u00e9matiques dominent l\u2019univers des entrep\u00f4ts de donn\u00e9es : Ralph Kimball et William Inmon. Ces deux experts ont chacun propos\u00e9 des approches distinctes de la mod\u00e9lisation et de la conception des entrep\u00f4ts de donn\u00e9es.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\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 volume de donn\u00e9es g\u00e9n\u00e9r\u00e9 et utilis\u00e9 par les entreprises n\u2019a de cesse de cro\u00eetre de mani\u00e8re exponentielle. Dans ce contexte, la structuration et l\u2019organisation efficace de ces donn\u00e9es pour une analyse optimale sont primordiales. La mod\u00e9lisation dimensionnelle se pr\u00e9sente comme une solution incontournable \u00e0 ce d\u00e9fi. Il s\u2019agit d\u2019une approche m\u00e9thodologique pour la conception [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":219824,"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>M\u00e9thode de Kimball : Qu&#039;est-ce que c&#039;est ? Comment l&#039;utiliser ?<\/title>\n<meta name=\"description\" content=\"La m\u00e9thode de Kimball : une approche strat\u00e9gique pour la gestion des entrep\u00f4ts de donn\u00e9es. Optimisez vos informations avec expertise.\" \/>\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\/methode-de-kimball-tout-savoir\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"M\u00e9thode de Kimball : Qu&#039;est-ce que c&#039;est ? Comment l&#039;utiliser ?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-12T06:30:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-04T10:50:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/methode-kimball.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\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=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir\",\"url\":\"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir\",\"name\":\"M\u00e9thode de Kimball : Qu'est-ce que c'est ? Comment l'utiliser ?\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2024-01-12T06:30:00+00:00\",\"dateModified\":\"2024-01-04T10:50:12+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\"},\"description\":\"La m\u00e9thode de Kimball : une approche strat\u00e9gique pour la gestion des entrep\u00f4ts de donn\u00e9es. Optimisez vos informations avec expertise.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir\"]}]},{\"@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. Avant de rejoindre DataScientest, il a travaill\u00e9 en tant que Consultant Business Intelligence chez DEAPDATA, o\u00f9 il a g\u00e9r\u00e9 des projets dans les domaines de l'assurance, bancaire et industrie. Il a \u00e9galement \u00e9t\u00e9 Co-fondateur et pr\u00e9sident de Tripzer. En tant que consultant ind\u00e9pendant, J\u00e9r\u00e9my a propos\u00e9 des formations sur MicroStrategy pour divers niveaux professionnels. Il est dipl\u00f4m\u00e9 de l'Universit\u00e9 Paris Cit\u00e9 avec un Master MIAGE, combinant comp\u00e9tences en informatique et gestion.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/jeremyrobert1\/\",\"Data Science\"],\"url\":\"https:\/\/datascientest.com\/author\/jeremyrobert\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"M\u00e9thode de Kimball : Qu'est-ce que c'est ? Comment l'utiliser ?","description":"La m\u00e9thode de Kimball : une approche strat\u00e9gique pour la gestion des entrep\u00f4ts de donn\u00e9es. Optimisez vos informations avec expertise.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir","og_locale":"fr_FR","og_type":"article","og_title":"M\u00e9thode de Kimball : Qu'est-ce que c'est ? Comment l'utiliser ?","og_url":"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir","og_site_name":"Formation Data Science | DataScientest.com","article_published_time":"2024-01-12T06:30:00+00:00","article_modified_time":"2024-01-04T10:50:12+00:00","og_image":[{"width":1200,"height":600,"url":"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/methode-kimball.png","type":"image\/png"}],"author":"J\u00e9r\u00e9my Robert","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"J\u00e9r\u00e9my Robert","Dur\u00e9e de lecture estim\u00e9e":"10 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir","url":"https:\/\/datascientest.com\/methode-de-kimball-tout-savoir","name":"M\u00e9thode de Kimball : Qu'est-ce que c'est ? Comment l'utiliser ?","isPartOf":{"@id":"https:\/\/datascientest.com\/#website"},"datePublished":"2024-01-12T06:30:00+00:00","dateModified":"2024-01-04T10:50:12+00:00","author":{"@id":"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925"},"description":"La m\u00e9thode de Kimball : une approche strat\u00e9gique pour la gestion des entrep\u00f4ts de donn\u00e9es. Optimisez vos informations avec expertise.","inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/methode-de-kimball-tout-savoir"]}]},{"@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. Avant de rejoindre DataScientest, il a travaill\u00e9 en tant que Consultant Business Intelligence chez DEAPDATA, o\u00f9 il a g\u00e9r\u00e9 des projets dans les domaines de l'assurance, bancaire et industrie. Il a \u00e9galement \u00e9t\u00e9 Co-fondateur et pr\u00e9sident de Tripzer. En tant que consultant ind\u00e9pendant, J\u00e9r\u00e9my a propos\u00e9 des formations sur MicroStrategy pour divers niveaux professionnels. Il est dipl\u00f4m\u00e9 de l'Universit\u00e9 Paris Cit\u00e9 avec un Master MIAGE, combinant comp\u00e9tences en informatique et gestion.","sameAs":["https:\/\/www.linkedin.com\/in\/jeremyrobert1\/","Data Science"],"url":"https:\/\/datascientest.com\/author\/jeremyrobert"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/219822"}],"collection":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/users\/78"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/comments?post=219822"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/219822\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media\/219824"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media?parent=219822"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/categories?post=219822"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/tags?post=219822"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}