{"id":23263,"date":"2025-08-26T10:21:02","date_gmt":"2025-08-26T08:21:02","guid":{"rendered":"https:\/\/testit.uni.lu\/data-science-kaleidatascope\/"},"modified":"2025-09-30T15:23:32","modified_gmt":"2025-09-30T13:23:32","slug":"data-science-kaleidatascope","status":"publish","type":"page","link":"https:\/\/testit.uni.lu\/fr\/resources\/data-science-kaleidatascope\/","title":{"rendered":"Data Science &#8211; Kaleidatascope"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"23263\" class=\"elementor elementor-23263 elementor-23236\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-09883d5 elementor-section-stretched elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"09883d5\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_direction&quot;:&quot;negative&quot;,&quot;jet_parallax_layout_list&quot;:[],&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9fddb97\" data-id=\"9fddb97\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-310edf1 elementor-widget elementor-widget-heading\" data-id=\"310edf1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Kaleidatascope<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-598d750\" data-id=\"598d750\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d9535fd elementor-section-stretched elementor-section-full_width elementor-section-height-min-height elementor-section-items-top elementor-section-height-default\" data-id=\"d9535fd\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-narrow\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e53906d\" data-id=\"e53906d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-47002c1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"47002c1\" data-element_type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-30ccbe3\" data-id=\"30ccbe3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4164025 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"4164025\" 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\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/testit.uni.lu\/wp-content\/uploads\/2025\/08\/handout.pdf\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">T\u00e9l\u00e9charge les questions<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b3e4aef\" data-id=\"b3e4aef\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-45a07a1 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"45a07a1\" 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\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/testit.uni.lu\/wp-content\/uploads\/2025\/08\/spotify-january-2023.xlsx\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">T\u00e9l\u00e9charge le fichier Excel<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-f628573 elementor-widget elementor-widget-toggle\" data-id=\"f628573\" data-element_type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2581\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2581\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><svg class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><svg class=\"elementor-toggle-icon-opened e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Liens pratiques<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2581\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2581\"><ul>\n<li><a href=\"https:\/\/statistiques.public.lu\/fr.html\" target=\"_blank\" rel=\"noopener\">https:\/\/statistiques.public.lu\/fr.html<\/a><\/li>\n<li><a href=\"https:\/\/www.kaggle.com\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.kaggle.com\/<\/a><\/li>\n<li><a href=\"https:\/\/trinachi.github.io\/data-design-builds\/titlepage01.html\" target=\"_blank\" rel=\"noopener\">https:\/\/trinachi.github.io\/data-design-builds\/titlepage01.html<\/a><\/li>\n<li><a href=\"https:\/\/rap4mads.eu\/\" target=\"_blank\" rel=\"noopener\">https:\/\/rap4mads.eu\/<\/a><\/li>\n<li><a href=\"https:\/\/www.w3schools.com\/datascience\/default.asp\" target=\"_blank\" rel=\"noopener\">https:\/\/www.w3schools.com\/datascience\/default.asp<\/a><\/li>\n<li><a href=\"https:\/\/www.visualcapitalist.com\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.visualcapitalist.com\/<\/a><\/li>\n<li><a href=\"https:\/\/filterbubble.lu\/\" target=\"_blank\" rel=\"noopener\">https:\/\/filterbubble.lu\/<\/a><\/li>\n<\/ul>\n<p>Explore \u00ab\u00a0<a href=\"https:\/\/testit.uni.lu\/fr\/resources\/data-science-to-be-or-not-to-be\/\" target=\"_blank\" rel=\"noopener\">To be or not to be<\/a>\u00a0\u00bb pour d\u00e9couvrir l&rsquo;autre face de la Data Science.<\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2582\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2582\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><svg class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><svg class=\"elementor-toggle-icon-opened e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Vid\u00e9os YouTube<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2582\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2582\"><ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ioxWuCd-mn0\" target=\"_blank\" rel=\"noopener\">This is how easy it is to manipulate public perception<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=bVG2OQp6jEQ\" target=\"_blank\" rel=\"noopener\">This is How Easy It Is to Lie With Statistics<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=6GuqNrV8LsQ\" target=\"_blank\" rel=\"noopener\">Exploring Word Chains<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=JheGL6uSF-4\" target=\"_blank\" rel=\"noopener\">I Made a Graph of Wikipedia&#8230; This Is What I Found <\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=qiNv3qv-YbU\" target=\"_blank\" rel=\"noopener\">I Scraped the Entire Steam Catalog, Here\u2019s the Data<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=LkJpNLIaeVk\" target=\"_blank\" rel=\"noopener\">I Trained AI to Predict Sports<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=zf8XzyBnqXk\" target=\"_blank\" rel=\"noopener\">What makes a good soccer team? (according to network theory) <\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/@Chartosaur\" target=\"_blank\" rel=\"noopener\">Chartosaur<\/a><\/li>\n<\/ul>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-206681b elementor-align-center elementor-widget elementor-widget-button\" data-id=\"206681b\" 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\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"http:\/\/ulsurvey.uni.lu\/index.php\/418524?lang=fr\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Questionnaire<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e189bf0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e189bf0\" data-element_type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-01afae2\" data-id=\"01afae2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Kaleidatascope T\u00e9l\u00e9charge les questions T\u00e9l\u00e9charge le fichier Excel Liens pratiques https:\/\/statistiques.public.lu\/fr.html https:\/\/www.kaggle.com\/ https:\/\/trinachi.github.io\/data-design-builds\/titlepage01.html https:\/\/rap4mads.eu\/ https:\/\/www.w3schools.com\/datascience\/default.asp https:\/\/www.visualcapitalist.com\/ https:\/\/filterbubble.lu\/ Explore &#8220;To be or not to be&#8221; pour d\u00e9couvrir l&#8217;autre face de la Data Science. Vid\u00e9os YouTube This is how easy it is to manipulate public perception This is How Easy It Is to Lie With Statistics Exploring &hellip; <a href=\"https:\/\/testit.uni.lu\/fr\/resources\/data-science-kaleidatascope\/\" class=\"more-link\">Continuer la lecture<span class=\"screen-reader-text\"> de &laquo;&nbsp;Data Science &#8211; Kaleidatascope&nbsp;&raquo;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":11788,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"iawp_total_views":1,"footnotes":""},"class_list":["post-23263","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/pages\/23263","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/comments?post=23263"}],"version-history":[{"count":10,"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/pages\/23263\/revisions"}],"predecessor-version":[{"id":24422,"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/pages\/23263\/revisions\/24422"}],"up":[{"embeddable":true,"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/pages\/11788"}],"wp:attachment":[{"href":"https:\/\/testit.uni.lu\/fr\/wp-json\/wp\/v2\/media?parent=23263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}