{"id":28039,"date":"2020-12-17T20:25:23","date_gmt":"2020-12-17T19:25:23","guid":{"rendered":"https:\/\/datascientest.com\/?p=28039"},"modified":"2023-11-09T14:11:19","modified_gmt":"2023-11-09T14:11:19","slug":"data-exploration-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/data-exploration-tout-savoir","title":{"rendered":"Data Exploration ou exploration de donn\u00e9es : d\u00e9finition, outils, formations&#8230;"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"28039\" class=\"elementor elementor-28039\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-92ab93e e-flex e-con-boxed e-con\" data-id=\"92ab93e\" 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-8d495a6 elementor-widget elementor-widget-heading\" data-id=\"8d495a6\" 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\">La Data Exploration ou exploration de donn\u00e9es est la premi\u00e8re \u00e9tape de l'analyse de donn\u00e9es. D\u00e9couvrez tout ce que vous devez savoir \u00e0 ce sujet, et comment acqu\u00e9rir les comp\u00e9tences n\u00e9cessaires gr\u00e2ce aux formations DataScientest.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-287f9f8 elementor-widget elementor-widget-text-editor\" data-id=\"287f9f8\" 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>L&rsquo;analyse de donn\u00e9es est un processus que l&rsquo;on peut d\u00e9composer en plusieurs \u00e9tapes. L&rsquo;exploration de donn\u00e9es, ou Data Exploration, est <strong>la premi\u00e8re de ces \u00e9tapes<\/strong>.<\/p><p>Elle consiste \u00e0<strong> explorer un large ensemble de donn\u00e9es<\/strong> pour y d\u00e9couvrir des tendances, caract\u00e9ristiques et corr\u00e9lations \u00e0 examiner plus en profondeur par la suite. On utilise diverses techniques statistiques pour d\u00e9finir les caract\u00e9ristiques de l&rsquo;ensemble de donn\u00e9es : taille, quantit\u00e9, qualit\u00e9, nature&#8230;<\/p><p>Cette premi\u00e8re exploration a pour but d&rsquo;offrir <strong>une premi\u00e8re vue d&rsquo;ensemble<\/strong> sur les points d&rsquo;int\u00e9r\u00eat d&rsquo;un dataset. Ainsi, <a href=\"https:\/\/datascientest.com\/data-mining-tout-savoir\" target=\"_blank\" rel=\"noopener\">le Data Mining<\/a> et l&rsquo;analyse de donn\u00e9es seront ensuite simplifi\u00e9s.<\/p><p>Les <strong>recherches peuvent \u00eatre orient\u00e9es<\/strong> vers les pistes mises en lumi\u00e8re, tandis que les donn\u00e9es les moins pertinentes peuvent \u00eatre exclues d&#8217;embl\u00e9e. De plus, les analystes peuvent ainsi commencer \u00e0 se familiariser avec les informations qu&rsquo;ils traiteront durant la suite du processus analytique.<\/p><p>La Data Exploration repose \u00e0 la fois sur <strong>des m\u00e9thodes manuelles et des outils automatis\u00e9s<\/strong>. Les m\u00e9thodes manuelles permettent \u00e0 l&rsquo;analyste de jeter un premier regard sans aucun a priori sur le dataset, tandis que les outils automatis\u00e9s aident \u00e0 r\u00e9organiser les donn\u00e9es et \u00e0 supprimer celles qui sont inexploitables.<\/p><p>Par ailleurs, on utilise souvent <strong>les techniques de visualisation de donn\u00e9es<\/strong> (<a href=\"https:\/\/datascientest.com\/quest-ce-la-dataviz-le-point-avec-nos-data-experts\" target=\"_blank\" rel=\"noopener\">dataviz<\/a>) telles que les graphiques, diagrammes et autres tableaux de bord pour profiter d&rsquo;une vision plus claire et compr\u00e9hensible des donn\u00e9es. La plupart des logiciels analytiques offrent des fonctionnalit\u00e9s de visualisation pr\u00e9vues \u00e0 cet effet.<\/p><blockquote><p><strong>L&rsquo;exploration se r\u00e9v\u00e8le pertinente pour tous les ensembles de donn\u00e9es massifs, afin de r\u00e9duire leur ampleur et de permettre l&rsquo;analyse en bonne et due forme. Elle offre un gain de temps pr\u00e9cieux, et permet aussi de pr\u00e9parer le terrain pour le reste du traitement analytique.<\/strong><\/p><\/blockquote>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a95e044 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"a95e044\" 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\">Apprendre les techniques de Data Exploration<\/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<div class=\"elementor-element elementor-element-efcc29b elementor-widget elementor-widget-text-editor\" data-id=\"efcc29b\" 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>Les <strong>langages de programmation<\/strong> les plus utilis\u00e9s pour l&rsquo;exploration de donn\u00e9es sont <a href=\"https:\/\/datascientest.com\/nos-tracks\/introduction-a-python\">Python<\/a> et R. Ces deux langages analytiques pr\u00e9sente l&rsquo;avantage d&rsquo;\u00eatre open source et hautement flexibles.<\/p><p>Il existe <strong>plusieurs variantes de l&rsquo;exploration de donn\u00e9es<\/strong>. Une autre technique statistique est appel\u00e9e \u00a0\u00bb Analyse de Donn\u00e9es Exploratoire \u00ab\u00a0. Celle-ci consiste \u00e0 analyser les donn\u00e9es afin d&rsquo;identifier leurs principales caract\u00e9ristiques.<\/p><p>L&rsquo;<strong>exploration interactive<\/strong>, quant \u00e0 elle, consiste \u00e0 utiliser des visualisations de donn\u00e9es interactives pour mieux comprendre les donn\u00e9es et faciliter la collaboration autour de ces informations.<\/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-ecc1018 e-flex e-con-boxed e-con\" data-id=\"ecc1018\" 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-ad21c52 elementor-widget elementor-widget-heading\" data-id=\"ad21c52\" 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\">Comment ma\u00eetriser la Data Exploration ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f50e19b elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"f50e19b\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/SNNK6z03TaA&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.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-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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-9790492 elementor-widget elementor-widget-text-editor\" data-id=\"9790492\" 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>L&rsquo;exploration de donn\u00e9es est l&rsquo;un des processus au coeur de la Data Science <a href=\"https:\/\/datascientest.com\/formation-data-management\" target=\"_blank\" rel=\"noopener\">et du Data Management<\/a>. Les techniques de Data Exploration et les outils comme le langage\u00a0<a href=\"https:\/\/www.python.org\" target=\"_blank\" rel=\"noopener\">Python<\/a>\u00a0font partie des comp\u00e9tences que vous pouvez acqu\u00e9rir \u00e0 travers <a href=\"https:\/\/datascientest.com\/formations-data\" target=\"_blank\" rel=\"noopener\">nos formations de Data Science<\/a> ou de Data Management.<\/p><p>Si vous souhaitez devenir Data Manager ou Data Scientist, les formations DataScientest vous permettront d&rsquo;acqu\u00e9rir <strong>les aptitudes n\u00e9cessaires en Data Exploration<\/strong>. De m\u00eame, si vous \u00eates chef d&rsquo;entreprise, vous pouvez <a href=\"https:\/\/datascientest.com\/formation-en-entreprise\" target=\"_blank\" rel=\"noopener\">proposer ces formations \u00e0 vos \u00e9quipes<\/a> pour leur apprendre \u00e0 explorer les donn\u00e9es.<\/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-c40eafd elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"c40eafd\" 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 en Data Exploration<\/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<div class=\"elementor-element elementor-element-88147eb elementor-widget elementor-widget-text-editor\" data-id=\"88147eb\" 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>Vous savez tout sur la Data Exploration. Pour plus d&rsquo;informations, d\u00e9couvrez <strong><a href=\"https:\/\/datascientest.com\/data-science-definition\" target=\"_blank\" rel=\"noopener\">notre dossier complet sur la Data Science<\/a><\/strong>, et notre passage en revue <strong><a href=\"https:\/\/datascientest.com\/metiers-big-data\" target=\"_blank\" rel=\"noopener\">des diff\u00e9rents m\u00e9tiers du Big Data<\/a><\/strong>.<\/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\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>La Data Exploration ou exploration de donn\u00e9es est la premi\u00e8re \u00e9tape de l&rsquo;analyse de donn\u00e9es. D\u00e9couvrez tout ce que vous devez savoir \u00e0 ce sujet, et comment acqu\u00e9rir les comp\u00e9tences n\u00e9cessaires gr\u00e2ce aux formations DataScientest. L&rsquo;analyse de donn\u00e9es est un processus que l&rsquo;on peut d\u00e9composer en plusieurs \u00e9tapes. L&rsquo;exploration de donn\u00e9es, ou Data Exploration, est [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":34562,"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>Data Exploration ou exploration de donn\u00e9es : d\u00e9finition, outils, formations...<\/title>\n<meta name=\"description\" content=\"Qu&#039;est-ce que la Data Exploration ou exploration de donn\u00e9es ? D\u00e9couvrez tout ce que vous devez savoir : d\u00e9finition, outils, formations...\" \/>\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\/data-exploration-tout-savoir\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Exploration ou exploration de donn\u00e9es : d\u00e9finition, outils, formations...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/data-exploration-tout-savoir\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2020-12-17T19:25:23+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-09T14:11:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/illu_exploration_blog-60.png\" \/>\n\t<meta property=\"og:image:width\" content=\"4268\" \/>\n\t<meta property=\"og:image:height\" content=\"2343\" \/>\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=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/data-exploration-tout-savoir\",\"url\":\"https:\/\/datascientest.com\/data-exploration-tout-savoir\",\"name\":\"Data Exploration ou exploration de donn\u00e9es : d\u00e9finition, outils, formations...\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2020-12-17T19:25:23+00:00\",\"dateModified\":\"2023-11-09T14:11:19+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\"},\"description\":\"Qu'est-ce que la Data Exploration ou exploration de donn\u00e9es ? 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