{"id":17673,"date":"2019-11-27T13:25:14","date_gmt":"2019-11-27T18:25:14","guid":{"rendered":"https:\/\/vieux.ivado.ca\/trainings\/workshops\/atelier-sur-le-nettoyage-et-lexploration-de-donnees\/"},"modified":"2020-01-31T14:01:52","modified_gmt":"2020-01-31T19:01:52","slug":"workshop-in-data-cleaning-analysis-and-visualization","status":"publish","type":"page","link":"https:\/\/vieux.ivado.ca\/en\/trainings\/workshops\/workshop-in-data-cleaning-analysis-and-visualization\/","title":{"rendered":"Workshop in Data Cleaning, Analysis and Visualization"},"content":{"rendered":"<p>[vc_row][vc_column][vc_column_text]<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-16862 size-full\" src=\"https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/IVADO_AtelierNettoyageDonne\u2560\u00fces_646X220_FR_LinkedIn-01.jpg\" alt=\"\" width=\"1346\" height=\"459\" srcset=\"https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/IVADO_AtelierNettoyageDonne\u2560\u00fces_646X220_FR_LinkedIn-01.jpg 1346w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/IVADO_AtelierNettoyageDonne\u2560\u00fces_646X220_FR_LinkedIn-01-300x102.jpg 300w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/IVADO_AtelierNettoyageDonne\u2560\u00fces_646X220_FR_LinkedIn-01-1024x349.jpg 1024w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/IVADO_AtelierNettoyageDonne\u2560\u00fces_646X220_FR_LinkedIn-01-768x262.jpg 768w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/IVADO_AtelierNettoyageDonne\u2560\u00fces_646X220_FR_LinkedIn-01-400x136.jpg 400w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/IVADO_AtelierNettoyageDonne\u2560\u00fces_646X220_FR_LinkedIn-01-700x239.jpg 700w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/IVADO_AtelierNettoyageDonne\u2560\u00fces_646X220_FR_LinkedIn-01-120x41.jpg 120w\" sizes=\"(max-width: 1346px) 100vw, 1346px\" \/>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;2\/3&#8243;][vc_empty_space height=&#8221;10px&#8221;][vc_column_text]<\/p>\n<h3><strong><span style=\"color: #0071ba;\">29-30 janvier 2020 | MONTR\u00c9AL<\/span><\/strong><\/h3>\n<p>[\/vc_column_text][vc_empty_space][\/vc_column][vc_column width=&#8221;1\/3&#8243;]<div class=\" ubtn-ctn-center \"><button type=\"button\" id=\"ubtn-2055\" onclick=\"this.target=&#039;_blank&#039;\" class=\"ubtn ult-adjust-bottom-margin ult-responsive ubtn-normal ubtn-no-hover-bg  none  ubtn-sep-icon ubtn-sep-icon-left-push  ubtn-center   tooltip-69dc4609de46e\"  data-hover=\"\" data-border-color=\"\" data-bg=\"#aaaaaa\" data-hover-bg=\"\" data-border-hover=\"\" data-shadow-hover=\"\" data-shadow-click=\"none\" data-shadow=\"\" data-shd-shadow=\"\"  data-ultimate-target='#ubtn-2055'  data-responsive-json-new='{\"font-size\":\"desktop:24px;\",\"line-height\":\"\"}'  style=\"font-weight:bold;border:none;background: #aaaaaa;color: #ffffff;\"><span class=\"ubtn-data ubtn-icon\"><i class=\"Defaults-edit pencil-square-o\" style=\"font-size:32px;color:;\"><\/i><\/span><span class=\"ubtn-hover\" style=\"background-color:\"><\/span><span class=\"ubtn-data ubtn-text \" >Inscription<\/span><\/button><\/div>[vc_empty_space][\/vc_column][\/vc_row][vc_row equal_height=&#8221;yes&#8221; el_class=&#8221;naked clearboth&#8221; css=&#8221;.vc_custom_1554726987628{margin-top: -40px !important;}&#8221;][vc_column][vc_tta_tabs][vc_tta_section i_type=&#8221;openiconic&#8221; i_icon_openiconic=&#8221;vc-oi vc-oi-mic&#8221; add_icon=&#8221;true&#8221; title=&#8221;\u00c0 propos&#8221; tab_id=&#8221;About&#8221;][vc_empty_space height=&#8221;30px&#8221;][vc_icon type=&#8221;openiconic&#8221; icon_openiconic=&#8221;vc-oi vc-oi-mic&#8221; color=&#8221;custom&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; css_animation=&#8221;none&#8221; custom_color=&#8221;#ff671f&#8221; css=&#8221;.vc_custom_1554316743716{margin-bottom: 0px !important;padding-bottom: 0px !important;}&#8221;][vc_column_text el_class=&#8221;h3-souligne&#8221;]<\/p>\n<h3 style=\"text-align: center;\"><strong>\u00c0 propos<\/strong><\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15px&#8221;][vc_row_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text css_animation=&#8221;fadeInLeft&#8221;]<\/p>\n<h3>Mise en contexte<\/h3>\n<p>OpenRefine est un projet ouvert permettant le nettoyage et la bonification des donn\u00e9es. Outil incontournable du scientifique de donn\u00e9es, il permet de conserver le fichier original intact, de garder une trace des manipulations sur les donn\u00e9es, d\u2019annuler une modification facilement, de sauvegarder des routines et de les appliquer \u00e0 d\u2019autres fichiers.<\/p>\n<p>Dans cette formation, vous apprendrez \u00e0 utiliser le logiciel et \u00e0 cr\u00e9er des routines r\u00e9utilisables sur d\u2019autres fichiers. Vous vous familiariserez aussi avec l\u2019exploration des donn\u00e9es ainsi que certaines bonnes pratiques en manipulations de donn\u00e9es.<\/p>\n<p>Cette formation vous permettra aussi d\u2019effectuer une analyse de donn\u00e9es de base, du chargement des donn\u00e9es dans Python \u00e0 une visualisation finale. Pour ce faire, vous d\u00e9couvrirez notamment les biblioth\u00e8ques Pandas et une biblioth\u00e8que de visualisation telle que Matplotlib ou Plotnine. L\u2019analyse des donn\u00e9es se limite \u00e0 la s\u00e9lection de certaines entr\u00e9es, \u00e0 la transformation temporaire des donn\u00e9es, au calcul de statistiques simples et \u00e0 l\u2019automatisation de tout ce processus d&#8217;analyse.[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInLeft&#8221;]<\/p>\n<h3>Objectifs<\/h3>\n<ul>\n<li>Exploration et traitement de donn\u00e9es avec Python et Pandas<\/li>\n<li>Nettoyage de donn\u00e9es avec OpenRefine<\/li>\n<\/ul>\n<p>[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInLeft&#8221;]<\/p>\n<h3>Format<\/h3>\n<p>Atelier avec explications magistrales et applications pratiques en simultan\u00e9 et interactif.[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInLeft&#8221;]<\/p>\n<h3>Public cible<\/h3>\n<p>Cette formation s&#8217;adresse \u00e0 un public large mais est surtout fa\u00e7onn\u00e9e pour des professionnels de m\u00e9tier ayant un Baccalaur\u00e9at en Sciences et des connaissances math\u00e9matiques. Par exemple des analystes financiers, chercheur\u00b7e\u00b7s bio-m\u00e9dicaux, ing\u00e9nieur\u00b7e\u00b7s et des statisticien\u00b7ne\u00b7s du gouvernement&#8230;[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInLeft&#8221;]<\/p>\n<h3>Pr\u00e9-requis<\/h3>\n<p>Il est essentiel d&#8217;avoir des bases de programmation, pr\u00e9f\u00e9rablement en Python pour pouvoir suivre cette formation.[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Besoins particuliers<\/h3>\n<p>Ordinateur portable avec un navigateur web et le logiciel OpenRefine install\u00e9 -&gt; <a href=\"http:\/\/openrefine.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/openrefine.org\/<\/a>[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Langues<\/h3>\n<p>Formation&nbsp;: fran\u00e7ais<br \/>\nMat\u00e9riel&nbsp;: anglais[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Emplacement<\/h3>\n<p>HEC Montr\u00e9al<\/p>\n<p><a href=\"https:\/\/www.google.com\/maps\/place\/%C3%89difice+C%C3%B4te-Sainte-Catherine,+3000+Chemin+de+la+C%C3%B4te-Sainte-Catherine,+Montr%C3%A9al,+QC+H3T+2A7\/@45.5033337,-73.6228601,17z\/data=!3m1!4b1!4m5!3m4!1s0x4cc919ed30338c15:0x11f75ed2ec876780!8m2!3d45.50333!4d-73.6206714\" target=\"_blank\" rel=\"noopener noreferrer\">\u00c9difice C\u00f4te-Sainte-Catherine<\/a><br \/>\n3000, chemin de la C\u00f4te-Sainte-Catherine<br \/>\nMontr\u00e9al (Qu\u00e9bec) H3T 2A7[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Contenu additionnel et r\u00e9f\u00e9rences<\/h3>\n<ul>\n<li>Rudiments de programmation (tutoriel de mise \u00e0 niveau au besoin -&gt; <a href=\"http:\/\/swcarpentry.github.io\/python-novice-inflammation\/01-intro\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/swcarpentry.github.io\/python-novice-inflammation\/01-intro\/index.html<\/a>)<\/li>\n<li>Rudiments de ligne de commande (tutoriel de mise \u00e0 niveau au besoin -&gt; <a href=\"http:\/\/swcarpentry.github.io\/python-novice-inflammation\/\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/swcarpentry.github.io\/python-novice-inflammation\/<\/a>)<\/li>\n<\/ul>\n<p>[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Organisateur\u00b7trice\u00b7s<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.calculquebec.ca\/a-propos\/personnel\/\" target=\"_blank\" rel=\"noopener noreferrer\">Maxime Boissonneault<\/a>, Calcul Qu\u00e9bec<\/li>\n<li><a href=\"https:\/\/vieux.ivado.ca\/en\/about-us\/team\/\" target=\"_blank\" rel=\"noopener noreferrer\">Nathalie Sanon<\/a>, IVADO<\/li>\n<\/ul>\n<p>Contact&nbsp;: <a href=\"mailto:formations@ivado.ca\" target=\"_blank\" rel=\"noopener noreferrer\">formations@ivado.ca<\/a>[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Inscription<\/h3>\n<ul>\n<li>G\u00e9n\u00e9ral&nbsp;: 800&nbsp;$<\/li>\n<li>\u00c9tudiant\u00b7e\u00b7s&nbsp;: 400&nbsp;$ (sur pr\u00e9sentation d&#8217;une preuve d&#8217;inscription \u00e0 une universit\u00e9 reconnue)<\/li>\n<\/ul>\n<p>*<em>Le prix comprend les repas et les pauses-caf\u00e9<br \/>\n<\/em>[\/vc_column_text]<div class=\" ubtn-ctn-center \"><button type=\"button\" id=\"ubtn-7329\"  class=\"ubtn ult-adjust-bottom-margin ult-responsive ubtn-normal ubtn-no-hover-bg  none  ubtn-sep-icon ubtn-sep-icon-left-push  ubtn-center   tooltip-69dc4609de52f\"  data-hover=\"\" data-border-color=\"\" data-bg=\"#aaaaaa\" data-hover-bg=\"\" data-border-hover=\"\" data-shadow-hover=\"\" data-shadow-click=\"none\" data-shadow=\"\" data-shd-shadow=\"\"  data-ultimate-target='#ubtn-7329'  data-responsive-json-new='{\"font-size\":\"desktop:24px;\",\"line-height\":\"\"}'  style=\"font-weight:bold;border:none;background: #aaaaaa;color: #ffffff;\"><span class=\"ubtn-data ubtn-icon\"><i class=\"Defaults-edit pencil-square-o\" style=\"font-size:32px;color:#ffffff;\"><\/i><\/span><span class=\"ubtn-hover\" style=\"background-color:\"><\/span><span class=\"ubtn-data ubtn-text \" >Inscription<\/span><\/button><\/div>[\/vc_column_inner][\/vc_row_inner][\/vc_tta_section][vc_tta_section i_type=&#8221;entypo&#8221; i_icon_entypo=&#8221;entypo-icon entypo-icon-users&#8221; add_icon=&#8221;true&#8221; title=&#8221;Conf\u00e9rencier\u00b7\u00e8re\u00b7s&#8221; tab_id=&#8221;Speakers&#8221; el_class=&#8221;speakers&#8221;][vc_empty_space height=&#8221;30px&#8221;][vc_icon type=&#8221;entypo&#8221; icon_entypo=&#8221;entypo-icon entypo-icon-users&#8221; color=&#8221;custom&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; css_animation=&#8221;none&#8221; custom_color=&#8221;#ff671f&#8221; css=&#8221;.vc_custom_1554299243581{margin-bottom: 0px !important;padding-bottom: 0px !important;}&#8221;][vc_column_text el_class=&#8221;h3-souligne&#8221;]<\/p>\n<h3 style=\"text-align: center;\"><strong>Conf\u00e9rencier\u00b7\u00e8re\u00b7s<\/strong><\/h3>\n<p>[\/vc_column_text][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_column_text css_animation=&#8221;fadeInUp&#8221;]<\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/ca.linkedin.com\/in\/pier-luc-st-onge-3ba48323\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-16851 size-portrait aligncenter\" src=\"https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/pier-Luc-440x550.jpg\" alt=\"\" width=\"440\" height=\"550\" \/><\/a><br \/>\n<a href=\"https:\/\/ca.linkedin.com\/in\/pier-luc-st-onge-3ba48323\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Pier-Luc St-Onge<\/strong><\/a><br \/>\nAnalyste scientifique<br \/>\nCalcul Qu\u00e9bec<\/p>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_column_text css_animation=&#8221;fadeInUp&#8221;]<\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/ca.linkedin.com\/in\/julie-faure-lacroix-598b2456\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-16896 aligncenter\" src=\"https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/Julie2-1.jpg\" alt=\"\" width=\"440\" height=\"550\" srcset=\"https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/Julie2-1.jpg 440w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/Julie2-1-240x300.jpg 240w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/Julie2-1-320x400.jpg 320w, https:\/\/vieux.ivado.ca\/wp-content\/uploads\/2019\/11\/Julie2-1-96x120.jpg 96w\" sizes=\"(max-width: 440px) 100vw, 440px\" \/><\/a><br \/>\n<a href=\"https:\/\/ca.linkedin.com\/in\/julie-faure-lacroix-598b2456\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Julie Faure-Lacroix<\/strong><\/a><br \/>\nAgente de liaison scientifique<br \/>\nCalcul Qu\u00e9bec<\/p>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][\/vc_column_inner][\/vc_row_inner][vc_empty_space height=&#8221;15px&#8221;][\/vc_tta_section][vc_tta_section i_type=&#8221;openiconic&#8221; i_icon_openiconic=&#8221;vc-oi vc-oi-calendar-inv&#8221; add_icon=&#8221;true&#8221; title=&#8221;Programme&#8221; tab_id=&#8221;Program&#8221; el_class=&#8221;bouton-programme&#8221;][\/vc_tta_section][\/vc_tta_tabs][\/vc_column][\/vc_row][vc_row css_animation=&#8221;none&#8221; el_class=&#8221;orange ferme&#8221; css=&#8221;.vc_custom_1554317805323{margin-top: -20px !important;}&#8221;][vc_column][vc_empty_space][vc_icon type=&#8221;openiconic&#8221; icon_openiconic=&#8221;vc-oi vc-oi-calendar-inv&#8221; color=&#8221;custom&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; css_animation=&#8221;none&#8221; custom_color=&#8221;#ff671f&#8221; css=&#8221;.vc_custom_1554301958146{margin-bottom: 0px !important;padding-bottom: 0px !important;}&#8221;][vc_column_text el_class=&#8221;h3-souligne&#8221;]<\/p>\n<h3 style=\"text-align: center;\"><strong>Programme<\/strong><\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15px&#8221;][vc_tta_tabs][vc_tta_section title=&#8221;29 janvier 2020&#8243; tab_id=&#8221;29-janvier-2020&#8243;][vc_empty_space][vc_column_text]Heures de la formation&nbsp;: de 9h \u00e0 16h30<\/p>\n<ul>\n<li>Nettoyage de donn\u00e9es avec OpenRefine<\/li>\n<li>Filtres et \u201cfacetting\u201d<\/li>\n<li>Transformations communes<\/li>\n<li>Identification et correction de mauvaises entr\u00e9es et erreurs de frappe<\/li>\n<li>Utilisation du langage GREL<\/li>\n<li>Automatisation des modifications<\/li>\n<li>R\u00e9conciliation des donn\u00e9es<\/li>\n<li>Bonification de donn\u00e9es (API)<\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_tta_section][vc_tta_section title=&#8221;30 janvier 2020&#8243; tab_id=&#8221;30-janvier-2020&#8243;][vc_empty_space][vc_column_text]Heures de la formation&nbsp;: de 9h \u00e0 16h30<\/p>\n<ul>\n<li>Exploration et traitement de donn\u00e9es avec Python et Pandas<\/li>\n<li>Lecture et s\u00e9lection de donn\u00e9es<\/li>\n<li>Statistiques descriptives<\/li>\n<li>Types de donn\u00e9es<\/li>\n<li>Combinaison de jeux de donn\u00e9es<\/li>\n<li>Flux de donn\u00e9es et automatisation<\/li>\n<li>Visualisation de donn\u00e9es avec Python<\/li>\n<li>Int\u00e9gration de Python et bases de donn\u00e9es relationnelles<\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_tta_section][\/vc_tta_tabs][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;2\/3&#8243;][vc_empty_space height=&#8221;10px&#8221;][vc_column_text] 29-30 janvier 2020 | MONTR\u00c9AL [\/vc_column_text][vc_empty_space][\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_empty_space][\/vc_column][\/vc_row][vc_row equal_height=&#8221;yes&#8221; el_class=&#8221;naked clearboth&#8221; css=&#8221;.vc_custom_1554726987628{margin-top: -40px !important;}&#8221;][vc_column][vc_tta_tabs][vc_tta_section i_type=&#8221;openiconic&#8221; i_icon_openiconic=&#8221;vc-oi vc-oi-mic&#8221; add_icon=&#8221;true&#8221; title=&#8221;\u00c0 propos&#8221; tab_id=&#8221;About&#8221;][vc_empty_space height=&#8221;30px&#8221;][vc_icon type=&#8221;openiconic&#8221; icon_openiconic=&#8221;vc-oi vc-oi-mic&#8221; color=&#8221;custom&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221;&#8230; <\/p>\n<div class=\"clear\"><\/div>\n<p><a href=\"https:\/\/vieux.ivado.ca\/en\/trainings\/workshops\/workshop-in-data-cleaning-analysis-and-visualization\/\" class=\"gdlr-button with-border excerpt-read-more\">Read More<\/a><\/p>\n","protected":false},"author":33,"featured_media":0,"parent":9042,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Workshop in Data Cleaning, Analysis and Visualization - IVADO<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Workshop in Data Cleaning, Analysis and Visualization - IVADO\" \/>\n<meta property=\"og:description\" content=\"[vc_row][vc_column][vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;2\/3&#8243;][vc_empty_space height=&#8221;10px&#8221;][vc_column_text] 29-30 janvier 2020 | MONTR\u00c9AL [\/vc_column_text][vc_empty_space][\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_empty_space][\/vc_column][\/vc_row][vc_row equal_height=&#8221;yes&#8221; 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