{"id":293,"date":"2014-10-05T16:38:50","date_gmt":"2014-10-05T14:38:50","guid":{"rendered":"http:\/\/wordpress.callac.online\/index.php\/coefficient-de-correlation-avec-r\/"},"modified":"2022-01-05T22:41:53","modified_gmt":"2022-01-05T21:41:53","slug":"coefficient-de-correlation-avec-r","status":"publish","type":"page","link":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/","title":{"rendered":"Coefficient de corr\u00e9lation avec R"},"content":{"rendered":"<h2>Un fichier de donn\u00e9es<\/h2>\n<p>Travaillons sur une enqu\u00eate de satisfactions dans un h\u00f4pital, r\u00e9cup\u00e9r\u00e9 lors d&rsquo;un cours de FUN (France Unit\u00e9 Num\u00e9rique). Les fichiers sont disponibles <a href=\"https:\/\/filedn.com\/lpKG7uY9hIHVel5exA5Ik80\/Wordpress\/Logiciels%20math%C3%A9matiques\/R\/\">ici<\/a>.<\/p>\n<p>Par la suite, ces donn\u00e9es seront stock\u00e9es dans la variable <em>satis<\/em> .<\/p>\n<p>Dans ces donn\u00e9es comme souvent, les observations sont en lignes et les variables en colonnes.<\/p>\n<h2>Quelques rep\u00e8re<\/h2>\n<p>&#8211; Si le coefficient de corr\u00e9lation $r$ est nul, on dit que les deux param\u00e8tres sont ind\u00e9pendants.<br \/>\n&#8211; Si $r&gt;0$, ils varient dans le m\u00eame sens.<br \/>\n&#8211; Si $r&lt;0,4$, la corr\u00e9lation est faible.<br \/>\n&#8211; Dans le cas d&rsquo;un est, il faut que $p &lt; 5~\\%$.<\/p>\n<h2>Un exemple<\/h2>\n<p>Cherchons s&rsquo;il y a une corr\u00e9lation entre le score de relation et l&rsquo;\u00e2ge des personnes.<\/p>\n<h2>Des graphiques<\/h2>\n<p>Commen\u00e7ons par tracer le nuage de points.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">plot(satis$score.relation,satis$age)<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" aligncenter size-full wp-image-908\" src=\"http:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_01.png\" alt=\"plot_01.png\" width=\"579\" height=\"360\" align=\"center\" srcset=\"https:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_01.png 579w, https:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_01-300x187.png 300w\" sizes=\"auto, (max-width: 579px) 100vw, 579px\" \/><\/p>\n<p>Pour \u00e9viter les superpositions, on peut utiliser la fonctions <em>jitter<\/em>.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">plot(jitter(satis$score.relation),jitter(satis$age))<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" aligncenter size-full wp-image-909\" src=\"http:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_02.png\" alt=\"plot_02.png\" width=\"579\" height=\"360\" align=\"center\" srcset=\"https:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_02.png 579w, https:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_02-300x187.png 300w\" sizes=\"auto, (max-width: 579px) 100vw, 579px\" \/><\/p>\n<h2>Le coefficient de corr\u00e9lation<\/h2>\n<p>On peut obtenir ce coefficient uniquement par la commande <em>cor<\/em> :<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">cor(satis$score.relation,satis$age,use=\"complete.obs\")<\/pre>\n<p><code><br \/>\n[1] 0.09596955<br \/>\n<\/code><\/p>\n<p>Mais il est aussi simple de faire le test complet avec la m\u00e9thode de Pearson :<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">cor.test(satis$score.relation,satis$age,use=\"complete.obs\")<\/pre>\n<p><code><br \/>\nPearson's product-moment correlation<\/code><\/p>\n<p><code><br \/>\n<\/code><\/p>\n<p><code>data:  satis$score.relation and satis$age<br \/>\nt = 1.796, df = 347, p-value = 0.07336<br \/>\nalternative hypothesis: true correlation is not equal to 0<br \/>\n95 percent confidence interval:<br \/>\n-0.009102243  0.198945290<br \/>\nsample estimates:<br \/>\ncor<br \/>\n0.09596955<br \/>\n<\/code><\/p>\n<p>On y voit que $r \\approx 0,1$, ce qui est tr\u00e8s faible.<\/p>\n<p>De plus, $p \\approx 7~\\% $, ce qui est trop \u00e9lev\u00e9.<\/p>\n<p>On ne peut pas affirm\u00e9 qu&rsquo;une corr\u00e9lation existe entre le score de relation et l&rsquo;\u00e2ge.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Un fichier de donn\u00e9es Travaillons sur une enqu\u00eate de satisfactions dans un h\u00f4pital, r\u00e9cup\u00e9r\u00e9 lors d&rsquo;un cours de FUN (France Unit\u00e9 Num\u00e9rique). Les fichiers sont disponibles ici. Par la suite,&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":2089,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-293","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Coefficient de corr\u00e9lation avec R - Maths &amp; Num\u00e9rique<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Coefficient de corr\u00e9lation avec R - Maths &amp; Num\u00e9rique\" \/>\n<meta property=\"og:description\" content=\"Un fichier de donn\u00e9es Travaillons sur une enqu\u00eate de satisfactions dans un h\u00f4pital, r\u00e9cup\u00e9r\u00e9 lors d&rsquo;un cours de FUN (France Unit\u00e9 Num\u00e9rique). Les fichiers sont disponibles ici. Par la suite,&hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Maths &amp; Num\u00e9rique\" \/>\n<meta property=\"article:modified_time\" content=\"2022-01-05T21:41:53+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_01.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/coefficient-de-correlation-avec-r\\\/\",\"url\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/coefficient-de-correlation-avec-r\\\/\",\"name\":\"Coefficient de corr\u00e9lation avec R - Maths &amp; Num\u00e9rique\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/coefficient-de-correlation-avec-r\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/coefficient-de-correlation-avec-r\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/wordpress.callac.online\\\/wp-content\\\/uploads\\\/2014\\\/10\\\/png_plot_01.png\",\"datePublished\":\"2014-10-05T14:38:50+00:00\",\"dateModified\":\"2022-01-05T21:41:53+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/coefficient-de-correlation-avec-r\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/coefficient-de-correlation-avec-r\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/coefficient-de-correlation-avec-r\\\/#primaryimage\",\"url\":\"https:\\\/\\\/wordpress.callac.online\\\/wp-content\\\/uploads\\\/2014\\\/10\\\/png_plot_01.png\",\"contentUrl\":\"https:\\\/\\\/wordpress.callac.online\\\/wp-content\\\/uploads\\\/2014\\\/10\\\/png_plot_01.png\",\"width\":579,\"height\":360,\"caption\":\"plot_01.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/coefficient-de-correlation-avec-r\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/wordpress.callac.online\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Logiciels math\u00e9matiques\",\"item\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Le logiciel R\",\"item\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Les tests avec R\",\"item\":\"https:\\\/\\\/wordpress.callac.online\\\/index.php\\\/logiciels-mathematiques\\\/le-logiciel-r\\\/les-tests-avec-r\\\/\"},{\"@type\":\"ListItem\",\"position\":5,\"name\":\"Coefficient de corr\u00e9lation avec R\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/#website\",\"url\":\"https:\\\/\\\/wordpress.callac.online\\\/\",\"name\":\"Maths & Num\u00e9rique\",\"description\":\"Des outils pour les enseignants de math\u00e9matiques et de num\u00e9rique\",\"publisher\":{\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/#\\\/schema\\\/person\\\/04061f1ca2c2c42039142a704be95940\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/wordpress.callac.online\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\\\/\\\/wordpress.callac.online\\\/#\\\/schema\\\/person\\\/04061f1ca2c2c42039142a704be95940\",\"name\":\"dlefur\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4a9e17be136808c6597f28aa2b6c13126dab066fdc2198ff60090972c9b7fafc?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4a9e17be136808c6597f28aa2b6c13126dab066fdc2198ff60090972c9b7fafc?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4a9e17be136808c6597f28aa2b6c13126dab066fdc2198ff60090972c9b7fafc?s=96&d=mm&r=g\",\"caption\":\"dlefur\"},\"logo\":{\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4a9e17be136808c6597f28aa2b6c13126dab066fdc2198ff60090972c9b7fafc?s=96&d=mm&r=g\"},\"description\":\"Enseignant de math\u00e9matiques Lyc\u00e9e Pasteur S\u00e3o Paulo\",\"sameAs\":[\"http:\\\/\\\/wordpress.callac.online\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Coefficient de corr\u00e9lation avec R - Maths &amp; Num\u00e9rique","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:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/","og_locale":"fr_FR","og_type":"article","og_title":"Coefficient de corr\u00e9lation avec R - Maths &amp; Num\u00e9rique","og_description":"Un fichier de donn\u00e9es Travaillons sur une enqu\u00eate de satisfactions dans un h\u00f4pital, r\u00e9cup\u00e9r\u00e9 lors d&rsquo;un cours de FUN (France Unit\u00e9 Num\u00e9rique). Les fichiers sont disponibles ici. Par la suite,&hellip;","og_url":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/","og_site_name":"Maths &amp; Num\u00e9rique","article_modified_time":"2022-01-05T21:41:53+00:00","og_image":[{"url":"http:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_01.png","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Dur\u00e9e de lecture estim\u00e9e":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/","url":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/","name":"Coefficient de corr\u00e9lation avec R - Maths &amp; Num\u00e9rique","isPartOf":{"@id":"https:\/\/wordpress.callac.online\/#website"},"primaryImageOfPage":{"@id":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/#primaryimage"},"image":{"@id":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/#primaryimage"},"thumbnailUrl":"http:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_01.png","datePublished":"2014-10-05T14:38:50+00:00","dateModified":"2022-01-05T21:41:53+00:00","breadcrumb":{"@id":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/#primaryimage","url":"https:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_01.png","contentUrl":"https:\/\/wordpress.callac.online\/wp-content\/uploads\/2014\/10\/png_plot_01.png","width":579,"height":360,"caption":"plot_01.png"},{"@type":"BreadcrumbList","@id":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/coefficient-de-correlation-avec-r\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/wordpress.callac.online\/"},{"@type":"ListItem","position":2,"name":"Logiciels math\u00e9matiques","item":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/"},{"@type":"ListItem","position":3,"name":"Le logiciel R","item":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/"},{"@type":"ListItem","position":4,"name":"Les tests avec R","item":"https:\/\/wordpress.callac.online\/index.php\/logiciels-mathematiques\/le-logiciel-r\/les-tests-avec-r\/"},{"@type":"ListItem","position":5,"name":"Coefficient de corr\u00e9lation avec R"}]},{"@type":"WebSite","@id":"https:\/\/wordpress.callac.online\/#website","url":"https:\/\/wordpress.callac.online\/","name":"Maths & Num\u00e9rique","description":"Des outils pour les enseignants de math\u00e9matiques et de num\u00e9rique","publisher":{"@id":"https:\/\/wordpress.callac.online\/#\/schema\/person\/04061f1ca2c2c42039142a704be95940"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/wordpress.callac.online\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":["Person","Organization"],"@id":"https:\/\/wordpress.callac.online\/#\/schema\/person\/04061f1ca2c2c42039142a704be95940","name":"dlefur","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/4a9e17be136808c6597f28aa2b6c13126dab066fdc2198ff60090972c9b7fafc?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/4a9e17be136808c6597f28aa2b6c13126dab066fdc2198ff60090972c9b7fafc?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/4a9e17be136808c6597f28aa2b6c13126dab066fdc2198ff60090972c9b7fafc?s=96&d=mm&r=g","caption":"dlefur"},"logo":{"@id":"https:\/\/secure.gravatar.com\/avatar\/4a9e17be136808c6597f28aa2b6c13126dab066fdc2198ff60090972c9b7fafc?s=96&d=mm&r=g"},"description":"Enseignant de math\u00e9matiques Lyc\u00e9e Pasteur S\u00e3o Paulo","sameAs":["http:\/\/wordpress.callac.online"]}]}},"_links":{"self":[{"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/pages\/293","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/comments?post=293"}],"version-history":[{"count":3,"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/pages\/293\/revisions"}],"predecessor-version":[{"id":2388,"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/pages\/293\/revisions\/2388"}],"up":[{"embeddable":true,"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/pages\/2089"}],"wp:attachment":[{"href":"https:\/\/wordpress.callac.online\/index.php\/wp-json\/wp\/v2\/media?parent=293"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}