{"id":394,"date":"2016-04-29T08:57:01","date_gmt":"2016-04-29T07:57:01","guid":{"rendered":"http:\/\/lepcam.fr\/?page_id=394"},"modified":"2024-10-22T22:08:15","modified_gmt":"2024-10-22T21:08:15","slug":"uni","status":"publish","type":"page","link":"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/","title":{"rendered":"Analyse des r\u00e9sultats (3)"},"content":{"rendered":"<hr \/>\n<h1 id=\"a_uni\">III. Analyse univari\u00e9e<\/h1>\n<h2 id=\"position\">A. Mesure de position<\/h2>\n<h3>1. Moyenne<\/h3>\n<p>D\u00e9finition\u00a0: somme des valeurs divis\u00e9es par le nombre d\u2019observations, c\u2019est la moyenne arithm\u00e9tique.<\/p>\n<p>Anglais\u00a0: <em>mean<\/em><\/p>\n<p>Rmq: utiliser plut\u00f4t pour une variable qui suit une loi normale.<\/p>\n<p>Inconv\u00e9nient\u00a0: sensible aux valeurs extr\u00eames, surtout s\u2019il y a peu de valeurs.<\/p>\n<h3>2. M\u00e9diane<\/h3>\n<p>D\u00e9finition\u00a0: valeur qui permet de s\u00e9parer\u00a0l\u2019ensemble des valeurs en 2.<\/p>\n<p>Anglais\u00a0: <em>median<\/em><\/p>\n<h3>3. Quartile, d\u00e9cile, percentile<\/h3>\n<p>D\u00e9finition\u00a0: valeurs qui partagent les donn\u00e9es en 4, 10 ou 100 groupes \u00e9gaux.<\/p>\n<p>Rmq\u00a0: Le 2<sup>\u00e8me<\/sup> quartile correspond \u00e0 la m\u00e9diane.<\/p>\n<h3>4. Mode<\/h3>\n<p>D\u00e9finition\u00a0: valeur de donn\u00e9e la plus fr\u00e9quente dans l\u2019\u00e9chantillon.<\/p>\n<h3>5. Fr\u00e9quence relative<\/h3>\n<p>D\u00e9finition\u00a0: fr\u00e9quence d\u2019une valeur ou d\u2019un intervalle de classe observ\u00e9e dans un ensemble de donn\u00e9es et calcul\u00e9e en divisant la fr\u00e9quence par le nombre d\u2019observations<\/p>\n<p>Rmq\u00a0: s\u2019utilise pour une variable qualitative ou quantitative discr\u00e8te.<\/p>\n<h2 id=\"dispersion\">B. Mesure de dispersion<\/h2>\n<p>Exercices :<\/p>\n<div style=\"margin: auto; width: auto; \"><h3 class='azc_tsh_toggle' style='border: 0px solid #00F000; background-color: #ffffff; '><a href='#' style='color: #CC6666; font-family: inherit; font-size: 0.6em; '>Prescrire<strong> <\/strong>: \"Evaluer la variabilit\u00e9\"<\/a><\/h3><div class='azc_tsh_toggle_container' style='border: 0px solid #00F000; background-color: #ffffff; color: #000000; font-family: inherit; font-size: 100%; font-weight: normal; '><\/p>\n<p><a href=\"https:\/\/formations.prescrire.org\/Fr\/F4BA5D186BEF200DE6F9FB73820CBFD9\/Download.aspx\" target=\"_blank\" rel=\"noopener noreferrer\">Exercice N\u00b029 &#8211; Savoir ne pas relativiser<\/a><\/p>\n<p><\/div><\/div>\n<h3>1. Variance<\/h3>\n<p>D\u00e9finition\u00a0: moyenne des carr\u00e9s des \u00e9carts \u00e0 la moyenne de chaque valeur mesur\u00e9e. Elle r\u00e9sume l\u2019ensemble des \u00e9carts entre la moyenne et les valeurs mesur\u00e9es.<\/p>\n<p>Elle indique de quelle mani\u00e8re se dispersent les valeurs mesur\u00e9es par rapport \u00e0 sa moyenne<\/p>\n<p>Condition\u00a0: la distribution de la variable est normale.<\/p>\n<h3>2. Ecart-type<\/h3>\n<p>D\u00e9finition : racine carr\u00e9 de la variance. Dans les articles, les auteurs indiquent l\u2019\u00e9cart-type plut\u00f4t que la variance.<\/p>\n<p>Anglais\u00a0: <em>standard deviation <\/em>ou <em>SD<\/em><\/p>\n<p>Condition\u00a0: comme la variance, la distribution de la variable doit \u00eatre normale.<\/p>\n<ul>\n<li>2\/3 des valeurs se trouvent entre [moyenne &#8211; \u00e9cart-type\u00a0; moyenne + \u00e9cart-type ]<\/li>\n<li>95 % des valeurs se trouvent entre [moyenne \u2013 2 \u00e9cart-type\u00a0; moyenne + 2 \u00e9cart-type ]<\/li>\n<\/ul>\n<h3>3. Coefficient de variation<\/h3>\n<p>D\u00e9finition\u00a0: mesure relative de la dispersion autour de la moyenne, permettant de comparer le degr\u00e9 de variation d&rsquo;un \u00e9chantillon \u00e0 un autre, m\u00eame si les moyennes sont diff\u00e9rentes.<\/p>\n<p>Synonyme\u00a0: \u00e9cart-type relatif<\/p>\n<p>Anglais : <em>Relative Standard Deviation (RSD)<\/em><\/p>\n<p>Calcul\u00a0: RSD = \u00e9cart-type \/ moyenne<\/p>\n<h3>4. Extr\u00eame<\/h3>\n<p>D\u00e9finition\u00a0: valeurs maximales et minimales observ\u00e9es<\/p>\n<p>Inconv\u00e9nient\u00a0: tr\u00e8s sensible aux valeurs extr\u00eames<\/p>\n<h3>5. Etendue<\/h3>\n<p>D\u00e9finition\u00a0: diff\u00e9rence entre les 2 valeurs extr\u00eames<\/p>\n<p>Anglais\u00a0: <em>range<\/em><\/p>\n<h3>6. Intervalle interquartile<\/h3>\n<p>D\u00e9finition\u00a0: diff\u00e9rence entre le 1<sup>er<\/sup> et 3<sup>\u00e8me<\/sup><\/p>\n<p>Intervalle semi-interquartile\u00a0: moiti\u00e9 de l\u2019intervalle interquartile, il est utilis\u00e9 pour les variables ordonn\u00e9es ou lorsque que la distribution est asym\u00e9trique.<\/p>\n<h2 id=\"graph\">C. Repr\u00e9sentations graphiques<\/h2>\n<p>Les principaux graphiques peuvent \u00eatre r\u00e9sum\u00e9 avec cette illustration :\u00a0<a href=\"http:\/\/lepcam.fr\/wp-content\/uploads\/2024\/10\/Visual-vocabulary-fr.pdf\">graphiques<\/a><\/p>\n<p>J&rsquo;ai r\u00e9sum\u00e9 sous forme de tableau les principaux graphiques en fonction du type de variable :<\/p>\n<table>\n<tbody>\n<tr>\n<td><strong>Variable<\/strong><\/td>\n<td><strong>\u00a0<\/strong><\/td>\n<td><strong>\u00a0<\/strong><\/td>\n<td><strong>Graphique<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Quantitative<\/strong><\/td>\n<td>Normale<\/td>\n<td>Continue<\/td>\n<td>histogramme<\/td>\n<\/tr>\n<tr>\n<td><strong>\u00a0<\/strong><\/td>\n<td><\/td>\n<td>Discr\u00e8te<\/td>\n<td>Diagramme en b\u00e2ton (+\/-empil\u00e9)<\/p>\n<p>Courbe en escalier<\/td>\n<\/tr>\n<tr>\n<td><strong>\u00a0<\/strong><\/td>\n<td>Non normale<\/td>\n<td><\/td>\n<td>Boite \u00e0 moustache<\/td>\n<\/tr>\n<tr>\n<td><strong>\u00a0<\/strong><\/td>\n<td>indiff\u00e9rent<\/td>\n<td><\/td>\n<td>Nuage de points<\/p>\n<p>Toile d\u2019araign\u00e9e<\/td>\n<\/tr>\n<tr>\n<td><strong>Qualitative<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td>Diagramme en b\u00e2ton (+\/- empil\u00e9)<\/p>\n<p>Diagramme en tuyau d\u2019orgue<\/p>\n<p>Diagramme en secteurs<\/p>\n<p>Cartogramme<\/p>\n<p>Diagramme en barres parall\u00e8les<\/td>\n<\/tr>\n<tr>\n<td><strong>Censur\u00e9e<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td>Courbe de Kaplan Meyer<\/p>\n<p>Courbe actuarielle<\/td>\n<\/tr>\n<tr>\n<td><strong>Autre<\/strong><\/td>\n<td>divers<\/td>\n<td><\/td>\n<td>Pictogramme<\/td>\n<\/tr>\n<tr>\n<td><strong>\u00a0<\/strong><\/td>\n<td>P\u00e9riode<\/td>\n<td><\/td>\n<td>Graphique en courbe<\/td>\n<\/tr>\n<tr>\n<td><strong>\u00a0<\/strong><\/td>\n<td>A 3 variables<\/td>\n<td><\/td>\n<td>Graphique en bulles<\/td>\n<\/tr>\n<tr>\n<td><strong>\u00a0<\/strong><\/td>\n<td>Age et sexe<\/td>\n<td><\/td>\n<td>Pyramide des \u00e2ges<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Il existe 2 grands types de diagrammes :<\/p>\n<ul>\n<li>Diagramme diff\u00e9rentiel repr\u00e9sentant les effectifs ou les fr\u00e9quences.<\/li>\n<li>Diagramme int\u00e9gral repr\u00e9sentant les effectifs cumul\u00e9s ou les fr\u00e9quences cumul\u00e9es.<\/li>\n<\/ul>\n<h3 id=\"1quantiN\">1. 1 variable quantitative normale<\/h3>\n<h4>a. Discr\u00e8te<\/h4>\n<ul>\n<li><strong>Diagramme en b\u00e2ton<\/strong> (diff\u00e9rentiel)\n<ul>\n<li>Abscisse\u00a0: valeur de la variable<\/li>\n<li>Ordonn\u00e9e\u00a0: effectif ou fr\u00e9quence<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li><strong>Courbe en escalier<\/strong> (int\u00e9gral)\n<ul>\n<li>Abscisse\u00a0: valeur de la variable<\/li>\n<li>Ordonn\u00e9e\u00a0: effectif ou fr\u00e9quence cumul\u00e9e<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div class=\"tiled-gallery type-rectangular tiled-gallery-unresized\" data-original-width=\"629\" data-carousel-extra='{&quot;blog_id&quot;:1,&quot;permalink&quot;:&quot;https:\\\/\\\/lepcam.fr\\\/index.php\\\/les-etapes\\\/uni\\\/&quot;,&quot;likes_blog_id&quot;:107895041}' itemscope itemtype=\"http:\/\/schema.org\/ImageGallery\" > <div class=\"gallery-row\" style=\"width: 629px; height: 120px;\" data-original-width=\"629\" data-original-height=\"120\" > <div class=\"gallery-group images-1\" style=\"width: 324px; height: 120px;\" data-original-width=\"324\" data-original-height=\"120\" > <div class=\"tiled-gallery-item tiled-gallery-item-large\" itemprop=\"associatedMedia\" itemscope itemtype=\"http:\/\/schema.org\/ImageObject\"> <a href=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/courbe-escalier\/\" border=\"0\" itemprop=\"url\"> <meta itemprop=\"width\" content=\"320\"> <meta itemprop=\"height\" content=\"116\"> <img data-attachment-id=\"608\" data-orig-file=\"https:\/\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-escalier-e1462375882832.png\" data-orig-size=\"572,207\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"courbe escalier\" data-image-description=\"\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-escalier-e1462375882832.png?fit=300%2C109&#038;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-escalier-e1462375882832.png?fit=572%2C207&#038;ssl=1\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-escalier-e1462375882832.png?w=320&#038;h=116&#038;ssl=1\" width=\"320\" height=\"116\" data-original-width=\"320\" data-original-height=\"116\" itemprop=\"http:\/\/schema.org\/image\" title=\"courbe escalier\" alt=\"Courbe en escalier\" style=\"width: 320px; height: 116px;\" \/> <\/a> <div class=\"tiled-gallery-caption\" itemprop=\"caption description\"> Courbe en escalier <\/div> <\/div> <\/div> <!-- close group --> <div class=\"gallery-group images-1\" style=\"width: 305px; height: 120px;\" data-original-width=\"305\" data-original-height=\"120\" > <div class=\"tiled-gallery-item tiled-gallery-item-large\" itemprop=\"associatedMedia\" itemscope itemtype=\"http:\/\/schema.org\/ImageObject\"> <a href=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/baton\/\" border=\"0\" itemprop=\"url\"> <meta itemprop=\"width\" content=\"301\"> <meta itemprop=\"height\" content=\"116\"> <img data-attachment-id=\"601\" data-orig-file=\"https:\/\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png\" data-orig-size=\"609,235\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"baton\" data-image-description=\"\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?fit=300%2C116&#038;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?fit=609%2C235&#038;ssl=1\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?w=301&#038;h=116&#038;ssl=1\" width=\"301\" height=\"116\" data-original-width=\"301\" data-original-height=\"116\" itemprop=\"http:\/\/schema.org\/image\" title=\"baton\" alt=\"Diagramme en b\u00e2tons\" style=\"width: 301px; height: 116px;\" \/> <\/a> <div class=\"tiled-gallery-caption\" itemprop=\"caption description\"> Diagramme en b\u00e2tons <\/div> <\/div> <\/div> <!-- close group --> <\/div> <!-- close row --> <\/div>\n<h4>b. Continue<\/h4>\n<p>Les observations sont regroup\u00e9es en <strong>classes<\/strong> d\u2019un certain intervalle.<\/p>\n<p>Chaque classe a une <strong>amplitude<\/strong> correspondant \u00e0 la longueur de l\u2019intervalle.<\/p>\n<p>On appelle la <strong>densit\u00e9 d\u2019effectif<\/strong> comme le rapport de l\u2019effectif d\u2019une classe et de son amplitude.<\/p>\n<p>On appelle la <strong>densit\u00e9 de fr\u00e9quence<\/strong> comme le rapport de la fr\u00e9quence d\u2019une classe et de son amplitude.<\/p>\n<ul>\n<li>\n<div id=\"attachment_909\" style=\"width: 226px\" class=\"wp-caption alignright\"><img aria-describedby=\"caption-attachment-909\" data-attachment-id=\"909\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/diagramme\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme.png?fit=216%2C216&amp;ssl=1\" data-orig-size=\"216,216\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"diagramme\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Histogramme&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme.png?fit=216%2C216&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme.png?fit=216%2C216&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-909\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme.png?resize=216%2C216&#038;ssl=1\" alt=\"Histogramme\" width=\"216\" height=\"216\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme.png?w=216&amp;ssl=1 216w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme.png?resize=88%2C88&amp;ssl=1 88w\" sizes=\"(max-width: 216px) 100vw, 216px\" data-recalc-dims=\"1\" \/><p id=\"caption-attachment-909\" class=\"wp-caption-text\">Histogramme<\/p><\/div>\n<p><strong>Histogramme <\/strong>(diff\u00e9rentiel)<\/p>\n<ul>\n<li>Anglais\u00a0: <em>histogram<\/em><\/li>\n<li>Abscisse\u00a0: classes repr\u00e9sentant les modalit\u00e9s<\/li>\n<li>Ordonn\u00e9es\u00a0: densit\u00e9 d\u2019effectif ou densit\u00e9 de fr\u00e9quence<\/li>\n<li><strong>L\u2019aire<\/strong> du rectangle de l\u2019histogramme est proportionnelle \u00e0 l\u2019effectif ou la fr\u00e9quence de la classe.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li>\n<div id=\"attachment_607\" style=\"width: 603px\" class=\"wp-caption alignright\"><img aria-describedby=\"caption-attachment-607\" data-attachment-id=\"607\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/courbe-cumulative\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-cumulative-e1462123299599.png?fit=593%2C240&amp;ssl=1\" data-orig-size=\"593,240\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"courbe cumulative\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Courbe cumulative&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-cumulative-e1462123299599.png?fit=300%2C121&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-cumulative-e1462123299599.png?fit=593%2C240&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-607\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-cumulative-e1462123299599.png?resize=593%2C240&#038;ssl=1\" alt=\"Courbe cumulative\" width=\"593\" height=\"240\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-cumulative-e1462123299599.png?w=593&amp;ssl=1 593w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/courbe-cumulative-e1462123299599.png?resize=300%2C121&amp;ssl=1 300w\" sizes=\"(max-width: 593px) 100vw, 593px\" data-recalc-dims=\"1\" \/><p id=\"caption-attachment-607\" class=\"wp-caption-text\">Courbe cumulative<\/p><\/div>\n<p><strong>Courbe cumulative<\/strong> (int\u00e9grale)<\/p>\n<ul>\n<li>Abscisse\u00a0: classes<\/li>\n<li>Ordonn\u00e9e\u00a0: densit\u00e9 d\u2019effectif ou de fr\u00e9quence cumul\u00e9e.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 id=\"1quanti\">2. 1 variable quantitative non normale<\/h3>\n<ul>\n<li><strong>La boite \u00e0 moustache\u00a0:<\/strong>\n<ul>\n<li>Anglais\u00a0: <em>box plot (Box &amp; Whiskers Plot)<\/em><\/li>\n<li>Synonymes\u00a0: diagramme en boite, bo\u00eete de Tukey<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div id=\"attachment_911\" style=\"width: 639px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-911\" data-attachment-id=\"911\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/boite-a-moustache\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache.png?fit=1090%2C429&amp;ssl=1\" data-orig-size=\"1090,429\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"boite a moustache\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache.png?fit=300%2C118&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache.png?fit=629%2C248&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-911 size-large\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache-1024x403.png?resize=629%2C248&#038;ssl=1\" alt=\"boite a moustache\" width=\"629\" height=\"248\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache.png?resize=1024%2C403&amp;ssl=1 1024w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache.png?resize=300%2C118&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache.png?resize=600%2C236&amp;ssl=1 600w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache.png?resize=900%2C354&amp;ssl=1 900w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/boite-a-moustache.png?w=1090&amp;ssl=1 1090w\" sizes=\"(max-width: 629px) 100vw, 629px\" data-recalc-dims=\"1\" \/><p id=\"caption-attachment-911\" class=\"wp-caption-text\">La bo\u00eete \u00e0 moustaches<\/p><\/div>\n<h3 id=\"2quanti\">3. 2 variables quantitatives<\/h3>\n<ul>\n<li><strong><img data-attachment-id=\"614\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/multivariee\/droite-regression\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/droite-regression-e1462120197255.png?fit=427%2C281&amp;ssl=1\" data-orig-size=\"427,281\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"droite regression\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/droite-regression-e1462120197255.png?fit=300%2C197&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/droite-regression-e1462120197255.png?fit=427%2C281&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"alignright wp-image-614 size-medium\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/droite-regression-e1462120197255-300x197.png?resize=300%2C197&#038;ssl=1\" alt=\"droite regression\" width=\"300\" height=\"197\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/droite-regression-e1462120197255.png?resize=300%2C197&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/droite-regression-e1462120197255.png?w=427&amp;ssl=1 427w\" sizes=\"(max-width: 300px) 100vw, 300px\" data-recalc-dims=\"1\" \/>Le nuage de points<\/strong>\n<ul>\n<li>Anglais : <em>scatter-plot<\/em><\/li>\n<li>Synonyme : diagramme de dispersion, graphique de corr\u00e9lation<\/li>\n<li>Abscisse : valeur de la variable A<\/li>\n<li>Ordonn\u00e9e : valeur de la variable B<\/li>\n<li>On peut tracer la droite de r\u00e9gression qui se rapproche le plus de tous les points afin de montrer la force et la relation entre les 2 variables.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li><strong><img data-attachment-id=\"603\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/bland-altman\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/bland-altman-e1462376589938.png?fit=1268%2C1127&amp;ssl=1\" data-orig-size=\"1268,1127\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"bland altman\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Diagramme de Bland Altman&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/bland-altman-e1462376589938.png?fit=300%2C267&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/bland-altman-e1462376589938.png?fit=629%2C559&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"alignright size-medium wp-image-603\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/bland-altman-300x284.png?resize=300%2C284&#038;ssl=1\" alt=\"bland altman\" width=\"300\" height=\"284\" data-recalc-dims=\"1\" \/>Le diagramme de Bland-Altman<\/strong>\n<ul>\n<li>Uniquement pour comparer 2 instruments<\/li>\n<li>Abscisse\u00a0:\u00a0valeur moyenne entre les 2 instruments pour chaque sujet<\/li>\n<li>Ordonn\u00e9e\u00a0: diff\u00e9rence entre les 2 mesures pour chaque sujet<\/li>\n<li>Limites d\u2019agr\u00e9ment (<em>limits of agreement)<\/em>\n<ul>\n<li>Calcul d\u00a0: diff\u00e9rence moyenne<\/li>\n<li>Calcul sdd\u00a0: \u00e9cart-type des diff\u00e9rences<\/li>\n<li>Calcul limite inf\u00e9rieur et sup\u00e9rieur (intervalle de confiance \u00e0 95%)\u00a0: d \u00b1 2sdd<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 id=\"1quali\">4. 1 variable qualitative<\/h3>\n<ul>\n<li><strong><img data-attachment-id=\"601\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/baton\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?fit=609%2C235&amp;ssl=1\" data-orig-size=\"609,235\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"baton\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Diagramme en b\u00e2tons&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?fit=300%2C116&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?fit=609%2C235&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"alignright size-medium wp-image-601\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117-300x116.png?resize=300%2C116&#038;ssl=1\" alt=\"baton\" width=\"300\" height=\"116\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?resize=300%2C116&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?resize=600%2C232&amp;ssl=1 600w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/baton-e1462122894117.png?w=609&amp;ssl=1 609w\" sizes=\"(max-width: 300px) 100vw, 300px\" data-recalc-dims=\"1\" \/>Diagramme en b\u00e2ton :<\/strong>\n<ul>\n<li>Abscisse\u00a0: modalit\u00e9<\/li>\n<li>Ordonn\u00e9e\u00a0: rectangles dont la <strong>longueur<\/strong> est proportionnelle aux effectifs ou aux fr\u00e9quences<\/li>\n<li>NB\u00a0: les rectangles sont espac\u00e9s entre eux indiquant qu\u2019il s\u2019agit d\u2019une variable qualitative<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li>\n<div id=\"attachment_912\" style=\"width: 310px\" class=\"wp-caption alignright\"><img aria-describedby=\"caption-attachment-912\" data-attachment-id=\"912\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/tuyau-orgue\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/tuyau-orgue-e1462124221711.png?fit=355%2C207&amp;ssl=1\" data-orig-size=\"355,207\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"tuyau orgue\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/tuyau-orgue-e1462124221711.png?fit=300%2C175&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/tuyau-orgue-e1462124221711.png?fit=355%2C207&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-912 size-medium\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/tuyau-orgue-e1462124221711-300x175.png?resize=300%2C175&#038;ssl=1\" alt=\"tuyau orgue\" width=\"300\" height=\"175\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/tuyau-orgue-e1462124221711.png?resize=300%2C175&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/tuyau-orgue-e1462124221711.png?w=355&amp;ssl=1 355w\" sizes=\"(max-width: 300px) 100vw, 300px\" data-recalc-dims=\"1\" \/><p id=\"caption-attachment-912\" class=\"wp-caption-text\">Diagramme en tuyaux d orgue<\/p><\/div>\n<p><strong>Diagramme en tuyaux d\u2019orgue\u00a0:<\/strong><\/p>\n<ul>\n<li>Anglais\u00a0: <em>grouped column chart<\/em><\/li>\n<li>Identique au diagramme en b\u00e2ton sauf que pour chaque classe, on dispose de 2 ou 3 s\u00e9ries diff\u00e9rentes.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li><strong><br \/>\nDiagramme en secteurs\u00a0<\/strong>: diagramme circulaire (ou semi-circulaire) consistant \u00e0 partager un disque (ou un demi-disque) en tranches, ou en secteurs.<\/p>\n<ul>\n<li><img data-attachment-id=\"610\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/demi-disque-secteur\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/demi-disque-secteur-e1462124286650.png?fit=383%2C223&amp;ssl=1\" data-orig-size=\"383,223\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"demi disque secteur\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/demi-disque-secteur-e1462124286650.png?fit=300%2C175&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/demi-disque-secteur-e1462124286650.png?fit=383%2C223&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"alignright wp-image-610\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/demi-disque-secteur-e1462124286650-300x175.png?resize=223%2C130&#038;ssl=1\" alt=\"demi disque secteur\" width=\"223\" height=\"130\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/demi-disque-secteur-e1462124286650.png?resize=300%2C175&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/demi-disque-secteur-e1462124286650.png?w=383&amp;ssl=1 383w\" sizes=\"(max-width: 223px) 100vw, 223px\" data-recalc-dims=\"1\" \/>Anglais<strong>\u00a0<\/strong>: <em>circle graph<\/em><\/li>\n<li>1 secteur pour chaque modalit\u00e9<\/li>\n<li>Surface de chaque secteur proportionnel \u00e0 l\u2019effectif ou la fr\u00e9quence<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li>\n<div id=\"attachment_606\" style=\"width: 178px\" class=\"wp-caption alignright\"><img aria-describedby=\"caption-attachment-606\" data-attachment-id=\"606\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/cartogramme\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/cartogramme-e1462124359730.png?fit=439%2C393&amp;ssl=1\" data-orig-size=\"439,393\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"cartogramme\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/cartogramme-e1462124359730.png?fit=300%2C269&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/cartogramme-e1462124359730.png?fit=439%2C393&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-606\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/cartogramme-e1462124359730-300x269.png?resize=168%2C150&#038;ssl=1\" alt=\"cartogramme\" width=\"168\" height=\"150\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/cartogramme-e1462124359730.png?resize=300%2C269&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/cartogramme-e1462124359730.png?w=439&amp;ssl=1 439w\" sizes=\"(max-width: 168px) 100vw, 168px\" data-recalc-dims=\"1\" \/><p id=\"caption-attachment-606\" class=\"wp-caption-text\">Cartogramme en fonction du nombre d habitants<\/p><\/div>\n<p><strong>Cartogramme\u00a0: <\/strong><\/p>\n<ul>\n<li>Surface de chaque pays proportionnel \u00e0 l\u2019effectif ou la fr\u00e9quence<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 id=\"2quali\"><em><br \/>\n<\/em>5. 2 variables qualitatives<\/h3>\n<ul>\n<li><strong>Diagramme en barres parall\u00e8les<\/strong> :\n<ul>\n<li>Anglais : <em>mosaic plot<\/em><\/li>\n<li>L&rsquo;abscisse et l&rsquo;ordonn\u00e9e correspondent \u00e0 1 variable qualitative<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><img data-attachment-id=\"1625\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/mosaic-plot\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/mosaic-plot.png?fit=600%2C450&amp;ssl=1\" data-orig-size=\"600,450\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"mosaic plot\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/mosaic-plot.png?fit=300%2C225&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/mosaic-plot.png?fit=600%2C450&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"size-medium wp-image-1625 aligncenter\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/mosaic-plot-300x225.png?resize=300%2C225&#038;ssl=1\" alt=\"mosaic plot\" width=\"300\" height=\"225\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/mosaic-plot.png?resize=300%2C225&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/mosaic-plot.png?w=600&amp;ssl=1 600w\" sizes=\"(max-width: 300px) 100vw, 300px\" data-recalc-dims=\"1\" \/><\/p>\n<h3 id=\"1qualiquanti\">6. 1 variable qualitative + 1 variable quantitative<\/h3>\n<ul>\n<li>\n<div id=\"attachment_611\" style=\"width: 242px\" class=\"wp-caption alignright\"><img aria-describedby=\"caption-attachment-611\" data-attachment-id=\"611\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/diagramme-boite-parallele\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme-boite-parallele-e1462124517523.png?fit=520%2C336&amp;ssl=1\" data-orig-size=\"520,336\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"diagramme boite parallele\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Diagramme en bo\u00eetes parall\u00e8les&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme-boite-parallele-e1462124517523.png?fit=300%2C194&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme-boite-parallele-e1462124517523.png?fit=520%2C336&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-611\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme-boite-parallele-e1462124517523-300x194.png?resize=232%2C150&#038;ssl=1\" alt=\"Diagramme en bo\u00eetes parall\u00e8les\" width=\"232\" height=\"150\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme-boite-parallele-e1462124517523.png?resize=300%2C194&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/diagramme-boite-parallele-e1462124517523.png?w=520&amp;ssl=1 520w\" sizes=\"(max-width: 232px) 100vw, 232px\" data-recalc-dims=\"1\" \/><p id=\"caption-attachment-611\" class=\"wp-caption-text\">Diagramme-bo\u00eetes parall\u00e8les<\/p><\/div>\n<p><strong>Les diagrammes-bo\u00eetes parall\u00e8les :<\/strong><\/p>\n<ul>\n<li>On repr\u00e9sente sur un m\u00eame graphique, avec la m\u00eame \u00e9chelle, 2 diagrammes en bo\u00eete.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 id=\"censuree\">6. Variables censur\u00e9es<\/h3>\n<ul>\n<li><strong>M\u00e9thode de Kaplan-Meier<\/strong>\n<ul>\n<li>\n<div id=\"attachment_913\" style=\"width: 310px\" class=\"wp-caption alignright\"><img aria-describedby=\"caption-attachment-913\" data-attachment-id=\"913\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/kaplan\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/kaplan.png?fit=408%2C279&amp;ssl=1\" data-orig-size=\"408,279\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"kaplan\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Courbe de Kaplan-Meier&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/kaplan.png?fit=300%2C205&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/kaplan.png?fit=408%2C279&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"size-medium wp-image-913\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/kaplan-300x205.png?resize=300%2C205&#038;ssl=1\" alt=\"Courbe de Kaplan-Meier\" width=\"300\" height=\"205\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/kaplan.png?resize=300%2C205&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/kaplan.png?w=408&amp;ssl=1 408w\" sizes=\"(max-width: 300px) 100vw, 300px\" data-recalc-dims=\"1\" \/><p id=\"caption-attachment-913\" class=\"wp-caption-text\">Courbe de Kaplan-Meier<\/p><\/div>\n<p>Anglais\u00a0: <em>Kaplan-Meier<\/em><\/li>\n<li>Abscisse\u00a0: dur\u00e9e dont les intervalles sont calcul\u00e9s par les dates d\u2019\u00e9v\u00e9nements observ\u00e9s. Le rythme de survenue des \u00e9v\u00e9nements \u00e9tant al\u00e9atoire, les intervalles le seront aussi<strong>.<\/strong><\/li>\n<li>Ordonn\u00e9e\u00a0: taux de survie. La hauteur de la marche est proportionnelle au nombre d\u2019\u00e9v\u00e9nements survenus.<\/li>\n<li>On obtient une courbe en marches d&rsquo;escalier de hauteurs in\u00e9gales, o\u00f9 chaque \u00e9v\u00e9nement, ou plusieurs \u00e9v\u00e9nements simultan\u00e9s, repr\u00e9sentent la verticale d&rsquo;une marche.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li><strong>M\u00e9thode actuarielle<\/strong>\n<ul>\n<li>\n<div id=\"attachment_914\" style=\"width: 310px\" class=\"wp-caption alignright\"><img aria-describedby=\"caption-attachment-914\" data-attachment-id=\"914\" data-permalink=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/actuarielle\/\" data-orig-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/actuarielle.png?fit=484%2C309&amp;ssl=1\" data-orig-size=\"484,309\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"actuarielle\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Courbe actuarielle&lt;\/p&gt;\n\" data-medium-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/actuarielle.png?fit=300%2C192&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/actuarielle.png?fit=484%2C309&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"size-medium wp-image-914\" src=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/actuarielle-300x192.png?resize=300%2C192&#038;ssl=1\" alt=\"Courbe actuarielle\" width=\"300\" height=\"192\" srcset=\"https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/actuarielle.png?resize=300%2C192&amp;ssl=1 300w, https:\/\/i0.wp.com\/lepcam.fr\/wp-content\/uploads\/2016\/04\/actuarielle.png?w=484&amp;ssl=1 484w\" sizes=\"(max-width: 300px) 100vw, 300px\" data-recalc-dims=\"1\" \/><p id=\"caption-attachment-914\" class=\"wp-caption-text\">Courbe actuarielle<\/p><\/div>\n<p>Anglais\u00a0: <em>actuarial analysis<\/em><\/li>\n<li>Abscisse\u00a0: dur\u00e9e dont les intervalles de temps sont fix\u00e9s a priori.<\/li>\n<li>Ordonn\u00e9e\u00a0: taux de survie calcul\u00e9 par une extrapolation lin\u00e9aire.<\/li>\n<li>On obtient une courbe en segments de droites reliant des points situ\u00e9s \u00e0 intervalles r\u00e9guliers au cours du temps.<\/li>\n<li><strong>Cette m\u00e9thode n\u2019est presque plus utilis\u00e9e aujourd\u2019hui.<\/strong><\/li>\n<li>Inconv\u00e9nient\u00a0:\n<ul>\n<li>On pr\u00e9suppose 2 hypoth\u00e8ses\u00a0:\n<ul>\n<li>Les sujets censur\u00e9s et les d\u00e9c\u00e8s se distribuent uniform\u00e9ment dans l\u2019intervalle.<\/li>\n<li>Les sujets censur\u00e9s sont expos\u00e9s au risque en moyenne pendant la moiti\u00e9 de l\u2019intervalle.<\/li>\n<\/ul>\n<\/li>\n<li>Moins pr\u00e9cise<\/li>\n<\/ul>\n<\/li>\n<li>Int\u00e9r\u00eat\u00a0:\n<ul>\n<li>Lorsque les temps de r\u00e9alisation de l\u2019\u00e9v\u00e9nements ne sont pas connus.<\/li>\n<li>Grands \u00e9chantillons permettant de regrouper les \u00e9v\u00e9nements par p\u00e9riode pour simplifier les calculs<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n","protected":false},"excerpt":{"rendered":"<p>III. Analyse univari\u00e9e A. Mesure de position 1. Moyenne D\u00e9finition\u00a0: somme des valeurs divis\u00e9es par le nombre d\u2019observations, c\u2019est la moyenne arithm\u00e9tique. Anglais\u00a0: mean Rmq: utiliser plut\u00f4t pour une variable qui suit une loi normale. Inconv\u00e9nient\u00a0: sensible aux valeurs extr\u00eames, surtout s\u2019il y a peu de valeurs. 2. M\u00e9diane D\u00e9finition\u00a0: valeur qui permet de s\u00e9parer\u00a0l\u2019ensemble [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":147,"menu_order":42,"comment_status":"open","ping_status":"closed","template":"","meta":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Analyse univari\u00e9e et repr\u00e9sentation graphique - LEPCAM<\/title>\n<meta name=\"description\" content=\"Identifiez les param\u00e8tres de position (moyenne, m\u00e9diane...), de dispersion (\u00e9cart-type, interquartile...) et leurs repr\u00e9sentations graphiques.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/lepcam.fr\/index.php\/les-etapes\/uni\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Analyse univari\u00e9e et repr\u00e9sentation graphique - 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