{"id":39016,"date":"2021-01-28T18:16:54","date_gmt":"2021-01-28T17:16:54","guid":{"rendered":"https:\/\/datascientest.com\/?p=39016"},"modified":"2023-11-09T14:10:11","modified_gmt":"2023-11-09T14:10:11","slug":"wordcloud-python","status":"publish","type":"post","link":"https:\/\/datascientest.com\/wordcloud-python","title":{"rendered":"Comment g\u00e9n\u00e9rer des Wordcloud sur Python ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"39016\" class=\"elementor elementor-39016\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-59e74f7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"59e74f7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8563153\" data-id=\"8563153\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a5633ba elementor-widget elementor-widget-heading\" data-id=\"a5633ba\" 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\">Les WordClouds (nuages de mots-cl\u00e9s en fran\u00e7ais) sont des outils utiles pour synth\u00e9tiser les notions les plus importantes d\u2019un texte, d\u2019une page web ou encore d\u2019un livre.\u00a0Plus un mot est pr\u00e9sent dans le texte pris en consid\u00e9ration, plus il appara\u00eet en gros dans le wordcloud.\u00a0\u00a0<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78c72e9 elementor-widget elementor-widget-text-editor\" data-id=\"78c72e9\" 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><span style=\"font-weight: 400;\">Il existe de nombreux sites et applications pour g\u00e9n\u00e9rer des wordclouds facilement et gratuitement. Par exemple, en voici un qui a \u00e9t\u00e9 g\u00e9n\u00e9r\u00e9 \u00e0 partir d\u2019un de nos articles d\u2019introduction \u00e0 la data science :<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-34af8dc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"34af8dc\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f32d3bd\" data-id=\"f32d3bd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5b142ce elementor-widget elementor-widget-image\" data-id=\"5b142ce\" data-element_type=\"widget\" data-widget_type=\"image.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-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"319\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_1.png\" class=\"attachment-large size-large wp-image-39047\" alt=\"Wordcloud\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_1.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_1-300x187.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-966a9b2 elementor-widget elementor-widget-text-editor\" data-id=\"966a9b2\" 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><span style=\"font-weight: 400;\">Il s\u2019agit bien d\u2019un wordcloud, mais il para\u00eet difficile de l\u2019utiliser pour en tirer les notions principales du texte consid\u00e9r\u00e9. De plus, on ne peut pas personnaliser sa forme, ses couleurs\u2026<\/span><\/p><p>Si vous souhaitez customiser votre wordcloud pour le rendre plus exploitable et plus beau, il peut para\u00eetre judicieux d\u2019utiliser Python plut\u00f4t qu\u2019une application trouv\u00e9e sur internet.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8013d69 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8013d69\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-892c36e\" data-id=\"892c36e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-480b236 elementor-widget elementor-widget-heading\" data-id=\"480b236\" 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 cr\u00e9er son wordcloud sur python?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49d9896 elementor-widget elementor-widget-text-editor\" data-id=\"49d9896\" 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><span style=\"font-weight: 400;\">La premi\u00e8re chose \u00e0 faire est d\u2019importer les librairies dont nous allons avoir besoin.<\/span><\/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-f1cc20f elementor-widget elementor-widget-shortcode\" data-id=\"f1cc20f\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/MaximeRighini\/325fce41b5deb07b541980a7eea01b73.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bf82a6 elementor-widget elementor-widget-text-editor\" data-id=\"3bf82a6\" 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><span style=\"font-weight: 400;\"><i>WordCloud <\/i>et <i>matplotlib.pyplot<\/i> nous permettront d\u2019afficher un wordcloud basique tandis que <i>numpy <\/i>et <i>Image <\/i>vont nous \u00eatre utiles par la suite pour personnaliser la forme de notre wordcloud.<\/span><\/p><p><span style=\"font-weight: 400;\">On commence par stocker le texte que l\u2019on veut transformer en wordcloud dans une variable (appel\u00e9e \u2018text\u2019 ici).<\/span><span style=\"font-weight: 400;\"><br \/><\/span><span style=\"font-weight: 400;\">Pour comparer les r\u00e9sultats obtenus sur l\u2019application \u00e0 ceux que l\u2019on peut avoir sur <a href=\"https:\/\/datascientest.com\/python-tout-savoir\">Python<\/a>, nous utilisons le m\u00eame texte que pr\u00e9c\u00e9demment. <\/span><\/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-83febef elementor-widget elementor-widget-shortcode\" data-id=\"83febef\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/MaximeRighini\/f16a33fba1827a2933919ed256d76df4.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92b6db0 elementor-widget elementor-widget-text-editor\" data-id=\"92b6db0\" 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><span style=\"font-weight: 400;\">Nous sommes pr\u00eats \u00e0 afficher notre premier wordcloud :<\/span><\/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-c1bfae8 elementor-widget elementor-widget-shortcode\" data-id=\"c1bfae8\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/MaximeRighini\/f16ax33fba1827a2933919ed256d76df4.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ca23d3 elementor-widget elementor-widget-image\" data-id=\"0ca23d3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_2.png\" class=\"attachment-large size-large wp-image-39046\" alt=\"Wordcloud\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_2.png 400w, https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_2-300x150.png 300w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35586ce elementor-widget elementor-widget-text-editor\" data-id=\"35586ce\" 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><span style=\"font-weight: 400;\">Certes, ce wordcloud est encore moins exploitable que celui que l\u2019on a g\u00e9n\u00e9r\u00e9 depuis un site, mais pas de panique! Nous allons vite l\u2019am\u00e9liorer.<\/span><\/p><blockquote><p><span style=\"font-weight: 400;\">La premi\u00e8re chose qui saute aux yeux, c\u2019est que les mots comme \u2018de\u2019, \u2018la\u2019, \u2018le\u2019&#8230; ont une importance d\u00e9mesur\u00e9e dans notre wordcloud (c\u2019est logique puisqu\u2019ils sont tr\u00e8s souvent utilis\u00e9s). Cependant, ils ne sont d\u2019aucune aide quand on essaye de rep\u00e9rer les notions cl\u00e9s d\u2019un texte: on aimerait bien s\u2019en d\u00e9barrasser.<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/p><\/blockquote><p><span style=\"font-weight: 400;\">Heureusement, il est facile de <\/span><b>supprimer les mots non pertinents<\/b><span style=\"font-weight: 400;\"> en les stockant dans une liste et en utilisant l\u2019argument <\/span><b>stopwords<\/b><span style=\"font-weight: 400;\"> :<\/span><\/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-3f12cbe elementor-widget elementor-widget-shortcode\" data-id=\"3f12cbe\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/MaximeRighini\/2e75302e21429873d97800b4d68d5e93.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c05db8 elementor-widget elementor-widget-image\" data-id=\"6c05db8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_5.png\" class=\"attachment-large size-large wp-image-39043\" alt=\"Wordcloud\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_5.png 400w, https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_5-300x150.png 300w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5ae9e78 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5ae9e78\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6b8ae89\" data-id=\"6b8ae89\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cc57336 elementor-widget elementor-widget-text-editor\" data-id=\"cc57336\" 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><span style=\"font-weight: 400;\">C\u2019est d\u00e9j\u00e0 beaucoup mieux! On peut enfin tirer des informations pertinentes de notre wordcloud.<\/span><span style=\"font-weight: 400;\"><br \/><\/span><span style=\"font-weight: 400;\">Un probl\u00e8me persiste : le rendu n\u2019est vraiment pas beau, il faut r\u00e9gler \u00e7a.<\/span><span style=\"font-weight: 400;\"><br \/><\/span><span style=\"font-weight: 400;\"><br \/><\/span><span style=\"font-weight: 400;\">Commen\u00e7ons par personnaliser sa forme. <\/span><span style=\"font-weight: 400;\"><br \/><\/span><span style=\"font-weight: 400;\">Pour cela, on doit simplement choisir un masque (par exemple ici nous allons utiliser un masque en forme de nuage, disponible sur google images).<\/span><\/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-eb7833a elementor-widget elementor-widget-image\" data-id=\"eb7833a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"646\" height=\"436\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/Capture-de\u0301cran-2021-01-27-a\u0300-17.16.44.png\" class=\"attachment-large size-large wp-image-39042\" alt=\"Wordcloud\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/Capture-de\u0301cran-2021-01-27-a\u0300-17.16.44.png 646w, https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/Capture-de\u0301cran-2021-01-27-a\u0300-17.16.44-300x202.png 300w\" sizes=\"(max-width: 646px) 100vw, 646px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b835a60 elementor-widget elementor-widget-text-editor\" data-id=\"b835a60\" 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><span style=\"font-weight: 400;\">Pour rendre ce masque exploitable par la librairie python, il faut que nous le transformions en tableau numpy. Si une valeur du tableau est \u201c<\/span><b>255\u201d<\/b><span style=\"font-weight: 400;\">, alors aucun mot d\u2019appara\u00eetra dans la zone correspondante.<\/span><\/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-f911325 elementor-widget elementor-widget-shortcode\" data-id=\"f911325\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/MaximeRighini\/e1bfcac75a6b25fcd9193a08f5bbb402.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-abe05b7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"abe05b7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4e53261\" data-id=\"4e53261\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-caa4b9a elementor-widget elementor-widget-image\" data-id=\"caa4b9a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"264\" height=\"191\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_4.png\" class=\"attachment-large size-large wp-image-39044\" alt=\"Wordcloud\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9aaa88 elementor-widget elementor-widget-text-editor\" data-id=\"d9aaa88\" 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><span style=\"font-weight: 400;\">Enfin, on peut personnaliser la couleur de notre wordcloud en utilisant la m\u00e9thode <\/span><b>recolor<\/b><span style=\"font-weight: 400;\">. <\/span><span style=\"font-weight: 400;\"><br \/><\/span><span style=\"font-weight: 400;\">Ici, on cr\u00e9e une fonction <\/span><i><span style=\"font-weight: 400;\">couleur <\/span><\/i><span style=\"font-weight: 400;\">qui permet de colorer chaque mot dans un ton bleut\u00e9:<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/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-6369a6e elementor-widget elementor-widget-shortcode\" data-id=\"6369a6e\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/MaximeRighini\/d123937e52e03094d5da5bbfe9179c78.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6ab2162 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6ab2162\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-66ecfd5\" data-id=\"66ecfd5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bf55136 elementor-widget elementor-widget-image\" data-id=\"bf55136\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"264\" height=\"191\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/image_wordcloud_3.png\" class=\"attachment-large size-large wp-image-39045\" alt=\"Wordcloud\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e8bdf2 elementor-widget elementor-widget-text-editor\" data-id=\"4e8bdf2\" 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><span style=\"font-weight: 400;\">On a enfin un wordcloud exploitable et (relativement) beau! <\/span><span style=\"font-weight: 400;\"><br \/><\/span><span style=\"font-weight: 400;\">En plus, nous n\u2019avons utilis\u00e9 que les fonctions les plus basiques de la librairie\u00a0<\/span><a href=\"https:\/\/www.python.org\/\" target=\"_blank\" rel=\"noopener\">python<\/a><span style=\"font-weight: 400;\">. <\/span><\/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-b4d06de elementor-widget elementor-widget-text-editor\" data-id=\"b4d06de\" 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>Si vous voulez aller plus loin, et apprendre des choses encore plus int\u00e9ressantes que les wordclouds, vous pouvez<strong><a href=\"https:\/\/datascientest.com\/rdv\"> nous contacter directement en ligne pour avoir plus d\u2019informations sur nos formations en data science <\/a>!\u00a0<\/strong><\/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-9a13eeb elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"9a13eeb\" 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\/rdv\">\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\">Prendre rendez-vous<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Les WordClouds (nuages de mots-cl\u00e9s en fran\u00e7ais) sont des outils utiles pour synth\u00e9tiser les notions les plus importantes d\u2019un texte, d\u2019une page web ou encore d\u2019un livre.&nbsp;Plus un mot est pr\u00e9sent dans le texte pris en consid\u00e9ration, plus il appara\u00eet en gros dans le wordcloud.&nbsp;&nbsp; Il existe de nombreux sites et applications pour g\u00e9n\u00e9rer des [&hellip;]<\/p>\n","protected":false},"author":77,"featured_media":39367,"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>Comment g\u00e9n\u00e9rer des Wordcloud sur Python ? - DataScientest<\/title>\n<meta name=\"description\" content=\"Vous vous \u00eates toujours demand\u00e9s comment g\u00e9n\u00e9rer des wordcloud sur Python ? Notre experte vous explique tout pour y parvenir !\" \/>\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\/wordcloud-python\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Comment g\u00e9n\u00e9rer des Wordcloud sur Python ?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/wordcloud-python\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2021-01-28T17:16:54+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-09T14:10:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2021\/01\/illu_wordclouds_blog-66.png\" \/>\n\t<meta property=\"og:image:width\" content=\"4267\" \/>\n\t<meta property=\"og:image:height\" content=\"2342\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Raphael Kassel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Raphael Kassel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/wordcloud-python\",\"url\":\"https:\/\/datascientest.com\/wordcloud-python\",\"name\":\"Comment g\u00e9n\u00e9rer des Wordcloud sur Python ? - DataScientest\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2021-01-28T17:16:54+00:00\",\"dateModified\":\"2023-11-09T14:10:11+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/6eca16f63daaafcbc96e15549b9d4ee1\"},\"description\":\"Vous vous \u00eates toujours demand\u00e9s comment g\u00e9n\u00e9rer des wordcloud sur Python ? 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