{"id":159571,"date":"2022-01-27T15:20:38","date_gmt":"2022-01-27T14:20:38","guid":{"rendered":"https:\/\/datascientest.com\/?p=141138"},"modified":"2023-04-16T08:18:14","modified_gmt":"2023-04-16T08:18:14","slug":"un-data-scientist-espagnol-cree-un-algorithme-pour-gagner-99-des-parties-de-wordle","status":"publish","type":"post","link":"https:\/\/datascientest.com\/un-data-scientist-espagnol-cree-un-algorithme-pour-gagner-99-des-parties-de-wordle","title":{"rendered":"Un Data Scientist espagnol cr\u00e9e un algorithme pour gagner 99% des parties de Wordle"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"159571\" class=\"elementor elementor-159571\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4a59bb9 e-flex e-con-boxed e-con\" data-id=\"4a59bb9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ec91cf1 elementor-widget elementor-widget-heading\" data-id=\"ec91cf1\" 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\">Gr\u00e2ce au langage de programmation R, le Data Scientist Esteban Moro a trouv\u00e9 le moyen de deviner presque l\u2019int\u00e9gralit\u00e9 des mots propos\u00e9s par Wordle, le nouveau jeu en ligne qui fait vibrer la plan\u00e8te.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9d4210b e-flex e-con-boxed e-con\" data-id=\"9d4210b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be57d98 elementor-widget elementor-widget-text-editor\" data-id=\"be57d98\" 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;\">Connaissez vous le jeu Wordle ? Ce jeu en ligne consiste \u00e0 <strong>deviner un mot de cinq lettres en six essais<\/strong>. Le cr\u00e9ateur du jeu, Josh Wardle, publie un mot par jour. Charge ensuite aux joueurs du monde entier de d\u00e9couvrir ce mot. Au fur et \u00e0 mesure des essais, les lettres correctes et plac\u00e9es au bon endroit apparaissent en vert. La bonne lettre au mauvais endroit apparait en jaune, et la mauvaise lettre au mauvais endroit appara\u00eet en gris. <\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 premi\u00e8re vue, cela peut para\u00eetre simple mais <strong>les nombreux partages sur les r\u00e9seaux sociaux de joueurs en difficult\u00e9s montrent qu\u2019il n\u2019en est rien..<\/strong> Ces partages ont rendu le jeu particuli\u00e8rement viral, de 90 en novembre dernier, le nombre d\u2019utilisateurs s\u2019essayant aux casse-t\u00eate est pass\u00e9 \u00e0 plus de 300 000 en janvier, et le Data Scientist Esteban Moro a souhait\u00e9 tester <strong>les capacit\u00e9 d&rsquo;une machine \u00e0 r\u00e9soudre ces \u00e9nigmes<\/strong>.\u00a0<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e1d8bf7 e-flex e-con-boxed e-con\" data-id=\"e1d8bf7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa2b24c elementor-widget elementor-widget-heading\" data-id=\"aa2b24c\" 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\">La Data Science pour venir \u00e0 bout d\u2019un jeu indomptable<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-655f6e9 elementor-widget elementor-widget-text-editor\" data-id=\"655f6e9\" 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;\">En effet, non content de trouver les solutions du jeu lui-m\u00eame, Esteban Moro, professeur, chercheur et Data Scientist \u00e0 l\u2019universit\u00e9 Carlos III de Madrid, s\u2019est essay\u00e9 <strong>\u00e0 la cr\u00e9ation d\u2019un algorithme permettant de r\u00e9soudre 99% des 206 \u00e9nigmes propos\u00e9es<\/strong> jusqu\u2019ici par Josh Wardle. Sa strat\u00e9gie repose sur deux facteurs : d\u00e9marrer le jeu avec un mot identifi\u00e9 comme la meilleure option, et faire des tentatives successives en suivant toujours la m\u00eame r\u00e8gle. <\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-89a132d e-flex e-con-boxed e-con\" data-id=\"89a132d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f4b6871 elementor-widget elementor-widget-heading\" data-id=\"f4b6871\" 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\">Comprendre le fonctionnement de Wordle gr\u00e2ce au langage R<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a07996 elementor-widget elementor-widget-text-editor\" data-id=\"2a07996\" 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;\">En utilisant <a href=\"https:\/\/datascientest.com\/python-ou-r-lequel-choisir\">le langage de programmation R<\/a>, Moro a tent\u00e9 de reproduire Wordle sur son ordinateur et effectu\u00e9 diff\u00e9rentes analyses statistiques. Dans sa version du jeu, Moro a repris les 12 972 mots de cinq lettres existant dans la langue anglaise. Le programme a ensuite<strong> simul\u00e9 diff\u00e9rentes parties successives commen\u00e7ant toujours par le mot \u00ab aeros \u00bb<\/strong>, qui comporte les cinq lettres les plus couramment utilis\u00e9es en anglais.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Dans les cinq tentatives suivantes, un mot au hasard est choisi parmi tous ceux qui pourraient correspondre \u00e0 la solution, et <strong>le programme se base sur les informations obtenues au premier essai pour progresser dans sa requ\u00eate<\/strong>. Ainsi, le programme a r\u00e9ussi \u00e0 trouver la solution en moins de six essais 80% des fois o\u00f9 il a d\u00fb deviner un mot choisi au hasard, au bout de 5,1 tentatives en moyenne. <strong>Il a ensuite r\u00e9solu pr\u00e8s de 90% des \u00e9nigmes<\/strong>, en 4,7 tentatives en moyenne, lorsqu&rsquo;on lui a donn\u00e9 l&rsquo;une des 206 \u00e9nigmes d\u00e9j\u00e0 propos\u00e9es par Wardle.<\/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-b532f22 elementor-widget elementor-widget-html\" data-id=\"b532f22\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<blockquote class=\"twitter-tweet\"><p lang=\"en\" dir=\"ltr\">I wrote a simple blog post about how to play (and 99% win) Wordle with R <a href=\"https:\/\/t.co\/stb33cBDDn\">https:\/\/t.co\/stb33cBDDn<\/a> The simple strategy is to exploit the bias in Wordle answers towards more frequent words in English, combined with a smart choice for the initial guess (&quot;orate&quot;). Enjoy! <a href=\"https:\/\/twitter.com\/hashtag\/RStats?src=hash&amp;ref_src=twsrc%5Etfw\">#RStats<\/a><\/p>&mdash; Esteban Moro (@estebanmoro) <a href=\"https:\/\/twitter.com\/estebanmoro\/status\/1480748041460191233?ref_src=twsrc%5Etfw\">January 11, 2022<\/a><\/blockquote> <script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4bbbf90 e-flex e-con-boxed e-con\" data-id=\"4bbbf90\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1550fa elementor-widget elementor-widget-heading\" data-id=\"b1550fa\" 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\">Une strat\u00e9gie data pour atteindre 99% de r\u00e9sultat<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14b1484 elementor-widget elementor-widget-text-editor\" data-id=\"14b1484\" 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;\">Petit \u00e0 petit, Moro a r\u00e9ussi \u00e0 affiner ses statistiques. En comparant les bonnes r\u00e9ponses des pr\u00e9c\u00e9dentes \u00e9nigmes de Wordle avec une liste des termes les plus utilis\u00e9s en anglais, <strong>le Data Scientist espagnol a pu conclure que Wardle, l\u2019inventeur du jeu, utilisait principalement des mots courants dans la langue anglaise.<\/strong> Il a donc programm\u00e9 les simulations pour que, en commen\u00e7ant le jeu avec le mot \u00ab\u00a0aeros\u00a0\u00bb,\u00a0 le programme choisisse ensuite le terme le plus utilis\u00e9 en anglais parmi toutes les possibilit\u00e9s, gr\u00e2ce \u00e0 un outil qui ordonne les mots selon leur fr\u00e9quence d&rsquo;utilisation.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Il d\u00e9couvre que les r\u00e9sultats ne s&rsquo;am\u00e9liorent pas forc\u00e9ment pour les mots choisis au hasard. En revanche,<strong> la strat\u00e9gie s&rsquo;av\u00e8re bien plus efficace pour les mots que Wardle avait d\u00e9j\u00e0 propos\u00e9s dans ses d\u00e9fis<\/strong>: le programme r\u00e9sout 97 % des \u00e9nigmes en 3,9 tentatives en moyenne. En continuant ses comparaisons, Moro a remarqu\u00e9 que dans les plus de 200 solutions publi\u00e9es jusqu&rsquo;\u00e0 pr\u00e9sent dans la version originale du jeu, le \u00ab\u00a0t\u00a0\u00bb apparaissait plus souvent que le \u00ab\u00a0s\u00a0\u00bb. Il a donc chang\u00e9 le mot initial \u00ab\u00a0aeros\u00a0\u00bb en \u00ab\u00a0orate\u00a0\u00bb et, en continuant de choisir le mot le plus fr\u00e9quemment utilis\u00e9 en anglais &#8211; <strong>l&rsquo;algorithme a fini par r\u00e9soudre 99% des \u00e9nigmes pos\u00e9es par Wardle.<\/strong><\/span><\/p><p><span style=\"font-weight: 400;\">En plus de trouver une strat\u00e9gie optimale pour venir \u00e0 bout des d\u00e9fis de Wardle, Moro s\u2019est aussi demand\u00e9 <strong>pourquoi Wordle \u00e9tait devenu si populaire<\/strong>. La r\u00e9ponse \u00e0 cette deuxi\u00e8me question n\u2019a rien \u00e0 voir avec la Data Science! Le fait que Wardle ne publie qu&rsquo;une seule \u00e9nigme par jour, est en contraste avec nos vies \u00e0 100 \u00e0 l\u2019heure et nous apporte une interaction sociale calme et sereine. C&rsquo;est l&rsquo;une des raisons de r\u00e9ussite du jeu, selon lui.\u00a0<\/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-b587ad2 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"b587ad2\" 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\/formation-data-scientist\">\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\">Apprenez \u00e0 d\u00e9velopper votre propre algorithme<\/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\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Gr\u00e2ce au langage de programmation R, le Data Scientist Esteban Moro a trouv\u00e9 le moyen de deviner presque l\u2019int\u00e9gralit\u00e9 des mots propos\u00e9s par Wordle, le nouveau jeu en ligne qui fait vibrer la plan\u00e8te. Connaissez vous le jeu Wordle ? Ce jeu en ligne consiste \u00e0 deviner un mot de cinq lettres en six essais. [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":197163,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2431],"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>Un Data Scientist espagnol cr\u00e9e un algorithme pour gagner 99% des parties de Wordle<\/title>\n<meta name=\"description\" content=\"Gr\u00e2ce au langage de programmation R, le data scientist Esteban Moro a trouv\u00e9 le moyen de deviner presque l\u2019int\u00e9gralit\u00e9 des mots propos\u00e9s par Wordle, le nouveau jeu en ligne qui fait vibrer la plan\u00e8te.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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