{"id":191329,"date":"2023-03-09T06:47:00","date_gmt":"2023-03-09T06:47:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=191329"},"modified":"2023-11-09T13:53:52","modified_gmt":"2023-11-09T13:53:52","slug":"ipython-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/ipython-tout-savoir","title":{"rendered":"IPython : D\u00e9couvrir le shell Python au coeur de Jupyter Notebook"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"191329\" class=\"elementor elementor-191329\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-19e8333 e-flex e-con-boxed e-con\" data-id=\"19e8333\" 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-e16d11e elementor-widget elementor-widget-heading\" data-id=\"e16d11e\" 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\">IPython est une version am\u00e9lior\u00e9e du shell Python standard, proposant de nombreuses fonctionnalit\u00e9s suppl\u00e9mentaires. D\u00e9couvrez son histoire, ses avantages et son lien \u00e9troit avec le Projet Jupyter.<\/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-30bf91b e-flex e-con-boxed e-con\" data-id=\"30bf91b\" 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-3d43d23 elementor-widget elementor-widget-text-editor\" data-id=\"3d43d23\" 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;\">La distribution standard de Python propose un <strong>environnement \u00ab REPL \u00bb (Read-Evaluate-Print Loop ou Boucle de Lecture Evaluation)<\/strong> sous la forme du shell Python avec le prompt \u00ab \u00bb.<\/span><\/p><p><span style=\"font-weight: 400;\">Toutefois, l&rsquo;environnement interactif IPython (Interactive Python) offre de nombreuses fonctionnalit\u00e9s suppl\u00e9mentaires par rapport \u00e0 ce <strong>shell Python<\/strong> standard. Il s&rsquo;agit aussi de la racine du Projet Jupyter.<\/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-0e98144 e-flex e-con-boxed e-con\" data-id=\"0e98144\" 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-841da8b elementor-widget elementor-widget-heading\" data-id=\"841da8b\" 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\">Qu'est-ce que IPython ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92d500e elementor-widget elementor-widget-text-editor\" data-id=\"92d500e\" 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;\">IPython est un interpr\u00e9teur <a href=\"https:\/\/datascientest.com\/formation-langage-python\">Python<\/a> largement am\u00e9lior\u00e9, cr\u00e9\u00e9 en 2001 par <strong>Fernando Perez<\/strong>. \u00c0 partir de 2005, une interface notebook pour le shell IPython voit le jour, et d&rsquo;autres langages comme R et Julia sont ensuite pris en charge.<\/span><\/p><p><span style=\"font-weight: 400;\">Pr\u00e8s d&rsquo;une d\u00e9cennie plus tard, en 2014, Fernando Perez a cr\u00e9\u00e9 le <strong>projet Jupyter<\/strong> en tant que \u00ab spin-off \u00bb de IPython. Pour cause, IPython s&rsquo;\u00e9tait enrichi d&rsquo;un serveur notebook et d&rsquo;une <strong>console Qt<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 partir de IPython 4.0, tous les composants additionnels ont \u00e9t\u00e9 transf\u00e9r\u00e9s au Projet Jupyter. La prise en charge d&rsquo;autres langages a \u00e9t\u00e9 ajout\u00e9e au <strong>notebook IPython<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 l&rsquo;heure actuelle, IPython continue \u00e0 se focaliser sur l&rsquo;<strong>am\u00e9lioration de ses fonctionnalit\u00e9s d&rsquo;interpr\u00e9teur<\/strong>. Il fournit aussi le kernel primaire du notebook Jupyter.<\/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-d01ce96 elementor-widget elementor-widget-image\" data-id=\"d01ce96\" 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=\"730\" height=\"419\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/02\/ipython-avantages.jpg\" class=\"attachment-full size-full wp-image-191342\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/02\/ipython-avantages.jpg 730w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/02\/ipython-avantages-300x172.jpg 300w\" sizes=\"(max-width: 730px) 100vw, 730px\" \/>\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-2ee1852 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"2ee1852\" 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\/formations-data\">\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\">Apprendre \u00e0 utiliser IPython<\/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<div class=\"elementor-element elementor-element-3235138 e-flex e-con-boxed e-con\" data-id=\"3235138\" 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-9eaf47a elementor-widget elementor-widget-heading\" data-id=\"9eaf47a\" 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\">Les avantages de IPython<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea62305 elementor-widget elementor-widget-text-editor\" data-id=\"ea62305\" 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;\">IPython offre des capacit\u00e9s suppl\u00e9mentaires par rapport \u00e0 Python. Son premier point fort est un puissant shell Python interactif.<\/span><\/p><p><span style=\"font-weight: 400;\">On peut aussi mentionner la mise en lumi\u00e8re de syntaxe, et le syst\u00e8me de commande magique tr\u00e8s pratique pour contr\u00f4ler l&rsquo;environnement Python et effectuer des t\u00e2ches d&rsquo;OS. La tab-compl\u00e9tion des mots cl\u00e9s, variables et noms de fonctions est un autre atout.<\/span><\/p><p><span style=\"font-weight: 400;\">Ses capacit\u00e9s d&rsquo;introspection d&rsquo;objet permettent de v\u00e9rifier les propri\u00e9t\u00e9s d&rsquo;un objet pendant le runtime. Il propose des fonctionnalit\u00e9s tr\u00e8s utiles pour l&rsquo;exploration, comme l&rsquo;op\u00e9rateur<strong> \u00ab ? \u00bb<\/strong> permettant d&rsquo;indiquer le type et le docstring d&rsquo;une variable.<\/span><\/p><p><span style=\"font-weight: 400;\">S&rsquo;il s&rsquo;agit d&rsquo;une classe ou d&rsquo;un \u00ab callable \u00bb, la signature du call ou du constructeur s&rsquo;affiche. En ajoutant un second \u00ab ? \u00bb, le code source appara\u00eet aussi. En outre, il regroupe des outils simples d&rsquo;usage et hautement performants pour calcul parall\u00e8le.<\/span><\/p><p><span style=\"font-weight: 400;\">Si une exception survient lors de l&rsquo;ex\u00e9cution d&rsquo;un script avec la commande <strong>\u00ab run \u00bb<\/strong>, il est possible d&rsquo;acc\u00e9der au d\u00e9boguer Python pdb avec la commande <strong>\u00ab debug \u00bb<\/strong> sans avoir \u00e0 ex\u00e9cuter \u00e0 nouveau le script. Il est alors possible d&rsquo;examiner le script comme il \u00e9tait avant l&rsquo;exception.<\/span><\/p><p><span style=\"font-weight: 400;\">La commande <strong>\u00ab run-p \u00bb<\/strong> affiche une liste indiquant le nombre d&rsquo;appels pour chaque fonction, et le temps cumul\u00e9 avec ou sans sous-appels. Ces statistiques permettent de mieux cibler l&rsquo;optimisation. Tout l&rsquo;historique des interactions est stock\u00e9.<\/span><\/p><p><span style=\"font-weight: 400;\">De nombreux programmes Python peuvent \u00eatre int\u00e9gr\u00e9s avec IPython. C&rsquo;est par exemple le cas de la biblioth\u00e8que <a href=\"https:\/\/datascientest.com\/matplotlib-tout-savoir\">Matplotlib<\/a>. Ceci simplifie le scripting de trac\u00e9s interactifs, et ipython <strong>-pylab<\/strong> offre un environnement de visualisation de donn\u00e9es comparable \u00e0 Matlab.<\/span><\/p><p><span style=\"font-weight: 400;\">Par ailleurs, IPython fait office de kernel principal pour le <strong>notebook Jupyter<\/strong> et d&rsquo;autres outils front end du Projet Jupyter. C&rsquo;est donc un outil incontournable en Data Science.<\/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-58b72a8 elementor-widget elementor-widget-image\" data-id=\"58b72a8\" 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=\"640\" height=\"427\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/02\/jupyter-ipython.jpg\" class=\"attachment-full size-full wp-image-191357\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/02\/jupyter-ipython.jpg 640w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/02\/jupyter-ipython-300x200.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-74d9b92 e-flex e-con-boxed e-con\" data-id=\"74d9b92\" 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-8e62f15 elementor-widget elementor-widget-heading\" data-id=\"8e62f15\" 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\">Qu'est-ce que le Projet Jupyter ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d810a5 elementor-widget elementor-widget-text-editor\" data-id=\"1d810a5\" 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;\">Le Projet Jupyter est un \u00e9cosyst\u00e8me complet de logiciels d\u00e9di\u00e9 au calcul interactif, initialement apparu comme <strong>spin-off de IPython<\/strong>. Il regroupe plusieurs outils et programmes.<\/span><\/p><p><span style=\"font-weight: 400;\">Le notebook Jupyter est une interface bas\u00e9e sur le web pour les environnements de programmation de Python, Julia R et bien d&rsquo;autres. La <strong>QtConsole<\/strong> est un terminal bas\u00e9 Qt pour les <strong>kernels Jupyter similaires \u00e0 IPython<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Le <strong>nbviewer<\/strong> facilite le partage de notebooks Jupyter, et le <strong>JupyterLab<\/strong> est une interface int\u00e9gr\u00e9e moderne bas\u00e9e sur le web pour tous les produits.<\/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-4dd2a1a e-flex e-con-boxed e-con\" data-id=\"4dd2a1a\" 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-22719f6 elementor-widget elementor-widget-heading\" data-id=\"22719f6\" 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\">Conclusion : IPython, un interpr\u00e9teur Python largement am\u00e9lior\u00e9<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5feb744 elementor-widget elementor-widget-text-editor\" data-id=\"5feb744\" 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;\">IPython am\u00e9liore l&rsquo;exploration, le d\u00e9bogage ou encore l&rsquo;<strong>optimisation avec Python<\/strong>. Il est \u00e9galement tr\u00e8s utile pour le calcul parall\u00e8le, et sert de kernel pour les notebooks Jupyter.<\/span><\/p><p><span style=\"font-weight: 400;\">Afin d&rsquo;apprendre \u00e0 utiliser Python, IPython et Jupter, vous pouvez <strong>choisir DataScientest<\/strong>. Nos formations en ligne vous permettent d&rsquo;acqu\u00e9rir toutes les comp\u00e9tences requises pour exercer les m\u00e9tiers de <a href=\"https:\/\/datascientest.com\/metier-data-scientist\">Data Scientist<\/a>, <a href=\"https:\/\/datascientest.com\/metier-data-analyst\">Data Analyst<\/a>, <a href=\"https:\/\/datascientest.com\/data-engineer-une-carriere-en-forte-demande\">Data Engineer<\/a> ou <a href=\"https:\/\/datascientest.com\/data-manager\">Data Manager<\/a>.<\/span><\/p><p><span style=\"font-weight: 400;\">Tous nos parcours se compl\u00e8tent int\u00e9gralement \u00e0 distance, et sont \u00e9ligibles au <a href=\"https:\/\/datascientest.com\/cpf-comment-utiliser-son-compte-personnel-de-formation\">Compte Personnel de Formation<\/a> pour le financement. D\u00e9couvrez d\u00e8s maintenant DataScientest !<\/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-65547ec elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"65547ec\" 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\/formations-data\">\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\">D\u00e9couvrir les formations DataScientest<\/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<div class=\"elementor-element elementor-element-3a7e863 elementor-widget elementor-widget-text-editor\" data-id=\"3a7e863\" 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;\">Vous savez tout sur IPython. Pour plus d&rsquo;informations sur le m\u00eame sujet, d\u00e9couvrez <a href=\"https:\/\/datascientest.com\/python-tout-savoir\">notre dossier complet sur Python<\/a> et <span style=\"text-decoration: underline;\">notre dossier sur les notebooks Jupyter<\/span>.<\/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-faf4c43 e-flex e-con-boxed e-con\" data-id=\"faf4c43\" 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-ed06a3e elementor-widget elementor-widget-html\" data-id=\"ed06a3e\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu'est-ce que IPython ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"IPython est un interpr\u00e9teur Python largement am\u00e9lior\u00e9, cr\u00e9\u00e9 en 2001 par Fernando Perez. \u00c0 partir de 2005, une interface notebook pour le shell IPython voit le jour, et d'autres langages comme R et Julia sont ensuite pris en charge. Pr\u00e8s d'une d\u00e9cennie plus tard, en 2014, Fernando Perez a cr\u00e9\u00e9 le projet Jupyter en tant que \u00ab spin-off \u00bb de IPython. Pour cause, IPython s'\u00e9tait enrichi d'un serveur notebook et d'une console Qt.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu'est-ce que le Projet Jupyter ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Le Projet Jupyter est un \u00e9cosyst\u00e8me complet de logiciels d\u00e9di\u00e9 au calcul interactif, initialement apparu comme spin-off de IPython. Il regroupe plusieurs outils et programmes.\"\r\n    }\r\n  }]\r\n}\r\n<\/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\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>IPython est une version am\u00e9lior\u00e9e du shell Python standard, proposant de nombreuses fonctionnalit\u00e9s suppl\u00e9mentaires. D\u00e9couvrez son histoire, ses avantages et son lien \u00e9troit avec le Projet Jupyter. La distribution standard de Python propose un environnement \u00ab REPL \u00bb (Read-Evaluate-Print Loop ou Boucle de Lecture Evaluation) sous la forme du shell Python avec le prompt \u00ab [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":191332,"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>IPython : D\u00e9couvrir le shell Python au coeur de Jupyter Notebook<\/title>\n<meta name=\"description\" content=\"IPython est une version am\u00e9lior\u00e9e du shell Python standard, proposant de nombreuses fonctionnalit\u00e9s suppl\u00e9mentaires.\" \/>\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\/ipython-tout-savoir\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"IPython : D\u00e9couvrir le shell Python au coeur de Jupyter Notebook\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/ipython-tout-savoir\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2023-03-09T06:47:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-09T13:53:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/02\/ipython.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"J\u00e9r\u00e9my Robert\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"J\u00e9r\u00e9my Robert\" \/>\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\/ipython-tout-savoir\",\"url\":\"https:\/\/datascientest.com\/ipython-tout-savoir\",\"name\":\"IPython : D\u00e9couvrir le shell Python au coeur de Jupyter Notebook\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2023-03-09T06:47:00+00:00\",\"dateModified\":\"2023-11-09T13:53:52+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\"},\"description\":\"IPython est une version am\u00e9lior\u00e9e du shell Python standard, proposant de nombreuses fonctionnalit\u00e9s suppl\u00e9mentaires.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/ipython-tout-savoir\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/#website\",\"url\":\"https:\/\/datascientest.com\/\",\"name\":\"Formation Data Science | DataScientest.com\",\"description\":\"Leader de la formation en Data Science\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\",\"name\":\"J\u00e9r\u00e9my Robert\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"contentUrl\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"caption\":\"J\u00e9r\u00e9my Robert\"},\"description\":\"J\u00e9r\u00e9my Robert est actuellement Directeur p\u00e9dagogique B2B chez DataScientest.com. 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