{"id":172108,"date":"2023-03-15T12:21:40","date_gmt":"2023-03-15T11:21:40","guid":{"rendered":"https:\/\/datascientest.com\/de\/?p=172108"},"modified":"2023-10-29T20:53:34","modified_gmt":"2023-10-29T19:53:34","slug":"4-dinge-die-du-mit-matplotlib-tun-koennen-solltest","status":"publish","type":"post","link":"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest","title":{"rendered":"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"172108\" class=\"elementor elementor-172108\" 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-33a2b717 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"33a2b717\" 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-558cfb51\" data-id=\"558cfb51\" 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-4246472a elementor-widget elementor-widget-text-editor\" data-id=\"4246472a\" 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><b>\u00a0Matplotlib ist eine Bibliothek, mit der Du animierte, statische oder interaktive Visualisierungen erstellen kannst &#8211; und das alles in Python! Diese Bibliothek ist einfach zu benutzen und bietet eine Vielfalt an M\u00f6glichkeiten, um die Grafiken anzupassen. In diesem Artikel wirst Du vier n\u00fctzliche Funktionen dieser Bibliothek kennenlernen<br \/><\/b><\/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-1dbc2ac5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1dbc2ac5\" 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-16f90413\" data-id=\"16f90413\" 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-56566c36 elementor-widget elementor-widget-text-editor\" data-id=\"56566c36\" 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>Mit<a href=\"https:\/\/matplotlib.org\/\"> Matplotlib<\/a> kannst Du Deine Grafiken optisch aufwerten, indem Du Titel und Beschriftungen hinzuf\u00fcgst und den Stil und die Farbe deiner Grafiken w\u00e4hlst. Du kannst auch die Gr\u00f6\u00dfe der Grafiken beeinflussen und die Anordnung der Grafiken w\u00e4hlen, wenn du mehrere Grafiken in einer Grafik anzeigen willst.<\/p><p><strong>Matplotlib<\/strong> verf\u00fcgt auch \u00fcber eine Funktion, mit der du Grafiken frei kommentieren und ein Bild im jpg-Format speichern kannst. Schlie\u00dflich ist es m\u00f6glich, eine Grafik mit einem digitalen Tattoo zu versehen, um Copyright-Informationen hinzuzuf\u00fcgen.<\/p><p>Jetzt sehen wir uns einige Beispiele f\u00fcr Grafiken an, die man mit Matplotlib erstellen kann, und die wenigen Zeilen Code, um sie zu zeichnen.<\/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-13223dc2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"13223dc2\" 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-23fcfae3\" data-id=\"23fcfae3\" 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-71e955bc elementor-widget elementor-widget-heading\" data-id=\"71e955bc\" 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\">1.Funktionen zeichnen<\/h2>\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-321f1cc6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"321f1cc6\" 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-318bcb8c\" data-id=\"318bcb8c\" 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-29e72c89 elementor-widget elementor-widget-text-editor\" data-id=\"29e72c89\" 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><strong>Matplotlib<\/strong> ist in erster Linie eine Bibliothek, mit der man Funktionen zeichnen und ihre Kurven in Diagrammen darstellen kann. Wir k\u00f6nnen die Verl\u00e4ufe von trigonometrischen Funktionen wie Sinus und Cosinus erhalten, indem wir das Intervall angeben, in dem wir diese Funktionen beobachten wollen.<\/p><p><em>Hier ist ein Beispiel f\u00fcr einen Verlauf zwischen 0 und 6 f\u00fcr die Sinus- und Kosinusfunktion.<\/em><\/p><p>Die verwendete Funktion ist plot(), eine Grundfunktion von Matplotlib.<\/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-640c4e16 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"640c4e16\" 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-122ba32a\" data-id=\"122ba32a\" 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-79553031 elementor-widget elementor-widget-image\" data-id=\"79553031\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"384\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Matplotlib.png\" class=\"attachment-large size-large wp-image-172111\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Matplotlib.png 512w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Matplotlib-300x225.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-365008b5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"365008b5\" 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-1d9ff2e6\" data-id=\"1d9ff2e6\" 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-2b3783fa elementor-widget elementor-widget-heading\" data-id=\"2b3783fa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2. 2D-Grafiken erstellen <\/h2>\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-613fc877 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"613fc877\" 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-12bf2ff\" data-id=\"12bf2ff\" 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-12c5c37a elementor-widget elementor-widget-text-editor\" data-id=\"12c5c37a\" 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>Eine weitere Funktion von<strong> Matplotlib<\/strong> ist die Erstellung von<strong> 2D-Diagrammen,<\/strong> was f\u00fcr Data Scientists bei der Visualisierung von Daten sehr n\u00fctzlich ist. Es ist m\u00f6glich, Histogramme, Kreisdiagramme, Schnurrbartdiagramme, Scatterplots, Stackplots (um Daten gestapelt darzustellen), usw. anzuzeigen.<\/p><p>Diese Diagramme k\u00f6nnen z. B. verwendet werden, um die Verteilung von Daten, ihre statistischen Indikatoren, ihre Trends \u00fcber einen bestimmten Zeitraum bei zeitlichen Daten usw. anzuzeigen.<\/p><p>Die wichtigsten Funktionen sind<\/p><ul><li>hist()um ein Histogramm zu zeichnen.<\/li><li>bar()um ein Balkendiagramm zu zeichnen.<\/li><li>pie()um ein Tortendiagramm zu zeichnen.<\/li><li>box()zum Zeichnen von Boxplots.<\/li><li>scatter()um eine Punktwolke zu zeichnen.<\/li><li>stackplot()um ein Diagramm mit gestapelten Bereichen zu zeichnen.<\/li><\/ul>\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-382e5a7b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"382e5a7b\" 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-638fe2da\" data-id=\"638fe2da\" 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-31ef4dd7 elementor-widget elementor-widget-image\" data-id=\"31ef4dd7\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"559\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-1-Article-Matplotlib-1024x716.png\" class=\"attachment-large size-large wp-image-172112\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-1-Article-Matplotlib-1024x716.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-1-Article-Matplotlib-300x210.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-1-Article-Matplotlib-768x537.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-1-Article-Matplotlib.png 1311w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">*Verteilung der DataScientest Jahrg\u00e4nge nach Monaten (Jan\/Feb\/M\u00e4rz\/April\/Mai\/Juni)<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-3d8ee781 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3d8ee781\" 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-512a660e\" data-id=\"512a660e\" 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-44ee465e elementor-widget elementor-widget-text-editor\" data-id=\"44ee465e\" 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<span style=\"font-weight: 400;\">Dieses Beispiel basiert auf dem Modul <\/span><b>&#8222;Matplotlib &#8211; Whiskers und Tortendiagramme&#8220; <\/b><span style=\"font-weight: 400;\">aus unserem Kurs &#8222;Data Scientist und Data Analyst&#8220;.\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-1a4d4bb8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1a4d4bb8\" 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-12826922\" data-id=\"12826922\" 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-3a36f530 elementor-widget elementor-widget-image\" data-id=\"3a36f530\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"430\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-2-Article-Matplotlib-2-1024x551.png\" class=\"attachment-large size-large wp-image-172113\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-2-Article-Matplotlib-2-1024x551.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-2-Article-Matplotlib-2-300x162.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-2-Article-Matplotlib-2-768x414.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-2-Article-Matplotlib-2.png 1246w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">* Verteilung der DataScientest Weiterbildungsg\u00e4nge pro Monat<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-64165a7f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"64165a7f\" 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-63b467ff\" data-id=\"63b467ff\" 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-538bb379 elementor-widget elementor-widget-image\" data-id=\"538bb379\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"430\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-3-Article-Matplotlib-1024x551.png\" class=\"attachment-large size-large wp-image-172114\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-3-Article-Matplotlib-1024x551.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-3-Article-Matplotlib-300x162.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-3-Article-Matplotlib-768x414.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-3-Article-Matplotlib.png 1246w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">* Verteilung der DataScientest Weiterbildungsg\u00e4nge pro Monat<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-25288684 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"25288684\" 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-6bd3b3e2\" data-id=\"6bd3b3e2\" 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-3ebd3e13 elementor-widget elementor-widget-text-editor\" data-id=\"3ebd3e13\" 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>Diese beiden Grafiken sind vom Modul<strong> &#8222;Matplotlib &#8211; Balkendiagramme&#8220;<\/strong> des Kurses Data Scientist und Data Analyst inspiriert.<\/p><div class=\"notranslate\" style=\"all: initial;\">\u00a0<\/div>\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-11f7be27 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11f7be27\" 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-646189c5\" data-id=\"646189c5\" 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-14055044 elementor-widget elementor-widget-image\" data-id=\"14055044\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"474\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-4-Article-Matplotlib-1024x607.png\" class=\"attachment-large size-large wp-image-172115\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-4-Article-Matplotlib-1024x607.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-4-Article-Matplotlib-300x178.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-4-Article-Matplotlib-768x455.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-4-Article-Matplotlib-1536x910.png 1536w, https:\/\/datascientest.com\/de\/files\/2023\/03\/Illu-4-Article-Matplotlib.png 1694w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">* Anzahl der verbrachten Lernstunden auf der DataScientest Plattform pro Ausbildungswoche<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-5d60f74c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d60f74c\" 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-62fdb768\" data-id=\"62fdb768\" 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-3cafb2e8 elementor-widget elementor-widget-text-editor\" data-id=\"3cafb2e8\" 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>Diese Grafik wurde vom Modul &#8222;Matplotlib &#8211; Punktwolken&#8220; des Kurses Data Scientist und Data Analyst inspiriert.<\/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-b8ac00d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b8ac00d\" 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-58594bde\" data-id=\"58594bde\" 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-38844553 elementor-widget elementor-widget-heading\" data-id=\"38844553\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3. 3D-Grafiken anzeigen<\/h2>\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-64555666 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"64555666\" 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-16836a9a\" data-id=\"16836a9a\" 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-7b3bcd64 elementor-widget elementor-widget-text-editor\" data-id=\"7b3bcd64\" 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>Es ist auch m\u00f6glich,<strong> 3D-Grafiken mithilfe von Matplotlib<\/strong> zu erstellen. Dazu musst Du eine spezielle Matplotlib-Bibliothek namens mpl_toolkits.mplot3d (oft in Axes3D umbenannt) verwenden.\u00a0<\/p><p><strong>3D-Grafiken<\/strong> k\u00f6nnen bestimmte Visualisierungen erleichtern und einen Bericht angenehmer lesbar machen.<\/p><p>Im Allgemeinen werden folgende Funktionen verwendet: <em>Axes3D.plot(), Axes3D.scatter, Axes3D.plot_wireframe(), Axes3D.plot_surface(), Axes3D.bar().<\/em><\/p><p>Hier ist ein Beispiel daf\u00fcr, was man mit diesen Funktionen anzeigen kann. Das Beispiel stammt aus der offiziellen Dokumentation\u00a0<\/p><div class=\"notranslate\" style=\"all: initial;\">\u00a0<\/div>\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-ac7b67 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ac7b67\" 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-56a87a26\" data-id=\"56a87a26\" 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-19008530 elementor-widget elementor-widget-image\" data-id=\"19008530\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"449\" height=\"408\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/lakks.png\" class=\"attachment-large size-large wp-image-172116\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/lakks.png 449w, https:\/\/datascientest.com\/de\/files\/2023\/03\/lakks-300x273.png 300w\" sizes=\"(max-width: 449px) 100vw, 449px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-3cd52c33 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3cd52c33\" 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-187062c2\" data-id=\"187062c2\" 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-7643a07f elementor-widget elementor-widget-heading\" data-id=\"7643a07f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4.Widgets erstellen<\/h2>\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-7a85f9d5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7a85f9d5\" 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-5aceb7d1\" data-id=\"5aceb7d1\" 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-12a9aa2c elementor-widget elementor-widget-text-editor\" data-id=\"12a9aa2c\" 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><em>Die letzte Funktion von Matplotlib, die wir behandeln werden, ist das Erstellen von Widgets. Das sind interaktive Visualisierungen, auf die der Benutzer Einfluss nehmen kann. F\u00fcr einen Datenwissenschaftler kann dies sehr n\u00fctzlich sein, zum Beispiel um zu sehen, wie die \u00c4nderung eines Parameters eine Funktion oder ein Machine-Learning-Modell beeinflusst.<\/em><\/p><p>Alle Klassen, die f\u00fcr die<strong> Implementierung eines Widgets<\/strong> ben\u00f6tigt werden, befinden sich im Modul matplolib.widgets.<\/p><p>Die Erstellung eines Widgets erfordert die Erstellung von Objekten und Funktionen, die die Aktion eines Objekts auf ein anderes Objekt beschreiben.<\/p><p>Beispiele f\u00fcr solche Objekte sind ein Schieberegler (aus der Klasse Slider) oder eine Schaltfl\u00e4che (aus der Klasse Button), die zum Beispiel ein ganzes Intervall von Werten abdecken k\u00f6nnen, die der Parameter einer Funktion annehmen w\u00fcrde. Je nach dem Wert dieses Parameters sieht der Nutzer also, wie sich der Graph der Funktion sofort \u00e4ndert.<\/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-66c32aae elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"66c32aae\" 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-5e28cc62\" data-id=\"5e28cc62\" 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-6f32db7b elementor-widget elementor-widget-video\" data-id=\"6f32db7b\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.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-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/datascientest.com\/de\/wp-content\/blogs.dir\/8\/files\/2023\/03\/widget.mov\" autoplay=\"\" controls=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-46031328 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"46031328\" 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-56119282\" data-id=\"56119282\" 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-1475cb6d elementor-widget elementor-widget-text-editor\" data-id=\"1475cb6d\" 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>Dieses Widget stammt aus dem Modul &#8222;Einf\u00fchrung in Deep Learning mit Keras&#8220; der Studieng\u00e4nge Data Scientist und Data Analyst.<\/p><p>Durch Anpassen der Parameter w1 und w2 k\u00f6nnen wir die rot eingezeichnete Gerade anpassen, um die Grenze zu finden, die die gr\u00fcn eingef\u00e4rbten Daten von den orange eingef\u00e4rbten Daten trennt. Dies ist ein so genanntes lineares Klassifizierungsproblem: Wir trennen Daten mithilfe einer linearen Entscheidungsgrenze in zwei Kategorien.<\/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-3f881c29 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3f881c29\" 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-fa8819a\" data-id=\"fa8819a\" 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-673ae7cf elementor-widget elementor-widget-heading\" data-id=\"673ae7cf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Fazit<\/h2>\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-1dd28f99 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1dd28f99\" 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-38c73d68\" data-id=\"38c73d68\" 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-6e9e2060 elementor-widget elementor-widget-text-editor\" data-id=\"6e9e2060\" 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>W\u00e4hrend du mit<strong> Matplotlib<\/strong> verschiedene Visualisierungen erstellen und anzeigen kannst, gibt es auch andere Bibliotheken, mit denen Du ebenso sch\u00f6ne Visualisierungen erstellen kannst. Zu diesen Bibliotheken geh\u00f6ren Seaborn,<a href=\"https:\/\/docs.bokeh.org\/en\/latest\/\"> Bokeh<\/a> und<a href=\"https:\/\/gplot.sourceforge.net\/\"> Ggplot.<\/a><\/p><p>Die <a href=\"https:\/\/datascientest.com\/de\/dataviz\">Visualisierung von Daten<\/a> steht im Mittelpunkt aller Probleme, mit denen sich Data Scientists und Data Analysts befassen. Um zu lernen, wie man diese Techniken beherrscht, werden in unseren Kursen f\u00fcr <a href=\"https:\/\/datascientest.com\/de\/weiterbildung-data-scientist\">Data Scientists<\/a> und <a href=\"https:\/\/datascientest.com\/de\/weiterbildung-data-analyst\">Data Analysts<\/a> mehrere Module zu Matplotlib, Bokeh und Seaborn angeboten.<\/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-41cd1616 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"41cd1616\" 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-5efabf6e\" data-id=\"5efabf6e\" 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-3ff36e6d elementor-widget elementor-widget-menu-anchor\" data-id=\"3ff36e6d\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\nbody.elementor-page .elementor-widget-menu-anchor{margin-bottom:0}<\/style>\t\t<div id=\"cheatsheetmatpolib\" class=\"elementor-menu-anchor\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4453583f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"4453583f\" 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-md\" href=\"https:\/\/datascientest.com\/de\/weiterbildung-data-analyst\">\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\">Entdecke unsere Data Science Weiterbildungen<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-741396d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"741396d\" 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-856dea\" data-id=\"856dea\" 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-1107c557 elementor-widget elementor-widget-text-editor\" data-id=\"1107c557\" 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><i>Ces donn\u00e9es \u00e9tant confidentielles, les chiffres affich\u00e9s sur les diff\u00e9rents graphiques ont \u00e9t\u00e9 modifi\u00e9s et ne repr\u00e9sentent donc pas la r\u00e9alit\u00e9.<\/i><\/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-4fff80a7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4fff80a7\" 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-76845334\" data-id=\"76845334\" 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-ebfb65b elementor-widget elementor-widget-heading\" data-id=\"ebfb65b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cheat Sheet Matpolib :<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33d6b26c elementor-cta--skin-classic elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-call-to-action\" data-id=\"33d6b26c\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/datascientest.com\/de\/files\/elementor\/css\/custom-pro-widget-call-to-action.min.css?ver=1721764470\">\t\t<a class=\"elementor-cta\" href=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/Cheat-sheet-matplotlib.png\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/datascientest.com\/de\/files\/2023\/03\/Cheat-sheet-matplotlib-583x1024.png);\" role=\"img\" aria-label=\"Cheat-sheet-matplotlib.png\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<span class=\"elementor-cta__button elementor-button elementor-size-sm\">\n\t\t\t\t\t\tDownload\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\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>&nbsp;Matplotlib ist eine Bibliothek, mit der Du animierte, statische oder interaktive Visualisierungen erstellen kannst &#8211; und das alles in Python! Diese Bibliothek ist einfach zu benutzen und bietet eine Vielfalt an M\u00f6glichkeiten, um die Grafiken anzupassen. In diesem Artikel wirst Du vier n\u00fctzliche Funktionen dieser Bibliothek kennenlernen Mit Matplotlib kannst Du Deine Grafiken optisch aufwerten, [&hellip;]<\/p>\n","protected":false},"author":47,"featured_media":172109,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2454],"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>4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest<\/title>\n<meta name=\"description\" content=\"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest erf\u00e4hrst Du in unserem Artikel - Werde ein Senior Data Scientist!\" \/>\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\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest\" \/>\n<meta property=\"og:description\" content=\"&nbsp;Matplotlib ist eine Bibliothek, mit der Du animierte, statische oder interaktive Visualisierungen erstellen kannst - und das alles in Python! Diese\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest\" \/>\n<meta property=\"og:site_name\" content=\"Weiterbildung Data Science | DataScientest.com\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataScientestEN\" \/>\n<meta property=\"article:published_time\" content=\"2023-03-15T11:21:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-29T19:53:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/de\/wp-content\/blogs.dir\/8\/files\/2023\/03\/matplotlib.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"768\" \/>\n\t<meta property=\"og:image:height\" content=\"422\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Adriano R\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:site\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:label1\" content=\"Verfasst von\" \/>\n\t<meta name=\"twitter:data1\" content=\"Adriano R\" \/>\n\t<meta name=\"twitter:label2\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 Minuten\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest#article\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest\"},\"author\":{\"name\":\"Adriano R\",\"@id\":\"https:\/\/datascientest.com\/de\/#\/schema\/person\/3d2560836c47019eb12b7b77f3a15378\"},\"headline\":\"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest\",\"datePublished\":\"2023-03-15T11:21:40+00:00\",\"dateModified\":\"2023-10-29T19:53:34+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest\"},\"wordCount\":878,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/de\/#organization\"},\"articleSection\":[\"Data Science\"],\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest#respond\"]}],\"copyrightYear\":\"2023\",\"copyrightHolder\":{\"@id\":\"https:\/\/datascientest.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest\",\"url\":\"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest\",\"name\":\"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/de\/#website\"},\"datePublished\":\"2023-03-15T11:21:40+00:00\",\"dateModified\":\"2023-10-29T19:53:34+00:00\",\"description\":\"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest erf\u00e4hrst Du in unserem Artikel - Werde ein Senior Data Scientist!\",\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/de\/#website\",\"url\":\"https:\/\/datascientest.com\/de\/\",\"name\":\"Weiterbildung Data Science | DataScientest.com\",\"description\":\"F\u00fchrender Anbieter von Schulungen im Bereich Data Science\",\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/de\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/de\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"de\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/datascientest.com\/de\/#organization\",\"name\":\"DataScientest\",\"url\":\"https:\/\/datascientest.com\/de\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\/\/datascientest.com\/de\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/datascientest.com\/de\/wp-content\/blogs.dir\/8\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"contentUrl\":\"https:\/\/datascientest.com\/de\/wp-content\/blogs.dir\/8\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"width\":301,\"height\":301,\"caption\":\"DataScientest\"},\"image\":{\"@id\":\"https:\/\/datascientest.com\/de\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/DataScientestEN\",\"https:\/\/twitter.com\/DataScientest__\",\"https:\/\/www.linkedin.com\/company\/datascientest-germany\/\",\"https:\/\/www.tiktok.com\/@datascientest\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/de\/#\/schema\/person\/3d2560836c47019eb12b7b77f3a15378\",\"name\":\"Adriano R\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\/\/datascientest.com\/de\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/fbfbc3a7811c63caf3333396a123058f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/fbfbc3a7811c63caf3333396a123058f?s=96&d=mm&r=g\",\"caption\":\"Adriano R\"},\"sameAs\":[\"user\"],\"url\":\"https:\/\/datascientest.com\/de\/author\/adriano-r\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest","description":"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest erf\u00e4hrst Du in unserem Artikel - Werde ein Senior Data Scientist!","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest","og_locale":"de_DE","og_type":"article","og_title":"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest","og_description":"&nbsp;Matplotlib ist eine Bibliothek, mit der Du animierte, statische oder interaktive Visualisierungen erstellen kannst - und das alles in Python! Diese","og_url":"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest","og_site_name":"Weiterbildung Data Science | DataScientest.com","article_publisher":"https:\/\/www.facebook.com\/DataScientestEN","article_published_time":"2023-03-15T11:21:40+00:00","article_modified_time":"2023-10-29T19:53:34+00:00","og_image":[{"width":768,"height":422,"url":"https:\/\/datascientest.com\/de\/wp-content\/blogs.dir\/8\/files\/2023\/03\/matplotlib.webp","type":"image\/webp"}],"author":"Adriano R","twitter_card":"summary_large_image","twitter_creator":"@DataScientest__","twitter_site":"@DataScientest__","twitter_misc":{"Verfasst von":"Adriano R","Gesch\u00e4tzte Lesezeit":"6 Minuten"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest#article","isPartOf":{"@id":"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest"},"author":{"name":"Adriano R","@id":"https:\/\/datascientest.com\/de\/#\/schema\/person\/3d2560836c47019eb12b7b77f3a15378"},"headline":"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest","datePublished":"2023-03-15T11:21:40+00:00","dateModified":"2023-10-29T19:53:34+00:00","mainEntityOfPage":{"@id":"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest"},"wordCount":878,"commentCount":0,"publisher":{"@id":"https:\/\/datascientest.com\/de\/#organization"},"articleSection":["Data Science"],"inLanguage":"de","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest#respond"]}],"copyrightYear":"2023","copyrightHolder":{"@id":"https:\/\/datascientest.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest","url":"https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest","name":"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest","isPartOf":{"@id":"https:\/\/datascientest.com\/de\/#website"},"datePublished":"2023-03-15T11:21:40+00:00","dateModified":"2023-10-29T19:53:34+00:00","description":"4 Dinge, die du mit Matplotlib tun k\u00f6nnen solltest erf\u00e4hrst Du in unserem Artikel - Werde ein Senior Data Scientist!","inLanguage":"de","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/de\/4-dinge-die-du-mit-matplotlib-tun-koennen-solltest"]}]},{"@type":"WebSite","@id":"https:\/\/datascientest.com\/de\/#website","url":"https:\/\/datascientest.com\/de\/","name":"Weiterbildung Data Science | DataScientest.com","description":"F\u00fchrender Anbieter von Schulungen im Bereich Data Science","publisher":{"@id":"https:\/\/datascientest.com\/de\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datascientest.com\/de\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"de"},{"@type":"Organization","@id":"https:\/\/datascientest.com\/de\/#organization","name":"DataScientest","url":"https:\/\/datascientest.com\/de\/","logo":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/datascientest.com\/de\/#\/schema\/logo\/image\/","url":"https:\/\/datascientest.com\/de\/wp-content\/blogs.dir\/8\/files\/2024\/02\/DataScientest_icon_blue-2.png","contentUrl":"https:\/\/datascientest.com\/de\/wp-content\/blogs.dir\/8\/files\/2024\/02\/DataScientest_icon_blue-2.png","width":301,"height":301,"caption":"DataScientest"},"image":{"@id":"https:\/\/datascientest.com\/de\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DataScientestEN","https:\/\/twitter.com\/DataScientest__","https:\/\/www.linkedin.com\/company\/datascientest-germany\/","https:\/\/www.tiktok.com\/@datascientest"]},{"@type":"Person","@id":"https:\/\/datascientest.com\/de\/#\/schema\/person\/3d2560836c47019eb12b7b77f3a15378","name":"Adriano R","image":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/datascientest.com\/de\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/fbfbc3a7811c63caf3333396a123058f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/fbfbc3a7811c63caf3333396a123058f?s=96&d=mm&r=g","caption":"Adriano R"},"sameAs":["user"],"url":"https:\/\/datascientest.com\/de\/author\/adriano-r"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/posts\/172108"}],"collection":[{"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/users\/47"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/comments?post=172108"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/posts\/172108\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/media\/172109"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/media?parent=172108"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/categories?post=172108"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/de\/wp-json\/wp\/v2\/tags?post=172108"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}