{"id":171145,"date":"2023-03-06T16:15:49","date_gmt":"2023-03-06T15:15:49","guid":{"rendered":"https:\/\/datascientest.com\/de\/?p=171145"},"modified":"2023-10-29T20:32:03","modified_gmt":"2023-10-29T19:32:03","slug":"python-programmieren","status":"publish","type":"post","link":"https:\/\/datascientest.com\/de\/python-programmieren","title":{"rendered":"Python programmieren f\u00fcr Dummies &#8211; Teil 4"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"171145\" class=\"elementor elementor-171145\" 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-70857435 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"70857435\" 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-3e69886\" data-id=\"3e69886\" 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-22297c70 elementor-widget elementor-widget-heading\" data-id=\"22297c70\" 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\">In diesem letzten Teil werden wir die zuvor besprochenen Methoden anwenden, um einen Datensatz vorzubereiten. Starten wir gleich mit diesem Beispiel eines Python-Programms :<\/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-7f43717 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f43717\" 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-3abe36c5\" data-id=\"3abe36c5\" 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-3760b892 elementor-widget elementor-widget-menu-anchor\" data-id=\"3760b892\" 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=\"bibliothequepython\" 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-75b7255d elementor-widget elementor-widget-heading\" data-id=\"75b7255d\" 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\">Import von Python-Bibliotheken <\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ad27d6 elementor-widget elementor-widget-text-editor\" data-id=\"2ad27d6\" 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;\">Wir beginnen damit, die Bibliotheken zu importieren, die wir f\u00fcr unsere Analyse verwenden werden.<\/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-4a801a74 elementor-widget elementor-widget-shortcode\" data-id=\"4a801a74\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/9464d6952cba1a57de7847e75b77eb2c.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5fc9b243 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5fc9b243\" 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-1343fd2f\" data-id=\"1343fd2f\" 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-3f08359c elementor-widget elementor-widget-menu-anchor\" data-id=\"3f08359c\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"donneespython\" 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-137b296e elementor-widget elementor-widget-heading\" data-id=\"137b296e\" 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\">Dataimport<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bc763d9 elementor-widget elementor-widget-text-editor\" data-id=\"6bc763d9\" 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;\">Wir werden nun unsere Rohdaten importieren und die ersten Zeilen unseres Datasets betrachten.<\/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-25444b10 elementor-widget elementor-widget-shortcode\" data-id=\"25444b10\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/de84f91b274271ce28812ea96cb32a75.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18513982 elementor-widget elementor-widget-image\" data-id=\"18513982\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"103\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image1-1.png\" class=\"attachment-large size-large wp-image-171147\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image1-1.png 512w, https:\/\/datascientest.com\/de\/files\/2023\/03\/image1-1-300x60.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f53d760 elementor-widget elementor-widget-text-editor\" data-id=\"3f53d760\" 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;\">Um Informationen \u00fcber die Daten zu erhalten, kann man die folgende Methode verwenden:<\/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-26b73f0d elementor-widget elementor-widget-shortcode\" data-id=\"26b73f0d\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/4a0b8be51a9a632f3bc8298f30115e2a.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6515dcbf elementor-widget elementor-widget-image\" data-id=\"6515dcbf\" 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=\"411\" height=\"377\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image2-1.png\" class=\"attachment-large size-large wp-image-171148\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image2-1.png 411w, https:\/\/datascientest.com\/de\/files\/2023\/03\/image2-1-300x275.png 300w\" sizes=\"(max-width: 411px) 100vw, 411px\" \/>\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<div class=\"elementor-element elementor-element-492df902 elementor-widget elementor-widget-text-editor\" data-id=\"492df902\" 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;\">Anzeige der Datenbeschreibung zu numerischen Variablen<\/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-68209565 elementor-widget elementor-widget-shortcode\" data-id=\"68209565\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/716fc54964b1e0fe488e465ef3f6b9c5.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75a658de elementor-widget elementor-widget-image\" data-id=\"75a658de\" 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=\"418\" height=\"246\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image3.png\" class=\"attachment-large size-large wp-image-171149\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image3.png 418w, https:\/\/datascientest.com\/de\/files\/2023\/03\/image3-300x177.png 300w\" sizes=\"(max-width: 418px) 100vw, 418px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-df20ff4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df20ff4\" 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-2a750b0c\" data-id=\"2a750b0c\" 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-26be575b elementor-widget elementor-widget-menu-anchor\" data-id=\"26be575b\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"valeursmanquantes\" 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-7a216f87 elementor-widget elementor-widget-heading\" data-id=\"7a216f87\" 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\">Umgang mit fehlenden Werten<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9224e30 elementor-widget elementor-widget-text-editor\" data-id=\"9224e30\" 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;\">Wir sehen uns nun die Anzahl der fehlenden Werte f\u00fcr jede Spalte an.<\/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-6f3a7ea7 elementor-widget elementor-widget-shortcode\" data-id=\"6f3a7ea7\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/e7446813234aba2c90730eed48cf3d27.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-278da896 elementor-widget elementor-widget-image\" data-id=\"278da896\" 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=\"344\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image4.png\" class=\"attachment-full size-full wp-image-171150\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image4.png 344w, https:\/\/datascientest.com\/de\/files\/2023\/03\/image4-202x300.png 202w\" sizes=\"(max-width: 344px) 100vw, 344px\" \/>\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-62591a5a elementor-widget elementor-widget-text-editor\" data-id=\"62591a5a\" 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;\">Angesichts dieser Ergebnisse k\u00f6nnen wir in einem ersten Schritt die Spalten mit mehr als 50% fehlenden Werten l\u00f6schen: die Spalte &#8218;Alley&#8216;.<\/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-6e831f4d elementor-widget elementor-widget-shortcode\" data-id=\"6e831f4d\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/98ef8bd54b0ab9003afef13a922dd4a7.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54c19fb1 elementor-widget elementor-widget-text-editor\" data-id=\"54c19fb1\" 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;\">Nach der Beobachtung der Spalten k\u00f6nnen wir die Spalten nach ihrem Typ in zwei Kategorien unterteilen: Objekttypen und andere Typen (int, float&#8230;).<\/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-55650030 elementor-widget elementor-widget-shortcode\" data-id=\"55650030\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/529d40991f0474c1ebb5413e167ba453.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-46b19f6a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"46b19f6a\" 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-4d51bc43\" data-id=\"4d51bc43\" 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-76a233a8 elementor-widget elementor-widget-text-editor\" data-id=\"76a233a8\" 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;\">Je nach Art sind unterschiedliche Behandlungen anzuwenden<\/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-50114cbe elementor-widget elementor-widget-heading\" data-id=\"50114cbe\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Kategoriale Daten :<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45ae48d7 elementor-widget elementor-widget-shortcode\" data-id=\"45ae48d7\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/323f8485faacb72fe3ba6d1ad6c32b99.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68c471a3 elementor-widget elementor-widget-text-editor\" data-id=\"68c471a3\" 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;\">Es ist interessant, die eindeutigen Werte zu beobachten, die von den kategorialen Variablen eingenommen werden:<\/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-952956c elementor-widget elementor-widget-shortcode\" data-id=\"952956c\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/c714511dab1e4052c0752d3c6c2e9757.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ce15d70 elementor-widget elementor-widget-image\" data-id=\"1ce15d70\" 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=\"254\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image5-1024x325.png\" class=\"attachment-large size-large wp-image-171151\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/image5-1024x325.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/03\/image5-300x95.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/03\/image5-768x244.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/03\/image5.png 1436w\" 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\"><\/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<div class=\"elementor-element elementor-element-7373b87f elementor-widget elementor-widget-heading\" data-id=\"7373b87f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Numerische Daten<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38edc76a elementor-widget elementor-widget-shortcode\" data-id=\"38edc76a\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/gtordjma\/026adffa30802ebcfc01c80e4d211cd2.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ce68268 elementor-widget elementor-widget-text-editor\" data-id=\"3ce68268\" 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>In der Kategorie numerische Variablen gibt es 259 fehlende Werte f\u00fcr die Variable &#8218;LotFrontage&#8216;.<\/p><p>Bei kategorialen Variablen ist es m\u00f6glich, die fehlenden Werte in einer Spalte mit der Methode mode durch das h\u00e4ufigste Element zu ersetzen.<br \/>Bei numerischen Variablen ist es \u00fcblich, diese fehlenden Werte durch den Mittelwert der Variable zu ersetzen.<\/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-e3c857f elementor-widget elementor-widget-shortcode\" data-id=\"e3c857f\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/YOHANCOHENCODES\/c5f8f7ff78d6145a3a7239138ef11814.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1db75d55 elementor-widget elementor-widget-text-editor\" data-id=\"1db75d55\" 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>Wir haben nun unser <a href=\"https:\/\/datascientest.com\/de\/datasets-top-5-websites-fuer-qualitativ-hochwertige-datensaetze\"><strong>Dataset<\/strong><\/a> bereinigt. Nat\u00fcrlich gibt es noch viele weitere Techniken, um deinen Datensatz vor der Analyse gut vorzubereiten.<\/p><p>In diesem Beispiel f\u00fcr ein <strong>Python-Programm<\/strong> m\u00f6chten wir darauf hinweisen, dass die Vorbereitung der Daten von entscheidender Bedeutung ist. Wenn dein Dataset nicht gut vorbereitet ist, k\u00f6nnen die Ergebnisse der Analyse nicht sehr aussagekr\u00e4ftig sein.<\/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-578ec442 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"578ec442\" 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-6e15abf4\" data-id=\"6e15abf4\" 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-7342a01d elementor-widget elementor-widget-menu-anchor\" data-id=\"7342a01d\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"cheatsheet\" class=\"elementor-menu-anchor\"><\/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-6d13c696 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d13c696\" 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-6fddad37\" data-id=\"6fddad37\" 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-7e52cd39 elementor-widget elementor-widget-heading\" data-id=\"7e52cd39\" 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\">Python programmieren lernen<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e30190b elementor-widget elementor-widget-text-editor\" data-id=\"7e30190b\" 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>Vielen Dank, dass du uns durch die vier Wochen begleitet hast, in denen wir Python und die ersten Phasen der <a href=\"https:\/\/datascientest.com\/de\/talend-datentool\">Datenverarbeitung<\/a> kennengelernt haben.<\/p><p>M\u00f6chtest du mehr \u00fcber die <strong>Python-Programmierung<\/strong> lernen und <a href=\"https:\/\/datascientest.com\/de\/machine-learning-definition-funktionsweise-anwendungen\">Machine-Learning-Modelle<\/a> implementieren?\u00a0 Unsere Schulungen sind genau das Richtige f\u00fcr dich!\u00a0<\/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-2edeba35 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"2edeba35\" 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\/de\/unsere-aus-und-weiterbildungen\">\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 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\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>In diesem letzten Teil werden wir die zuvor besprochenen Methoden anwenden, um einen Datensatz vorzubereiten. Starten wir gleich mit diesem Beispiel eines Python-Programms : Import von Python-Bibliotheken Wir beginnen damit, die Bibliotheken zu importieren, die wir f\u00fcr unsere Analyse verwenden werden. Dataimport Wir werden nun unsere Rohdaten importieren und die ersten Zeilen unseres Datasets betrachten. [&hellip;]<\/p>\n","protected":false},"author":47,"featured_media":171156,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2413],"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>Python programmieren f\u00fcr Dummies - Teil 4<\/title>\n<meta name=\"description\" content=\"Du willst Python programmieren lernen ? 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