{"id":318,"date":"2019-10-07T17:28:45","date_gmt":"2019-10-07T15:28:45","guid":{"rendered":"https:\/\/www.sw-stein.de\/sw\/?page_id=318"},"modified":"2023-11-01T13:39:57","modified_gmt":"2023-11-01T12:39:57","slug":"daten-verarbeiten-und-analysieren-mit-python-bibliothek-pandas","status":"publish","type":"page","link":"https:\/\/www.sw-stein.de\/sw\/medizinische-informatik\/daten-verarbeiten-und-analysieren-mit-python-bibliothek-pandas\/","title":{"rendered":"Daten verarbeiten und analysieren mit Python-Bibliothek Pandas"},"content":{"rendered":"<div class=\"shariff shariff-align-left shariff-widget-align-left\" style=\"display:none\" data-services=\"facebook\" data-url=\"https:\/\/www.sw-stein.de\/sw\/medizinische-informatik\/daten-verarbeiten-und-analysieren-mit-python-bibliothek-pandas\/\" data-timestamp=\"1698845997\" data-hidezero=\"1\" data-backendurl=\"https:\/\/www.sw-stein.de\/sw\/wp-json\/shariff\/v1\/share_counts?\"><ul class=\"shariff-buttons theme-round orientation-horizontal buttonsize-large\"><li class=\"shariff-button mailto shariff-nocustomcolor\" style=\"background-color:#a8a8a8;border-radius:43%\"><a href=\"mailto:?body=https%3A%2F%2Fwww.sw-stein.de%2Fsw%2Fmedizinische-informatik%2Fdaten-verarbeiten-und-analysieren-mit-python-bibliothek-pandas%2F&subject=Daten%20verarbeiten%20und%20analysieren%20mit%20Python-Bibliothek%20Pandas\" title=\"Per E-Mail versenden\" aria-label=\"Per E-Mail versenden\" role=\"button\" rel=\"noopener nofollow\" class=\"shariff-link\" style=\";border-radius:43%; 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background-color:#000; color:#fff\" target=\"_blank\"><span class=\"shariff-icon\" style=\"\"><svg width=\"32px\" height=\"20px\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\"><path fill=\"#000\" d=\"M14.258 10.152L23.176 0h-2.113l-7.747 8.813L7.133 0H0l9.352 13.328L0 23.973h2.113l8.176-9.309 6.531 9.309h7.133zm-2.895 3.293l-.949-1.328L2.875 1.56h3.246l6.086 8.523.945 1.328 7.91 11.078h-3.246zm0 0\"\/><\/svg><\/span><\/a><\/li><\/ul><\/div>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"511\" height=\"146\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/11\/python.png\" alt=\"Python\" class=\"wp-image-734\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/11\/python.png 511w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/11\/python-300x86.png 300w\" sizes=\"auto, (max-width: 511px) 100vw, 511px\" \/><figcaption class=\"wp-element-caption\">Python<\/figcaption><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"247\" height=\"288\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/11\/jupyter.png\" alt=\"jupyter Notebook\" class=\"wp-image-736\"\/><figcaption class=\"wp-element-caption\">jupyter Notebook<\/figcaption><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Mit den Python-Bibliotheken <em>pandas<\/em>, <em>numpy<\/em>, <em>matplotlib.pyplot<\/em>, <em>seaborn <\/em>sowie <em>ipywidgets<\/em> k\u00f6nnen umfangreiche Datenmengen aufbereitet, analysiert, modifiziert und visualisiert werden. Des Weiteren lassen sich Widgets f\u00fcr eine interaktive Filterung der Daten einsetzen. <\/p>\n\n\n\n<p>Im Folgenden zeige ich einige Beispiele zu den wichtigsten Grundlagen. <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"985\" height=\"514\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/install_python_pandas.png\" alt=\"Installation Environment Python und Pandas\" class=\"wp-image-352\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/install_python_pandas.png 985w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/install_python_pandas-300x157.png 300w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/install_python_pandas-768x401.png 768w\" sizes=\"auto, (max-width: 985px) 100vw, 985px\" \/><figcaption class=\"wp-element-caption\">Installation Environment Python und Pandas<\/figcaption><\/figure>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"512\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_1.png\" alt=\"Jupyter Notebook (Kommandozeilenfenster)\" class=\"wp-image-353\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_1.png 979w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_1-300x157.png 300w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_1-768x402.png 768w\" sizes=\"auto, (max-width: 979px) 100vw, 979px\" \/><figcaption class=\"wp-element-caption\">Jupyter Notebook (Kommandozeilenfenster)<\/figcaption><\/figure>\n<\/div>\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"959\" height=\"688\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_2.png\" alt=\"Jupyter Notebook - Tree in FrontMotion Firefox\" class=\"wp-image-354\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_2.png 959w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_2-300x215.png 300w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_2-768x551.png 768w\" sizes=\"auto, (max-width: 959px) 100vw, 959px\" \/><figcaption class=\"wp-element-caption\">Jupyter Notebook &#8211; Tree in FrontMotion Firefox<\/figcaption><\/figure>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"793\" height=\"244\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_6.png\" alt=\"Tree, Folders, Notebooks\" class=\"wp-image-358\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_6.png 793w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_6-300x92.png 300w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_6-768x236.png 768w\" sizes=\"auto, (max-width: 793px) 100vw, 793px\" \/><figcaption class=\"wp-element-caption\">Tree, Folders, Notebooks<\/figcaption><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"958\" height=\"214\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_3.png\" alt=\"Leeres Jupyter Notebook\" class=\"wp-image-355\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_3.png 958w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_3-300x67.png 300w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_3-768x172.png 768w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><figcaption class=\"wp-element-caption\">Leeres Jupyter Notebook<\/figcaption><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"811\" height=\"184\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_5.png\" alt=\"Entfernung von Duplikaten aus Dataframe\" class=\"wp-image-357\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_5.png 811w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_5-300x68.png 300w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_5-768x174.png 768w\" sizes=\"auto, (max-width: 811px) 100vw, 811px\" \/><figcaption class=\"wp-element-caption\">Entfernung von Duplikaten aus Dataframe<\/figcaption><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"685\" height=\"331\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_4.png\" alt=\"Versionsinformationen zu Jupyter Notebook\" class=\"wp-image-356\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_4.png 685w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_4-300x145.png 300w\" sizes=\"auto, (max-width: 685px) 100vw, 685px\" \/><figcaption class=\"wp-element-caption\">Versionsinformationen zu Jupyter Notebook<\/figcaption><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"512\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_7.png\" alt=\"Kernel shutdown\" class=\"wp-image-359\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_7.png 979w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_7-300x157.png 300w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/python_pandas_7-768x402.png 768w\" sizes=\"auto, (max-width: 979px) 100vw, 979px\" \/><figcaption class=\"wp-element-caption\">Kernel shutdown<\/figcaption><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.sw-stein.de\/sw\/sws\/sws.php\" alt=\"\" width=\"0\" height=\"0\">\n","protected":false},"excerpt":{"rendered":"<p>Mit den Python-Bibliotheken pandas, numpy, matplotlib.pyplot, seaborn sowie ipywidgets k\u00f6nnen umfangreiche Datenmengen aufbereitet, analysiert, modifiziert und visualisiert werden. Des Weiteren lassen sich Widgets f\u00fcr eine interaktive Filterung der Daten einsetzen. Im Folgenden zeige ich einige Beispiele zu den wichtigsten Grundlagen.<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":144,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_metis_text_type":"standard","_metis_text_length":644,"_post_count":0,"footnotes":""},"class_list":["post-318","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages\/318","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/comments?post=318"}],"version-history":[{"count":7,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages\/318\/revisions"}],"predecessor-version":[{"id":2307,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages\/318\/revisions\/2307"}],"up":[{"embeddable":true,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages\/144"}],"wp:attachment":[{"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/media?parent=318"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}