{"id":2521,"date":"2023-07-21T22:11:18","date_gmt":"2023-07-21T22:11:18","guid":{"rendered":"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/"},"modified":"2023-07-21T22:11:18","modified_gmt":"2023-07-21T22:11:18","slug":"pandas-groupby-toepassen","status":"publish","type":"post","link":"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/","title":{"rendered":"Een functie toepassen op panda&#39;s groupby"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">U kunt de volgende basissyntaxis gebruiken om de functies <strong>groupby()<\/strong> en <strong>apply()<\/strong> samen te gebruiken in een pandas DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">var1<\/span> '). <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: some function)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">De volgende voorbeelden laten zien hoe u deze syntaxis in de praktijk kunt gebruiken met de volgende panda&#8217;s DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">points_for<\/span> ': [18, 22, 19, 14, 11, 20, 28],\n                   ' <span style=\"color: #ff0000;\">points_against<\/span> ': [14, 21, 19, 14, 12, 20, 21]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points_for points_against\n0 to 18 14\n1 To 22 21\n2 A 19 19\n3 B 14 14\n4 B 11 12\n5 B 20 20\n6 B 28 21<\/b><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Voorbeeld 1: Gebruik groupby() en apply() om relatieve frequenties te vinden<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">De volgende code laat zien hoe u de functies <strong>groupby(<\/strong> ) en <strong>apply()<\/strong> gebruikt om de relatieve frequenties van elke teamnaam in het panda&#8217;s DataFrame te vinden:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find relative frequency of each team name in DataFrame\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> '). <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x:x[' <span style=\"color: #ff0000;\">team<\/span> ']. <span style=\"color: #3366ff;\">count<\/span> ()\/ <span style=\"color: #3366ff;\">df.shape<\/span> [0])\n\nteam\nA 0.428571\nB 0.571429\ndtype:float64\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Uit het resultaat kunnen we zien dat team A in 42,85% van alle rijen voorkomt en team B in 57,14% van alle rijen.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Voorbeeld 2: Gebruik groupby() en apply() om maximale waarden te vinden<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">De volgende code laat zien hoe u de functies <strong>groupby(<\/strong> ) en <strong>apply()<\/strong> kunt gebruiken om de maximale \u201cpoints_for\u201d-waarden voor elk team te vinden:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find max \"points_for\" values for each team\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> '). <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x:x[' <span style=\"color: #ff0000;\">points_for<\/span> ']. <span style=\"color: #3366ff;\">max<\/span> ())\n\nteam\nAt 22\nB28\ndtype: int64<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Uit het resultaat kunnen we zien dat het maximale aantal punten gescoord door team A 22 is en het maximale aantal punten gescoord door team B 28 is.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Voorbeeld 3: Gebruik groupby() en apply() om een aangepaste berekening uit te voeren<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">De volgende code laat zien hoe u de functies <strong>groupby(<\/strong> ) en <strong>apply()<\/strong> kunt gebruiken om het gemiddelde verschil tussen \u201cpoints_for\u201d en \u201cpoints_against\u201d voor elk team te vinden:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find max \"points_for\" values for each team\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> '). <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: (x[' <span style=\"color: #ff0000;\">points_for<\/span> '] - x[' <span style=\"color: #ff0000;\">points_against<\/span> ']). <span style=\"color: #3366ff;\">mean<\/span> ())\n\nteam\nA 1.666667\nB 1.500000\ndtype:float64\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Uit de resultaten kunnen we zien dat het gemiddelde verschil tussen \u2018punten voor\u2019 en \u2018punten tegen\u2019 <strong>1,67<\/strong> is voor team A en <strong>1,50<\/strong> voor team B.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Aanvullende bronnen<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">In de volgende tutorials wordt uitgelegd hoe u andere veelvoorkomende bewerkingen in panda&#8217;s kunt uitvoeren:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/nl\/pandas-groepsgewijs\/\" target=\"_blank\" rel=\"noopener\">Hoe u een GroupBy-som uitvoert in Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/nl\/pandas-groeperen-per-plot\/\" target=\"_blank\" rel=\"noopener\">Groupby en Plot gebruiken in Panda&#8217;s<\/a><br \/> <a href=\"https:\/\/statorials.org\/nl\/pandas-groeperen-per-telling-uniek\/\" target=\"_blank\" rel=\"noopener\">Hoe unieke waarden te tellen met GroupBy in Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>U kunt de volgende basissyntaxis gebruiken om de functies groupby() en apply() samen te gebruiken in een pandas DataFrame: df. groupby (&#8218; var1 &#8218;). apply ( lambda x: some function) De volgende voorbeelden laten zien hoe u deze syntaxis in de praktijk kunt gebruiken met de volgende panda&#8217;s DataFrame: import pandas as pd #createDataFrame df [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-2521","post","type-post","status-publish","format-standard","hentry","category-gids"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Een functie toepassen op Panda&#039;s Groupby \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"In deze tutorial wordt uitgelegd hoe u de functies groupby() en apply() samen kunt gebruiken in panda&#039;s, inclusief een voorbeeld.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Een functie toepassen op Panda&#039;s Groupby \u2013 Statorials\" \/>\n<meta property=\"og:description\" content=\"In deze tutorial wordt uitgelegd hoe u de functies groupby() en apply() samen kunt gebruiken in panda&#039;s, inclusief een voorbeeld.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-21T22:11:18+00:00\" \/>\n<meta name=\"author\" content=\"Dr.benjamin anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Verfasst von\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr.benjamin anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data2\" content=\"2\u00a0Minuten\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/\",\"url\":\"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/\",\"name\":\"Een functie toepassen op Panda&#39;s Groupby \u2013 Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/nl\/#website\"},\"datePublished\":\"2023-07-21T22:11:18+00:00\",\"dateModified\":\"2023-07-21T22:11:18+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/nl\/#\/schema\/person\/d4b8842173cca1bb62cdec41860e4219\"},\"description\":\"In deze tutorial wordt uitgelegd hoe u de functies groupby() en apply() samen kunt gebruiken in panda&#39;s, inclusief een voorbeeld.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/#breadcrumb\"},\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/nl\/pandas-groupby-toepassen\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Thuis\",\"item\":\"https:\/\/statorials.org\/nl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Een functie toepassen op panda&#39;s groupby\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/nl\/#website\",\"url\":\"https:\/\/statorials.org\/nl\/\",\"name\":\"Statorials\",\"description\":\"Uw gids voor statistische competentie\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/nl\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"de\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/nl\/#\/schema\/person\/d4b8842173cca1bb62cdec41860e4219\",\"name\":\"Dr.benjamin anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\/\/statorials.org\/nl\/#\/schema\/person\/image\/\",\"url\":\"http:\/\/statorials.org\/nl\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"http:\/\/statorials.org\/nl\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr.benjamin anderson\"},\"description\":\"Ik ben Benjamin, een gepensioneerde hoogleraar statistiek die nu een toegewijde Statorials-lesgever is. 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