{"id":2520,"date":"2023-07-21T22:11:18","date_gmt":"2023-07-21T22:11:18","guid":{"rendered":"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/"},"modified":"2023-07-21T22:11:18","modified_gmt":"2023-07-21T22:11:18","slug":"pandas-groupby-aplicar","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/","title":{"rendered":"Como aplicar uma fun\u00e7\u00e3o ao pandas groupby"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para usar as fun\u00e7\u00f5es <strong>groupby()<\/strong> e <strong>apply()<\/strong> juntas em um DataFrame do pandas:<\/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;\">Os exemplos a seguir mostram como usar essa sintaxe na pr\u00e1tica com o seguinte DataFrame do pandas:<\/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>Exemplo 1: Use groupby() e apply() para encontrar frequ\u00eancias relativas<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar as fun\u00e7\u00f5es <strong>groupby(<\/strong> ) e <strong>apply()<\/strong> para encontrar as frequ\u00eancias relativas de cada nome de equipe no DataFrame do pandas:<\/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;\">Pelo resultado, podemos perceber que a equipe A aparece em 42,85% de todas as linhas e a equipe B aparece em 57,14% de todas as linhas.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: Use groupby() e apply() para encontrar valores m\u00e1ximos<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar as fun\u00e7\u00f5es <strong>groupby(<\/strong> ) e <strong>apply()<\/strong> para encontrar os valores m\u00e1ximos de \u201cpoints_for\u201d para cada equipe:<\/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;\">Pelo resultado, podemos perceber que o m\u00e1ximo de pontos marcados pela equipe A \u00e9 22 e o m\u00e1ximo de pontos marcados pela equipe B \u00e9 28.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 3: Use groupby() e apply() para realizar um c\u00e1lculo personalizado<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar as fun\u00e7\u00f5es <strong>groupby(<\/strong> ) e <strong>apply()<\/strong> para encontrar a diferen\u00e7a m\u00e9dia entre \u201cpoints_for\u201d e \u201cpoints_against\u201d para cada equipe:<\/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;\">Pelos resultados, podemos perceber que a diferen\u00e7a m\u00e9dia entre \u201cpontos a favor\u201d e \u201cpontos contra\u201d \u00e9 <strong>de 1,67<\/strong> para a equipe A e <strong>de 1,50<\/strong> para a equipe B.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como realizar outras opera\u00e7\u00f5es comuns em pandas:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/soma-de-grupo-de-pandas\/\" target=\"_blank\" rel=\"noopener\">Como realizar uma soma GroupBy no Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/grupo-de-pandas-por-enredo\/\" target=\"_blank\" rel=\"noopener\">Como usar Groupby e Plot no Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/contagem-de-grupo-de-pandas-unica\/\" target=\"_blank\" rel=\"noopener\">Como contar valores \u00fanicos usando GroupBy no Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para usar as fun\u00e7\u00f5es groupby() e apply() juntas em um DataFrame do pandas: df. groupby (&#8216; var1 &#8216;). apply ( lambda x: some function) Os exemplos a seguir mostram como usar essa sintaxe na pr\u00e1tica com o seguinte DataFrame do pandas: 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-2520","post","type-post","status-publish","format-standard","hentry","category-guia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Como aplicar uma fun\u00e7\u00e3o ao Pandas Groupby \u2013 Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar as fun\u00e7\u00f5es groupby() e apply() juntas no pandas, incluindo um exemplo.\" \/>\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\/pt\/pandas-groupby-aplicar\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como aplicar uma fun\u00e7\u00e3o ao Pandas Groupby \u2013 Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar as fun\u00e7\u00f5es groupby() e apply() juntas no pandas, incluindo um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/\" \/>\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. benjamim anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr. benjamim anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/\",\"url\":\"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/\",\"name\":\"Como aplicar uma fun\u00e7\u00e3o ao Pandas Groupby \u2013 Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-21T22:11:18+00:00\",\"dateModified\":\"2023-07-21T22:11:18+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar as fun\u00e7\u00f5es groupby() e apply() juntas no pandas, incluindo um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como aplicar uma fun\u00e7\u00e3o ao pandas groupby\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/pt\/#website\",\"url\":\"https:\/\/statorials.org\/pt\/\",\"name\":\"Statorials\",\"description\":\"O seu guia para a literacia estat\u00edstica!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/pt\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\",\"name\":\"Dr. benjamim anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr. benjamim anderson\"},\"description\":\"Ol\u00e1, sou Benjamin, um professor aposentado de estat\u00edstica que se tornou professor dedicado na Statorials. 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