{"id":4306,"date":"2023-07-12T03:18:22","date_gmt":"2023-07-12T03:18:22","guid":{"rendered":"https:\/\/statorials.org\/pt\/tabela-cruzada-de-pandas-aggfunc\/"},"modified":"2023-07-12T03:18:22","modified_gmt":"2023-07-12T03:18:22","slug":"tabela-cruzada-de-pandas-aggfunc","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/tabela-cruzada-de-pandas-aggfunc\/","title":{"rendered":"Pandas: como usar aggfunc na fun\u00e7\u00e3o crosstab()"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar o argumento <b>aggfunc<\/b> na fun\u00e7\u00e3o pandas <strong>crosstab()<\/strong> para criar uma crosstab que agrega valores usando uma m\u00e9trica espec\u00edfica:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>p.d. <span style=\"color: #3366ff;\">crosstab<\/span> (index=df. <span style=\"color: #3366ff;\">col1<\/span> , columns=df. <span style=\"color: #3366ff;\">col2<\/span> , values=df. <span style=\"color: #3366ff;\">col3<\/span> , aggfunc=' <span style=\"color: #ff0000;\">count<\/span> ')\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O valor padr\u00e3o de <strong>aggfunc<\/strong> \u00e9 &#8220;count&#8221;, mas voc\u00ea pode especificar outros m\u00e9todos de agrega\u00e7\u00e3o, como m\u00e9dia, mediana, soma, m\u00ednimo, m\u00e1ximo, etc.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Voc\u00ea tamb\u00e9m pode especificar v\u00e1rios m\u00e9todos de agrega\u00e7\u00e3o no argumento <strong>aggfunc<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>p.d. <span style=\"color: #3366ff;\">crosstab<\/span> (index=df. <span style=\"color: #3366ff;\">col1<\/span> , columns=df. <span style=\"color: #3366ff;\">col2<\/span> , values=df. <span style=\"color: #3366ff;\">col3<\/span> , aggfunc=[' <span style=\"color: #ff0000;\">min<\/span> ', ' <span style=\"color: #ff0000;\">max<\/span> '])<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar cada um desses m\u00e9todos na pr\u00e1tica com o seguinte DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'B', 'B', 'B', 'B', 'C', 'C', 'C', 'C '],\n                   ' <span style=\"color: #ff0000;\">position<\/span> ':['G', 'G', 'F', 'G', 'F', 'F', 'F', 'G', 'G', 'F', 'F'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [22, 25, 24, 39, 34, 20, 18, 17, 20, 19, 22]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   team position points\n0 AG 22\n1 AG 25\n2 AF 24\n3 BG 39\n4 BF 34\n5 BF 20\n6 BF 18\n7 GC 17\n8 GC 20\n9 CF 19\n10 CF 22<\/strong>\n<\/pre>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 1: Crie uma crosstab com um valor em aggfunc<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte fun\u00e7\u00e3o <strong>crosstab()<\/strong> com o argumento <strong>aggfunc=&#8217;mean&#8217;<\/strong> para criar uma crosstab que exibe os pontos de valor m\u00e9dio para cada combina\u00e7\u00e3o de posi\u00e7\u00e3o e equipe:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #008080;\">#create crosstab that displays mean points value by team and position\n<\/span><\/span>p.d. <span style=\"color: #3366ff;\">crosstab<\/span> (index=df. <span style=\"color: #3366ff;\">team<\/span> , columns=df. <span style=\"color: #3366ff;\">position<\/span> , values=df. <span style=\"color: #3366ff;\">points<\/span> , aggfunc=' <span style=\"color: #ff0000;\">mean<\/span> ')\n\nposition F G\nteam\t\t\nA 24.0 23.5\nB 24.0 39.0\nC 20.5 18.5\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Veja como interpretar o resultado:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">A m\u00e9dia de pontos dos jogadores da equipe A na posi\u00e7\u00e3o F \u00e9 de <strong>24<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">A m\u00e9dia de pontos dos jogadores da equipe A na posi\u00e7\u00e3o G \u00e9 de <strong>23,5<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">E assim por diante.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m podemos usar outra m\u00e9trica de agrega\u00e7\u00e3o, como valor m\u00e1ximo:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #008080;\">#create crosstab that displays max points value by team and position\n<\/span><\/span>p.d. <span style=\"color: #3366ff;\">crosstab<\/span> (index=df. <span style=\"color: #3366ff;\">team<\/span> , columns=df. <span style=\"color: #3366ff;\">position<\/span> , values=df. <span style=\"color: #3366ff;\">points<\/span> , aggfunc=' <span style=\"color: #ff0000;\">max<\/span> ')\n\n\nposition F G\nteam\t\t\nAt 24 25\nB 34 39\nC 22 20\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Veja como interpretar o resultado:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">O m\u00e1ximo de pontos para jogadores da equipe A na posi\u00e7\u00e3o F \u00e9 <strong>24<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">O m\u00e1ximo de pontos para jogadores da equipe A na posi\u00e7\u00e3o G \u00e9 <strong>25<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">E assim por diante.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 2:<\/strong><\/span> <span style=\"color: #000000;\"><strong>Crie uma crosstab com v\u00e1rios valores em aggfunc<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Podemos usar a fun\u00e7\u00e3o <strong>crosstab()<\/strong> com m\u00faltiplos valores no argumento <strong>aggfunc<\/strong> para agregar valores de pontos por m\u00faltiplas m\u00e9tricas para cada combina\u00e7\u00e3o de posi\u00e7\u00e3o e equipe:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #008080;\">#create crosstab that displays min and max points by team and position\n<\/span><\/span>p.d. <span style=\"color: #3366ff;\">crosstab<\/span> (df. <span style=\"color: #3366ff;\">team<\/span> , df. <span style=\"color: #3366ff;\">position<\/span> , df. <span style=\"color: #3366ff;\">points<\/span> , aggfunc=[' <span style=\"color: #ff0000;\">min<\/span> ', ' <span style=\"color: #ff0000;\">max<\/span> ']) \n\n\t              min max\nposition F G F G\nteam\t\t\t\t\nA 24 22 24 25\nB 18 39 34 39\nC 19 17 22 20\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Veja como interpretar o resultado:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">O valor m\u00ednimo de pontos para jogadores da equipe A na posi\u00e7\u00e3o F \u00e9 <strong>24<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">O valor m\u00ednimo de pontos para jogadores da equipe A na posi\u00e7\u00e3o G \u00e9 <strong>22<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">O valor m\u00e1ximo de pontos para jogadores da equipe A na posi\u00e7\u00e3o F \u00e9 <strong>24<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">O valor m\u00e1ximo de pontos para jogadores da equipe A na posi\u00e7\u00e3o G \u00e9 <strong>25<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">E assim por diante.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Nota<\/strong> : Voc\u00ea pode encontrar a documenta\u00e7\u00e3o completa da fun\u00e7\u00e3o <strong>crosstab()<\/strong> do pandas <a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.crosstab.html\" target=\"_blank\" rel=\"noopener\">aqui<\/a> .<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como realizar outras tarefas comuns do panda:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/porcentagem-da-tabela-cruzada-de-pandas\/\" target=\"_blank\" rel=\"noopener\">Pandas: Como criar uma crosstab com porcentagens<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/contagens-de-valores-de-agrupamento-do-pandas\/\" target=\"_blank\" rel=\"noopener\">Pandas: como usar GroupBy e contagens de valores<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/caixas-de-grupo-de-pandas\/\" target=\"_blank\" rel=\"noopener\">Pandas: como usar GroupBy com contagem de bin<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar o argumento aggfunc na fun\u00e7\u00e3o pandas crosstab() para criar uma crosstab que agrega valores usando uma m\u00e9trica espec\u00edfica: p.d. crosstab (index=df. col1 , columns=df. col2 , values=df. col3 , aggfunc=&#8217; count &#8216;) O valor padr\u00e3o de aggfunc \u00e9 &#8220;count&#8221;, mas voc\u00ea pode especificar outros m\u00e9todos de agrega\u00e7\u00e3o, como m\u00e9dia, mediana, soma, m\u00ednimo, [&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-4306","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>Pandas: Como usar aggfunc na fun\u00e7\u00e3o crosstab() - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar o argumento aggfunc na fun\u00e7\u00e3o crosstab() em pandas, com v\u00e1rios exemplos.\" \/>\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\/tabela-cruzada-de-pandas-aggfunc\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas: Como usar aggfunc na fun\u00e7\u00e3o crosstab() - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar o argumento aggfunc na fun\u00e7\u00e3o crosstab() em pandas, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/tabela-cruzada-de-pandas-aggfunc\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-12T03:18:22+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=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/tabela-cruzada-de-pandas-aggfunc\/\",\"url\":\"https:\/\/statorials.org\/pt\/tabela-cruzada-de-pandas-aggfunc\/\",\"name\":\"Pandas: Como usar aggfunc na fun\u00e7\u00e3o crosstab() - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-12T03:18:22+00:00\",\"dateModified\":\"2023-07-12T03:18:22+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar o argumento aggfunc na fun\u00e7\u00e3o crosstab() em pandas, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/tabela-cruzada-de-pandas-aggfunc\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/tabela-cruzada-de-pandas-aggfunc\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/tabela-cruzada-de-pandas-aggfunc\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas: como usar aggfunc na fun\u00e7\u00e3o crosstab()\"}]},{\"@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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