{"id":2922,"date":"2023-07-20T02:05:59","date_gmt":"2023-07-20T02:05:59","guid":{"rendered":"https:\/\/statorials.org\/pt\/pandas-groupby-nlargeest\/"},"modified":"2023-07-20T02:05:59","modified_gmt":"2023-07-20T02:05:59","slug":"pandas-groupby-nlargeest","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/pandas-groupby-nlargeest\/","title":{"rendered":"Pandas: como usar groupby com nlargest()"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe para exibir os n maiores valores por grupo em um DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#display two largest values by group<\/span>\ndf. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">group_var<\/span> ')[' <span style=\"color: #ff0000;\">values_var<\/span> ']. <span style=\"color: #3366ff;\">nlargest<\/span> ( <span style=\"color: #008000;\">2<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">E voc\u00ea pode usar a seguinte sintaxe para realizar certas opera\u00e7\u00f5es (como calcular a soma) nos n maiores valores por grupo em um DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find sum of two largest values by group<\/span>\ndf. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">group_var<\/span> ')[' <span style=\"color: #ff0000;\">values_var<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> grp: <span style=\"color: #3366ff;\">grp.nlargest<\/span> ( <span style=\"color: #008000;\">2<\/span> ) <span style=\"color: #3366ff;\">.sum<\/span> ())\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar cada m\u00e9todo na pr\u00e1tica com o seguinte DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<span style=\"color: #000000;\">df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'A', 'A', 'B', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [12, 29, 34, 14, 10, 11, 7, 36, 34, 22]})<\/span>\n\n#view DataFrame\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points\n0 to 12\n1 to 29\n2 to 34\n3 to 14\n4 to 10\n5 B 11\n6 B 7\n7 B 36\n8 B 34\n9 B 22\n<\/span><\/span><\/strong><\/span><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: Exibir os N maiores valores por grupo<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A seguinte sintaxe pode ser usada para exibir os dois maiores valores <strong>de pontos<\/strong> agrupados por <strong>equipe<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#display two largest points values grouped by team\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> ')[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">nlargest<\/span> ( <span style=\"color: #008000;\">2<\/span> )\n\nteam   \nAt 2 34\n      1 29\nB 7 36\n      8 34\nName: points, dtype: int64\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O resultado exibe os dois maiores valores <strong>de pontos<\/strong> de cada <strong>equipe<\/strong> , juntamente com suas posi\u00e7\u00f5es de \u00edndice no DataFrame original.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: execute uma opera\u00e7\u00e3o nos N maiores valores por grupo<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para calcular a soma dos dois maiores valores <strong>de pontos<\/strong> agrupados por <strong>equipe<\/strong> :<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate sum of two largest points 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: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> grp: <span style=\"color: #3366ff;\">grp.nlargest<\/span> ( <span style=\"color: #008000;\">2<\/span> ) <span style=\"color: #3366ff;\">.sum<\/span> ())\n\nteam\nAt 63\nB70\nName: points, dtype: int64<\/span>\n<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Veja como interpretar o resultado:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><span style=\"color: #000000;\">A soma dos dois maiores valores de pontos do Time A \u00e9 <strong>63<\/strong> .<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\"><span style=\"color: #000000;\">A soma dos dois maiores valores de pontos do Time B \u00e9 <strong>70<\/strong> .<\/span><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Podemos usar sintaxe semelhante para calcular a m\u00e9dia dos dois maiores valores <strong>de pontos<\/strong> agrupados por <strong>equipe<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate mean of two largest points 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: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> grp: <span style=\"color: #3366ff;\">grp.nlargest<\/span> ( <span style=\"color: #008000;\">2<\/span> ) <span style=\"color: #3366ff;\">.mean<\/span> ())\n\nteam\nAt 31.5\nB 35.0\nName: points, dtype: float64<\/span>\n<\/span><\/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 dos dois maiores valores de pontua\u00e7\u00e3o do Time A \u00e9 <strong>31,5<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">A m\u00e9dia dos dois maiores valores de pontua\u00e7\u00e3o do Time B \u00e9 <strong>35,0<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>Nota<\/strong> : Voc\u00ea pode encontrar a documenta\u00e7\u00e3o completa da fun\u00e7\u00e3o <strong>GroupBy<\/strong> <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.DataFrame.groupby.html\" target=\"_blank\" rel=\"noopener\">aqui<\/a> .<\/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-cumulativa-de-pandas-por-grupo\/\" target=\"_blank\" rel=\"noopener\">Pandas: como calcular a soma acumulada por grupo<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/contagem-de-grupo-de-pandas-unica\/\" target=\"_blank\" rel=\"noopener\">Pandas: como contar valores \u00fanicos por grupo<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/modo-de-grupo-do-pandas\/\" target=\"_blank\" rel=\"noopener\">Pandas: como calcular o modo por grupo<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/correlacao-de-agrupamento-de-pandas\/\" target=\"_blank\" rel=\"noopener\">Pandas: como calcular a correla\u00e7\u00e3o por grupo<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe para exibir os n maiores valores por grupo em um DataFrame do pandas: #display two largest values by group df. groupby (&#8216; group_var &#8216;)[&#8216; values_var &#8216;]. nlargest ( 2 ) E voc\u00ea pode usar a seguinte sintaxe para realizar certas opera\u00e7\u00f5es (como calcular a soma) nos n maiores valores [&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-2922","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 GroupBy com nlargest() \u2013 Estatoriais<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o GroupBy() com a fun\u00e7\u00e3o nlargest() em pandas, com 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-nlargeest\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas: Como usar GroupBy com nlargest() \u2013 Estatoriais\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o GroupBy() com a fun\u00e7\u00e3o nlargest() em pandas, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/pandas-groupby-nlargeest\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-20T02:05:59+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-nlargeest\/\",\"url\":\"https:\/\/statorials.org\/pt\/pandas-groupby-nlargeest\/\",\"name\":\"Pandas: Como usar GroupBy com nlargest() \u2013 Estatoriais\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-20T02:05:59+00:00\",\"dateModified\":\"2023-07-20T02:05:59+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar a fun\u00e7\u00e3o GroupBy() com a fun\u00e7\u00e3o nlargest() em pandas, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/pandas-groupby-nlargeest\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/pandas-groupby-nlargeest\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-groupby-nlargeest\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas: como usar groupby com nlargest()\"}]},{\"@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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