{"id":3273,"date":"2023-07-18T08:39:13","date_gmt":"2023-07-18T08:39:13","guid":{"rendered":"https:\/\/statorials.org\/pt\/pandas-aplicam-lambda\/"},"modified":"2023-07-18T08:39:13","modified_gmt":"2023-07-18T08:39:13","slug":"pandas-aplicam-lambda","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/pandas-aplicam-lambda\/","title":{"rendered":"Pandas: como usar apply e lambda juntos"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para aplicar uma fun\u00e7\u00e3o lambda a um DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df[' <span style=\"color: #ff0000;\">col<\/span> '] = df[' <span style=\"color: #ff0000;\">col<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: ' <span style=\"color: #ff0000;\">value1<\/span> ' <span style=\"color: #008000;\">if<\/span> x &lt; 20 <span style=\"color: #008000;\">else<\/span> ' <span style=\"color: #ff0000;\">value2<\/span> ')\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;\"> <strong><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', 'B', 'C', 'D', 'E', 'F', 'G', 'H'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [18, 22, 19, 14, 14, 11, 20, 28],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists\n0 to 18 5\n1 B 22 7\n2 C 19 7\n3 D 14 9\n4 E 14 12\n5 F 11 9\n6 G 20 9\n7:28 a.m. 4\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: use Apply e Lambda para criar uma nova coluna<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar <strong>apply<\/strong> e <strong>lambda<\/strong> para criar uma nova coluna cujos valores dependem dos valores de uma coluna existente:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create new column called 'status'\n<span style=\"color: #000000;\">df[' <span style=\"color: #ff0000;\">status<\/span> '] = df[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: ' <span style=\"color: #ff0000;\">Bad<\/span> ' <span style=\"color: #008000;\">if<\/span> x &lt; 20 <span style=\"color: #008000;\">else<\/span> ' <span style=\"color: #ff0000;\">Good<\/span> ')\n<\/span>\n#view updated DataFrame\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists status\n0 A 18 5 Bad\n1 B 22 7 Good\n2 C 19 7 Bad\n3 D 14 9 Bad\n4 E 14 12 Bad\n5 F 11 9 Bad\n6 G 20 9 Good\n7:28 4 Good<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Neste exemplo, criamos uma nova coluna chamada <strong>status<\/strong> que assumiu os seguintes valores:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">&#8216; <strong>Ruim<\/strong> &#8216; se o valor na coluna de pontos for menor que 20.<\/span><\/li>\n<li> <span style=\"color: #000000;\">&#8216; <strong>Bom<\/strong> &#8216; se o valor na coluna de pontos for maior ou igual a 20.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: use Apply e Lambda para modificar uma coluna existente<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar <strong>apply<\/strong> e <strong>lambda<\/strong> para modificar uma coluna existente no DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#modify existing 'points' column\n<span style=\"color: #000000;\">df[' <span style=\"color: #ff0000;\">points<\/span> '] = df[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: x\/2 <span style=\"color: #008000;\">if<\/span> x &lt; 20 <span style=\"color: #008000;\">else<\/span> x*2)\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists\n0 to 9.0 5\n1 B 44.0 7\n2 C 9.5 7\n3D 7.0 9\n4 E 7.0 12\n5 F 5.5 9\n6 G 40.0 9\n7 A.M. 56.0 4<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Neste exemplo, modificamos os valores da coluna <strong>de pontos<\/strong> existente usando a seguinte regra na fun\u00e7\u00e3o lambda:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Se o valor for menor que 20, divida o valor por 2.<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Se o valor for maior ou igual a 20, multiplique o valor por 2.<\/span><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Usando esta fun\u00e7\u00e3o lambda, conseguimos modificar os valores da coluna <strong>de pontos<\/strong> existente.<\/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 executar outras fun\u00e7\u00f5es comuns em pandas:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/pandas-groupby-aplicar\/\" target=\"_blank\" rel=\"noopener\">Como aplicar uma fun\u00e7\u00e3o ao Pandas Groupby<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-fillna-com-outra-coluna\/\" target=\"_blank\" rel=\"noopener\">Como preencher NaN com valores de outra coluna no Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para aplicar uma fun\u00e7\u00e3o lambda a um DataFrame do pandas: df[&#8216; col &#8216;] = df[&#8216; col &#8216;]. apply ( lambda x: &#8216; value1 &#8216; if x &lt; 20 else &#8216; value2 &#8216;) Os exemplos a seguir mostram como usar essa sintaxe na pr\u00e1tica com o seguinte DataFrame do [&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-3273","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 o Apply e o Lambda juntos - Estatoriais<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como aplicar uma fun\u00e7\u00e3o lambda a um DataFrame do 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\/pandas-aplicam-lambda\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas: como usar o Apply e o Lambda juntos - Estatoriais\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como aplicar uma fun\u00e7\u00e3o lambda a um DataFrame do pandas, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/pandas-aplicam-lambda\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T08:39:13+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-aplicam-lambda\/\",\"url\":\"https:\/\/statorials.org\/pt\/pandas-aplicam-lambda\/\",\"name\":\"Pandas: como usar o Apply e o Lambda juntos - Estatoriais\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-18T08:39:13+00:00\",\"dateModified\":\"2023-07-18T08:39:13+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como aplicar uma fun\u00e7\u00e3o lambda a um DataFrame do pandas, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/pandas-aplicam-lambda\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/pandas-aplicam-lambda\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-aplicam-lambda\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas: como usar apply e lambda juntos\"}]},{\"@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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