{"id":2047,"date":"2023-07-23T22:48:45","date_gmt":"2023-07-23T22:48:45","guid":{"rendered":"https:\/\/statorials.org\/pt\/pandas-ou\/"},"modified":"2023-07-23T22:48:45","modified_gmt":"2023-07-23T22:48:45","slug":"pandas-ou","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/pandas-ou\/","title":{"rendered":"Como usar a fun\u00e7\u00e3o where() em pandas (com exemplos)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">A fun\u00e7\u00e3o <strong>Where()<\/strong> pode ser usada para substituir certos valores em um DataFrame do pandas.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Esta fun\u00e7\u00e3o usa a seguinte sintaxe b\u00e1sica:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">where<\/span> (cond, other=nan)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Para cada valor em um DataFrame do pandas onde <strong>cond<\/strong> \u00e9 True, o valor original \u00e9 retido.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Para cada valor onde <strong>cond<\/strong> \u00e9 False, o valor original \u00e9 substitu\u00eddo pelo valor especificado pelo <strong>outro<\/strong> argumento.<\/span><\/p>\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;\">#define DataFrame\n<span style=\"color: #000000;\">df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">points<\/span> ': [25, 12, 15, 14, 19, 23, 25, 29],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12]})<\/span>\n\n#view DataFrame<\/span>\ndf\n\npoints assists rebounds\n0 25 5 11\n1 12 7 8\n2 15 7 10\n3 14 9 6\n4 19 12 6\n5 23 9 5\n6 25 9 9\n7 29 4 12<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: Substitua valores em todo o DataFrame<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar a fun\u00e7\u00e3o <strong>Where()<\/strong> para substituir todos os valores que n\u00e3o atendem a uma determinada condi\u00e7\u00e3o em um DataFrame inteiro do pandas por um valor NaN.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#keep values that are greater than 7, but replace all others with NaN<\/span>\ndf. <span style=\"color: #3366ff;\">where<\/span> (df&gt;7)\n\n\tpoints assists rebounds\n0 25 NaN 11.0\n1 12 NaN 8.0\n2 15 NaN 10.0\n3 14 9.0 NaN\n4 19 12.0 NaN\n5 23 9.0 NaN\n6 25 9.0 9.0\n7 29 NaN 12.0\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m podemos usar o <strong>outro<\/strong> argumento para substituir os valores por algo diferente de NaN.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#keep values that are greater than 7, but replace all others with 'low'<\/span>\ndf. <span style=\"color: #3366ff;\">where<\/span> (df&gt;7, other=' <span style=\"color: #ff0000;\">low<\/span> ')\n\n\tpoints assists rebounds\n0 25 low 11\n1 12 low 8\n2 15 low 10\n3 14 9 low\n4 19 12 low\n5 23 9 low\n6 25 9 9\n7 29 low 12\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: Substitua valores em uma coluna espec\u00edfica do DataFrame<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar a fun\u00e7\u00e3o <strong>Where()<\/strong> para substituir todos os valores que n\u00e3o atendem a uma determinada condi\u00e7\u00e3o em uma coluna espec\u00edfica de um DataFrame.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#keep values greater than 15 in 'points' column, but replace others with 'low'<\/span>\ndf[' <span style=\"color: #ff0000;\">points<\/span> '] = df[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">where<\/span> (df[' <span style=\"color: #ff0000;\">points<\/span> ']&gt;15, other=' <span style=\"color: #ff0000;\">low<\/span> ')\n\n<span style=\"color: #008080;\">#view DataFrame<\/span>\ndf\n\n\tpoints assists rebounds\n0 25 5 11\n1 low 7 8\n2 low 7 10\n3 low 9 6\n4 19 12 6\n5 23 9 5\n6 25 9 9\n7 29 4 12<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Voc\u00ea pode encontrar a documenta\u00e7\u00e3o online completa para a fun\u00e7\u00e3o <strong>pandaswhere()<\/strong> <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.DataFrame.where.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 usar outras fun\u00e7\u00f5es comuns em pandas:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/pandas-descrevem\/\" target=\"_blank\" rel=\"noopener\">Como usar a fun\u00e7\u00e3o description() no Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-idxmax\/\" target=\"_blank\" rel=\"noopener\">Como usar a fun\u00e7\u00e3o idxmax() no Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/estatologia-explica-conceitos-de-forma-simples-e-direta-facilitamos-o-aprendizado-de-estatistica\/\" target=\"_blank\" rel=\"noopener\">Como aplicar uma fun\u00e7\u00e3o a colunas selecionadas no Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A fun\u00e7\u00e3o Where() pode ser usada para substituir certos valores em um DataFrame do pandas. Esta fun\u00e7\u00e3o usa a seguinte sintaxe b\u00e1sica: df. where (cond, other=nan) Para cada valor em um DataFrame do pandas onde cond \u00e9 True, o valor original \u00e9 retido. Para cada valor onde cond \u00e9 False, o valor original \u00e9 substitu\u00eddo [&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-2047","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 usar a fun\u00e7\u00e3o Where() em Pandas (com exemplos) \u2013 Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o where() em 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-ou\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como usar a fun\u00e7\u00e3o Where() em Pandas (com exemplos) \u2013 Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o where() em um DataFrame do pandas, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/pandas-ou\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-23T22:48:45+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-ou\/\",\"url\":\"https:\/\/statorials.org\/pt\/pandas-ou\/\",\"name\":\"Como usar a fun\u00e7\u00e3o Where() em Pandas (com exemplos) \u2013 Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-23T22:48:45+00:00\",\"dateModified\":\"2023-07-23T22:48:45+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar a fun\u00e7\u00e3o where() em um DataFrame do pandas, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/pandas-ou\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/pandas-ou\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-ou\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como usar a fun\u00e7\u00e3o where() em pandas (com exemplos)\"}]},{\"@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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