{"id":4248,"date":"2023-07-12T13:22:19","date_gmt":"2023-07-12T13:22:19","guid":{"rendered":"https:\/\/statorials.org\/pt\/filtro-pandas-por-coluna-booleana\/"},"modified":"2023-07-12T13:22:19","modified_gmt":"2023-07-12T13:22:19","slug":"filtro-pandas-por-coluna-booleana","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/filtro-pandas-por-coluna-booleana\/","title":{"rendered":"Como filtrar o pandas dataframe usando colunas booleanas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar os seguintes m\u00e9todos para filtrar linhas em um DataFrame do pandas com base em valores de colunas booleanas:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 1: Filtre o DataFrame com base em uma coluna booleana<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#filter for rows where value in 'my_column' is True\n<\/span>df. <span style=\"color: #3366ff;\">loc<\/span> [df. <span style=\"color: #3366ff;\">my_column<\/span> ]\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 2: Filtrar o DataFrame com base em m\u00faltiplas colunas booleanas<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#filter for rows where value in 'column1' <em>or<\/em> 'column2' is True\n<\/span>df. <span style=\"color: #3366ff;\">loc<\/span> [df. <span style=\"color: #3366ff;\">column1<\/span> <span style=\"color: #800080;\">|<\/span> df. <span style=\"color: #3366ff;\">column2<\/span> ]<\/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;\"> <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'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [18,20, 25, 40, 34, 32, 19],\n                   ' <span style=\"color: #ff0000;\">all_star<\/span> ': [True, False, True, True, True, False, False],\n                   ' <span style=\"color: #ff0000;\">starter<\/span> ': [False, True, True, True, False, False, False]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points all_star starter\n0 A 18 True False\n1 B 20 False True\n2 C 25 True True\n3 D 40 True True\n4 E 34 True False\n5 F 32 False False\n6 G 19 False False\n<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 1: Filtre o DataFrame com base em uma coluna booleana<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para filtrar o DataFrame do pandas para conter apenas linhas onde o valor na coluna <strong>all_star<\/strong> \u00e9 True:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#filter for rows where 'all_star' is True\n<\/span>df. <span style=\"color: #3366ff;\">loc<\/span> [df. <span style=\"color: #3366ff;\">all_star<\/span> ]\n\n\tteam points all_star starter\n0 A 18 True False\n2 C 25 True True\n3 D 40 True True\n4 E 34 True False\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Observe que o DataFrame foi filtrado para conter apenas linhas cujo valor na coluna <strong>all_star<\/strong> seja True.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Se voc\u00ea quiser filtrar linhas onde <strong>all_star<\/strong> \u00e9 False, simplesmente digite um til ( <strong>~<\/strong> ) na frente do nome da coluna:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#filter for rows where 'all_star' is False\n<\/span>df. <span style=\"color: #3366ff;\">loc<\/span> [ <span style=\"color: #800080;\">~<\/span> df. <span style=\"color: #3366ff;\">all_star<\/span> ]\n\n        team points all_star starter\n1 B 20 False True\n5 F 32 False False\n6 G 19 False False\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O DataFrame agora foi filtrado para conter apenas linhas cujo valor na coluna <strong>all_star<\/strong> \u00e9 False.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 2: Filtrar o DataFrame com base em m\u00faltiplas colunas booleanas<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para filtrar o DataFrame do pandas para conter apenas linhas onde o valor da coluna <strong>all_star<\/strong> <em>ou<\/em> da coluna <strong>inicial<\/strong> \u00e9 True:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#filter for rows where 'all_star' <em>or<\/em> 'starter' is True\n<\/span>df. <span style=\"color: #3366ff;\">loc<\/span> [df. <span style=\"color: #3366ff;\">all_star<\/span> <span style=\"color: #800080;\">|<\/span> df. <span style=\"color: #3366ff;\">starter<\/span> ]\n\n        team points all_star starter\n0 A 18 True False\n1 B 20 False True\n2 C 25 True True\n3 D 40 True True\n4 E 34 True False\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Observe que o DataFrame foi filtrado para conter apenas linhas cujo valor na coluna <strong>all_star<\/strong> <em>ou<\/em> <strong>inicial<\/strong> \u00e9 True.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Se quiser filtrar linhas cujo valor <em>nas<\/em> colunas <strong>all_star<\/strong> e <strong>starter<\/strong> \u00e9 True, voc\u00ea pode usar o operador <strong>&amp;<\/strong> em vez de <strong>|<\/strong> operador:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#filter for rows where 'all_star' <i>and<\/i> 'starter' is True\n<\/span>df. <span style=\"color: #3366ff;\">loc<\/span> [df. <span style=\"color: #3366ff;\">all_star<\/span> <span style=\"color: #800080;\">&amp;<\/span> df. <span style=\"color: #3366ff;\">starter<\/span> ]\n\n\tteam points all_star starter\n2 C 25 True True\n3 D 40 True True\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Agora o DataFrame foi filtrado para conter apenas linhas onde o valor nas colunas <strong>all_star<\/strong> <i>e<\/i> <strong>starter<\/strong> \u00e9 True.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Relacionado:<\/strong> <a href=\"https:\/\/statorials.org\/pt\/pandas-loc-vs-iloc\/\" target=\"_blank\" rel=\"noopener\">A diferen\u00e7a entre loc e iloc no Pandas<\/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 em pandas:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/pandas-selecionam-linhas-por-serie-booleana\/\" target=\"_blank\" rel=\"noopener\">Pandas: selecione linhas do DataFrame usando uma s\u00e9rie booleana<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-criam-coluna-booleana-com-base-na-condicao\/\" target=\"_blank\" rel=\"noopener\">Pandas: como criar uma coluna booleana com base na condi\u00e7\u00e3o<\/a><br \/><a href=\"https:\/\/statorials.org\/pt\/pandas-converte-booleano-em-int\/\" target=\"_blank\" rel=\"noopener\">Pandas: Como converter valores booleanos em valores inteiros<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar os seguintes m\u00e9todos para filtrar linhas em um DataFrame do pandas com base em valores de colunas booleanas: M\u00e9todo 1: Filtre o DataFrame com base em uma coluna booleana #filter for rows where value in &#8216;my_column&#8217; is True df. loc [df. my_column ] M\u00e9todo 2: Filtrar o DataFrame com base em m\u00faltiplas [&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-4248","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 filtrar o DataFrame do Pandas usando colunas booleanas - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como filtrar as linhas de um DataFrame do pandas com base em valores de colunas booleanas, com 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\/filtro-pandas-por-coluna-booleana\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como filtrar o DataFrame do Pandas usando colunas booleanas - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como filtrar as linhas de um DataFrame do pandas com base em valores de colunas booleanas, com exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/filtro-pandas-por-coluna-booleana\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-12T13:22:19+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\/filtro-pandas-por-coluna-booleana\/\",\"url\":\"https:\/\/statorials.org\/pt\/filtro-pandas-por-coluna-booleana\/\",\"name\":\"Como filtrar o DataFrame do Pandas usando colunas booleanas - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-12T13:22:19+00:00\",\"dateModified\":\"2023-07-12T13:22:19+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como filtrar as linhas de um DataFrame do pandas com base em valores de colunas booleanas, com exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/filtro-pandas-por-coluna-booleana\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/filtro-pandas-por-coluna-booleana\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/filtro-pandas-por-coluna-booleana\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como filtrar o pandas dataframe usando colunas booleanas\"}]},{\"@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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