{"id":1081,"date":"2023-07-27T17:45:27","date_gmt":"2023-07-27T17:45:27","guid":{"rendered":"https:\/\/statorials.org\/pt\/remover-outliers-de-multiplas-colunas-em-r\/"},"modified":"2023-07-27T17:45:27","modified_gmt":"2023-07-27T17:45:27","slug":"remover-outliers-de-multiplas-colunas-em-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/remover-outliers-de-multiplas-colunas-em-r\/","title":{"rendered":"Como remover outliers de m\u00faltiplas colunas em r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Freq\u00fcentemente, voc\u00ea pode querer remover valores discrepantes de v\u00e1rias colunas de uma s\u00f3 vez em R.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Uma maneira comum de definir uma observa\u00e7\u00e3o como outlier \u00e9 se ela for 1,5 vezes o intervalo interquartil acima do terceiro quartil (Q3) ou 1,5 vezes o intervalo interquartil abaixo do primeiro quartil (Q1).<\/span><\/p>\n<p> <span style=\"color: #000000;\">Usando essa defini\u00e7\u00e3o, podemos usar as etapas a seguir para criar uma fun\u00e7\u00e3o simples para identificar valores discrepantes e, em seguida, aplicar essa fun\u00e7\u00e3o em v\u00e1rias colunas em um quadro de dados R.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Etapa 1: Crie um quadro de dados.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Vamos come\u00e7ar criando um quadro de dados em R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df &lt;- data.frame(index=c(1, 2, 3, 4, 5, 6, 7, 8, 9, 10),\n                 var1=c(4, 4, 5, 4, 3, 2, 8, 9, 4, 5),\n                 var2=c(1, 2, 4, 4, 6, 9, 7, 8, 5, 29),\n                 var3=c(9, 9, 9, 5, 5, 3, 4, 5, 11, 34))\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Etapa 2: Defina a fun\u00e7\u00e3o outlier.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">A seguir, vamos definir uma fun\u00e7\u00e3o que pode identificar valores discrepantes e uma fun\u00e7\u00e3o que pode ent\u00e3o remover valores discrepantes:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>outliers &lt;- <span style=\"color: #008000;\">function<\/span> (x) {\n\n  Q1 &lt;- quantile(x, <span style=\"color: #3366ff;\">probs<\/span> =.25)\n  Q3 &lt;- quantile(x, <span style=\"color: #3366ff;\">probs<\/span> =.75)\n  iqr = Q3-Q1\n\n upper_limit = Q3 + (iqr*1.5)\n lower_limit = Q1 - (iqr*1.5)\n\n x &gt; upper_limit | x &lt; lower_limit\n}\n\nremove_outliers &lt;- <span style=\"color: #008000;\">function<\/span> (df, cols = <span style=\"color: #3366ff;\">names<\/span> (df)) {\n  for (col <span style=\"color: #008000;\">in<\/span> cols) {\n    df &lt;- df[!outliers(df[[col]]),]\n  }\n  df\n}<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Etapa 3: aplique a fun\u00e7\u00e3o outlier ao quadro de dados.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Finalmente, vamos aplicar esta fun\u00e7\u00e3o em v\u00e1rias colunas do quadro de dados para remover valores discrepantes:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>remove_outliers(df, c('var1', 'var2', 'var3'))\n\n  index var1 var2 var3\n1 1 4 1 9\n2 2 4 2 9\n3 3 5 4 9\n4 4 4 4 5\n5 5 3 6 5\n9 9 4 5 11\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><em>Voc\u00ea pode encontrar mais tutoriais de R <a href=\"https:\/\/statorials.org\/pt\/estatologia-explica-conceitos-de-forma-simples-e-direta-facilitamos-o-aprendizado-de-estatistica\/\" target=\"_blank\" rel=\"noopener noreferrer\">aqui<\/a> .<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Freq\u00fcentemente, voc\u00ea pode querer remover valores discrepantes de v\u00e1rias colunas de uma s\u00f3 vez em R. Uma maneira comum de definir uma observa\u00e7\u00e3o como outlier \u00e9 se ela for 1,5 vezes o intervalo interquartil acima do terceiro quartil (Q3) ou 1,5 vezes o intervalo interquartil abaixo do primeiro quartil (Q1). Usando essa defini\u00e7\u00e3o, podemos usar [&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-1081","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 remover outliers de m\u00faltiplas colunas em R<\/title>\n<meta name=\"description\" content=\"Uma explica\u00e7\u00e3o simples sobre como remover valores discrepantes de v\u00e1rias colunas de uma vez em R.\" \/>\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\/remover-outliers-de-multiplas-colunas-em-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como remover outliers de m\u00faltiplas colunas em R\" \/>\n<meta property=\"og:description\" content=\"Uma explica\u00e7\u00e3o simples sobre como remover valores discrepantes de v\u00e1rias colunas de uma vez em R.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/remover-outliers-de-multiplas-colunas-em-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T17:45:27+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=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/remover-outliers-de-multiplas-colunas-em-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/remover-outliers-de-multiplas-colunas-em-r\/\",\"name\":\"Como remover outliers de m\u00faltiplas colunas em R\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-27T17:45:27+00:00\",\"dateModified\":\"2023-07-27T17:45:27+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Uma explica\u00e7\u00e3o simples sobre como remover valores discrepantes de v\u00e1rias colunas de uma vez em R.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/remover-outliers-de-multiplas-colunas-em-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/remover-outliers-de-multiplas-colunas-em-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/remover-outliers-de-multiplas-colunas-em-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como remover outliers de m\u00faltiplas colunas em r\"}]},{\"@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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