{"id":1861,"date":"2023-07-24T16:59:57","date_gmt":"2023-07-24T16:59:57","guid":{"rendered":"https:\/\/statorials.org\/pt\/na-rm\/"},"modified":"2023-07-24T16:59:57","modified_gmt":"2023-07-24T16:59:57","slug":"na-rm","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/na-rm\/","title":{"rendered":"Como usar na.rm em r (com exemplos)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar o argumento <strong>na.rm=TRUE<\/strong> para excluir valores ausentes ao calcular estat\u00edsticas descritivas em R.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate mean and exclude missing values<\/span>\nmean(x, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\n<span style=\"color: #008080;\">#calculate sum and exclude missing values<\/span> \nsum(x, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\n<span style=\"color: #008080;\">#calculate maximum and exclude missing values<\/span> \nmax(x, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\n<span style=\"color: #008080;\">#calculate standard deviation and exclude missing values<\/span> \nsd(x, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar esse argumento na pr\u00e1tica com vetores e quadros de dados.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: Usando na.rm com vetores<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que estejamos tentando calcular a m\u00e9dia, a soma, o m\u00e1ximo e o desvio padr\u00e3o do seguinte vetor em R que cont\u00e9m valores ausentes:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define vector with some missing values<\/span>\nx &lt;- c(3, 4, 5, 5, 7, NA, 12, NA, 16)\n\nmean(x)\n\n[1] NA\n\nsum(x)\n\n[1] NA\n\nmax(x)\n\n[1] NA\n\nsd(x)\n\n[1] NA\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Cada uma dessas fun\u00e7\u00f5es retorna um valor de <strong>NA<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Para excluir valores faltantes ao realizar esses c\u00e1lculos, podemos simplesmente incluir o argumento <strong>na.rm = TRUE<\/strong> da seguinte forma:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define vector with some missing values<\/span>\nx &lt;- c(3, 4, 5, 5, 7, NA, 12, NA, 16)\n\nmean(x, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\n[1] 7.428571\n\nsum(x, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\n[1] 52\n\nmax(x, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\n[1] 16\n\nsd(x, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\n[1] 4.790864\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Observe que conseguimos realizar cada c\u00e1lculo com \u00eaxito, excluindo os valores ausentes.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: Usando na.rm com quadros de dados<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte quadro de dados em R que cont\u00e9m valores ausentes:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (var1=c(1, 3, 3, 4, 5),\n                 var2=c(7, 7, NA, 3, 2),\n                 var3=c(3, 3, NA, 6, 8),\n                 var4=c(1, 1, 2, 8, NA))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n  var1 var2 var3 var4\n1 1 7 3 1\n2 3 7 3 1\n3 3 NA NA 2\n4 4 3 6 8\n5 5 2 8 NA\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos usar a fun\u00e7\u00e3o <strong>apply()<\/strong> para calcular estat\u00edsticas descritivas para cada coluna no quadro de dados e usar o argumento <strong>na.rm = TRUE<\/strong> para excluir valores ausentes ao realizar estes c\u00e1lculos:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate mean of each column\n<span style=\"color: #000000;\">apply(df, 2, mean, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\nvar1 var2 var3 var4 \n3.20 4.75 5.00 3.00 \n\n<span style=\"color: #008080;\">#calculate sum of each column<\/span>\napply(df, 2, sum, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\nvar1 var2 var3 var4 \n  16 19 20 12 \n\n<span style=\"color: #008080;\">#calculate max of each column<\/span>\napply(df, 2, max, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\nvar1 var2 var3 var4 \n   5 7 8 8 \n\n<span style=\"color: #008080;\">#calculate standard deviation of each column<\/span>\napply(df, 2, sd, na. <span style=\"color: #3366ff;\">rm<\/span> = <span style=\"color: #008000;\">TRUE<\/span> )\n\n    var1 var2 var3 var4 \n1.483240 2.629956 2.449490 3.366502<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Mais uma vez, conseguimos concluir cada c\u00e1lculo com \u00eaxito, excluindo os valores ausentes.<\/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 tarefas comuns com valores ausentes em R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/e-zero-em-r\/\" target=\"_blank\" rel=\"noopener\">Como usar is.null em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/na-omitir-em-r\/\" target=\"_blank\" rel=\"noopener\">Como usar na.omit em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/nao-e\/\" target=\"_blank\" rel=\"noopener\">Como usar is.na em R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar o argumento na.rm=TRUE para excluir valores ausentes ao calcular estat\u00edsticas descritivas em R. #calculate mean and exclude missing values mean(x, na. rm = TRUE ) #calculate sum and exclude missing values sum(x, na. rm = TRUE ) #calculate maximum and exclude missing values max(x, na. rm = TRUE ) #calculate standard deviation [&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-1861","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 na.rm em R (com exemplos) \u2013 Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o na.rm em R para excluir valores ausentes ao calcular estat\u00edsticas descritivas.\" \/>\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\/na-rm\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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