{"id":1862,"date":"2023-07-24T16:53:11","date_gmt":"2023-07-24T16:53:11","guid":{"rendered":"https:\/\/statorials.org\/pt\/nao-e\/"},"modified":"2023-07-24T16:53:11","modified_gmt":"2023-07-24T16:53:11","slug":"nao-e","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/nao-e\/","title":{"rendered":"Como usar is.na em r (com exemplos)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a fun\u00e7\u00e3o <strong>is.na()<\/strong> em R para verificar valores ausentes em vetores e quadros de dados.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#check if each individual value is NA\n<\/span>is. <span style=\"color: #3366ff;\">na<\/span> (x)\n\n<span style=\"color: #008080;\">#count total NA values\n<\/span>sum( <span style=\"color: #3366ff;\">is.na<\/span> (x))\n\n<span style=\"color: #008080;\">#identify positions of NA values\n<\/span>which(is. <span style=\"color: #3366ff;\">na<\/span> (x))\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar esta fun\u00e7\u00e3o na pr\u00e1tica.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: Use is.na() com vetores<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar a fun\u00e7\u00e3o <strong>is.na()<\/strong> para verificar valores ausentes em um vetor:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define vector with some missing values\n<span style=\"color: #000000;\">x &lt;- c(3, 5, 5, NA, 7, NA, 12, 16)<\/span>\n\n#check if each individual value is NA\n<\/span>is. <span style=\"color: #3366ff;\">na<\/span> (x)\n\n[1] FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE\n\n<span style=\"color: #008080;\">#count total NA values\n<\/span>sum( <span style=\"color: #3366ff;\">is.na<\/span> (x))\n\n[1] 2\n\n<span style=\"color: #008080;\">#identify positions of NA values\n<\/span>which(is. <span style=\"color: #3366ff;\">na<\/span> (x))\n\n[1] 4 6\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Pelo resultado podemos ver:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Existem 2 valores ausentes no vetor.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Os valores faltantes est\u00e3o localizados nas posi\u00e7\u00f5es 4 e 6.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2:<\/strong><\/span> <span style=\"color: #000000;\"><strong>Use is.na() com quadros de dados<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar a fun\u00e7\u00e3o is.na() para verificar valores ausentes em um quadro de dados:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><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, NA, NA, 3, 2),\n                 var3=c(3, 3, 6, NA, 8),\n                 var4=c(NA, 1, 2, 8, 9))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n  var1 var2 var3 var4\n1 1 7 3 NA\n2 3 NA 3 1\n3 3 NA 6 2\n4 4 3 NA 8\n5 5 2 8 9\n\n<span style=\"color: #008080;\">#find total NA values in data frame\n<\/span>sum( <span style=\"color: #3366ff;\">is.na<\/span> (df))\n\n[1] 4\n\n<span style=\"color: #008080;\">#find total NA values by column\n<\/span>sapply(df, <span style=\"color: #008000;\">function<\/span> (x) sum(is. <span style=\"color: #3366ff;\">na<\/span> (x)))\n\nvar1 var2 var3 var4 \n   0 2 1 1<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Na sa\u00edda, podemos ver que h\u00e1 <strong>4<\/strong> valores NA no total no quadro de dados.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m podemos ver:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Existem <strong>0<\/strong> valores NA na coluna \u201cvar1\u201d.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Existem <strong>2<\/strong> valores NA na coluna \u201cvar2\u201d.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Existem <strong>1<\/strong> valor NA na coluna \u201cvar3\u201d.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Existem <strong>1<\/strong> valor NA na coluna \u201cvar4\u201d.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam outras fun\u00e7\u00f5es \u00fateis que podem ser usadas para lidar com valores ausentes em R.<\/span><\/p>\n<p> <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\/na-rm\/\" target=\"_blank\" rel=\"noopener\">Como usar na.rm em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/e-zero-em-r\/\">Como usar is.null em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/imputar-valores-ausentes-em-r\/\" target=\"_blank\" rel=\"noopener\">Como imputar todos os valores ausentes em R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a fun\u00e7\u00e3o is.na() em R para verificar valores ausentes em vetores e quadros de dados. #check if each individual value is NA is. na (x) #count total NA values sum( is.na (x)) #identify positions of NA values which(is. na (x)) Os exemplos a seguir mostram como usar esta fun\u00e7\u00e3o na pr\u00e1tica. Exemplo [&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-1862","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 is.na em R (com exemplos) \u2013 Estatoriais<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o is.na() em R, 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\/nao-e\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como usar is.na em R (com exemplos) \u2013 Estatoriais\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o is.na() em R, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/nao-e\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-24T16:53:11+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\/nao-e\/\",\"url\":\"https:\/\/statorials.org\/pt\/nao-e\/\",\"name\":\"Como usar is.na em R (com exemplos) \u2013 Estatoriais\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-24T16:53:11+00:00\",\"dateModified\":\"2023-07-24T16:53:11+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar a fun\u00e7\u00e3o is.na() em R, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/nao-e\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/nao-e\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/nao-e\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como usar is.na em r (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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