{"id":1153,"date":"2023-07-27T11:45:53","date_gmt":"2023-07-27T11:45:53","guid":{"rendered":"https:\/\/statorials.org\/pt\/importar-csv-para-r\/"},"modified":"2023-07-27T11:45:53","modified_gmt":"2023-07-27T11:45:53","slug":"importar-csv-para-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/importar-csv-para-r\/","title":{"rendered":"Como importar arquivos csv para r (passo a passo)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Digamos que eu tenha um arquivo CSV chamado <strong>data.csv<\/strong> salvo no seguinte local:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>C:\\Usu\u00e1rios\\Bob\\Desktop\\data.csv<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">E suponha que o arquivo CSV contenha os seguintes dados:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>team, points, assists\n'A', 78, 12\n'B', 85, 20\n'C', 93, 23\n'D', 90, 8\n'E', 91, 14\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Existem tr\u00eas maneiras comuns de importar este arquivo CSV para R:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Use read.csv da base R<\/strong> (m\u00e9todo mais lento, mas funciona bem para conjuntos de dados menores)<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data1 &lt;- read.csv(\" <span style=\"color: #008000;\">C:\\\\Users\\\\Bob\\\\Desktop\\\\data.csv<\/span> \", header= <span style=\"color: #993300;\">TRUE<\/span> , stringsAsFactors= <span style=\"color: #993300;\">FALSE<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>2. Use read_csv do pacote readr<\/strong> (2 a 3 vezes mais r\u00e1pido que read.csv)<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (readr)\n\ndata2 &lt;- read_csv(\" <span style=\"color: #008000;\">C:\\Users\\Bob\\Desktop\\data.csv<\/span> \")<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>3. Use fread do pacote data.table<\/strong> (2 a 3 vezes mais r\u00e1pido que read_csv)<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (data.table)\n\ndata3 &lt;- fread(\" <span style=\"color: #008000;\">C:\\Users\\Bob\\Desktop\\data.csv<\/span> \")<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Este tutorial mostra um exemplo de uso de cada um desses m\u00e9todos para importar o arquivo CSV para R.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>M\u00e9todo 1: usando read.csv<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Se o seu arquivo CSV for razoavelmente pequeno, voc\u00ea pode simplesmente usar a fun\u00e7\u00e3o <strong>read.csv<\/strong> do Base R para import\u00e1-lo.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ao usar este m\u00e9todo, certifique-se de especificar <strong>stringsAsFactors=FALSE<\/strong> para que R n\u00e3o converta vari\u00e1veis alfab\u00e9ticas ou categ\u00f3ricas em fatores.<\/span><\/p>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar <strong>read.csv<\/strong> para importar este arquivo CSV para R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#import data<\/span>\ndata1 &lt;- read.csv(\" <span style=\"color: #008000;\">C:\\\\Users\\\\Bob\\\\Desktop\\\\data.csv<\/span> \", header= <span style=\"color: #993300;\">TRUE<\/span> , stringsAsFactors= <span style=\"color: #993300;\">FALSE<\/span> )\n\n<span style=\"color: #008080;\">#view structure of data\n<\/span>str(data1)\n\n'data.frame': 5 obs. of 3 variables:\n $ team: chr \"'A'\" \"'B'\" \"'C'\" \"'D'\" ...\n $points: int 78 85 93 90 91\n $assists: int 12 20 23 8 14\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>M\u00e9todo 2: usando read_csv<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Se estiver trabalhando com arquivos maiores, voc\u00ea pode usar a fun\u00e7\u00e3o <strong>read_csv<\/strong> do pacote readr:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (readr)<\/span>\n\n#import data<\/span>\ndata2 &lt;- read_csv(\" <span style=\"color: #008000;\">C:\\Users\\Bob\\Desktop\\data.csv<\/span> \")\n\n<span style=\"color: #008080;\">#view structure of data\n<\/span>str(data2)\n\n'data.frame': 5 obs. of 3 variables:\n $ team: chr \"'A'\" \"'B'\" \"'C'\" \"'D'\" ...\n $points: int 78 85 93 90 91\n $assists: int 12 20 23 8 14\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>M\u00e9todo 3: usar feed<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Se o seu CSV for extremamente grande, a maneira mais r\u00e1pida de import\u00e1-lo para R \u00e9 usar a fun\u00e7\u00e3o <strong>fread<\/strong> no pacote data.table:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (data.table)<\/span>\n\n#import data<\/span>\ndata3 &lt;- fread(\" <span style=\"color: #008000;\">C:\\Users\\Bob\\Desktop\\data.csv<\/span> \")\n\n<span style=\"color: #008080;\">#view structure of data\n<\/span>str(data3)\n\nClasses 'data.table' and 'data.frame': 5 obs. of 3 variables:\n $ team: chr \"'A'\" \"'B'\" \"'C'\" \"'D'\" ...\n $points: int 78 85 93 90 91\n $assists: int 12 20 23 8 14<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Observe que em cada exemplo usamos barras invertidas duplas (\\\\) no caminho do arquivo para evitar o seguinte erro comum:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">Error: '\\U' used without hex digits in character string starting \"\"C:\\U\"<\/span>\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como importar outros tipos de arquivo para R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/importar-excel-para-r\/\" target=\"_blank\" rel=\"noopener\">Como importar arquivos Excel para R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/importar-tsv-para-r\/\" target=\"_blank\" rel=\"noopener\">Como importar arquivos TSV para R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/leia-o-arquivo-zip-em-r\/\" target=\"_blank\" rel=\"noopener\">Como importar arquivos Zip para R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/importar-sas-para-r\/\" target=\"_blank\" rel=\"noopener\">Como importar arquivos SAS para R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/importar-arquivo-de-dados-para-r\/\" target=\"_blank\" rel=\"noopener\">Como importar arquivos .dta para R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Digamos que eu tenha um arquivo CSV chamado data.csv salvo no seguinte local: C:\\Usu\u00e1rios\\Bob\\Desktop\\data.csv E suponha que o arquivo CSV contenha os seguintes dados: team, points, assists &#8216;A&#8217;, 78, 12 &#8216;B&#8217;, 85, 20 &#8216;C&#8217;, 93, 23 &#8216;D&#8217;, 90, 8 &#8216;E&#8217;, 91, 14 Existem tr\u00eas maneiras comuns de importar este arquivo CSV para R: 1. Use [&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-1153","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 importar arquivos CSV para R (passo a passo) - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como importar rapidamente arquivos CSV para R, com um exemplo passo a passo.\" \/>\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\/importar-csv-para-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como importar arquivos CSV para R (passo a passo) - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como importar rapidamente arquivos CSV para R, com um exemplo passo a passo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/importar-csv-para-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T11:45:53+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\/importar-csv-para-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/importar-csv-para-r\/\",\"name\":\"Como importar arquivos CSV para R (passo a passo) - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-27T11:45:53+00:00\",\"dateModified\":\"2023-07-27T11:45:53+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como importar rapidamente arquivos CSV para R, com um exemplo passo a passo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/importar-csv-para-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/importar-csv-para-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/importar-csv-para-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como importar arquivos csv para r (passo a passo)\"}]},{\"@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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