{"id":1104,"date":"2023-07-27T15:50:37","date_gmt":"2023-07-27T15:50:37","guid":{"rendered":"https:\/\/statorials.org\/pt\/tracar-series-temporais-em-r\/"},"modified":"2023-07-27T15:50:37","modified_gmt":"2023-07-27T15:50:37","slug":"tracar-series-temporais-em-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/tracar-series-temporais-em-r\/","title":{"rendered":"Como tra\u00e7ar uma s\u00e9rie temporal em r (com exemplos)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Freq\u00fcentemente, voc\u00ea pode querer tra\u00e7ar uma s\u00e9rie temporal em R para visualizar como os valores na s\u00e9rie temporal mudam ao longo do tempo.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Este tutorial explica como fazer isso rapidamente usando a biblioteca de visualiza\u00e7\u00e3o de dados <a href=\"https:\/\/ggplot2.tidyverse.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">ggplot2<\/a> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Plotagem b\u00e1sica de s\u00e9ries temporais em R<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte conjunto de dados em R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset<\/span>\ndf &lt;- data.frame(date = <span style=\"color: #3366ff;\">as<\/span> . <span style=\"color: #3366ff;\">Date<\/span> (\" <span style=\"color: #008000;\">2021-01-01<\/span> \") - 0:99,\n                 sales = <span style=\"color: #3366ff;\">runif<\/span> (100, 10, 500) + <span style=\"color: #3366ff;\">seq<\/span> (50, 149)^2)\n\n<span style=\"color: #008080;\">#view first six rows\n<\/span>head(df)\n\n        dirty date\n1 2021-01-01 2845.506\n2 2020-12-31 2837.849\n3 2020-12-30 3115.517\n4 2020-12-29 2847.161\n5 2020-12-28 3374.619\n6 2020-12-27 3182.005<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos usar o c\u00f3digo a seguir para criar um gr\u00e1fico b\u00e1sico de s\u00e9rie temporal para este conjunto de dados usando ggplot2:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\n<span style=\"color: #008080;\">#create time series plot<\/span>\np &lt;- ggplot(df, <span style=\"color: #3366ff;\">aes<\/span> (x=date, y=sales)) +\n       geom_line()\n\n<span style=\"color: #008080;\">#display time series plot<\/span>\np\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11241 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/series-temporellesr1.png\" alt=\"Plotagem b\u00e1sica de s\u00e9ries temporais em R\" width=\"610\" height=\"424\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Formatar datas no eixo X<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Podemos usar a fun\u00e7\u00e3o <strong>scale_x_date()<\/strong> * para formatar as datas exibidas ao longo do eixo x do gr\u00e1fico. Esta fun\u00e7\u00e3o recebe os seguintes argumentos:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>%d:<\/strong> dia como um n\u00famero entre 0 e 31<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>%a:<\/strong> dia da semana abreviado (por exemplo \u201cTer\u201d)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>%A:<\/strong> dia da semana n\u00e3o abreviado (por exemplo \u201cTer\u00e7a-feira\u201d)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>%m<\/strong> : meses entre 0 e 12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>%b:<\/strong> m\u00eas abreviado (por exemplo \u201cJan\u201d)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>%B:<\/strong> m\u00eas n\u00e3o abreviado (por exemplo \u201cjaneiro\u201d)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>%y:<\/strong> ano com 2 d\u00edgitos (por exemplo \u201c21\u201d)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>%Y:<\/strong> ano de 4 d\u00edgitos (por exemplo \u201c2021\u201d)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>%W:<\/strong> Semana do ano entre 0 e 52<\/span><\/li>\n<\/ul>\n<p> <em><span style=\"color: #000000;\"><strong>*<\/strong> Para que esta fun\u00e7\u00e3o funcione, a vari\u00e1vel do eixo x deve ser uma vari\u00e1vel de data. Se ainda n\u00e3o estiver, voc\u00ea pode convert\u00ea-lo rapidamente em um usando <strong>as.Date(<\/strong> <strong>variable_name)<\/strong> .<\/span><\/em><\/p>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como usar um desses formatos na pr\u00e1tica:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>p + <span style=\"color: #3366ff;\">scale_x_date<\/span> ( <span style=\"color: #993300;\">date_labels<\/span> = \" <span style=\"color: #008000;\">%b %Y<\/span> \")<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11242 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/series-temporellesr2.png\" alt=\"Plotando s\u00e9ries temporais com datas personalizadas em R\" width=\"599\" height=\"415\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Voc\u00ea tamb\u00e9m pode adicionar quebras mais frequentes (ou pouco frequentes) ao longo do eixo x usando o argumento <strong>date_breaks<\/strong> . Por exemplo, poder\u00edamos exibir datas a cada duas semanas ao longo do eixo x:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>p + <span style=\"color: #3366ff;\">scale_x_date<\/span> ( <span style=\"color: #993300;\">date_breaks<\/span> = \" <span style=\"color: #008000;\">2 week<\/span> \")<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11243 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/series-temporellesr3.png\" alt=\"S\u00e9rie temporal com saltos de data no eixo x em R\" width=\"599\" height=\"413\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m podemos distorcer facilmente os r\u00f3tulos do eixo x usando o seguinte argumento:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>p + <span style=\"color: #3366ff;\">theme<\/span> ( <span style=\"color: #993300;\">axis.text.x<\/span> = <span style=\"color: #3366ff;\">element_text<\/span> (angle= <span style=\"color: #008000;\">50<\/span> , hjust= <span style=\"color: #008000;\">1<\/span> ))<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11244 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/series-temporellesr4.png\" alt=\"Incline os r\u00f3tulos do eixo X no ggplot2\" width=\"613\" height=\"425\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Finalmente, podemos alterar o tema, os r\u00f3tulos dos eixos e o t\u00edtulo para tornar o gr\u00e1fico da s\u00e9rie temporal mais atraente visualmente:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>p &lt;- ggplot(df, <span style=\"color: #3366ff;\">aes<\/span> (x=date, y=sales)) +\n       geom_line( <span style=\"color: #993300;\">color<\/span> =\" <span style=\"color: #008000;\">turquoise4<\/span> \") +\n       theme_minimal() + \n       labs(x=\"\", y=\" <span style=\"color: #008000;\">Sales<\/span> \", title=\" <span style=\"color: #008000;\">Total Sales (Past 100 Days)<\/span> \") +\n       theme( <span style=\"color: #993300;\">plot.title<\/span> = <span style=\"color: #3366ff;\">element_text<\/span> (hjust=0.5, size=20, face=\" <span style=\"color: #008000;\">bold<\/span> \"))\n\np<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11245 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/series-temporellesr5.png\" alt=\"S\u00e9rie temporal com tema ggplot personalizado em R\" width=\"602\" height=\"429\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><span style=\"color: #000000;\"><br \/><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/melhores-temas-ggplot2\/\" target=\"_blank\" rel=\"noopener noreferrer\">Um guia completo para os melhores temas ggplot2<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/titulo-ggplot2\/\" target=\"_blank\" rel=\"noopener noreferrer\">O guia completo para t\u00edtulos ggplot2<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/graficos-lado-a-lado-ggplot2\/\" target=\"_blank\" rel=\"noopener noreferrer\">Como criar gr\u00e1ficos lado a lado no ggplot2<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Freq\u00fcentemente, voc\u00ea pode querer tra\u00e7ar uma s\u00e9rie temporal em R para visualizar como os valores na s\u00e9rie temporal mudam ao longo do tempo. Este tutorial explica como fazer isso rapidamente usando a biblioteca de visualiza\u00e7\u00e3o de dados ggplot2 . Plotagem b\u00e1sica de s\u00e9ries temporais em R Suponha que temos o seguinte conjunto de dados em [&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-1104","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 tra\u00e7ar uma s\u00e9rie temporal em R (com exemplos) - Statorials<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como tra\u00e7ar uma s\u00e9rie temporal 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\/tracar-series-temporais-em-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como tra\u00e7ar uma s\u00e9rie temporal em R (com exemplos) - Statorials\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como tra\u00e7ar uma s\u00e9rie temporal em R, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/tracar-series-temporais-em-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T15:50:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/series-temporellesr1.png\" \/>\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\/tracar-series-temporais-em-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/tracar-series-temporais-em-r\/\",\"name\":\"Como tra\u00e7ar uma s\u00e9rie temporal em R (com exemplos) - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-27T15:50:37+00:00\",\"dateModified\":\"2023-07-27T15:50:37+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como tra\u00e7ar uma s\u00e9rie temporal em R, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/tracar-series-temporais-em-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/tracar-series-temporais-em-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/tracar-series-temporais-em-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como tra\u00e7ar uma s\u00e9rie temporal 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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