{"id":3481,"date":"2023-07-17T06:28:29","date_gmt":"2023-07-17T06:28:29","guid":{"rendered":"https:\/\/statorials.org\/pt\/media-movel-em-r\/"},"modified":"2023-07-17T06:28:29","modified_gmt":"2023-07-17T06:28:29","slug":"media-movel-em-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/media-movel-em-r\/","title":{"rendered":"Como calcular uma m\u00e9dia m\u00f3vel em r (com exemplo)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Na an\u00e1lise de s\u00e9rie temporal, uma <strong>m\u00e9dia m\u00f3vel<\/strong> representa o valor m\u00e9dio de v\u00e1rios per\u00edodos anteriores.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A maneira mais f\u00e1cil de calcular uma m\u00e9dia m\u00f3vel em R \u00e9 usar a fun\u00e7\u00e3o <strong>rollmean()<\/strong> do pacote <strong>zoo<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (dplyr)<\/span>\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (zoo)<\/span>\n\n#calculate 3-day rolling average<\/span>\ndf %&gt;%\n  mutate(rolling_avg = rollmean(values, k= <span style=\"color: #008000;\">3<\/span> , fill=NA, align=' <span style=\"color: #ff0000;\">right<\/span> '))<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Este exemplo espec\u00edfico calcula uma m\u00e9dia m\u00f3vel <strong>de 3<\/strong> dias para a coluna denominada <strong>Valores<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como usar esta fun\u00e7\u00e3o na pr\u00e1tica.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo: calcule a m\u00e9dia m\u00f3vel em R<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte quadro de dados em R que mostra as vendas de um produto durante 10 dias consecutivos:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame<\/span>\ndf &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (day=c(1, 2, 3, 4, 5, 6, 7, 8, 9, 10),\n                 sales=c(25, 20, 14, 16, 27, 20, 12, 15, 14, 19))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n   day sales\n1 1 25\n2 2 20\n3 3 14\n4 4 16\n5 5 27\n6 6 20\n7 7 12\n8 8 15\n9 9 14\n10 10 19<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para criar uma nova coluna chamada <strong>avg_sales3<\/strong> que exibe o valor m\u00e9dio m\u00f3vel das vendas dos 3 dias anteriores em cada linha do quadro de dados:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (dplyr)\n<span style=\"color: #008000;\">library<\/span> (zoo)\n\n<span style=\"color: #008080;\">#calculate 3-day rolling average of sales<\/span>\ndf %&gt;%\n  mutate(avg_sales3 = rollmean(sales, k= <span style=\"color: #008000;\">3<\/span> , fill=NA, align=' <span style=\"color: #ff0000;\">right<\/span> '))\n\n   day sales avg_sales3\n1 1 25 NA\n2 2 20 NA\n3 3 14 19.66667\n4 4 16 16.66667\n5 5 27 19.00000\n6 6 20 21.00000\n7 7 12 19.66667\n8 8 15 15.66667\n9 9 14 13.66667\n10 10 19 16.00000\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Nota<\/strong> : O valor de <strong>k<\/strong> na fun\u00e7\u00e3o <strong>rollmean()<\/strong> controla o n\u00famero de per\u00edodos anteriores usados para calcular a m\u00e9dia m\u00f3vel.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A coluna <strong>avg_sales3<\/strong> exibe o valor m\u00e9dio m\u00f3vel das vendas dos 3 per\u00edodos anteriores.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, o primeiro valor de <strong>19,66667<\/strong> \u00e9 calculado da seguinte forma:<\/span><\/p>\n<p> <span style=\"color: #000000;\">M\u00e9dia m\u00f3vel de 3 dias = (25 + 20 + 14) \/ 3 = <strong>19,66667<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Voc\u00ea tamb\u00e9m pode calcular v\u00e1rias m\u00e9dias m\u00f3veis de uma vez usando v\u00e1rias fun\u00e7\u00f5es <strong>rollmean()<\/strong> dentro da fun\u00e7\u00e3o <strong>mutate()<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, o c\u00f3digo a seguir mostra como calcular a m\u00e9dia m\u00f3vel de vendas de 3 e 4 dias:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (dplyr)\n<span style=\"color: #008000;\">library<\/span> (zoo)\n\n<span style=\"color: #008080;\">#calculate 3-day and 4-day rolling average of sales<\/span>\ndf %&gt;%\n  mutate(avg_sales3 = rollmean(sales, k= <span style=\"color: #008000;\">3<\/span> , fill=NA, align=' <span style=\"color: #ff0000;\">right<\/span> '),\n         avg_sales4 = rollmean(sales, k= <span style=\"color: #008000;\">4<\/span> , fill=NA, align=' <span style=\"color: #ff0000;\">right<\/span> '))\n\n   day sales avg_sales3 avg_sales4\n1 1 25 NA NA\n2 2 20 NA NA\n3 3 14 19.66667 NA\n4 4 16 16.66667 18.75\n5 5 27 19.00000 19.25\n6 6 20 21.00000 19.25\n7 7 12 19.66667 18.75\n8 8 15 15.66667 18.50\n9 9 14 13.66667 15.25\n10 10 19 16.00000 15.00\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">As colunas <strong>avg_sales3<\/strong> e <strong>avg_sales4<\/strong> exibem a m\u00e9dia m\u00f3vel de vendas de 3 e 4 dias, respectivamente.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como realizar outras tarefas comuns em R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/plotar-multiplas-colunas-em-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Como plotar m\u00faltiplas colunas em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/media-entre-colunas-em-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Como calcular a m\u00e9dia das colunas em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/r-media-por-grupo\/\">Como calcular a m\u00e9dia por grupo em R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Na an\u00e1lise de s\u00e9rie temporal, uma m\u00e9dia m\u00f3vel representa o valor m\u00e9dio de v\u00e1rios per\u00edodos anteriores. A maneira mais f\u00e1cil de calcular uma m\u00e9dia m\u00f3vel em R \u00e9 usar a fun\u00e7\u00e3o rollmean() do pacote zoo : library (dplyr) library (zoo) #calculate 3-day rolling average df %&gt;% mutate(rolling_avg = rollmean(values, k= 3 , fill=NA, align=&#8217; right [&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-3481","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 calcular uma m\u00e9dia m\u00f3vel em R (com exemplo) - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel em R, com um exemplo.\" \/>\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\/media-movel-em-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como calcular uma m\u00e9dia m\u00f3vel em R (com exemplo) - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel em R, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/media-movel-em-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-17T06:28:29+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\/media-movel-em-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/media-movel-em-r\/\",\"name\":\"Como calcular uma m\u00e9dia m\u00f3vel em R (com exemplo) - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-17T06:28:29+00:00\",\"dateModified\":\"2023-07-17T06:28:29+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel em R, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/media-movel-em-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/media-movel-em-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/media-movel-em-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como calcular uma m\u00e9dia m\u00f3vel em r (com exemplo)\"}]},{\"@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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