{"id":683,"date":"2023-07-29T02:38:21","date_gmt":"2023-07-29T02:38:21","guid":{"rendered":"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/"},"modified":"2023-07-29T02:38:21","modified_gmt":"2023-07-29T02:38:21","slug":"grafico-de-dispersao-com-linha-de-regressao-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/","title":{"rendered":"Como criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Freq\u00fcentemente, quando realizamos uma regress\u00e3o linear simples, queremos criar um gr\u00e1fico de dispers\u00e3o para visualizar as diferentes combina\u00e7\u00f5es de valores de x e y.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Felizmente, R facilita a cria\u00e7\u00e3o de nuvens de pontos usando a fun\u00e7\u00e3o <strong>plot()<\/strong> . Por exemplo:<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create some fake data<\/span>\ndata &lt;- data.frame(x = c(1, 1, 2, 3, 4, 4, 5, 6, 7, 7, 8, 9, 10, 11, 11),\n                   y = c(13, 14, 17, 12, 23, 24, 25, 25, 24, 28, 32, 33, 35, 40, 41))\n\n<span style=\"color: #008080;\">#create scatterplot of data<\/span>\nplot(data$x, data$y)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6570 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/scatterregression1.png\" alt=\"Gr\u00e1fico de dispers\u00e3o em R\" width=\"434\" height=\"396\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m \u00e9 f\u00e1cil adicionar uma linha de regress\u00e3o ao gr\u00e1fico de dispers\u00e3o usando a fun\u00e7\u00e3o <strong>abline()<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo:<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit a simple linear regression model<\/span>\nmodel &lt;- lm(y ~ x, data = data)\n\n<span style=\"color: #008080;\">#add the fitted regression line to the scatterplot<\/span>\nabline(model)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6571 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/scatterregression2.png\" alt=\"Gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em R\" width=\"438\" height=\"394\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m podemos adicionar linhas de intervalo de confian\u00e7a ao gr\u00e1fico usando a fun\u00e7\u00e3o <strong>prever()<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define range of x values<\/span>\nnewx = seq(min(data$x),max(data$x),by = 1)\n<span style=\"color: #008080;\">\n#find 95% confidence interval for the range of x values<\/span> \nconf_interval &lt;- predict(model, newdata=data.frame(x=newx), interval=\"confidence\",\n                         level = 0.95)\n<span style=\"color: #008080;\">\n#create scatterplot of values with regression line<\/span>\nplot(data$x, data$y)\nabline(model)\n\n<span style=\"color: #008080;\">#add dashed lines (lty=2) for the 95% confidence interval<\/span>\nlines(newx, conf_interval[,2], col=\"blue\", lty=2)\nlines(newx, conf_interval[,3], col=\"blue\", lty=2)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6573 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/scatterregression3.png\" alt=\"Linha de regress\u00e3o com intervalo de confian\u00e7a em R\" width=\"430\" height=\"396\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Ou poder\u00edamos, em vez disso, adicionar linhas de intervalo de previs\u00e3o ao gr\u00e1fico, especificando o tipo de intervalo na fun\u00e7\u00e3o <strong>prever()<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define range of x values<\/span>\nnewx = seq(min(data$x),max(data$x),by = 1)\n<span style=\"color: #008080;\">\n#find 95% prediction interval for the range of x values<\/span> \npred_interval &lt;- predict(model, newdata=data.frame(x=newx), <span style=\"color: #993366;\">interval=\"prediction\"<\/span> ,\n                         level = 0.95)\n<span style=\"color: #008080;\">\n#create scatterplot of values with regression line<\/span>\nplot(data$x, data$y)\nabline(model)\n\n<span style=\"color: #008080;\">#add dashed lines (lty=2) for the 95% confidence interval<\/span>\nlines(newx, pred_interval[,2], col=\"red\", lty=2)\nlines(newx, pred_interval[,3], col=\"red\", lty=2)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6574\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/scatterregression4.png\" alt=\"Linha de regress\u00e3o com linhas de intervalo de predi\u00e7\u00e3o em R\" width=\"432\" height=\"394\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Finalmente, podemos tornar o gr\u00e1fico mais esteticamente agrad\u00e1vel adicionando um t\u00edtulo, alterando os nomes dos eixos e alterando a forma dos pontos individuais do gr\u00e1fico.<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>plot(data$x, data$y,\n     main = \"Scatterplot of x vs. y\", <span style=\"color: #008080;\">#add title<\/span>\n     pch=16, <span style=\"color: #008080;\">#specify points to be filled in<\/span>\n     xlab='x', <span style=\"color: #008080;\">#change x-axis name\n<\/span>ylab='y') <span style=\"color: #008080;\">#change y-axis name<\/span>\n\nabline(model, col='steelblue') <span style=\"color: #008080;\"><span style=\"color: #008080;\">#specify color of regression line<\/span><\/span>\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6576 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/scatterregression5.png\" alt=\"Linha de regress\u00e3o com gr\u00e1fico de dispers\u00e3o em R\" width=\"432\" height=\"417\" srcset=\"\" sizes=\"auto, \"><\/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\/etiqueta-nuvem-de-pontos-r\/\" target=\"_blank\" rel=\"noopener\">Como rotular pontos em um gr\u00e1fico de dispers\u00e3o em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/funcao-de-jitter-r\/\" target=\"_blank\" rel=\"noopener\">Como usar a fun\u00e7\u00e3o Jitter em R para nuvens de pontos<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Freq\u00fcentemente, quando realizamos uma regress\u00e3o linear simples, queremos criar um gr\u00e1fico de dispers\u00e3o para visualizar as diferentes combina\u00e7\u00f5es de valores de x e y. Felizmente, R facilita a cria\u00e7\u00e3o de nuvens de pontos usando a fun\u00e7\u00e3o plot() . Por exemplo: #create some fake data data &lt;- data.frame(x = c(1, 1, 2, 3, 4, 4, 5, [&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-683","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 criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em R - Estatologia<\/title>\n<meta name=\"description\" content=\"Uma explica\u00e7\u00e3o simples de como criar um gr\u00e1fico de dispers\u00e3o com uma linha de regress\u00e3o em R, incluindo 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\/grafico-de-dispersao-com-linha-de-regressao-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em R - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Uma explica\u00e7\u00e3o simples de como criar um gr\u00e1fico de dispers\u00e3o com uma linha de regress\u00e3o em R, incluindo v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-29T02:38:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/scatterregression1.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\/grafico-de-dispersao-com-linha-de-regressao-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/\",\"name\":\"Como criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em R - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-29T02:38:21+00:00\",\"dateModified\":\"2023-07-29T02:38:21+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Uma explica\u00e7\u00e3o simples de como criar um gr\u00e1fico de dispers\u00e3o com uma linha de regress\u00e3o em R, incluindo v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em r\"}]},{\"@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. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais\",\"sameAs\":[\"https:\/\/statorials.org\/pt\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Como criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em R - Estatologia","description":"Uma explica\u00e7\u00e3o simples de como criar um gr\u00e1fico de dispers\u00e3o com uma linha de regress\u00e3o em R, incluindo v\u00e1rios exemplos.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/","og_locale":"pt_PT","og_type":"article","og_title":"Como criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em R - Estatologia","og_description":"Uma explica\u00e7\u00e3o simples de como criar um gr\u00e1fico de dispers\u00e3o com uma linha de regress\u00e3o em R, incluindo v\u00e1rios exemplos.","og_url":"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/","og_site_name":"Statorials","article_published_time":"2023-07-29T02:38:21+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/scatterregression1.png"}],"author":"Dr. benjamim anderson","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Dr. benjamim anderson","Tempo estimado de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/","url":"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/","name":"Como criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em R - Estatologia","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-29T02:38:21+00:00","dateModified":"2023-07-29T02:38:21+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Uma explica\u00e7\u00e3o simples de como criar um gr\u00e1fico de dispers\u00e3o com uma linha de regress\u00e3o em R, incluindo v\u00e1rios exemplos.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/grafico-de-dispersao-com-linha-de-regressao-r\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Como criar um gr\u00e1fico de dispers\u00e3o com linha de regress\u00e3o em r"}]},{"@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. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais","sameAs":["https:\/\/statorials.org\/pt"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/683","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/comments?post=683"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/683\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=683"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=683"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=683"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}