{"id":3640,"date":"2023-07-16T09:38:48","date_gmt":"2023-07-16T09:38:48","guid":{"rendered":"https:\/\/statorials.org\/pt\/camara-de-descompressao-grafica-residual\/"},"modified":"2023-07-16T09:38:48","modified_gmt":"2023-07-16T09:38:48","slug":"camara-de-descompressao-grafica-residual","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/camara-de-descompressao-grafica-residual\/","title":{"rendered":"Como criar um gr\u00e1fico residual no sas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Os gr\u00e1ficos de res\u00edduos<\/strong> s\u00e3o frequentemente usados para avaliar se os <a href=\"https:\/\/statorials.org\/pt\/residuo\/\" target=\"_blank\" rel=\"noopener\">res\u00edduos<\/a> de um modelo de regress\u00e3o s\u00e3o normalmente distribu\u00eddos e se apresentam ou n\u00e3o <a href=\"https:\/\/statorials.org\/pt\/estatologia-explica-conceitos-de-forma-simples-e-direta-facilitamos-o-aprendizado-de-estatistica\/\" target=\"_blank\" rel=\"noopener\">heterocedasticidade<\/a> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para ajustar um modelo de regress\u00e3o e produzir um gr\u00e1fico residual para o modelo no SAS:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #3366ff;\">symbol value<\/span> = circle;\n\n<span style=\"color: #800080;\">proc reg<\/span> data=my_data;\n    <span style=\"color: #3366ff;\">model<\/span> y = x;\n    plot residual. * predicted.;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como usar essa sintaxe na pr\u00e1tica.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Nota<\/strong> : A declara\u00e7\u00e3o do s\u00edmbolo especifica que queremos exibir os pontos residuais do gr\u00e1fico como c\u00edrculos. O formul\u00e1rio padr\u00e3o \u00e9 um sinal de mais.<\/span><\/p>\n<h2> <strong>Exemplo: Crie um gr\u00e1fico residual no SAS<\/strong><\/h2>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Vamos supor que temos o seguinte conjunto de dados no SAS:<\/span><\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> my_data;\n    <span style=\"color: #3366ff;\">input<\/span> xy;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n8 41\n12 42\n12 39\n13 37\n14 35\n16 39\n17 45\n22 46\n24 39\n26 49\n29 55\n30 57\n;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view dataset*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;\n<\/strong><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29889 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/reside1.jpg\" alt=\"\" width=\"114\" height=\"326\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para ajustar um <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-1\/\" target=\"_blank\" rel=\"noopener\">modelo de regress\u00e3o linear simples<\/a> a este conjunto de dados e criar um gr\u00e1fico residual para visualizar os res\u00edduos em rela\u00e7\u00e3o aos valores previstos:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*fit simple linear regression model and create residual plot*\/\n<\/span><span style=\"color: #3366ff;\">symbol<\/span> <span style=\"color: #3366ff;\">value<\/span> = circle;\n<span style=\"color: #800080;\">proc reg<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;\n   <span style=\"color: #3366ff;\">model<\/span> y = x;\n   plot residual. * predicted.;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">O gr\u00e1fico residual ser\u00e1 exibido na parte inferior da sa\u00edda:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-29890\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/resident2.jpg\" alt=\"Rastreamento residual SAS\" width=\"663\" height=\"517\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">O eixo x exibe os valores previstos e o eixo y exibe os res\u00edduos.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Como os res\u00edduos est\u00e3o espalhados aleatoriamente em torno do valor zero, sem nenhuma tend\u00eancia clara de aumento ou diminui\u00e7\u00e3o da vari\u00e2ncia, a suposi\u00e7\u00e3o de <a href=\"https:\/\/statorials.org\/pt\/regressao-de-heterocedasticidade\/\" target=\"_blank\" rel=\"noopener\">homocedasticidade dos res\u00edduos<\/a> \u00e9 satisfeita.<\/span><\/p>\n<p> <span style=\"color: #000000;\">No topo do gr\u00e1fico tamb\u00e9m podemos ver a equa\u00e7\u00e3o de regress\u00e3o ajustada:<\/span><\/p>\n<p> <span style=\"color: #000000;\">y = 29,631 + 0,7553x<\/span><\/p>\n<p> <span style=\"color: #000000;\">E no lado direito do gr\u00e1fico tamb\u00e9m podemos ver as seguintes m\u00e9tricas do modelo de regress\u00e3o:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>N<\/strong> : N\u00famero total de observa\u00e7\u00f5es (12)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Rsq<\/strong> : modelo R-quadrado (0,6324)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>AdjRsq<\/strong> : R-quadrado ajustado pelo modelo (0,5956)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>RMSE<\/strong> : A raiz do erro quadr\u00e1tico m\u00e9dio do modelo (4,4417)<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como executar outras tarefas comuns no SAS:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/histograma-da-camara-de-descompressao\/\" target=\"_blank\" rel=\"noopener\">Como criar histogramas no SAS<\/a><br \/><a href=\"https:\/\/statorials.org\/pt\/nuvem-de-pontos-da-camara-de-ar\/\" target=\"_blank\" rel=\"noopener\">Como criar nuvens de pontos no SAS<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/valores-discrepantes-2\/\" target=\"_blank\" rel=\"noopener\">Como identificar outliers no SAS<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Os gr\u00e1ficos de res\u00edduos s\u00e3o frequentemente usados para avaliar se os res\u00edduos de um modelo de regress\u00e3o s\u00e3o normalmente distribu\u00eddos e se apresentam ou n\u00e3o heterocedasticidade . Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para ajustar um modelo de regress\u00e3o e produzir um gr\u00e1fico residual para o modelo no SAS: symbol value = circle; proc [&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-3640","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 residual no SAS - Statorials<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como criar um gr\u00e1fico residual no SAS, 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\/camara-de-descompressao-grafica-residual\/\" \/>\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 residual no SAS - Statorials\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como criar um gr\u00e1fico residual no SAS, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/camara-de-descompressao-grafica-residual\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T09:38:48+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/reside1.jpg\" \/>\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\/camara-de-descompressao-grafica-residual\/\",\"url\":\"https:\/\/statorials.org\/pt\/camara-de-descompressao-grafica-residual\/\",\"name\":\"Como criar um gr\u00e1fico residual no SAS - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-16T09:38:48+00:00\",\"dateModified\":\"2023-07-16T09:38:48+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como criar um gr\u00e1fico residual no SAS, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/camara-de-descompressao-grafica-residual\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/camara-de-descompressao-grafica-residual\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/camara-de-descompressao-grafica-residual\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como criar um gr\u00e1fico residual no sas\"}]},{\"@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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