{"id":2234,"date":"2023-07-23T03:34:09","date_gmt":"2023-07-23T03:34:09","guid":{"rendered":"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/"},"modified":"2023-07-23T03:34:09","modified_gmt":"2023-07-23T03:34:09","slug":"regra-pratica-em-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/","title":{"rendered":"Como aplicar a regra pr\u00e1tica em r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">A <b>regra pr\u00e1tica<\/b> , \u00e0s vezes chamada de regra 68-95-99,7, afirma que para um determinado conjunto de dados com distribui\u00e7\u00e3o normal:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><b>68%<\/b> dos valores dos dados est\u00e3o dentro de um desvio padr\u00e3o da m\u00e9dia.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><b>95%<\/b> dos valores dos dados est\u00e3o dentro de dois desvios padr\u00e3o da m\u00e9dia.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><b>99,7%<\/b> dos valores dos dados est\u00e3o dentro de tr\u00eas desvios padr\u00e3o da m\u00e9dia.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Neste tutorial, explicamos como aplicar a regra pr\u00e1tica em R a um determinado conjunto de dados.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Aplicando a regra pr\u00e1tica em R<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A fun\u00e7\u00e3o <strong>pnorm()<\/strong> em R retorna o valor da fun\u00e7\u00e3o de densidade cumulativa da distribui\u00e7\u00e3o normal.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Esta fun\u00e7\u00e3o usa a seguinte sintaxe b\u00e1sica:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>norma(q, m\u00e9dia, sd)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Ouro:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>q<\/strong> : valor da vari\u00e1vel aleat\u00f3ria normalmente distribu\u00edda<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>m\u00e9dia<\/strong> : distribui\u00e7\u00e3o m\u00e9dia<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>sd<\/strong> : desvio padr\u00e3o da distribui\u00e7\u00e3o<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para encontrar a \u00e1rea sob a curva de distribui\u00e7\u00e3o normal que fica entre v\u00e1rios desvios padr\u00e3o:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find area under normal curve within 1 standard deviation of mean<\/span>\npnorm(1) - pnorm(-1)\n\n[1] 0.6826895\n\n<span style=\"color: #008080;\">#find area under normal curve within 2 standard deviations of mean<\/span> \npnorm(2) - pnorm(-2)\n\n[1] 0.9544997\n\n<span style=\"color: #008080;\">#find area under normal curve within 3 standard deviations of mean<\/span> \npnorm(3) - pnorm(-3)\n\n[1] 0.9973002\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Pelo resultado podemos confirmar:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><b>68%<\/b> dos valores dos dados est\u00e3o dentro de um desvio padr\u00e3o da m\u00e9dia.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><b>95%<\/b> dos valores dos dados est\u00e3o dentro de dois desvios padr\u00e3o da m\u00e9dia.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><b>99,7%<\/b> dos valores dos dados est\u00e3o dentro de tr\u00eas desvios padr\u00e3o da m\u00e9dia.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar a regra pr\u00e1tica com diferentes conjuntos de dados na pr\u00e1tica.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: Aplicando a regra emp\u00edrica a um conjunto de dados em R<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que tenhamos um conjunto de dados normalmente distribu\u00eddo com m\u00e9dia <strong>7<\/strong> e desvio padr\u00e3o de <strong>2,2<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar o c\u00f3digo a seguir para determinar quais valores cont\u00eam 68%, 95% e 99,7% dos dados:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#define mean and standard deviation values<\/span>\nmean=7<\/span>\n<span style=\"color: #000000;\">sd=2.2<\/span>\n\n#find which values contain 68% of data<\/span>\nmean-2.2; mean+2.2\n\n[1] 4.8\n[1] 9.2\n\n<span style=\"color: #008080;\">#find which values contain 95% of data\n<\/span>mean-2*2.2; mean+2*2.2\n\n[1] 2.6\n[1] 11.4\n\n<span style=\"color: #008080;\">#find which values contain 99.7% of data\n<\/span>mean-3*2.2; mean+3*2.2\n\n[1] 0.4\n[1] 13.6\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A partir desta sa\u00edda podemos ver:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">68% dos dados est\u00e3o entre <strong>4,8<\/strong> e <strong>9,2<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">95% dos dados est\u00e3o entre <strong>2,6<\/strong> e <strong>11,4<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">99,7% dos dados est\u00e3o entre <strong>0,4<\/strong> e <strong>13,6<\/strong><\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: Determine qual porcentagem de dados fica entre determinados valores<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Imagine que temos um conjunto de dados normalmente distribu\u00eddo com m\u00e9dia 100 e desvio padr\u00e3o 5.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Suponha que queiramos saber qual porcentagem dos dados est\u00e1 entre os valores <strong>99<\/strong> e <strong>105<\/strong> nesta distribui\u00e7\u00e3o.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Podemos usar a fun\u00e7\u00e3o <strong>pnorm(<\/strong> ) para encontrar a resposta:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find area under normal curve between 99 and 105<\/span>\npnorm(105, mean=100, sd=5) - pnorm(99, mean=100, sd=5)\n\n[1] 0.4206045\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Vemos que <strong>42,06%<\/strong> dos dados est\u00e3o entre os valores 99 e 105 para esta distribui\u00e7\u00e3o.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/regra-pratica-do-excel\/\" target=\"_blank\" rel=\"noopener\">Como aplicar a regra pr\u00e1tica no Excel<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/problemas-empiricos-de-regras-praticas\/\" target=\"_blank\" rel=\"noopener\">Problemas na pr\u00e1tica de regras pr\u00e1ticas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/calculadora-de-regras-praticas\/\" target=\"_blank\" rel=\"noopener\">Calculadora de regras pr\u00e1ticas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A regra pr\u00e1tica , \u00e0s vezes chamada de regra 68-95-99,7, afirma que para um determinado conjunto de dados com distribui\u00e7\u00e3o normal: 68% dos valores dos dados est\u00e3o dentro de um desvio padr\u00e3o da m\u00e9dia. 95% dos valores dos dados est\u00e3o dentro de dois desvios padr\u00e3o da m\u00e9dia. 99,7% dos valores dos dados est\u00e3o dentro de [&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-2234","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 aplicar a regra pr\u00e1tica em R - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como aplicar a regra pr\u00e1tica 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\/regra-pratica-em-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como aplicar a regra pr\u00e1tica em R - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como aplicar a regra pr\u00e1tica em R, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-23T03:34:09+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\/regra-pratica-em-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/\",\"name\":\"Como aplicar a regra pr\u00e1tica em R - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-23T03:34:09+00:00\",\"dateModified\":\"2023-07-23T03:34:09+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como aplicar a regra pr\u00e1tica em R, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como aplicar a regra pr\u00e1tica 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 aplicar a regra pr\u00e1tica em R - Estatologia","description":"Este tutorial explica como aplicar a regra pr\u00e1tica em R, com 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\/regra-pratica-em-r\/","og_locale":"pt_PT","og_type":"article","og_title":"Como aplicar a regra pr\u00e1tica em R - Estatologia","og_description":"Este tutorial explica como aplicar a regra pr\u00e1tica em R, com v\u00e1rios exemplos.","og_url":"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/","og_site_name":"Statorials","article_published_time":"2023-07-23T03:34:09+00:00","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\/regra-pratica-em-r\/","url":"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/","name":"Como aplicar a regra pr\u00e1tica em R - Estatologia","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-23T03:34:09+00:00","dateModified":"2023-07-23T03:34:09+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como aplicar a regra pr\u00e1tica em R, com v\u00e1rios exemplos.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/regra-pratica-em-r\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/regra-pratica-em-r\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Como aplicar a regra pr\u00e1tica 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\/2234","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=2234"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/2234\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=2234"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=2234"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=2234"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}