{"id":3913,"date":"2023-07-14T19:23:04","date_gmt":"2023-07-14T19:23:04","guid":{"rendered":"https:\/\/statorials.org\/pt\/intervalo-de-confianca-sas\/"},"modified":"2023-07-14T19:23:04","modified_gmt":"2023-07-14T19:23:04","slug":"intervalo-de-confianca-sas","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/intervalo-de-confianca-sas\/","title":{"rendered":"Como calcular intervalos de confian\u00e7a no sas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Um <a href=\"https:\/\/statorials.org\/pt\/intervalos-de-confianca\/\" target=\"_blank\" rel=\"noopener noreferrer\">intervalo de confian\u00e7a<\/a> \u00e9 um intervalo de valores que provavelmente cont\u00e9m um <a href=\"https:\/\/statorials.org\/pt\/estatisticas-vs-parametro\/\" target=\"_blank\" rel=\"noopener noreferrer\">par\u00e2metro populacional<\/a> com um certo n\u00edvel de confian\u00e7a.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Este tutorial explica como calcular os seguintes intervalos de confian\u00e7a em R:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> Intervalo de confian\u00e7a para uma m\u00e9dia populacional<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> Intervalo de confian\u00e7a para diferen\u00e7a nas m\u00e9dias populacionais<\/span><\/p>\n<p> <span style=\"color: #000000;\">Vamos!<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 1: Intervalo de confian\u00e7a para a m\u00e9dia populacional no SAS<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Suponha que temos o seguinte conjunto de dados contendo a altura (em polegadas) de uma amostra aleat\u00f3ria de 12 plantas, todas pertencentes \u00e0 mesma esp\u00e9cie:<\/span><\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> my_data;\n    <span style=\"color: #3366ff;\">inputHeight<\/span> ;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n14\n14\n16\n13\n12\n17\n15\n14\n15\n13\n15\n14\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;<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-31468 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/confsas1.jpg\" alt=\"\" width=\"122\" height=\"355\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Suponha que queiramos calcular um n\u00edvel de confian\u00e7a de 95% para o verdadeiro tamanho m\u00e9dio da popula\u00e7\u00e3o desta esp\u00e9cie.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar o seguinte c\u00f3digo no SAS para fazer isso:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*generate 95% confidence interval for population mean*\/\n<\/span><span style=\"color: #800080;\">proc ttest<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data <span style=\"color: #3366ff;\">alpha<\/span> = <span style=\"color: #008000;\">0.05<\/span> ;\n    <span style=\"color: #3366ff;\">varHeight<\/span> ;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-31469 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/confsas2.jpg\" alt=\"\" width=\"388\" height=\"272\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">O valor da <strong>M\u00e9dia<\/strong> indica a m\u00e9dia amostral, e valores inferiores a <strong>95% CL Mean<\/strong> mostram o intervalo de confian\u00e7a de 95% para a m\u00e9dia populacional.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A partir dos resultados, podemos ver que o intervalo de confian\u00e7a de 95% para o peso m\u00e9dio da planta desta popula\u00e7\u00e3o \u00e9 <strong>[13,4624 polegadas, 15,2042 polegadas]<\/strong> .<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 2: Intervalo de confian\u00e7a para a diferen\u00e7a nas m\u00e9dias populacionais no SAS<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte conjunto de dados contendo a altura (em polegadas) de uma amostra aleat\u00f3ria de plantas pertencentes a duas esp\u00e9cies diferentes:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*create dataset*\/\n<span style=\"color: #000000;\"><span style=\"color: #800080;\">data<\/span> my_data2;\n    <span style=\"color: #3366ff;\">input<\/span> Species $Height;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\nAt 14\nAt 14\nAt 16\nAt 13\nAT 12\nAt 17\nAt 15\nAt 14\nAt 15\nAt 13\nB15\nB14\nB 19\nB 19\nB17\nB 18\nB20\nB 19\nB17\nB15\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_data2;<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-31470 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/confsas3.jpg\" alt=\"\" width=\"174\" height=\"511\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Suponha que queiramos calcular um n\u00edvel de confian\u00e7a de 95% para a diferen\u00e7a no tamanho m\u00e9dio da popula\u00e7\u00e3o entre as esp\u00e9cies A e as esp\u00e9cies B.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar o seguinte c\u00f3digo no SAS para fazer isso:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*sort data by Species to ensure confidence interval is calculated correctly*\/\n<\/span><span style=\"color: #800080;\">proc sort<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data2;\n    <span style=\"color: #3366ff;\">by<\/span> Species;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*generate 95% confidence interval for difference in population means*\/\n<\/span><span style=\"color: #800080;\">proc ttest<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data2 <span style=\"color: #3366ff;\">alpha<\/span> = <span style=\"color: #008000;\">0.05<\/span> ;\n    <span style=\"color: #3366ff;\">class<\/span> Species;\n    <span style=\"color: #3366ff;\">varHeight<\/span> ;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-31471 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/confsas4.jpg\" alt=\"\" width=\"533\" height=\"532\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A primeira tabela que precisamos observar no resultado \u00e9 <strong>a Igualdade de Vari\u00e2ncias<\/strong> , que testa se a vari\u00e2ncia entre cada amostra \u00e9 igual ou n\u00e3o.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Como o valor p n\u00e3o \u00e9 inferior a 0,05 nesta tabela, podemos assumir que as diferen\u00e7as entre os dois grupos s\u00e3o iguais.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Portanto, podemos olhar para a reta que utiliza a vari\u00e2ncia <strong>agrupada<\/strong> para encontrar o intervalo de confian\u00e7a de 95% para a diferen\u00e7a nas m\u00e9dias populacionais.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A partir do resultado, podemos ver que o intervalo de confian\u00e7a de 95% para a diferen\u00e7a entre as m\u00e9dias da popula\u00e7\u00e3o \u00e9 <strong>[-4,6895 polegadas, -1,1305 polegadas]<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Isso nos diz que podemos ter 95% de certeza de que a verdadeira diferen\u00e7a entre a altura m\u00e9dia das plantas das esp\u00e9cies A e da esp\u00e9cie B est\u00e1 entre -4,6895 polegadas e -1,1305 polegadas.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Como <a href=\"https:\/\/statorials.org\/pt\/intervalo-de-confianca-contem-zero\/\" target=\"_blank\" rel=\"noopener\">0 n\u00e3o est\u00e1 neste intervalo de confian\u00e7a<\/a> , isso indica que existe uma diferen\u00e7a estatisticamente significativa entre as m\u00e9dias das duas popula\u00e7\u00f5es.<\/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 executar outras tarefas comuns no SAS:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/uma-amostra-de-teste-em-uma-camara-de-descompressao\/\" target=\"_blank\" rel=\"noopener\">Como realizar um teste t de uma amostra no SAS<\/a><br \/> Como realizar um teste t de duas amostras no SAS<br \/> <a href=\"https:\/\/statorials.org\/pt\/teste-t-pareado-em-sas\/\" target=\"_blank\" rel=\"noopener\">Como realizar um teste t de amostras pareadas no SAS<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Um intervalo de confian\u00e7a \u00e9 um intervalo de valores que provavelmente cont\u00e9m um par\u00e2metro populacional com um certo n\u00edvel de confian\u00e7a. Este tutorial explica como calcular os seguintes intervalos de confian\u00e7a em R: 1. Intervalo de confian\u00e7a para uma m\u00e9dia populacional 2. Intervalo de confian\u00e7a para diferen\u00e7a nas m\u00e9dias populacionais Vamos! Exemplo 1: Intervalo 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-3913","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 intervalos de confian\u00e7a no SAS - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular intervalos de confian\u00e7a no SAS, 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\/intervalo-de-confianca-sas\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como calcular intervalos de confian\u00e7a no SAS - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular intervalos de confian\u00e7a no SAS, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/intervalo-de-confianca-sas\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-14T19:23:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/confsas1.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=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/intervalo-de-confianca-sas\/\",\"url\":\"https:\/\/statorials.org\/pt\/intervalo-de-confianca-sas\/\",\"name\":\"Como calcular intervalos de confian\u00e7a no SAS - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-14T19:23:04+00:00\",\"dateModified\":\"2023-07-14T19:23:04+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular intervalos de confian\u00e7a no SAS, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/intervalo-de-confianca-sas\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/intervalo-de-confianca-sas\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/intervalo-de-confianca-sas\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como calcular intervalos de confian\u00e7a 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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