{"id":4926,"date":"2019-09-18T14:56:32","date_gmt":"2019-09-18T14:56:32","guid":{"rendered":"https:\/\/www.midomenech.com.br\/?p=4926"},"modified":"2024-04-29T15:14:09","modified_gmt":"2024-04-29T18:14:09","slug":"medidas-tipo-atributo-ou-variavel","status":"publish","type":"post","link":"https:\/\/www.midomenech.com.br\/medidas-tipo-atributo-ou-variavel\/","title":{"rendered":"Medidas tipo Atributo ou vari\u00e1vel?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4926\" class=\"elementor elementor-4926\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2afed07 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"2afed07\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-dad20e2\" data-id=\"dad20e2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c74cb04 elementor-widget elementor-widget-text-editor\" data-id=\"c74cb04\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Voc\u00ea est\u00e1 em d\u00favida de como ir\u00e1 medir as vari\u00e1veis importantes do seu processo? Este artigo apresenta uma dica que pode ser importante na sua decis\u00e3o.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>\u00a0 Em qualquer estudo estat\u00edstico as vari\u00e1veis podem ser de dois tipos: cont\u00ednuas ou atributos. De acordo com a natureza dessas vari\u00e1veis as t\u00e9cnicas utilizadas nas an\u00e1lises s\u00e3o diferentes. Vejamos as diferen\u00e7as entre essas vari\u00e1veis:<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>\u00a0 <a href=\"#\"><strong>Vari\u00e1veis cont\u00ednuas:<\/strong><\/a>\u00a0S\u00e3o aquelas caracter\u00edsticas que podem ser medidas em uma escala cont\u00ednua, tais como: peso, altura, tempo, temperatura, velocidade, dinheiro, \u00e1rea, comprimento.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>\u00a0 <a href=\"#\"><strong>Vari\u00e1veis atributos:<\/strong><\/a>\u00a0Podem ser (Figura 1):<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:list --><\/p>\n<ul>\n<li><strong>Quantitativas discretas, provenientes de uma contagem:<\/strong> n\u00famero de pe\u00e7as defeituosas, n\u00famero de reclama\u00e7\u00f5es, n\u00famero de filamentos quebrados;<\/li>\n<li><strong>Nominais:<\/strong> m\u00e1quina (1, 2), turma, sexo, tipo de defeito. Neste tipo de vari\u00e1vel os n\u00edveis da vari\u00e1vel n\u00e3o podem ser ordenados segundo algum crit\u00e9rio;<\/li>\n<li><strong>Ordinais:<\/strong> s\u00e3o semelhantes \u00e0s nominais, mas nesse caso podem ser ordenadas por um crit\u00e9rio como, tais como n\u00edvel de satisfa\u00e7\u00e3o (regular, bom, \u00f3timo), grau de escolaridade (1\u00ba grau, 2\u00ba grau, superior).<\/li>\n<\/ul>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2475910 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"2475910\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0b18c9d\" data-id=\"0b18c9d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d026234 elementor-widget elementor-widget-image\" data-id=\"d026234\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"649\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/medidas-tipo-atributo-imagem-1.png\" class=\"attachment-large size-large wp-image-8411\" alt=\"medidas tipo atributo imagem 1\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 1 \u2013 Caracter\u00edsticas dos dados cont\u00ednuos e atributo<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d3c29c5 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"d3c29c5\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-656a84c2\" data-id=\"656a84c2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3e6f016c elementor-widget elementor-widget-text-editor\" data-id=\"3e6f016c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><!-- wp:paragraph --><\/p>\n<p><!-- \/wp:list --><\/p>\n<p><!-- wp:image --><\/p>\n<p>\u00a0 Embora as medidas atributo possam ser mais f\u00e1ceis de obter, sempre que poss\u00edvel recomenda-se substitu\u00ed-las por medidas cont\u00ednuas. O maior motivo para isto \u00e9 que &#8220;estatisticamente os dados cont\u00ednuos s\u00e3o muito mais informativos&#8221; que os dados atributos; em outras palavras, o n\u00famero de medidas necess\u00e1rias para se chegar na mesma conclus\u00e3o \u00e9 muito maior com dados tipo atributo que com dados tipo vari\u00e1vel.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>\u00a0 Isto \u00e9 t\u00e3o importante que a partir do n\u00edvel de qualidade de 4 ou 4,5\uf073, o n\u00famero de dados que deve ser coletado para demonstrar, estatisticamente, que houve uma redu\u00e7\u00e3o na variabilidade do processo \u00e9 t\u00e3o grande, que pode ser impratic\u00e1vel a sua execu\u00e7\u00e3o. Isto foi ilustrado na Figura 2 na qual o eixo vertical mostra o n\u00famero de dados necess\u00e1rios para provar que houve redu\u00e7\u00e3o de variabilidade quando se trabalha com dados tipo vari\u00e1vel e dados tipo atributo (escala logar\u00edtmica). Com dados cont\u00ednuos o tamanho de amostra supera levemente 1000 observa\u00e7\u00f5es para demonstrar que passamos de 5,5 para 6 sigmas. Como dados atributos precisamos algo em torno de 800.000 dados para demonstrar o mesmo fato.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:image --><\/p>\n<p><!-- \/wp:image --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p><!-- \/wp:paragraph --><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-345ec7a elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"345ec7a\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7e35302\" data-id=\"7e35302\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1f7af39 elementor-widget elementor-widget-image\" data-id=\"1f7af39\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"408\" height=\"233\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/medidas-tipo-atributo-imagem2.png\" class=\"attachment-large size-large wp-image-8412\" alt=\"medidas tipo atributo imagem2\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 2 \u2013 Tamanho de amostra necess\u00e1rio para checar se houve certa melhoria na variabilidade usando dados cont\u00ednuos ou atributo<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-99750ea elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"99750ea\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-410794c\" data-id=\"410794c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7bd8c3e elementor-widget elementor-widget-heading\" data-id=\"7bd8c3e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Conclus\u00e3o<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-218087a elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"218087a\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-567da15\" data-id=\"567da15\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b95a26d elementor-widget elementor-widget-text-editor\" data-id=\"b95a26d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0 Sempre que poss\u00edvel utilize dados cont\u00ednuos. As vezes precisa-se de criatividade para obter medidas cont\u00ednuas para certos problemas, mas a recompensa \u00e9 grande.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3d6b692 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"3d6b692\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-054e5f4\" data-id=\"054e5f4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bc36a40 elementor-widget elementor-widget-image\" data-id=\"bc36a40\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Carlos-Domenech-.png\" class=\"attachment-large size-large wp-image-7968\" alt=\"carlos domenech autor\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-83a685e\" data-id=\"83a685e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-afb4b67 elementor-widget elementor-widget-rt-heading\" data-id=\"afb4b67\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper style-5\">\n\t\t\t\t\t\t<h4 class=\"rt-heading style-5\" >Carlos Domenech<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3157bd0 elementor-widget elementor-widget-rt-heading\" data-id=\"3157bd0\" data-element_type=\"widget\" data-widget_type=\"rt-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"rt-heading-wrapper\">\n\t\t\t\t\t\t<h4 class=\"rt-heading secondary-font\" >Master Black Belt, consultor e CEO da MI Domenech<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-b8ce787\" data-id=\"b8ce787\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-63584c6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"63584c6\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/www.linkedin.com\/in\/carlos-domenech-9b01a84\/\">\n\t\t\t<i aria-hidden=\"true\" class=\"rt-elementor-icon icon-linkedin-squared\"><\/i>\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1abdaa0 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"1abdaa0\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6c6c08d\" data-id=\"6c6c08d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7c37a24 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7c37a24\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-79f598e elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"79f598e\" data-element_type=\"section\" data-settings=\"{&quot;rt_color_sets&quot;:&quot;default-style&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div 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Este artigo apresenta uma dica que pode ser importante na sua decis\u00e3o. \u00a0 Em qualquer estudo estat\u00edstico as vari\u00e1veis podem ser de dois tipos: cont\u00ednuas ou atributos. De acordo com a natureza dessas vari\u00e1veis as t\u00e9cnicas utilizadas nas an\u00e1lises s\u00e3o [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":6854,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.14 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Medidas tipo Atributo ou vari\u00e1vel? - MI Domenech - Saiba mais<\/title>\n<meta name=\"description\" content=\"Em qualquer estudo estat\u00edstico as vari\u00e1veis podem ser de dois tipos: cont\u00ednuas ou atributos. 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