{"id":8956,"date":"2024-11-18T15:49:15","date_gmt":"2024-11-18T18:49:15","guid":{"rendered":"https:\/\/www.midomenech.com.br\/?p=8956"},"modified":"2025-02-02T12:31:46","modified_gmt":"2025-02-02T15:31:46","slug":"ciencia-dos-dados-e-navalha-de-ockham","status":"publish","type":"post","link":"https:\/\/www.midomenech.com.br\/ciencia-dos-dados-e-navalha-de-ockham\/","title":{"rendered":"Ci\u00eancia dos Dados e Navalha de Ockham"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"8956\" class=\"elementor elementor-8956\">\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-9140dfb elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"9140dfb\" 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-77840d2\" data-id=\"77840d2\" 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-0d231f3 elementor-widget elementor-widget-text-editor\" data-id=\"0d231f3\" 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><span data-contrast=\"auto\">\u00a0 A <strong>Navalha de Ockham<\/strong> afirma que a explica\u00e7\u00e3o mais simples \u00e9 prefer\u00edvel \u00e0 explica\u00e7\u00e3o mais complexa. Isso porque teorias simples s\u00e3o mais f\u00e1ceis de verificar e processos descomplicados s\u00e3o mais f\u00e1ceis de executar. A metodologia Lean \u00e9 um caso excelente da navalha de Ockham; procura sempre um caminho mais simples de executar um processo pela elimina\u00e7\u00e3o de desperd\u00edcios. J\u00e1 comentamos em outro artigo (\u201cMusk, o \u00edndice de idiotice, estilo Startup e Lean\u201d <\/span><a href=\"https:\/\/www.linkedin.com\/pulse\/musk-o-%C3%ADndice-de-idiotice-estilo-startup-e-lean-midomenech-kfwkf\/\"><span data-contrast=\"none\">https:\/\/www.linkedin.com\/pulse\/musk-o-%C3%ADndice-de-idiotice-estilo-startup-e-lean-midomenech-kfwkf\/<\/span><\/a><span data-contrast=\"auto\">) como se pode usar o pensamento dos princ\u00edpios b\u00e1sicos para obter processos muito enxutos. Um livro interessante sobre o assunto \u00e9 \u201cElegant Solutions, May (2007)\u201d.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">\u00a0 Mostramos neste artigo a import\u00e2ncia desse conceito ao lidar com an\u00e1lise de dados no Six Sigma. A navalha de Ockham est\u00e1 relacionada com a lei da parcim\u00f4nia, que procura usar o menor n\u00famero poss\u00edvel de fatores para explicar um fen\u00f4meno.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">\u00a0 Para mostrar a utiliza\u00e7\u00e3o do princ\u00edpio da Navalha de Ockham, utilizamos um conjunto de dados de um artigo publicado por Jim Frost (Guide to Stepwise Regression and Best Subsets Regression, <\/span><a href=\"https:\/\/statisticsbyjim.com\/regression\/guide-stepwise-best-subsets-regression\/#google_vignette\"><span data-contrast=\"none\">https:\/\/statisticsbyjim.com\/regression\/guide-stepwise-best-subsets-regression\/#google_vignette<\/span><\/a><span data-contrast=\"auto\">). O conjunto de dados utilizado pelo autor est\u00e1 em <\/span><a href=\"https:\/\/statisticsbyjim.com\/wp-content\/uploads\/2017\/05\/ProductStrength.csv\"><span data-contrast=\"none\">https:\/\/statisticsbyjim.com\/wp-content\/uploads\/2017\/05\/ProductStrength.csv<\/span><\/a><span data-contrast=\"auto\">. O exemplo est\u00e1 relacionado com a constru\u00e7\u00e3o de um modelo de um processo de fabrica\u00e7\u00e3o. Deseja-se avaliar como diversas vari\u00e1veis de processo (Temperatura, Press\u00e3o, Taxa, Concentra\u00e7\u00e3o e Tempo) est\u00e3o relacionadas \u00e0 resist\u00eancia de um produto.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Antecipando a conclus\u00e3o:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"16\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:360,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Jim Frost utiliza o m\u00e9todo stepwise (passo a passo) e chega em um modelo com quatro vari\u00e1veis significantes (Temperatura, Press\u00e3o, Taxa e Concentra\u00e7\u00e3o) e com R<\/span><span data-contrast=\"auto\">2<\/span><span data-contrast=\"auto\"> ajustado = 87%.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"16\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:360,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Mostramos neste artigo como a explora\u00e7\u00e3o adequada dos dados permite chegar a um modelo mais parcimonioso com somente uma vari\u00e1vel de processo (Tempo) e com R<\/span><span data-contrast=\"auto\">2<\/span><span data-contrast=\"auto\"> ajustado = 93%.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li><\/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-31381aa elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"31381aa\" 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-ad629b7\" data-id=\"ad629b7\" 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-de9f096 elementor-widget elementor-widget-rt-heading\" data-id=\"de9f096\" 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<H2 class=\"rt-heading style-5\" >Roteiro para An\u00e1lise dos Dados <\/H2>\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\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-fe4e0c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"fe4e0c4\" 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-462abec\" data-id=\"462abec\" 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-a170615 elementor-widget elementor-widget-text-editor\" data-id=\"a170615\" 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><span class=\"TextRun SCXW232913979 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW232913979 BCX0\">Um roteiro interessante de an\u00e1lise <\/span><span class=\"NormalTextRun SCXW232913979 BCX0\">\u00e9<\/span><span class=\"NormalTextRun SCXW232913979 BCX0\"> representado na Figura 1.<\/span><\/span><span class=\"EOP SCXW232913979 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/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-6421921 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"6421921\" 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-0a6c679\" data-id=\"0a6c679\" 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-4284c40 elementor-widget elementor-widget-image\" data-id=\"4284c40\" 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=\"855\" height=\"438\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2024\/11\/figura-1-blog-de-ciencia-2024.png\" class=\"attachment-large size-large wp-image-8959\" alt=\"figura 1 - blog de ciencia 2024\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 1 \u2013 Etapas a utilizar na Ci\u00eancia de dados <\/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-fb594cb elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"fb594cb\" 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-1708c0f\" data-id=\"1708c0f\" 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-31a105f elementor-widget elementor-widget-heading\" data-id=\"31a105f\" 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\">Modelagem sem Explora\u00e7\u00e3o de dados <\/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-a92a4f6 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"a92a4f6\" 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-a589a27\" data-id=\"a589a27\" 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-d2ba9a8 elementor-widget elementor-widget-text-editor\" data-id=\"d2ba9a8\" 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><span class=\"TextRun SCXW96806120 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96806120 BCX0\">\u00a0 Consideremos que os passos 1) e 2) j\u00e1 foram realizados. <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW96806120 BCX0\">Frost<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\"> pula a etapa 3) e vai direto<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\"> para <\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">a constru\u00e7\u00e3o de um modelo de regress\u00e3o usando a metodologia <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW96806120 BCX0\">Stepwise<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">. <\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">Essa an\u00e1lise n<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">o <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW96806120 BCX0\">Minitab<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\"> essa an\u00e1lise pode ser feita em Estat\\ Regress\u00e3o\\Ajuste de Modelo de Regress\u00e3o, ativando o m\u00e9todo <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW96806120 BCX0\">Stepwise<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\"> no bot\u00e3o \u201c<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW96806120 BCX0\">Stepwise<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">\u201d. O modelo resultante manteve as vari\u00e1veis <\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">Temperatura, Press\u00e3o, Taxa e Concentra\u00e7\u00e3o<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\"> e eliminou a vari\u00e1vel Tempo do modelo; o valor de <\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">R<\/span><\/span><span class=\"TextRun SCXW96806120 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun Superscript SCXW96806120 BCX0\" data-fontsize=\"11\">2<\/span><\/span><span class=\"TextRun SCXW96806120 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96806120 BCX0\"> ajustado <\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">\u00e9<\/span> <span class=\"NormalTextRun SCXW96806120 BCX0\">87%<\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">, indicando um <\/span><span class=\"NormalTextRun SCXW96806120 BCX0\">modelo bastante adequado, como se pode ver no gr\u00e1fico de valores ajustados versus Resist\u00eancia (Figura 2). O gr\u00e1fico de res\u00edduos n\u00e3o mostrou nada anormal no ajuste.<\/span><\/span><span class=\"EOP SCXW96806120 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/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-b8bd132 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"b8bd132\" 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-357a63b\" data-id=\"357a63b\" 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-476697f elementor-widget elementor-widget-image\" data-id=\"476697f\" 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=\"950\" height=\"629\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2024\/11\/figura-2-blog-de-ciencia-de-dados-2024.png\" class=\"attachment-large size-large wp-image-8960\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 2 \u2013 Dispers\u00e3o de ajuste versus Resist\u00eancia. Modelo Resist\u00eancia = f(Temperatura, Press\u00e3o, Taxa e Concentra\u00e7\u00e3o) <\/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-a01c790 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"a01c790\" 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-061b3bd\" data-id=\"061b3bd\" 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-49afe63 elementor-widget elementor-widget-heading\" data-id=\"49afe63\" 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\">Modelagem com Explora\u00e7\u00e3o de dados <\/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-af31c4e elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"af31c4e\" 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-43dea94\" data-id=\"43dea94\" 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-7148d0f elementor-widget elementor-widget-text-editor\" data-id=\"7148d0f\" 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><span class=\"TextRun SCXW24848310 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW24848310 BCX0\">\u00a0 Mudamos agora a an\u00e1lise incluindo a etapa 3 de Explora\u00e7\u00e3o de dados. Como neste caso estamos preocupados <\/span><span class=\"NormalTextRun SCXW24848310 BCX0\">com a<\/span><span class=\"NormalTextRun SCXW24848310 BCX0\"> correla\u00e7\u00e3o entre vari\u00e1veis, um gr\u00e1fico adequado pode ser o gr\u00e1fico de dispers\u00e3o. Utilizamos no <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW24848310 BCX0\">Minitab<\/span><span class=\"NormalTextRun SCXW24848310 BCX0\"> o gr\u00e1fico Matriz de Dispers\u00e3o em Gr\u00e1fico\\Matriz de Dispers\u00e3o\\Simples. Adicionamos todas as vari\u00e1veis incluindo a resposta Resist\u00eancia. Obtemos o gr\u00e1fico da Figura 3.<\/span><span class=\"NormalTextRun SCXW24848310 BCX0\"> Pelo gr\u00e1fico fica muito evidente que Resist\u00eancia est\u00e1 fortemente correlacionada com Tempo, de forma quadr\u00e1tica.<\/span><\/span><span class=\"EOP SCXW24848310 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/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-d6782b1 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"d6782b1\" 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-26cb6db\" data-id=\"26cb6db\" 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-5a3564d elementor-widget elementor-widget-image\" data-id=\"5a3564d\" 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=\"904\" height=\"609\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2024\/11\/figura-3-blog-de-ciencia-de-dados-2024.png\" class=\"attachment-large size-large wp-image-8961\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 3 \u2013 Matriz de dispers\u00e3o das vari\u00e1veis Temperatura, Press\u00e3o, Taxa, Concentra\u00e7\u00e3o, Tempo e Resist\u00eancia<\/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-4e9adf8 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"4e9adf8\" 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-087788e\" data-id=\"087788e\" 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-9205de3 elementor-widget elementor-widget-text-editor\" data-id=\"9205de3\" 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><span class=\"TextRun SCXW41713370 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW41713370 BCX0\">\u00a0 Agora sim podemos passar para a etapa 4) de Modelagem dos dados. Utilizamos o mesmo procedimento anterior Estat\\Regress\u00e3o\\Regress\u00e3o\\Ajuste de Modelo de Regress\u00e3o, preenchendo o menu como na Figura 4. No bot\u00e3o <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW41713370 BCX0\">Stepwise<\/span> <span class=\"NormalTextRun SCXW41713370 BCX0\">desativamos o M\u00e9todo <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW41713370 BCX0\">Stepwise<\/span><span class=\"NormalTextRun SCXW41713370 BCX0\"> (M\u00e9todo = Nenhum)<\/span><span class=\"NormalTextRun SCXW41713370 BCX0\">.<\/span><\/span><span class=\"EOP SCXW41713370 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/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-aa4326b elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"aa4326b\" 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-084f94e\" data-id=\"084f94e\" 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-b6ceeab elementor-widget elementor-widget-image\" data-id=\"b6ceeab\" 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=\"972\" height=\"513\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2024\/11\/figura-4-blog-de-ciencia-de-dados-2024.png\" class=\"attachment-large size-large wp-image-8962\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 4 \u2013 Inclus\u00e3o de um termo quadr\u00e1tico para Tempo<\/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-6f213ba elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"6f213ba\" 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-e9af321\" data-id=\"e9af321\" 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-a9c51dc elementor-widget elementor-widget-text-editor\" data-id=\"a9c51dc\" 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><span class=\"TextRun SCXW4899858 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4899858 BCX0\">\u00a0 O modelo resultante tem somente a vari\u00e1vel Tempo (e Tempo^<\/span><\/span><span class=\"TextRun SCXW4899858 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun Superscript SCXW4899858 BCX0\" data-fontsize=\"11\">2<\/span><\/span><span class=\"TextRun SCXW4899858 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4899858 BCX0\">) <\/span><span class=\"NormalTextRun SCXW4899858 BCX0\">como significativas. <\/span><span class=\"NormalTextRun SCXW4899858 BCX0\">O gr\u00e1fico da Figura 5 mostra a import\u00e2ncia e efeito de todas as vari\u00e1veis (significantes e n\u00e3o significantes). Claramente<\/span><span class=\"NormalTextRun SCXW4899858 BCX0\">, quando o Tempo permanece no modelo, a import\u00e2ncia das outras vari\u00e1veis sobre a <\/span><span class=\"NormalTextRun SCXW4899858 BCX0\">Resist\u00eancia<\/span><span class=\"NormalTextRun SCXW4899858 BCX0\"> fica desprez\u00edvel.<\/span><\/span><\/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-98de16f elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"98de16f\" 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-6962af2\" data-id=\"6962af2\" 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-75b82b4 elementor-widget elementor-widget-image\" data-id=\"75b82b4\" 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=\"920\" height=\"548\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2024\/11\/figura-5-blog-de-ciencia-de-dados-2024.png\" class=\"attachment-large size-large wp-image-8963\" alt=\"figura 5 - blog de ciencia de dados 2024\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Figura 5 \u2013 Gr\u00e1ficos fatoriais para evidenciar o efeito das vari\u00e1veis de processo sobre a Resist\u00eancia<\/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-2ce000e elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"2ce000e\" 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-e8f52a1\" data-id=\"e8f52a1\" 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-1cb8b27 elementor-widget elementor-widget-text-editor\" data-id=\"1cb8b27\" 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><span class=\"TextRun SCXW189775824 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW189775824 BCX0\">\u00a0 Deixando somente a vari\u00e1vel Tempo e Tempo^<\/span><\/span><span class=\"TextRun SCXW189775824 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun Superscript SCXW189775824 BCX0\" data-fontsize=\"11\">2<\/span><\/span><span class=\"TextRun SCXW189775824 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW189775824 BCX0\"> no modelo e refazendo a an\u00e1lise se chega a um modelo muito mais parcimonioso (a navalha de <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW189775824 BCX0\">Ockham<\/span><span class=\"NormalTextRun SCXW189775824 BCX0\"> em a\u00e7\u00e3o!) e um R^<\/span><\/span><span class=\"TextRun SCXW189775824 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun Superscript SCXW189775824 BCX0\" data-fontsize=\"11\">2<\/span><\/span><span class=\"TextRun SCXW189775824 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW189775824 BCX0\"> ajustado = 93%, melhor que o modelo anterior que tinha 4 vari\u00e1veis independentes e um R^<\/span><\/span><span class=\"TextRun SCXW189775824 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun Superscript SCXW189775824 BCX0\" data-fontsize=\"11\">2<\/span><\/span><span class=\"TextRun SCXW189775824 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW189775824 BCX0\"> ajustado = 87%.<\/span><\/span><\/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-9edea1d elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"9edea1d\" 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-20dc2c8\" data-id=\"20dc2c8\" 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-e2a41d0 elementor-widget elementor-widget-image\" data-id=\"e2a41d0\" 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=\"935\" height=\"193\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2024\/11\/figura-6-blog-de-ciencia-de-dados-2024.png\" class=\"attachment-large size-large wp-image-8964\" alt=\"figura 6 - blog de ciencia de dados 2024\" 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\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-3c569f3 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"3c569f3\" 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-258bdef\" data-id=\"258bdef\" 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-3a569a4 elementor-widget elementor-widget-text-editor\" data-id=\"3a569a4\" 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><span class=\"TextRun SCXW262833040 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW262833040 BCX0\">\u00a0 Recomenda-se diminuir os valores de VIF atrav\u00e9s da codifica\u00e7\u00e3o das vari\u00e1veis<\/span><span class=\"NormalTextRun SCXW262833040 BCX0\"> (veja figura abaixo), mas esse \u00e9 um assunto de outro artigo!<\/span><\/span><span class=\"EOP SCXW262833040 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/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-e1e19fb elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"e1e19fb\" 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-f10e267\" data-id=\"f10e267\" 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-3426f6e elementor-widget elementor-widget-image\" data-id=\"3426f6e\" 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=\"531\" height=\"186\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2024\/11\/figura-7-blog-de-ciencia-de-dados-2024.png\" class=\"attachment-large size-large wp-image-8965\" alt=\"figura 7 - blog de ciencia de dados 2024\" 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\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-2024160 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"2024160\" 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-b4e3fb2\" data-id=\"b4e3fb2\" 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-09ad465 elementor-widget elementor-widget-rt-heading\" data-id=\"09ad465\" 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<H2 class=\"rt-heading style-5\" >Conclus\u00e3o<\/H2>\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\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-79c1f36 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"79c1f36\" 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-8f4533f\" data-id=\"8f4533f\" 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-fcb0ab7 elementor-widget elementor-widget-text-editor\" data-id=\"fcb0ab7\" 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><span class=\"TextRun SCXW112673061 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW112673061 BCX0\">\u00a0 A an\u00e1lise adequada dos dados, utilizando primeir<\/span><span class=\"NormalTextRun SCXW112673061 BCX0\">amente<\/span><span class=\"NormalTextRun SCXW112673061 BCX0\"> m\u00e9todos gr\u00e1ficos de explora\u00e7\u00e3o permite \u2013 muitas vezes \u2013 chegar a modelos mais parcimoniosos com menor n\u00famero de fatores e de interpreta\u00e7\u00e3o mais simples<\/span><span class=\"NormalTextRun SCXW112673061 BCX0\">. Nem sempre a sa\u00edda vai ser o uso de gr\u00e1ficos. H\u00e1 situa\u00e7\u00f5es em que a transforma\u00e7\u00e3o adequada da vari\u00e1vel resposta ou de alguma vari\u00e1vel independente, permite eliminar intera\u00e7\u00f5es complexas ou comportamentos n\u00e3o lineares<\/span><span class=\"NormalTextRun SCXW112673061 BCX0\"> (ver <\/span><\/span><a class=\"Hyperlink HyperlinkGateOff SCXW112673061 BCX0\" href=\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined UnderlinedGateOff SCXW112673061 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW112673061 BCX0\" data-ccp-charstyle=\"Hyperlink\">https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/<\/span><\/span><\/a><span class=\"TextRun SCXW112673061 BCX0\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW112673061 BCX0\">).\u00a0<\/span><\/span><span class=\"EOP SCXW112673061 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:120,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/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-e791d6f elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"e791d6f\" 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-b13332c\" data-id=\"b13332c\" 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-7a32e45 elementor-widget elementor-widget-rt-heading\" data-id=\"7a32e45\" 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\" >Refer\u00eancia<\/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\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-74b11a6 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"74b11a6\" 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-cf8b7f0\" data-id=\"cf8b7f0\" 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-c214900 elementor-widget elementor-widget-text-editor\" data-id=\"c214900\" 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<ul><li><span class=\"NormalTextRun SCXW13757289 BCX0\">Matthew May<\/span><span class=\"NormalTextRun SCXW13757289 BCX0\"> (2007).<\/span><span class=\"NormalTextRun SCXW13757289 BCX0\"> The Elegant Solution: Toyota&#8217;s Formula for Mastering Innovation<\/span><span class=\"NormalTextRun SCXW13757289 BCX0\">. Em <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW13757289 BCX0\">portugu\u00eas<\/span><span class=\"NormalTextRun SCXW13757289 BCX0\">: Toyota, a <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW13757289 BCX0\">F\u00f3rmula<\/span><span class=\"NormalTextRun SCXW13757289 BCX0\"> da <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW13757289 BCX0\">Inova\u00e7\u00e3o<\/span><span class=\"NormalTextRun SCXW13757289 BCX0\">.<\/span><\/li><\/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-8daa662 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"8daa662\" 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-8aab598\" data-id=\"8aab598\" 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-937840c elementor-widget elementor-widget-image\" data-id=\"937840c\" 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-420ff22\" data-id=\"420ff22\" 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-4978b33 elementor-widget elementor-widget-rt-heading\" data-id=\"4978b33\" 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-3a65831 elementor-widget elementor-widget-rt-heading\" data-id=\"3a65831\" 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, Instrutor 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-af3d300\" data-id=\"af3d300\" 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-3105171 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3105171\" 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-efd2b9c elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"efd2b9c\" 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-e5829e7\" data-id=\"e5829e7\" 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-961dcd3 elementor-widget elementor-widget-facebook-button\" data-id=\"961dcd3\" data-element_type=\"widget\" data-widget_type=\"facebook-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div data-layout=\"standard\" data-colorscheme=\"light\" data-size=\"small\" data-show-faces=\"false\" class=\"elementor-facebook-widget fb-like\" data-href=\"https:\/\/www.midomenech.com.br?p=8956\" data-share=\"false\" data-action=\"like\"><\/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-8d977d7 elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"8d977d7\" 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-3b2720c\" data-id=\"3b2720c\" 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-72856e6 elementor-widget elementor-widget-facebook-comments\" data-id=\"72856e6\" data-element_type=\"widget\" data-widget_type=\"facebook-comments.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-facebook-widget fb-comments\" data-href=\"https:\/\/www.midomenech.com.br?p=8956\" data-width=\"100%\" data-numposts=\"10\" data-order-by=\"social\" style=\"min-height: 1px\"><\/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-3f4b87b elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"3f4b87b\" 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-7e7d9a6\" data-id=\"7e7d9a6\" 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-ff24e51 elementor-widget elementor-widget-image\" data-id=\"ff24e51\" 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\t<a href=\"https:\/\/online.midomenech.com.br\/courses\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"179\" src=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2023\/03\/Lean-Six-sigma.png\" class=\"attachment-large size-large wp-image-7497\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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\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-9df0dbe elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"9df0dbe\" 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-a977741\" data-id=\"a977741\" 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-f12d9f2 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f12d9f2\" 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-945dfcd elementor-section-boxed elementor-section-height-default elementor-section-height-default default-style\" data-id=\"945dfcd\" 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-caaeb55\" data-id=\"caaeb55\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap 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Isso porque teorias simples s\u00e3o mais f\u00e1ceis de verificar e processos descomplicados s\u00e3o mais f\u00e1ceis de executar. A metodologia Lean \u00e9 um caso excelente da navalha de Ockham; procura sempre um caminho mais simples de executar um processo [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":9020,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[34,32],"tags":[71,72,37,73],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.14 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Ci\u00eancia dos Dados e Navalha de Ockham - MI Domenech<\/title>\n<meta name=\"description\" content=\"A an\u00e1lise adequada dos dados, utilizando m\u00e9todos gr\u00e1ficos de explora\u00e7\u00e3o permite chegar a modelos mais parcimoniosos...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.midomenech.com.br\/ciencia-dos-dados-e-navalha-de-ockham\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ci\u00eancia dos Dados e Navalha de Ockham - 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