{"id":5891,"date":"2020-01-22T11:49:39","date_gmt":"2020-01-22T13:49:39","guid":{"rendered":"https:\/\/www.observatorioturismo.mg.gov.br\/?p=5891"},"modified":"2020-09-09T18:55:50","modified_gmt":"2020-09-09T21:55:50","slug":"extracao-de-dados-web-como-suporte-na-elaboracao-de-indicadores-do-turismo-de-minas-gerais-uma-iniciativa-em-big-data","status":"publish","type":"post","link":"https:\/\/www.observatorioturismo.mg.gov.br\/?p=5891","title":{"rendered":"Extra\u00e7\u00e3o de dados web como suporte na elabora\u00e7\u00e3o de indicadores do turismo de Minas Gerais: uma iniciativa em Big Data"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5891\" class=\"elementor elementor-5891\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6f7c1c9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6f7c1c9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1e35778\" data-id=\"1e35778\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-848ce5e elementor-widget elementor-widget-spacer\" data-id=\"848ce5e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\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-43a2644 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"43a2644\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e0cd801\" data-id=\"e0cd801\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-459b39c elementor-widget elementor-widget-image-box\" data-id=\"459b39c\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"> Extra\u00e7\u00e3o de dados web como suporte na elabora\u00e7\u00e3o de indicadores do turismo de Minas Gerais: uma iniciativa em Big Data<\/h3><p class=\"elementor-image-box-description\">Rafael Almeida de Oliveira. Disserta\u00e7\u00e3o (Mestrado) \u2013 Universidade Federal de Minas Gerais, Escola de Ci\u00eancia da Informa\u00e7\u00e3o: Belo Horizonte, 2017.<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\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-6a754d7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a754d7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c7747a7\" data-id=\"c7747a7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1d37bb6 elementor-widget elementor-widget-text-editor\" data-id=\"1d37bb6\" 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<div id=\"comp-ihkiojhf2_SinglePostMediaTop_MediaPost__0_0_def_6\" class=\" flex_vbox\"><div id=\"comp-ihkiojhf2_SinglePostMediaTop_MediaPost__0_0_def_7\" class=\"flex_display flex_vbox\"><div data-packed=\"false\" class=\"s_usaAWRichTextClickableSkin\" id=\"comp-ihkiojhf2_SinglePostMediaTop_MediaPost__0_0_title\"><div id=\"comp-ihkiojhf2_SinglePostMediaTop_MediaPost__0_0_titlerichTextContainer\" class=\"s_usaAWRichTextClickableSkin_richTextContainer s_usaAWRichTextClickableSkinrichTextContainer\"><p class=\"font_5\"><span>A pesquisa teve como objetivo estudar o fen\u00f4meno Big Data e a possibilidade de utiliza\u00e7\u00e3o de ferramentas de extra\u00e7\u00e3o de dados em ambiente web para auxiliar na elabora\u00e7\u00e3o de indicadores referente ao turismo em Minas Gerais. Primeiramente, realizou-se uma fundamenta\u00e7\u00e3o te\u00f3rica sobre conceitos fundamentais da ci\u00eancia da informa\u00e7\u00e3o para a contextualiza\u00e7\u00e3o do tema, al\u00e9m de pontuar o papel das ferramentas de extra\u00e7\u00e3o de informa\u00e7\u00f5es via web. Ap\u00f3s essa etapa, foi realizado um estudo de caso com uma ferramenta de extra\u00e7\u00e3o de dados denominada Import.io para coletar dados do site de viagens TripAdvisor, buscando as principais informa\u00e7\u00f5es dos atrativos tur\u00edsticos de Minas Gerais transformando-as em um banco de dados estruturado. Assim, foi poss\u00edvel analisar informa\u00e7\u00f5es como a oferta de atrativos por categorias no estado e por munic\u00edpio, o n\u00famero de avalia\u00e7\u00f5es, o perfil dos visitantes, o n\u00edvel de satisfa\u00e7\u00e3o e o per\u00edodo de maior visita\u00e7\u00e3o de cada um dos atrativos. Para comprovar a utilidade das informa\u00e7\u00f5es capturadas foi realizado um acompanhamento dos dados referentes ao Conjunto Arquitet\u00f4nico da Pampulha com o objetivo de avaliar um poss\u00edvel impacto do seu reconhecimento como patrim\u00f4nio mundial da humanidade na percep\u00e7\u00e3o dos visitantes. Os resultados mostraram que \u00e9 poss\u00edvel utilizar a extra\u00e7\u00e3o de dados disponibilizados em espa\u00e7o web para a cria\u00e7\u00e3o de indicadores de monitoramento do turismo que auxiliem o poder p\u00fablico na tomada de decis\u00e3o. Constatou-se tamb\u00e9m a necessidade de uma maior discuss\u00e3o sobre a forma de disponibiliza\u00e7\u00e3o dos dados por parte das plataformas online para \u00f3rg\u00e3os governamentais, visando dar utilidade \u00e0 informa\u00e7\u00e3o que possam beneficiar o p\u00fablico final. A metodologia apresentada poder\u00e1 auxiliar as esferas p\u00fablicas em extrair informa\u00e7\u00f5es estrat\u00e9gicas que est\u00e3o disponibilizadas na web, com baixo custo, otimizando a\u00e7\u00f5es e garantindo uma melhoria no uso de recursos.<\/span><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\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-21d6c96 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"21d6c96\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8e4775f\" data-id=\"8e4775f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78de11a elementor-widget elementor-widget-image\" data-id=\"78de11a\" 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\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.dropbox.com\/s\/unpp6rz04u0q44f\/Disserta%C3%A7%C3%A3o%20-%20Rafael%20Oliveira%20-%20Entrega.pdf?dl=0\" target=\"_blank\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.observatorioturismo.mg.gov.br\/wp-content\/uploads\/elementor\/thumbs\/leia-mais-pvs5nhaxhsgrem4uwa9rsf0cpp3s2xli00l6zri5bo.png\" title=\"leia mais\" alt=\"leia mais\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Artigo para Download<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Extra\u00e7\u00e3o de dados web como suporte na elabora\u00e7\u00e3o de indicadores do turismo de Minas Gerais: uma iniciativa em Big Data [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":6367,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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