{"id":18729,"date":"2021-12-02T18:44:34","date_gmt":"2021-12-02T21:44:34","guid":{"rendered":"https:\/\/www.infnet.edu.br\/esti\/?page_id=18729"},"modified":"2023-09-27T14:09:46","modified_gmt":"2023-09-27T17:09:46","slug":"iot-data-science-machine-learning","status":"publish","type":"faculdade","link":"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/iot-data-science-machine-learning\/","title":{"rendered":"Engenharia da Computa\u00e7\u00e3o :: Iot, Data Science e Machine Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"18729\" class=\"elementor elementor-18729\" data-elementor-post-type=\"faculdade\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-43d6adde elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"43d6adde\" 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-366517d1\" data-id=\"366517d1\" 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-6e992275 elementor-widget elementor-widget-heading\" data-id=\"6e992275\" 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\">Faculdade de <font color=\"#073367\"><b>Engenharia da Computa\u00e7\u00e3o<\/b><\/font><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f0bc03b elementor-widget elementor-widget-heading\" data-id=\"3f0bc03b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\"><font color=\"#073367\"><b>Iot, Data Science e Machine Learning<\/b><\/font><\/h1>\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-40412b79 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"40412b79\" 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-4797bf94\" data-id=\"4797bf94\" 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-350f8b5 elementor-widget elementor-widget-text-editor\" data-id=\"350f8b5\" 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\n<table id=\"tablepress-edc-iot-data\" class=\"tablepress tablepress-id-edc-iot-data\">\n<tbody class=\"row-hover\">\n<tr class=\"row-1 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-2 even\">\n\t<td class=\"column-1\"><strong>Entreg\u00e1vel do Bloco:<\/strong><\/td>\n<\/tr>\n<tr class=\"row-3 odd\">\n\t<td class=\"column-1\">Implementar um sistema de predi\u00e7\u00e3o baseado dados obtidos a partir de sensores de dispositivos IoT conectados \u00e0 nuvem, documentando a solu\u00e7\u00e3o e explicando a modelagem utilizada.<\/td>\n<\/tr>\n<tr class=\"row-4 even\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-5 odd\">\n\t<td class=\"column-1\"><strong>Projeto de Bloco em IoT e Data Science<\/strong><\/td>\n<\/tr>\n<tr class=\"row-6 even\">\n\t<td class=\"column-1\">1 &#8211; Descrever os conceito de big data, an\u00e1lise de dados e machine learning<\/td>\n<\/tr>\n<tr class=\"row-7 odd\">\n\t<td class=\"column-1\">2 &#8211; Analisar aplica\u00e7\u00f5es de an\u00e1lise de dados<\/td>\n<\/tr>\n<tr class=\"row-8 even\">\n\t<td class=\"column-1\">3 &#8211; Especificar um sistema de predi\u00e7\u00e3o baseado em dados<\/td>\n<\/tr>\n<tr class=\"row-9 odd\">\n\t<td class=\"column-1\">4 &#8211; Implementar um sistema de predi\u00e7\u00e3o baseado em dados obtidos a partir de sensores IoT<\/td>\n<\/tr>\n<tr class=\"row-10 even\">\n\t<td class=\"column-1\">5 &#8211; Documentar o sistema implementado<\/td>\n<\/tr>\n<tr class=\"row-11 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-12 even\">\n\t<td class=\"column-1\"><strong>Matem\u00e1tica para Data Science e Machine Learning<\/strong><\/td>\n<\/tr>\n<tr class=\"row-13 odd\">\n\t<td class=\"column-1\">1 &#8211; Explicar o que \u00e9 an\u00e1lise de dados e como funciona o machine learning<\/td>\n<\/tr>\n<tr class=\"row-14 even\">\n\t<td class=\"column-1\">2 &#8211; Aplicar fundamentos de programa\u00e7\u00e3o em Data Science<\/td>\n<\/tr>\n<tr class=\"row-15 odd\">\n\t<td class=\"column-1\">3 &#8211; Descrever dados quantitativamente aplicando estat\u00edstica<\/td>\n<\/tr>\n<tr class=\"row-16 even\">\n\t<td class=\"column-1\">4 &#8211; Construir an\u00e1lises de dados simples<\/td>\n<\/tr>\n<tr class=\"row-17 odd\">\n\t<td class=\"column-1\">5 &#8211; Implementar an\u00e1lises de dados<\/td>\n<\/tr>\n<tr class=\"row-18 even\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-19 odd\">\n\t<td class=\"column-1\"><strong>Internet of Things<\/strong><\/td>\n<\/tr>\n<tr class=\"row-20 even\">\n\t<td class=\"column-1\">1 &#8211; Explicar conceitos e modelos de arquitetura de IoT<\/td>\n<\/tr>\n<tr class=\"row-21 odd\">\n\t<td class=\"column-1\">2 &#8211; Utilizar sensores IoT para coleta de dados<\/td>\n<\/tr>\n<tr class=\"row-22 even\">\n\t<td class=\"column-1\">3 &#8211; Conectar sensores IoT \u00e0 nuvem para armazenamento de dados<\/td>\n<\/tr>\n<tr class=\"row-23 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-24 even\">\n\t<td class=\"column-1\"><strong>Data Science<\/strong><\/td>\n<\/tr>\n<tr class=\"row-25 odd\">\n\t<td class=\"column-1\">1 &#8211; Implementar an\u00e1lises de dados avan\u00e7adas e validar resultados<\/td>\n<\/tr>\n<tr class=\"row-26 even\">\n\t<td class=\"column-1\">2 &#8211; Realizar coleta e prepara\u00e7\u00e3o de dados para an\u00e1lises de dados<\/td>\n<\/tr>\n<tr class=\"row-27 odd\">\n\t<td class=\"column-1\">3 &#8211; Implementar an\u00e1lises de dados em problemas supervisionados e n\u00e3o-supervisionados<\/td>\n<\/tr>\n<tr class=\"row-28 even\">\n\t<td class=\"column-1\">4 &#8211; Interpretar resultados de an\u00e1lises de dados avan\u00e7adas<\/td>\n<\/tr>\n<tr class=\"row-29 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-30 even\">\n\t<td class=\"column-1\"><strong>Data Analytics e Machine Learning em IoT<\/strong><\/td>\n<\/tr>\n<tr class=\"row-31 odd\">\n\t<td class=\"column-1\">1 &#8211; Preparar dados coletados a partir sensores<\/td>\n<\/tr>\n<tr class=\"row-32 even\">\n\t<td class=\"column-1\">2 &#8211; Realizar an\u00e1lises de grandes volumes de dados coletados por dispositivos IoT<\/td>\n<\/tr>\n<tr class=\"row-33 odd\">\n\t<td class=\"column-1\">3 &#8211; Realizar an\u00e1lises de grandes volumes de dados coletados por dispositivos IoT em tempo real<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-edc-iot-data from cache -->\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-ded3202 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"ded3202\" 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-c3d1a0c\" data-id=\"c3d1a0c\" 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-37800e9 elementor-widget elementor-widget-template\" data-id=\"37800e9\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"18530\" class=\"elementor elementor-18530\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-56eb377 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"56eb377\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-5cc7f16\" data-id=\"5cc7f16\" 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-0a2d61e elementor-widget elementor-widget-heading\" data-id=\"0a2d61e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>blocos do curso<\/b><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c8c85f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0c8c85f\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-89f4fb7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"89f4fb7\" 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-50 elementor-inner-column elementor-element elementor-element-2cdc5aa8\" data-id=\"2cdc5aa8\" 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-5a0379f7 curriculoLista elementor-widget elementor-widget-heading\" data-id=\"5a0379f7\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/desenvolvimento-software\/\">Fundamentos do Desenvolvimento de Software\t\t\t\t<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1575ddf6 curriculoLista elementor-widget elementor-widget-heading\" data-id=\"1575ddf6\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/processamento-de-dados\/\">Processamento de Dados\t\t\t\t<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-612d3efe curriculoLista elementor-widget elementor-widget-heading\" data-id=\"612d3efe\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/desenvolvimento-front-end-frameworks\/\">Desenvolvimento Front-end com Frameworks\t\t\t\t<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a935f3b curriculoLista elementor-widget elementor-widget-heading\" data-id=\"a935f3b\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/back-end\/\">Desenvolvimento Back-end\t\t\t\t<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ede85c curriculoLista elementor-widget elementor-widget-heading\" data-id=\"2ede85c\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/iot-data-science-machine-learning\/\">IoT, Data Science e Machine Learning\t\t\t\t<\/a><\/h3>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7fbe8ba7\" data-id=\"7fbe8ba7\" 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-746e9879 curriculoLista elementor-widget elementor-widget-heading\" data-id=\"746e9879\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/processamento-sinais\/\">Processamento Digital de Sinais\t\t\t\t<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b715d9d curriculoLista elementor-widget elementor-widget-heading\" data-id=\"4b715d9d\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/sistemas-embarcados\/\">Sistemas Digitais Embarcados\t\t\t\t<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b45cc9d curriculoLista elementor-widget elementor-widget-heading\" data-id=\"2b45cc9d\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/sistemas-roboticos\/\">Sistemas Rob\u00f3ticos\t\t\t\t<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1bac1c curriculoLista elementor-widget elementor-widget-heading\" data-id=\"b1bac1c\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/engenharia-de-softwares-escalaveis\/\">Engenharia de Softwares Escal\u00e1veis\t\t\t\t<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eb95a6 curriculoLista elementor-widget elementor-widget-heading\" data-id=\"0eb95a6\" 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\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/ciencia-da-computacao\/\">Ci\u00eancia da Computa\u00e7\u00e3o\t\t\t\t<\/a><\/h3>\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 class=\"elementor-element elementor-element-653af28 elementor-widget elementor-widget-spacer\" data-id=\"653af28\" 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<div class=\"elementor-element elementor-element-e895bf3 elementor-align-center elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"e895bf3\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/faculdade.infnet.site\/faculdade\/engenharia-da-computacao\/#matriz\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Voltar \u00e0 p\u00e1gina principal da gradua\u00e7\u00e3o<\/span>\n\t\t\t\t\t<\/span>\n\t\t\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<\/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\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-6673d6ef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6673d6ef\" 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-13f33570\" data-id=\"13f33570\" 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-a1bfb8e elementor-widget elementor-widget-menu-anchor\" data-id=\"a1bfb8e\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"informacoes\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2224a467 elementor-widget elementor-widget-heading\" data-id=\"2224a467\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:bold;color:#073367\">precisa de mais<\/span> informa\u00e7\u00f5es?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22dd8fe elementor-widget elementor-widget-global elementor-global-15815 elementor-widget-html\" data-id=\"22dd8fe\" data-element_type=\"widget\" id=\"bot\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script SameSite=\"None; Secure\" src=\"https:\/\/cdn.landbot.io\/landbot-3\/landbot-3.0.0.js\"><\/script>\r\n<div id=\"myLandbot\" style=\"width: 100%; height: 850px\"><\/div>\r\n<script>\r\n  var myLandbot = new Landbot.Container({\r\n    container: '#myLandbot',\r\n    configUrl: 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