{"id":3182,"date":"2025-07-29T08:45:00","date_gmt":"2025-07-29T11:45:00","guid":{"rendered":"https:\/\/qualimapas.com\/?p=3182"},"modified":"2025-07-31T09:34:33","modified_gmt":"2025-07-31T12:34:33","slug":"qgis-estatisticas","status":"publish","type":"post","link":"https:\/\/qualimapas.com\/index.php\/2025\/07\/29\/qgis-estatisticas\/","title":{"rendered":"QGIS: Estat\u00edsticas de Campo &#8211; Insights R\u00e1pidos para Seus Dados"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3182\" class=\"elementor elementor-3182\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-83a10bf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"83a10bf\" data-element_type=\"section\" data-e-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-93efafa\" data-id=\"93efafa\" data-element_type=\"column\" data-e-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-5d2dc09 elementor-widget elementor-widget-text-editor\" data-id=\"5d2dc09\" data-element_type=\"widget\" data-e-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\t<p>Voc\u00ea n\u00e3o precisa <strong>exportar a tabela de atributos do QGIS para o Excel<\/strong> para fazer an\u00e1lises estat\u00edsticas simples, como soma, m\u00e9dia, desvio padr\u00e3o, m\u00ednimo e m\u00e1ximo.<\/p><p>O QGIS tem uma <strong>ferramenta nativa<\/strong> espec\u00edfica para isso. Neste post, vamos mostrar essa ferramenta usando a base de dados do post anterior sobre densidade e mobilidade de S\u00e3o Paulo:<\/p><p><blockquote hcb-fetch-image-from=\"https:\/\/qualimapas.com\/index.php\/2025\/07\/24\/domine-mapa-sintese\/\" class=\"wp-embedded-content\" data-secret=\"BKK5gVLzKX\"><a href=\"https:\/\/qualimapas.com\/index.php\/2025\/07\/24\/domine-mapa-sintese\/\">Domine o QGIS: An\u00e1lise de Densidade e Mobilidade em S\u00e3o Paulo (Do Zero ao Mapa S\u00edntese Profissional)<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Domine o QGIS: An\u00e1lise de Densidade e Mobilidade em S\u00e3o Paulo (Do Zero ao Mapa S\u00edntese Profissional)&#8221; &#8212; qualimapas.com\" src=\"https:\/\/qualimapas.com\/index.php\/2025\/07\/24\/domine-mapa-sintese\/embed\/#?secret=ER8dnWvV3L#?secret=BKK5gVLzKX\" data-secret=\"BKK5gVLzKX\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b152259 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b152259\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb59327 elementor-widget elementor-widget-text-editor\" data-id=\"cb59327\" data-element_type=\"widget\" data-e-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\t<p style=\"text-align: center;\"><strong>Quer sair do zero e elaborar mapas completos e complexos, com dados e informa\u00e7\u00f5es organizadas e leg\u00edveis em um curso de apenas 6h?<\/strong><\/p>\t\t\t\t\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-797ada0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"797ada0\" data-element_type=\"section\" data-e-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-b351de0\" data-id=\"b351de0\" data-element_type=\"column\" data-e-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-c9334a0 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c9334a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/qualimapas.com\/index.php\/aprenda-qgis\/\" target=\"_blank\">\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\">saiba mais<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-843785f\" data-id=\"843785f\" data-element_type=\"column\" data-e-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-624d085 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"624d085\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/wa.me\/5541999112750?text=Ol%C3%A1%2C%20eu%20acessei%20o%20site%20da%20Qualimapas%20e%20gostaria%20de%20saber%20mais%20sobre%20o%20curso%20e%20assessorias!\">\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\">entre em contato<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\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 class=\"elementor-element elementor-element-24c1738 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"24c1738\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a957bfd elementor-widget elementor-widget-heading\" data-id=\"a957bfd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"#download\">Ferramenta campo para estat\u00edstica<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-357707f elementor-widget elementor-widget-heading\" data-id=\"357707f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"#youtube\">V\u00eddeo aula<\/a><\/h4>\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-ca2243c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ca2243c\" data-element_type=\"section\" data-e-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-b1c39d6\" data-id=\"b1c39d6\" data-element_type=\"column\" data-e-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-ba827b8 elementor-widget elementor-widget-menu-anchor\" data-id=\"ba827b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"download\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9cea45b elementor-widget elementor-widget-heading\" data-id=\"9cea45b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"#campo\">Ferramenta campo para estat\u00edstica<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf9ba7b elementor-widget elementor-widget-text-editor\" data-id=\"cf9ba7b\" data-element_type=\"widget\" data-e-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\t<p>V\u00e1 at\u00e9 as ferramentas de processamento e busque pela ferramenta &#8216;<strong>Campo para estat\u00edstica b\u00e1sica<\/strong>&#8216;, escolha a <strong>camada de entrada<\/strong> e o <strong>campo<\/strong> na tabela de atributos para os c\u00e1lculos, depois clique em executar:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98934b9 elementor-widget elementor-widget-image\" data-id=\"98934b9\" data-element_type=\"widget\" data-e-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\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"558\" src=\"https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.16.23-768x558.png\" class=\"attachment-medium_large size-medium_large wp-image-3190\" alt=\"\" srcset=\"https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.16.23-768x558.png 768w, https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.16.23-300x218.png 300w, https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.16.23-1024x744.png 1024w, https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.16.23-1536x1117.png 1536w, https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.16.23-2048x1489.png 2048w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Ferramenta campo para estat\u00edstica b\u00e1sica<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f420e3 elementor-widget elementor-widget-text-editor\" data-id=\"4f420e3\" data-element_type=\"widget\" data-e-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\t<p>Ap\u00f3s alguns segundos vai abrir um <strong>painel<\/strong> de visualizador de resultados <strong>com o link que cont\u00e9m os dados<\/strong>, clique no link e uma janela ir\u00e1 aparecer com as <strong>principais informa\u00e7\u00f5es de estat\u00edstica b\u00e1sica<\/strong>:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e97713 elementor-widget elementor-widget-image\" data-id=\"4e97713\" data-element_type=\"widget\" data-e-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\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"744\" src=\"https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.17.43-1024x744.png\" class=\"attachment-large size-large wp-image-3191\" alt=\"\" srcset=\"https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.17.43-1024x744.png 1024w, https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.17.43-300x218.png 300w, https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.17.43-768x558.png 768w, https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.17.43-1536x1117.png 1536w, https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/Captura-de-Tela-2025-07-28-as-12.17.43-2048x1489.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Resultados da ferramenta campo para estat\u00edstica b\u00e1sica<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8363335 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8363335\" data-element_type=\"section\" data-e-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-3d95a32\" data-id=\"3d95a32\" data-element_type=\"column\" data-e-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-52b4cbd elementor-widget elementor-widget-menu-anchor\" data-id=\"52b4cbd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"youtube\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68eb960 elementor-widget elementor-widget-heading\" data-id=\"68eb960\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">V\u00eddeo aula<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a881872 elementor-widget elementor-widget-text-editor\" data-id=\"a881872\" data-element_type=\"widget\" data-e-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\t<p>Quer saber <strong>mais detalhes<\/strong> esse passo a passo? Confira a <strong>v\u00eddeo aula<\/strong> no canal do Youtube:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d473c22 elementor-widget elementor-widget-video\" data-id=\"d473c22\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/4fQH3zYmbXA&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\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>Quer entender rapidamente seus dados geogr\u00e1ficos no QGIS? 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