﻿{"id":14398,"date":"2025-07-02T10:00:00","date_gmt":"2025-07-02T08:00:00","guid":{"rendered":"https:\/\/www.sigterritoires.fr\/?p=14398"},"modified":"2025-06-21T10:01:07","modified_gmt":"2025-06-21T08:01:07","slug":"referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly","status":"publish","type":"post","link":"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/","title":{"rendered":"Refer\u00eancia cruzada de sele\u00e7\u00e3o espacial e an\u00e1lise gr\u00e1fica no QGIS com o Data Plotly"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Em nosso artigo anterior, descobrimos como usar o plug-in <a href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/visualize-seus-dados-gis-no-qgis-com-o-plug-in-data-plotly\/\">Data Plotly<\/a> para criar gr\u00e1ficos diretamente no QGIS. Hoje, vamos dar um passo adiante e aprender a filtrar dinamicamente os dados exibidos nos gr\u00e1ficos, usando as ferramentas de sele\u00e7\u00e3o e as express\u00f5es de filtro do QGIS.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenu <\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Objetivo\" >Objetivo<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Exemplo_inicial_observacoes_de_campo\" >Exemplo inicial: observa\u00e7\u00f5es de campo<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Etapa_1_criar_um_grafico_padrao_com_o_Data_Plotly\" >Etapa 1: criar um gr\u00e1fico padr\u00e3o com o Data Plotly<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Etapa_2_limitar_a_analise_as_entidades_selecionadas\" >Etapa 2: limitar a an\u00e1lise \u00e0s entidades selecionadas<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Etapa_3_filtrar_com_uma_expressao\" >Etapa 3: filtrar com uma express\u00e3o<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Etapa_4_selecoes_alternadas_para_comparar\" >Etapa 4: sele\u00e7\u00f5es alternadas para comparar<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Casos_de_uso_concretos\" >Casos de uso concretos<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Dica_bonus_combine_com_%C2%AB_conjuntos_de_selecao\" >Dica b\u00f4nus: combine com \u00ab\u00a0conjuntos de sele\u00e7\u00e3o<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#Em_poucas_palavras\" >Em poucas palavras<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/pt\/referencia-cruzada-de-selecao-espacial-e-analise-grafica-no-qgis-com-o-data-plotly\/#O_que_vem_a_seguir\" >O que vem a seguir?<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Objetivo\"><\/span>Objetivo<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Criar gr\u00e1ficos interativos e contextuais para :\n<ul class=\"wp-block-list\">\n<li>Exibir somente dados de uma \u00e1rea selecionada no mapa;<\/li>\n\n\n\n<li>Exibir compara\u00e7\u00f5es entre diferentes subconjuntos de dados;<\/li>\n\n\n\n<li>Explorar visualmente dados de campanhas de campo ou observa\u00e7\u00f5es ambientais.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Exemplo_inicial_observacoes_de_campo\"><\/span>Exemplo inicial: observa\u00e7\u00f5es de campo<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Vamos imaginar uma camada de pontos representando pesquisas de lixo em v\u00e1rias praias, com os seguintes campos:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>beach: nome da praia<\/li>\n\n\n\n<li>type_of_waste: pl\u00e1stico, metal, vidro, etc.<\/li>\n\n\n\n<li>quantity: n\u00famero de objetos encontrados<\/li>\n\n\n\n<li>date_obs: data da observa\u00e7\u00e3o<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Etapa_1_criar_um_grafico_padrao_com_o_Data_Plotly\"><\/span>Etapa 1: criar um gr\u00e1fico padr\u00e3o com o Data Plotly<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Selecione a camada de pesquisa.<\/li>\n\n\n\n<li>Inicie Extens\u00f5es &gt; Data Plotly &gt; Painel do Data Plotly.<\/li>\n\n\n\n<li>Escolha um gr\u00e1fico de barras:\n<ul class=\"wp-block-list\">\n<li>X: type_dechet<\/li>\n\n\n\n<li>Y: quantidade<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Clique em Create Plot \u2192 voc\u00ea obter\u00e1 um histograma de todas as observa\u00e7\u00f5es.<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Etapa_2_limitar_a_analise_as_entidades_selecionadas\"><\/span>Etapa 2: limitar a an\u00e1lise \u00e0s entidades selecionadas<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a4 Sele\u00e7\u00e3o no mapa<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ative a ferramenta de sele\u00e7\u00e3o (ret\u00e2ngulo, pol\u00edgono, etc.) na barra de ferramentas do QGIS.<\/li>\n\n\n\n<li>Selecione uma ou mais \u00e1reas.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a4 No Data Plotly :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Marque a caixa \u201cUse only selected features\u201d (Usar somente os recursos selecionados) antes de criar o gr\u00e1fico.<\/li>\n\n\n\n<li>O gr\u00e1fico levar\u00e1 em conta apenas os recursos selecionados<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2025\/06\/data_plotly_selected.jpg?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"465\" height=\"351\" data-attachment-id=\"14279\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/croiser-selection-spatiale-et-analyse-graphique-dans-qgis-avec-data-plotly\/data_plotly_selected\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2025\/06\/data_plotly_selected.jpg?fit=465%2C351&amp;ssl=1\" data-orig-size=\"465,351\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"data_plotly_selected\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2025\/06\/data_plotly_selected.jpg?fit=465%2C351&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2025\/06\/data_plotly_selected.jpg?resize=465%2C351&#038;ssl=1\" alt=\"\" class=\"wp-image-14279\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2025\/06\/data_plotly_selected.jpg?w=465&amp;ssl=1 465w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2025\/06\/data_plotly_selected.jpg?resize=300%2C226&amp;ssl=1 300w\" sizes=\"auto, (max-width: 465px) 100vw, 465px\" \/><\/a><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>Exemple<\/strong> : vous pouvez ainsi comparer la quantit\u00e9 de d\u00e9chets sur une seule plage, ou une zone cibl\u00e9e du littoral.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Etapa_3_filtrar_com_uma_expressao\"><\/span>Etapa 3: filtrar com uma express\u00e3o<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Para an\u00e1lises mais precisas, use a ferramenta Filtro na camada:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Clique com o bot\u00e3o direito do mouse na camada &gt; Filtrar&#8230;<\/li>\n\n\n\n<li>Exemplo de filtro:<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>\u201cbeach\u201d = \u2018Anse Mourouk\u2019 AND \u201cdate_obs\u201d &gt;= '2025-01-01'<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Aplique o filtro \u2192 somente parte dos dados permanece ativa.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Em seguida, crie um gr\u00e1fico com o Data Plotly: ele levar\u00e1 em conta apenas as entidades filtradas, mesmo sem sele\u00e7\u00e3o manual.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Etapa_4_selecoes_alternadas_para_comparar\"><\/span>Etapa 4: sele\u00e7\u00f5es alternadas para comparar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Dica \u00fatil: crie v\u00e1rios gr\u00e1ficos sucessivos, cada um baseado em uma sele\u00e7\u00e3o diferente (por exemplo, um intervalo por intervalo).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Em seguida, voc\u00ea pode salvar cada gr\u00e1fico para gerar uma compara\u00e7\u00e3o visual em um relat\u00f3rio.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Casos_de_uso_concretos\"><\/span>Casos de uso concretos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ObjetivoM\u00e9todoRastrear tend\u00eancias de polui\u00e7\u00e3o em uma praiaFiltrar por praia + gr\u00e1fico por dataComparar res\u00edduos entre praias norte\/sulSele\u00e7\u00e3o manual + histogramaIdentificar \u00e1reas com mais metaisSele\u00e7\u00e3o + classifica\u00e7\u00e3o no gr\u00e1ficoCriar relat\u00f3rios tem\u00e1ticos por localSele\u00e7\u00f5es sucessivas + exporta\u00e7\u00e3o de gr\u00e1ficos<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Objetivo<\/th><th>M\u00e9todo<\/th><\/tr><\/thead><tbody><tr><td>Rastrear tend\u00eancias de polui\u00e7\u00e3o em uma praia<\/td><td>Filtrar por praia + gr\u00e1fico por data<\/td><\/tr><tr><td>Comparar res\u00edduos entre praias norte\/sul<\/td><td>Sele\u00e7\u00e3o manual + histograma<\/td><\/tr><tr><td>Identificar \u00e1reas com mais metais<\/td><td>Sele\u00e7\u00e3o + classifica\u00e7\u00e3o no gr\u00e1fico<\/td><\/tr><tr><td>Criar relat\u00f3rios tem\u00e1ticos por local<\/td><td>Sele\u00e7\u00f5es sucessivas + exporta\u00e7\u00e3o de gr\u00e1ficos<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Dica_bonus_combine_com_%C2%AB_conjuntos_de_selecao\"><\/span>Dica b\u00f4nus: combine com \u00ab\u00a0conjuntos de sele\u00e7\u00e3o<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Use grupos de sele\u00e7\u00e3o salvos (menu Selection &gt; Save selection as a group) para alternar rapidamente entre v\u00e1rios subconjuntos.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Em_poucas_palavras\"><\/span>Em poucas palavras<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Gra\u00e7as \u00e0s sele\u00e7\u00f5es e aos filtros interativos no QGIS, o Data Plotly se torna um verdadeiro painel de an\u00e1lise visual, diretamente conectado aos seus dados GIS. Isso significa que voc\u00ea pode:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ir al\u00e9m de uma simples exibi\u00e7\u00e3o de mapa;<\/li>\n\n\n\n<li>Explorar correla\u00e7\u00f5es, anomalias e tend\u00eancias locais;<\/li>\n\n\n\n<li>Produzir visualiza\u00e7\u00f5es direcionadas e export\u00e1veis.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"O_que_vem_a_seguir\"><\/span>O que vem a seguir?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">No pr\u00f3ximo artigo, veremos como exportar automaticamente uma s\u00e9rie de gr\u00e1ficos para cada entidade (praia, munic\u00edpio, etc.), usando uma combina\u00e7\u00e3o de QGIS, express\u00f5es din\u00e2micas e Data Plotly.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Em nosso artigo anterior, descobrimos como usar o plug-in Data Plotly para criar gr\u00e1ficos diretamente no QGIS. 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