{"id":3133,"date":"2025-07-22T08:45:00","date_gmt":"2025-07-22T11:45:00","guid":{"rendered":"https:\/\/qualimapas.com\/?p=3133"},"modified":"2025-07-17T10:52:09","modified_gmt":"2025-07-17T13:52:09","slug":"python-qgis-ia","status":"publish","type":"post","link":"https:\/\/qualimapas.com\/index.php\/2025\/07\/22\/python-qgis-ia\/","title":{"rendered":"Python no QGIS com IA (Chat GPT): Automa\u00e7\u00e3o Simples para Iniciantes"},"content":{"rendered":"\t\t
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Se voc\u00ea j\u00e1 tem um conhecimento b\u00e1sico de Python e IA<\/strong>, esse post vai ser muito \u00fatil para voc\u00ea. O objetivo aqui \u00e9 automatizar uma tarefa que pode levar muito tempo<\/strong> para ser executada apenas com as ferramentas dispon\u00edveis do QGIS.<\/p>

No exemplo do post, vamos elaborar um script em Python utilizando o ChatGPT<\/strong> para fazer a sele\u00e7\u00e3o e exporta\u00e7\u00e3o de uma base de dados pesada, a hidrografia do Paran\u00e1, a partir do recorte da RMC – Regi\u00e3o Metropolitana de Curitiba.<\/strong><\/p>

Entendendo a l\u00f3gica<\/strong>, voc\u00ea ser\u00e1 capaz de elaborar seus pr\u00f3prios scripts e ganhar mais tempo<\/strong> para o que \u00e9 realmente relevante.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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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

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\n\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tsaiba 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
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\n\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tentre 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
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Download dos dados<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Criando o script Python na IA (ChatGPT)<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Rodando o script Python no QGIS<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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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
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<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Download dos dados<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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V\u00e1 at\u00e9 a p\u00e1gina bases de dados<\/a> aqui da Qualimapas e procure o link do GeoParan\u00e1,\u00a0<\/b>clique na op\u00e7\u00e3o de cat\u00e1logo de dados e metadados e encontre a base Hidrografia Ottocodificada – Trecho de Drenagem (2020)<\/strong>:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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GeoPR - Hidrografia<\/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
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O formato dispon\u00edvel para download \u00e9 em GDB – Geodatabase<\/strong>. Fa\u00e7a o download e extraia a pasta que vem comprimida em formato .rar. Carregue a base no QGIS usando o formato ‘Diret\u00f3rio’, tipo ‘Arquivo aberto GDB’:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Carregar GDB - Geodatabase<\/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
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Carregue tamb\u00e9m a camada que ser\u00e1 interseccionada com a camada principal<\/strong>, aqui no exemplo s\u00e3o os munic\u00edpios da RMC:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Hidrografia PR e RMC<\/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
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Criando o script Python na IA (ChatGPT)<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Com as duas camadas carregadas, vamos elaborar o script no ChatGPT. No prompt de comando seja claro e objetivo<\/strong>, por exemplo:<\/p>

“Escreva um script para utilizar no terminal Python no QGIS.<\/strong>
Objetivo:<\/strong> diminuir o tempo de sele\u00e7\u00e3o e exporta\u00e7\u00e3o em formato Geopackage com muitas informa\u00e7\u00f5es.
Fun\u00e7\u00e3o:<\/strong> selecionar fei\u00e7\u00f5es e exportar de uma camada interseccionada por outra.
C\u00f3digo:<\/strong> coloque o m\u00e1ximo de explica\u00e7\u00f5es poss\u00edvel”<\/p>

O ChatGPT vai escrever o c\u00f3digo e dar algumas explica\u00e7\u00f5es de como usar:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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C\u00f3digo gerado pelo ChatGPT<\/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
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Copie o c\u00f3digo e cole em algum notebook de sua prefer\u00eancia, para isso eu uso o Mu Editor<\/strong>, bem simples e menos burocr\u00e1tico que outros. Salve o c\u00f3digo em formato .py (Python):<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Mu Editor<\/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
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Rodando o script Python no QGIS<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Para rodar o script vamos abrir o terminal no menu de complementos:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Abrir o terminal Python<\/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
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Ao abrir o terminal clique no \u00edcone ‘Mostrar editor’<\/strong>, ir\u00e1 aparecer uma caixa de texto ao lado do terminal:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Terminal Pyhton<\/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
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Agora clique no \u00edcone de ‘Abrir script’<\/strong>\u00a0e procure o c\u00f3digo salvo em formato .py; ele ir\u00e1 aparecer na caixa de texto:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Abrir script<\/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
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Leia o c\u00f3digo e localize onde voc\u00ea deve digitar os valores das vari\u00e1veis de acordo com os nomes das camadas do seu projeto<\/strong>.<\/p>

Aqui no exemplo foram atribu\u00eddos os valores para a camada de entrada, a de intersec\u00e7\u00e3o e a sa\u00edda:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Substituir vari\u00e1veis<\/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
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Coloque o c\u00f3digo para rodar clicando no \u00edcone da seta verde<\/strong>, caso ocorra algum erro, copie o erro do terminal e cole no ChatGPT para que ele resolva. Pode ser necess\u00e1rio salvar o c\u00f3digo e abrir novamente.\u00a0<\/strong><\/p>

O resultado \u00e9 esse:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Vou deixar aqui o c\u00f3digo que deu certo e que j\u00e1 usei para recortar outras informa\u00e7\u00f5es como curvas de n\u00edvel<\/strong>:<\/p>

import qgis.core
import qgis.utils
import processing
import os # Importa o m\u00f3dulo os para manipula\u00e7\u00e3o de caminhos de arquivo<\/p>

def selecionar_e_exportar_por_localizacao(nome_camada_principal, nome_camada_selecao, caminho_saida_gpkg):<\/p>

# 1. Obter as camadas do projeto QGIS atual
# QgsProject.instance().mapLayersByName() retorna uma lista, pegamos o primeiro elemento [0]
camadas_principais = QgsProject.instance().mapLayersByName(nome_camada_principal)
camadas_selecao = QgsProject.instance().mapLayersByName(nome_camada_selecao)<\/p>

if not camadas_principais:
print(f”ERRO: Camada principal ‘{nome_camada_principal}’ n\u00e3o encontrada no projeto QGIS.”)
qgis.utils.iface.messageBar().pushMessage(
“Erro”, f”Camada principal ‘{nome_camada_principal}’ n\u00e3o encontrada.”, level=Qgis.Critical
)
return<\/p>

if not camadas_selecao:
print(f”ERRO: Camada de sele\u00e7\u00e3o ‘{nome_camada_selecao}’ n\u00e3o encontrada no projeto QGIS.”)
qgis.utils.iface.messageBar().pushMessage(
“Erro”, f”Camada de sele\u00e7\u00e3o ‘{nome_camada_selecao}’ n\u00e3o encontrada.”, level=Qgis.Critical
)
return<\/p>

camada_principal = camadas_principais[0]
camada_selecao = camadas_selecao[0]<\/p>

print(f”Iniciando processo para ‘{nome_camada_principal}’ usando ‘{nome_camada_selecao}’…”)
qgis.utils.iface.messageBar().pushMessage(
“Info”, f”Iniciando sele\u00e7\u00e3o por localiza\u00e7\u00e3o…”, level=Qgis.Info
)<\/p>

# 2. Limpar qualquer sele\u00e7\u00e3o existente na camada principal
# Isso garante que a sele\u00e7\u00e3o seja feita do zero
camada_principal.removeSelection()
print(f”Sele\u00e7\u00e3o existente na camada ‘{nome_camada_principal}’ limpa.”)<\/p>

# 3. Realizar a sele\u00e7\u00e3o por localiza\u00e7\u00e3o usando o algoritmo ‘Select by location’
# ‘PREDICATE’: 0 significa ‘intersects’ (intersecta). Voc\u00ea pode mudar para outros:
# 0: intersects (intersecta)
# 1: contains (cont\u00e9m)
# 6: within (dentro de) – se a geometria da camada principal estiver inteiramente dentro da de sele\u00e7\u00e3o
# ‘METHOD’: 0 significa ‘create new selection’ (criar nova sele\u00e7\u00e3o)
try:
processing.run(“native:selectbylocation”, {
‘INPUT’: camada_principal,
‘PREDICATE’: 0, # Use 0 para ‘intersects’
‘INTERSECT’: camada_selecao,
‘METHOD’: 0
})
print(“Sele\u00e7\u00e3o por localiza\u00e7\u00e3o conclu\u00edda.”)<\/p>

selected_count = camada_principal.selectedFeatureCount()
if selected_count == 0:
print(“Nenhuma fei\u00e7\u00e3o foi selecionada pela localiza\u00e7\u00e3o. Verifique as geometrias e camadas.”)
qgis.utils.iface.messageBar().pushMessage(
“Aviso”, “Nenhuma fei\u00e7\u00e3o selecionada. Verifique as camadas.”, level=Qgis.Warning
)
camada_principal.removeSelection() # Garante que n\u00e3o haja sele\u00e7\u00e3o residual
return
else:
print(f”{selected_count} fei\u00e7\u00f5es selecionadas na camada ‘{nome_camada_principal}’.”)
qgis.utils.iface.messageBar().pushMessage(
“Sucesso”, f”{selected_count} fei\u00e7\u00f5es selecionadas.”, level=Qgis.Success
)<\/p>

# 4. Exportar as fei\u00e7\u00f5es selecionadas para um novo arquivo GeoPackage
print(f”Exportando {selected_count} fei\u00e7\u00f5es para ‘{caminho_saida_gpkg}’…”)
qgis.utils.iface.messageBar().pushMessage(
“Info”, f”Exportando fei\u00e7\u00f5es selecionadas…”, level=Qgis.Info
)<\/p>

# Garante que o diret\u00f3rio de sa\u00edda exista
output_dir = os.path.dirname(caminho_saida_gpkg)
if not os.path.exists(output_dir):
os.makedirs(output_dir)
print(f”Diret\u00f3rio de sa\u00edda criado: {output_dir}”)<\/p>

processing.run(“native:saveselectedfeatures”, {
‘INPUT’: camada_principal,
‘OUTPUT’: caminho_saida_gpkg
})<\/p>

print(f”Exporta\u00e7\u00e3o conclu\u00edda com sucesso! O arquivo salvo em: {caminho_saida_gpkg}”)
qgis.utils.iface.messageBar().pushMessage(
“Sucesso”, f”Fei\u00e7\u00f5es exportadas para {os.path.basename(caminho_saida_gpkg)}”, level=Qgis.Success
)<\/p>

# 5. Opcional: Adicionar a nova camada exportada ao projeto QGIS
nova_camada = QgsVectorLayer(caminho_saida_gpkg, f”{nome_camada_principal}_selecionada”, “ogr”)
if not nova_camada.isValid():
print(f”AVISO: N\u00e3o foi poss\u00edvel carregar a camada exportada no projeto: {caminho_saida_gpkg}”)
else:
QgsProject.instance().addMapLayer(nova_camada)
print(f”Nova camada ‘{nova_camada.name()}’ adicionada ao projeto.”)<\/p>

except Exception as e:
print(f”OCORREU UM ERRO DURANTE A EXECU\u00c7\u00c3O DO SCRIPT: {e}”)
qgis.utils.iface.messageBar().pushMessage(
“Erro”, f”Erro durante a execu\u00e7\u00e3o do script: {e}”, level=Qgis.Critical
)
finally:
# 6. Limpar a sele\u00e7\u00e3o na camada original ap\u00f3s todo o processo (boa pr\u00e1tica)
camada_principal.removeSelection()
print(“Sele\u00e7\u00e3o limpa na camada original.”)<\/p>

# — Como usar o script —
# Altere os valores abaixo conforme suas camadas e o local de sa\u00edda desejado:
# Exemplo:
# — Como usar o script —
# Altere os valores abaixo conforme suas camadas e o local de sa\u00edda desejado:<\/p>

selecionar_e_exportar_por_localizacao(
nome_camada_principal = ‘ana_hidrografia’, # Nome exato da sua camada de hidrografia no QGIS
nome_camada_selecao = ‘iat_rmc’, # Nome exato da sua camada de intersec\u00e7\u00e3o no QGIS
caminho_saida_gpkg = ‘\/Users\/AnabelliSimoes\/Documents\/Campo Magro\/VETORES\/iat_curvas_recorte.gpkg’ # Caminho COMPLETO do arquivo de sa\u00edda
)<\/p>

# Chame a fun\u00e7\u00e3o com seus par\u00e2metros
# selecionar_e_exportar_por_localizacao(
# nome_camada_principal = ‘hidrografia_PR’,
# nome_camada_selecao = ‘municipio_selecao’,
# caminho_saida_gpkg = ‘C:\/QGIS_Projetos\/dados_cortados\/hidrografia_municipio.gpkg’
# )<\/p>\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

\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\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
\n\t\t\t\t
\n\t\t\t\t\t

V\u00eddeo aula<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

Veja o passo-a-passo de como criar seu script e automatizar tarefas<\/strong> que poderiam levar horas ou ainda travar seu aplicativo QGIS:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t
<\/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":"

J\u00e1 pensou que uma tarefa que leva horas para ser executada (e que muitas vezes faz seu QGIS travar) pode ser automatizada e feita em poucos segundos? <\/p>\n

Neste post, voc\u00ea vai aprender a dar os primeiros passos na automa\u00e7\u00e3o de geoprocessamento usando Python no QGIS, mesmo que voc\u00ea seja um iniciante completo. Vamos desmistificar a programa\u00e7\u00e3o e te ensinar a criar um script simples, com a ajuda inteligente do ChatGPT, para automatizar uma tarefa super comum e que consome muito tempo: a sele\u00e7\u00e3o por localiza\u00e7\u00e3o e exporta\u00e7\u00e3o de camadas pesadas. <\/p>\n","protected":false},"author":1,"featured_media":3145,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[25,20,24,9,10,26],"tags":[132,130,131,41],"post_folder":[],"class_list":["post-3133","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-edicao","category-ferramenta","category-importacao-exportacao","category-inciante","category-intermediario","category-nivel","tag-chatgpt","tag-ia","tag-python","tag-selecao"],"yoast_head":"\nPython no QGIS com IA (Chat GPT): Automa\u00e7\u00e3o Simples para Iniciantes - qualimapas.com<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/qualimapas.com\/index.php\/2025\/07\/22\/python-qgis-ia\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python no QGIS com IA (Chat GPT): Automa\u00e7\u00e3o Simples para Iniciantes - qualimapas.com\" \/>\n<meta property=\"og:description\" content=\"J\u00e1 pensou que uma tarefa que leva horas para ser executada (e que muitas vezes faz seu QGIS travar) pode ser automatizada e feita em poucos segundos? 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Ensinar a produzir mapas \u00e9 o meu c\u00e9u de brigadeiro :)","sameAs":["http:\/\/qualimapas.com"],"url":"https:\/\/qualimapas.com\/index.php\/author\/anabelli-simgmail-com\/"}]}},"jetpack_featured_media_url":"https:\/\/qualimapas.com\/wp-content\/uploads\/2025\/07\/qgis_python_ia.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/posts\/3133","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/comments?post=3133"}],"version-history":[{"count":7,"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/posts\/3133\/revisions"}],"predecessor-version":[{"id":3158,"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/posts\/3133\/revisions\/3158"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/media\/3145"}],"wp:attachment":[{"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/media?parent=3133"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/categories?post=3133"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/tags?post=3133"},{"taxonomy":"post_folder","embeddable":true,"href":"https:\/\/qualimapas.com\/index.php\/wp-json\/wp\/v2\/post_folder?post=3133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}