Evaluation of comprehensive vitality of Shanghai’s commercial centers using multi-dimensional geospatial big data
Abstract Understanding the vitality of commercial centers is essential for urban planning and economic development. This study introduces a novel framework to quantitatively assess the vitality of commercial centers in Shanghai, leveraging multi-source geospatial big data, including the rarely utili...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-07-01
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| Series: | Scientific Reports |
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-025-95594-7 |
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