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1 Introduction Flood risk is increasingly recognized as a major global hazard (Hallegatte et al., 2013; Rogers et al., 2025). Since the population and assets are highly concentrated in low-lying coastal areas, China's coastal cities face extremely high risk and potential losses (K. Xu, Zhuang, et al., 2023).
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