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In this paper, we analyze how factors associated with climate change and globalization affect the spread of plague worldwide. Such information is important with respect to global disease prevention and control. For this purpose, we first constructed a global plague database of the Third Pandemic, and then analyzed the association of spatiotemporal environmental factors with spreading velocity. 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