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Assessing the impact of early warning and evacuation on human losses during the 2021 Ahr Valley flood in Germany using agent-based modelling

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Between 12 and 19 July 2021. a quasi-stationary atmospheric low-pressure system named Bernd caused intense precipitation on already-saturated soil. resulting in severe flooding in Germany. Belgium. https://www.ldartstudio.com/product-category/baby-gift-set/
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