mlsanityData to 14 Oct 2026

FlowDB a large scale precipitation, river, and flash flood dataset

arXiv 2012.11154 ↗First posted 21 Dec 2020cs.AIcited by 7

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Abstract (arXiv)

Flooding results in 8 billion dollars of damage annually in the US and causes the most deaths of any weather related event. Due to climate change scientists expect more heavy precipitation events in the future. However, no current datasets exist that contain both hourly precipitation and river flow data. We introduce a novel hourly river flow and precipitation dataset and a second subset of flash flood events with damage estimates and injury counts. Using these datasets we create two challenges (1) general stream flow forecasting and (2) flash flood damage estimation. We have created several publicly available benchmarks and an easy to use package. Additionally, in the future we aim to augment our dataset with snow pack data and soil index moisture data to improve predictions.

Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 21 Dec 2020.

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Citing papers per year: 2021: 2; 2022: 1; 2023: 1; 2024: 1; 2025: 2.

7 papers.