FlowDB a large scale precipitation, river, and flash flood dataset
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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.
- 2023Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlookcited by 110
- 2021SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarkingcited by 21
- 2021IowaRain: A Statewide Rain Event Dataset Based on Weather Radars and Quantitative Precipitation Estimationcited by 10
- 2022HierarchicalForecast: A Reference Framework for Hierarchical Forecasting in Pythoncited by 7
- 2025ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative Methodcited by 4
- 2024A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Seriescited by 0
- 2025KnowIt: Deep Time Series Modeling and Interpretationcited by 0
- 2025KnowIt: Deep Time Series Modeling and Interpretation8 Jul 2025
- 2025ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative Method10 Apr 2025
- 2024A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series1 Dec 2024
- 2023Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook16 Oct 2023
- 2022HierarchicalForecast: A Reference Framework for Hierarchical Forecasting in Python7 Jul 2022
- 2021SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarking21 Sep 2021
- 2021IowaRain: A Statewide Rain Event Dataset Based on Weather Radars and Quantitative Precipitation Estimation7 Jul 2021