Articles | Volume 17, issue 7
https://doi.org/10.5194/essd-17-3141-2025
https://doi.org/10.5194/essd-17-3141-2025
Data description paper
 | 
02 Jul 2025
Data description paper |  | 02 Jul 2025

LakeBeD-US: a benchmark dataset for lake water quality time series and vertical profiles

Bennett J. McAfee, Aanish Pradhan, Abhilash Neog, Sepideh Fatemi, Robert T. Hensley, Mary E. Lofton, Anuj Karpatne, Cayelan C. Carey, and Paul C. Hanson

Related authors

Gas exchange velocities (k600), gas exchange rates (K600), and hydraulic geometries for streams and rivers derived from the NEON Reaeration field and lab collection data product (DP1.20190.001)
Kelly S. Aho, Kaelin M. Cawley, Robert T. Hensley, Robert O. Hall Jr., Walter K. Dodds, and Keli J. Goodman
Earth Syst. Sci. Data, 16, 5563–5578, https://doi.org/10.5194/essd-16-5563-2024,https://doi.org/10.5194/essd-16-5563-2024, 2024
Short summary
The influence of carbon cycling on oxygen depletion in north-temperate lakes
Austin Delany, Robert Ladwig, Cal Buelo, Ellen Albright, and Paul C. Hanson
Biogeosciences, 20, 5211–5228, https://doi.org/10.5194/bg-20-5211-2023,https://doi.org/10.5194/bg-20-5211-2023, 2023
Short summary
A framework for ensemble modelling of climate change impacts on lakes worldwide: the ISIMIP Lake Sector
Malgorzata Golub, Wim Thiery, Rafael Marcé, Don Pierson, Inne Vanderkelen, Daniel Mercado-Bettin, R. Iestyn Woolway, Luke Grant, Eleanor Jennings, Benjamin M. Kraemer, Jacob Schewe, Fang Zhao, Katja Frieler, Matthias Mengel, Vasiliy Y. Bogomolov, Damien Bouffard, Marianne Côté, Raoul-Marie Couture, Andrey V. Debolskiy, Bram Droppers, Gideon Gal, Mingyang Guo, Annette B. G. Janssen, Georgiy Kirillin, Robert Ladwig, Madeline Magee, Tadhg Moore, Marjorie Perroud, Sebastiano Piccolroaz, Love Raaman Vinnaa, Martin Schmid, Tom Shatwell, Victor M. Stepanenko, Zeli Tan, Bronwyn Woodward, Huaxia Yao, Rita Adrian, Mathew Allan, Orlane Anneville, Lauri Arvola, Karen Atkins, Leon Boegman, Cayelan Carey, Kyle Christianson, Elvira de Eyto, Curtis DeGasperi, Maria Grechushnikova, Josef Hejzlar, Klaus Joehnk, Ian D. Jones, Alo Laas, Eleanor B. Mackay, Ivan Mammarella, Hampus Markensten, Chris McBride, Deniz Özkundakci, Miguel Potes, Karsten Rinke, Dale Robertson, James A. Rusak, Rui Salgado, Leon van der Linden​​​​​​​, Piet Verburg, Danielle Wain, Nicole K. Ward, Sabine Wollrab, and Galina Zdorovennova
Geosci. Model Dev., 15, 4597–4623, https://doi.org/10.5194/gmd-15-4597-2022,https://doi.org/10.5194/gmd-15-4597-2022, 2022
Short summary
Lake thermal structure drives interannual variability in summer anoxia dynamics in a eutrophic lake over 37 years
Robert Ladwig, Paul C. Hanson, Hilary A. Dugan, Cayelan C. Carey, Yu Zhang, Lele Shu, Christopher J. Duffy, and Kelly M. Cobourn
Hydrol. Earth Syst. Sci., 25, 1009–1032, https://doi.org/10.5194/hess-25-1009-2021,https://doi.org/10.5194/hess-25-1009-2021, 2021
Short summary
A feasibility study to use machine learning as an inversion algorithm for aerosol profile and property retrieval from multi-axis differential absorption spectroscopy measurements
Yun Dong, Elena Spinei, and Anuj Karpatne
Atmos. Meas. Tech., 13, 5537–5550, https://doi.org/10.5194/amt-13-5537-2020,https://doi.org/10.5194/amt-13-5537-2020, 2020
Short summary

Related subject area

Domain: ESSD – Land | Subject: Hydrology
An integrated high-resolution bathymetric model for the Danube Delta system
Lauranne Alaerts, Jonathan Lambrechts, Ny Riana Randresihaja, Luc Vandenbulcke, Olivier Gourgue, Emmanuel Hanert, and Marilaure Grégoire
Earth Syst. Sci. Data, 17, 3125–3140, https://doi.org/10.5194/essd-17-3125-2025,https://doi.org/10.5194/essd-17-3125-2025, 2025
Short summary
Benchmark dataset for hydraulic simulations of flash floods in the French Mediterranean region
Juliette Godet, Pierre Nicolle, Nabil Hocini, Eric Gaume, Philippe Davy, Frederic Pons, Pierre Javelle, Pierre-André Garambois, Dimitri Lague, and Olivier Payrastre
Earth Syst. Sci. Data, 17, 2963–2983, https://doi.org/10.5194/essd-17-2963-2025,https://doi.org/10.5194/essd-17-2963-2025, 2025
Short summary
Transformation rate maps of dissolved organic carbon in the contiguous US
Lingbo Li, Hong-Yi Li, Guta Abeshu, Jinyun Tang, L. Ruby Leung, Chang Liao, Zeli Tan, Hanqin Tian, Peter Thornton, and Xiaojuan Yang
Earth Syst. Sci. Data, 17, 2713–2733, https://doi.org/10.5194/essd-17-2713-2025,https://doi.org/10.5194/essd-17-2713-2025, 2025
Short summary
A 1985–2023 time series dataset of absolute reservoir storage in Mainland Southeast Asia (MSEA-Res)
Shanti Shwarup Mahto, Simone Fatichi, and Stefano Galelli
Earth Syst. Sci. Data, 17, 2693–2712, https://doi.org/10.5194/essd-17-2693-2025,https://doi.org/10.5194/essd-17-2693-2025, 2025
Short summary
Machine-learning-based reconstruction of long-term global terrestrial water storage anomalies from observed, satellite and land-surface model data
Nehar Mandal, Prabal Das, and Kironmala Chanda
Earth Syst. Sci. Data, 17, 2575–2604, https://doi.org/10.5194/essd-17-2575-2025,https://doi.org/10.5194/essd-17-2575-2025, 2025
Short summary

Cited articles

Addor, N., Newman, A. J., Mizukami, N., and Clark, M. P.: The CAMELS data set: catchment attributes and meteorology for large-sample studies, Hydrol. Earth Syst. Sci., 21, 5293–5313, https://doi.org/10.5194/hess-21-5293-2017, 2017. a
Akiba, T., Sano, S., Yanase, T., Ohta, T., and Koyama, M.: Optuna: A Next-generation Hyperparameter Optimization Framework, in: Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, New York, NY, 4–8 August 2019, USA2623–2631, https://doi.org/10.1145/3292500.3330701, 2019. a
Angradi, T. R., Ringold, P. L., and Hall, K.: Water clarity measures as indicators of recreational benefits provided by U. S. lakes: Swimming and aesthetics, Ecol. Indic., 93, 1005–1019, https://doi.org/10.1016/j.ecolind.2018.06.001, 2018. a
Apache Arrow Developers: pyarrow: Python library for Apache Arrow, Python Package Index [code], https://pypi.org/project/pyarrow (last access: 5 September 2024), 2024. a
Arend, K. K., Beletsky, D., DePinto, J. V., Ludsin, S. A., Roberts, J. J., Rucinski, D. K., Scavia, D., Schwab, D. J., and Höök, T. O.: Seasonal and interannual effects of hypoxia on fish habitat quality in central Lake Erie, Freshwater Biol., 56, 366–383, https://doi.org/10.1111/j.1365-2427.2010.02504.x, 2011. a
Download
Short summary
LakeBeD-US is a dataset of lake water quality data collected by multiple long-term monitoring programs around the United States. This dataset is designed to foster collaboration between lake scientists and computer scientists to improve predictions of water quality. By offering a way for computer models to be tested against real-world lake data, LakeBeD-US offers opportunities for both sciences to grow and to give new insights into the causes of water quality changes.
Share
Altmetrics
Final-revised paper
Preprint