{"accessLevel": "public", "bureauCode": ["020:00"], "contactPoint": {"fn": "Heather Golden", "hasEmail": "mailto:golden.heather@epa.gov"}, "description": "Real-time USGS nitrate data are collected to map short-term changes in nitrate concentrations across locations in the US: https://waterwatch.usgs.gov/wqwatch/?pcode=00630\nCAMELS data are \u201ca large-sample watershed-scale hydrometeorological dataset for the contiguous USA\u201d (see https://gdex.ucar.edu/dataset/camels.html)\nBasinATLAS for catchment attributes related to land cover, soils, and geology: https://developers.google.com/earth-engine/datasets/tags/hydroatlas\nDAYMET meteorological data for temperature and precipitation: https://daymet.ornl.gov/. This dataset is not publicly accessible because: Publicly available data. It can be accessed through the following means: https://waterwatch.usgs.gov/wqwatch/?pcode=00630\r\nhttps://gdex.ucar.edu/dataset/camels.html\r\nhttps://developers.google.com/earth-engine/datasets/tags/hydroatlas\r\nhttps://daymet.ornl.gov/. Format: Real-time USGS nitrate data, CAMELS streamflow data, BasinATLAS catchment attribute data, and DAYMET meteorological data. \n\nThis dataset is associated with the following publication:\nPandit, A., H. Golden, J. Christensen, C. Lane, and A. Husic. Deep Learning Prediction and Interpretation of Riverine Nitrate Export Across the Mississippi River Basin.   WATER RESOURCES RESEARCH. American Geophysical Union, Washington, DC, USA, 61(8): e2024WR039207, (2025).", "distribution": [], "identifier": "https://doi.org/10.23719/1531755", "keyword": ["Deep learning", "LSTM", "Watershed", "machine learning", "nitrate"], "license": "https://pasteur.epa.gov/license/sciencehub-license-non-epa-generated.html", "modified": "2024-09-26", "programCode": ["020:000"], "publisher": {"name": "U.S. EPA Office of Research and Development (ORD)", "subOrganizationOf": {"name": "U.S. Environmental Protection Agency", "subOrganizationOf": {"name": "U.S. Government"}}}, "references": ["https://doi.org/10.1029/2024wr039207"], "rights": null, "title": "RivNitrateLSTM"}