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Deep Learning for Water Quality
Streamflow data (Fig. 1a) from the Global Streamflow Indices and Metadata Archive (GSIM) were compiled from repositories at https://doi.org/10.1594/PANGAEA.887477 and https://doi.org/10.1594/PANGAEA.887470. Water-quality data (Fig. 1b) from the Global River Water Quality Archive (GRQA) were downloaded from https://doi.org/10.5281/zenodo.7056647.
This dataset is associated with the following publication:
Zhi, W., A. Appling, H. Golden, J. Podgorski, and L. Li. Deep Learning for Water Quality. Nature Water. Nature Portfolio, Berlin, GERMANY, 2: 228–241, (2024).
Resources
3 resources available
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https://doi.org/10.1594/PANGAEA.887470
FILE -
https://doi.org/10.1594/PANGAEA.887477
FILE -
https://doi.org/10.5281/zenodo.7056647
FILE
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Complete Metadata
| @type | dcat:Dataset |
|---|---|
| accessLevel | public |
| bureauCode |
[ "020:00" ] |
| contactPoint |
{ "fn": "Heather Golden", "hasEmail": "mailto:golden.heather@epa.gov" } |
| description | Streamflow data (Fig. 1a) from the Global Streamflow Indices and Metadata Archive (GSIM) were compiled from repositories at https://doi.org/10.1594/PANGAEA.887477 and https://doi.org/10.1594/PANGAEA.887470. Water-quality data (Fig. 1b) from the Global River Water Quality Archive (GRQA) were downloaded from https://doi.org/10.5281/zenodo.7056647. This dataset is associated with the following publication: Zhi, W., A. Appling, H. Golden, J. Podgorski, and L. Li. Deep Learning for Water Quality. Nature Water. Nature Portfolio, Berlin, GERMANY, 2: 228–241, (2024). |
| distribution |
[ { "title": "https://doi.org/10.1594/PANGAEA.887470", "accessURL": "https://doi.org/10.1594/PANGAEA.887470" }, { "title": "https://doi.org/10.1594/PANGAEA.887477", "accessURL": "https://doi.org/10.1594/PANGAEA.887477" }, { "title": "https://doi.org/10.5281/zenodo.7056647", "accessURL": "https://doi.org/10.5281/zenodo.7056647" } ] |
| identifier | https://doi.org/10.23719/1530707 |
| keyword |
[ "Deep learning", "machine learning", "modeling", "water quality" ] |
| license | https://pasteur.epa.gov/license/sciencehub-license-non-epa-generated.html |
| modified | 2024-03-12 |
| 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/10.1038/s44221-024-00202-z", "https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11151732" ] |
| rights |
null
|
| title | Deep Learning for Water Quality |
