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Predicting water temperature in the Delaware River Basin: 2 Water temperature and flow observations

Metadata Updated: July 6, 2024

<p>Observations related to water and thermal budgets in the Delaware River Basin. Data from reservoirs in the basin include reservoir characteristics (e.g., bathymetry), daily water levels, daily depth-resolved water temperature observations, and daily inflows, diversions, and releases. Data from streams in the basin include daily flow and temperature observations. Data were compiled from a variety of sources to cover the modeling period (1980-2021), including the National Water Inventory System, Water Quality Portal, EcoSHEDS stream water temperature database, ReaLSAT, and the New York Department of Environmental Conservation. The data are formatted as a single csv (comma separated values) or zipped csv. <p>For modeling purposes, we sought to create a test set of flow and temperature observations that were representative of dynamics throughout the Delaware River basin from water year 1980-present. Test holdouts are documented in the flow and temperature files. To minimize the possibility of the correlation between sites and temporal autocorrelation at single sites causing artificially high test performance, we created temporal holdouts (time periods where data from all sites were reserved for testing), and spatial holdouts (sites where all data were reserved for testing). In all, this resulted in a train/test split of 66.2%/33.8% for observed temperature reach days, and 71.4%/28.6% for observed flow reach days. <p>For temporal holdouts: All data in the water years 1980-84, 2011-15, and 2021 were reserved for the test set. These windows were chosen to attempt to balance the ability to test on the most recent data (critical to assess performance in an operational setting) and historical periods, while still training on a sufficient amount of modern continuous data. For spatial holdouts: We chose eight reaches of the PRMS network to reserve all data for testing, based on representing key parts of the Delaware basin (mainstem, headwaters, reservoir-adjacent reaches), representing the distribution catchment attributes (e.g. fraction of impervious surfaces) and minimizing the number of observations within a 20 km distance along the network ('fish radius').

Access & Use Information

Public: This dataset is intended for public access and use. License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

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Dates

Metadata Created Date June 1, 2023
Metadata Updated Date July 6, 2024

Metadata Source

Harvested from DOI EDI

Additional Metadata

Resource Type Dataset
Metadata Created Date June 1, 2023
Metadata Updated Date July 6, 2024
Publisher U.S. Geological Survey
Maintainer
@Id http://datainventory.doi.gov/id/dataset/d657c1bc3d797e2bea88c3c77aed945a
Identifier USGS:5f6a287382ce38aaa2449131
Data Last Modified 20210817
Category geospatial
Public Access Level public
Bureau Code 010:12
Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
Metadata Catalog ID https://datainventory.doi.gov/data.json
Schema Version https://project-open-data.cio.gov/v1.1/schema
Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
Harvest Object Id da089ffc-ba9d-4644-8ab2-f3236ede2b66
Harvest Source Id 52bfcc16-6e15-478f-809a-b1bc76f1aeda
Harvest Source Title DOI EDI
Metadata Type geospatial
Old Spatial -76.3879905924101,38.7894548062558,-74.380785128688,42.4544544671721
Publisher Hierarchy White House > U.S. Department of the Interior > U.S. Geological Survey
Source Datajson Identifier True
Source Hash 5088646c89004cac22ea4eab1bde6b146a073ec903a2f1aed8d224741e9b2ed8
Source Schema Version 1.1
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