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Daily surface temperature predictions for 185,549 U.S. lakes with associated observations and meteorological conditions (1980-2020)
Daily lake surface temperatures estimates for 185,549 lakes across the contiguous United States from 1980 to 2020 generated using an entity-aware long short-term memory deep learning model. In-situ measurements used for model training and evaluation are from 12,227 lakes and are included as well as daily meteorological conditions and lake properties. Median per-lake estimated error found through cross validation on lakes with in-situ surface temperature observations was 1.24 °C. The generated dataset will be beneficial for a wide range of applications including estimations of thermal habitats and the impacts of climate change on inland lakes.
Complete Metadata
| @id | http://datainventory.doi.gov/id/dataset/82a4d8448a3525e5b7760790504edc08 |
|---|---|
| bureauCode |
[ "010:12" ] |
| identifier | USGS:60341c3ed34eb12031172aa6 |
| spatial | -124.828561121738,25.0219575726793,-67.0031262631403,50.5756943434526 |
| theme |
[ "geospatial" ] |
