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
| accessLevel | public |
|---|---|
| bureauCode |
[
"010:12"
]
|
| contactPoint |
{
"fn": "Jordan S. Read",
"@type": "vcard:Contact",
"hasEmail": "mailto:jread@usgs.gov"
}
|
| description | 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. |
| distribution |
[
{
"@type": "dcat:Distribution",
"title": "Digital Data",
"format": "XML",
"accessURL": "https://doi.org/10.5066/P9CEMS0M",
"mediaType": "application/http",
"description": "Landing page for access to the data"
},
{
"@type": "dcat:Distribution",
"title": "Original Metadata",
"format": "XML",
"mediaType": "text/xml",
"description": "The metadata original format",
"downloadURL": "https://data.usgs.gov/datacatalog/metadata/USGS.60341c3ed34eb12031172aa6.xml"
}
]
|
| identifier | http://datainventory.doi.gov/id/dataset/USGS_60341c3ed34eb12031172aa6 |
| keyword |
[
"AL",
"AR",
"AZ",
"Alabama",
"Arizona",
"Arkansas",
"CA",
"CO",
"CT",
"California",
"Colorado",
"Connecticut",
"DC",
"DE",
"Delaware",
"District of Columbia",
"FL",
"Florida",
"GA",
"Georgia",
"IA",
"ID",
"IL",
"IN",
"Idaho",
"Illinois",
"Indiana",
"Iowa",
"KS",
"KY",
"Kansas",
"Kentucky",
"LA",
"Louisiana",
"MA",
"MD",
"ME",
"MI",
"MN",
"MO",
"MS",
"MT",
"Maine",
"Maryland",
"Massachusetts",
"Michigan",
"Minnesota",
"Mississippi",
"Missouri",
"Montana",
"NC",
"ND",
"NE",
"NH",
"NJ",
"NM",
"NV",
"NY",
"Nebraska",
"Nevada",
"New Hampshire",
"New Jersey",
"New Mexico",
"New York",
"North Carolina",
"North Dakota",
"OH",
"OK",
"OR",
"Ohio",
"Oklahoma",
"Oregon",
"PA",
"Pennsylvania",
"RI",
"Rhode Island",
"SC",
"SD",
"South Carolina",
"South Dakota",
"TN",
"TX",
"Tennessee",
"Texas",
"US",
"USGS:60341c3ed34eb12031172aa6",
"UT",
"United States",
"Utah",
"VA",
"VT",
"Vermont",
"Virginia",
"WA",
"WI",
"WV",
"WY",
"Washington",
"West Virginia",
"Wisconsin",
"Wyoming",
"climate change",
"deep learning",
"environment",
"inlandWaters",
"machine learning",
"modeling",
"reservoirs",
"surface temperature",
"temperate lakes",
"temperature",
"water",
"water resources"
]
|
| modified | 2022-02-22T00:00:00Z |
| publisher |
{
"name": "U.S. Geological Survey",
"@type": "org:Organization"
}
|
| spatial | -124.828561121738, 25.0219575726793, -67.0031262631403, 50.5756943434526 |
| theme |
[
"Geospatial"
]
|
| title | Daily surface temperature predictions for 185,549 U.S. lakes with associated observations and meteorological conditions (1980-2020) |
