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This data release component contains mean daily stream water temperature observations, retrieved from the USGS National Water Information System (NWIS) and used to train and validate all temperature models. The model training period was from 2010-10-01 to 2014-09-30, and the test period was from 2014-10-01 to 2016-09-30.
Categories: Data;
Tags: AL,
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Arkansas,
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Connecticut,
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Delaware,
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ID,
IL,
IN,
Idaho,
Illinois,
Indiana,
Iowa,
KS,
KY,
Kansas,
Kentucky,
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MD,
ME,
MI,
MN,
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deep learning,
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This data release component contains model code and configurations for the LSTM models used to predict stream temperature.
Tags: AL,
AR,
AZ,
Alabama,
Arizona, All tags...
Arkansas,
CA,
CO,
CT,
California,
Colorado,
Connecticut,
DC,
DE,
Delaware,
District of Columbia,
GA,
Georgia,
IA,
ID,
IL,
IN,
Idaho,
Illinois,
Indiana,
Iowa,
KS,
KY,
Kansas,
Kentucky,
MA,
MD,
ME,
MI,
MN,
MO,
MS,
MT,
Maine,
Maryland,
Massachusetts,
Michigan,
Minnesota,
Mississippi,
Missouri,
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ND,
NE,
NH,
NJ,
NM,
NV,
NY,
Nebraska,
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New Hampshire,
New Jersey,
New Mexico,
New York,
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North Dakota,
OH,
OK,
OR,
Ohio,
Oklahoma,
Oregon,
PA,
Pennsylvania,
RI,
Rhode Island,
SC,
SD,
South Carolina,
South Dakota,
TN,
TX,
Tennessee,
Texas,
US,
UT,
United States,
Utah,
VA,
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WA,
WI,
WV,
WY,
Washington,
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deep learning,
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water temperature, Fewer tags
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This data release component contains shapefiles of river basin polygons and monitoring site locations coincident with the outlets of those basins. A table of basin attributes is also supplied. Attributes, observations, and weather forcing data for these basins were used to train and test the stream temperature prediction models of Rahmani et al. (2021b).<\p>
Categories: Data;
Types: Downloadable,
Map Service,
OGC WFS Layer,
OGC WMS Layer,
Shapefile;
Tags: AL,
AR,
AZ,
Alabama,
Arizona, All tags...
Arkansas,
CA,
CO,
CT,
California,
Colorado,
Connecticut,
DC,
DE,
Delaware,
District of Columbia,
GA,
Georgia,
IA,
ID,
IL,
IN,
Idaho,
Illinois,
Indiana,
Iowa,
KS,
KY,
Kansas,
Kentucky,
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,
UT,
United States,
Utah,
VA,
Virginia,
WA,
WI,
WV,
WY,
Washington,
West Virginia,
Wisconsin,
Wyoming,
deep learning,
environment,
inlandWaters,
machine learning,
modeling,
streams,
water resources,
water temperature, Fewer tags
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This data release component contains model inputs including river basin attributes, weather forcing data, and simulated and observed river discharge.
Categories: Data;
Tags: AL,
AR,
AZ,
Alabama,
Arizona, All tags...
Arkansas,
CA,
CO,
CT,
California,
Colorado,
Connecticut,
DC,
DE,
Delaware,
District of Columbia,
GA,
Georgia,
IA,
ID,
IL,
IN,
Idaho,
Illinois,
Indiana,
Iowa,
KS,
KY,
Kansas,
Kentucky,
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,
UT,
United States,
Utah,
VA,
Virginia,
WA,
WI,
WV,
WY,
Washington,
West Virginia,
Wisconsin,
Wyoming,
deep learning,
environment,
inlandWaters,
machine learning,
modeling,
streams,
water resources,
water temperature, Fewer tags
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This data release item contains water temperature predictions for 455 river sites across the U.S. Predictions are from the models described by Rahmani et al. (2021b).
Categories: Data;
Tags: AL,
AR,
AZ,
Alabama,
Arizona, All tags...
Arkansas,
CA,
CO,
CT,
California,
Colorado,
Connecticut,
DC,
DE,
Delaware,
District of Columbia,
GA,
Georgia,
IA,
ID,
IL,
IN,
Idaho,
Illinois,
Indiana,
Iowa,
KS,
KY,
Kansas,
Kentucky,
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,
UT,
United States,
Utah,
VA,
Virginia,
WA,
WI,
WV,
WY,
Washington,
West Virginia,
Wisconsin,
Wyoming,
deep learning,
environment,
inlandWaters,
machine learning,
modeling,
streams,
water resources,
water temperature, Fewer tags
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