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  3. Data release: Walleye Thermal Optical Habitat Area (TOHA) of selected Minnesota lakes
  4. Walleye Thermal Optical Habitat Area (TOHA) of selected Minnesota lakes: 6 model evaluation

Walleye Thermal Optical Habitat Area (TOHA) of selected Minnesota lakes: 6 model evaluation

Dates

Publication Date
Start Date
1979-12-01
End Date
2018-12-31

Citation

Read, J.S., Appling, A.P, Vitense, K., Oliver, S.K., Platt, L., Hansen, G.J.A., and Corson-Dosch, H., 2021, Walleye Thermal Optical Habitat Area (TOHA) of selected Minnesota lakes: U.S. Geological Survey data release, https://doi.org/10.5066/P9PPHJE2.

Summary

Water temperature estimates from multiple models were evaluated by comparing predictions to observed water temperatures. The performance metric of root-mean square error (in degrees C) is calculated for each lake and each model type, and matched values for predicted and observed temperatures are also included to support more specific error estimation methods (for example, calculating error in a particular month). Errors for the process-based model are compared to predictions as shared in Model Predictions data since these models were not calibrated. Errors for the process-guided deep learning models were calculated from validation folds and therefore differ from the comparisons to Model Predictions because those final models were trained [...]

Contacts

Point of Contact :
Jordan S Read
Originator :
Jordan S Read, Alison P Appling, Kelsey Vitense, Samantha K Oliver, Lindsay R Platt, Gretchen Hansen, Hayley R Corson-Dosch
Metadata Contact :
Jordan S Read
Publisher :
U.S. Geological Survey
Distributor :
U.S. Geological Survey - ScienceBase
SDC Data Owner :
Integrated Information Dissemination Division
USGS Mission Area :
Water Resources

Attached Files

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06_evaluation.xml
Original FGDC Metadata
View 		19.44 KB application/fgdc+xml
pgdl_evaluation.csv 6.63 KB text/csv
pgdl_matched_to_observations.zip 8.47 MB application/zip
pb0_evaluation.csv 26.43 KB text/csv
pb0_matched_to_observations.zip 10 MB application/zip

Purpose

Fisheries biology, limnological research, and climate science.

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