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Input and results from a boosted regression tree (BRT) model relating base flow nitrate concentrations in the Chesapeake Bay watershed to catchment characteristics (1970-2013)

Dates

Publication Date
Start Date
1970
End Date
2013

Citation

Wherry, S.A, and Terziotti, S., 2020, Input and results from a boosted regression tree (BRT) model relating base flow nitrate concentrations in the Chesapeake Bay watershed to catchment characteristics (1970-2013): U.S. Geological Survey data release, https://doi.org/10.5066/P9RXR45G.

Summary

This data release contains a boosted regression tree (BRT) model (written in the R programming language), and the input and output data from that model that were used to relate base flow nitrate concentrations in the Chesapeake Bay watershed to catchment characteristics. The input data consists of two types of information: 1) surface water nitrate concentrations collected by the USGS and partnering agencies in the Chesapeake Bay watershed between 1970 and 2013 and 2) potential predictor variables that included nitrogen sources, catchment characteristics, soil and groundwater chemistry, soil drainage and composition, and aquifer geology. The results from the BRT model were used to identify ten significant predictors of base flow nitrate [...]

Contacts

Point of Contact :
Susan Wherry
Originator :
Susan Wherry, Silvia Terziotti
Metadata Contact :
Daniel R Wise
Publisher :
U.S. Geological Survey
Distributor :
U.S. Geological Survey - ScienceBase
SDC Data Owner :
Oregon Water Science Center
USGS Mission Area :
Water Resources

Attached Files

Click on title to download individual files attached to this item.

Catchments_SignificantModelVariables_predN.csv
“Reach-specific predictor variables used in the BRT model”
5.88 MB text/csv
brt_nitrate.R
“BRT model R script”
4.68 KB text/x-rsrc
README.txt
“BRT model directions for use”
5.09 KB text/plain
Accum_vars_top10.csv
“Station-specific variables used to calibrate the BRT model”
16.66 KB text/csv

Purpose

The regression model resulting from this analysis was used to predict base flow nitrate concentrations in monitored and unmonitored streams throughout the Chesapeake Bay watershed that are represented in Version 2 of the National Hydrography Dataset.

Map

Communities

  • USGS Data Release Products

Tags

Provenance

Additional Information

Identifiers

Type Scheme Key
DOI https://www.sciencebase.gov/vocab/category/item/identifier doi:10.5066/P9RXR45G

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