Catchments and Variables Used for Random Forest Classification and Regression Groundwater and Surface Water Models for Nitrate Violation classes, Violation concentrations, or Percent of Systems in Violation for Public Drinking Water Supplies

Description

  • This research used public drinking water nitrate violations data from across the conterminous United States as response variables, and various predictor variables from EPA's StreamCat dataset and other various land use, climate, and N input datasources.
  • All predictor and response variables were summarized for each catchment.
  • Response variables were either a binary variable (in violation or not or a 1 or 0), mean violation concentration (mg/L) per catchment, or percent of public water systems in violation per catchment.

This dataset is associated with the following publication:
Pennino, M., S. Leibowitz, J. Compton, R. Hill, and R. Sabo. Patterns and predictions of drinking water nitrate violations across the conterminous United States. SCIENCE OF THE TOTAL ENVIRONMENT. Elsevier BV, AMSTERDAM, NETHERLANDS, 722: 137661, (2020).

Resources

Name Format Description Link
Metadata_Pennino_NO3_Model_2019.xlsx XLS Metadata_Pennino_NO3_Model_2019.xlsx Open resource
Observed_Violations.zip ZIP Observed_Violations.zip Open resource
RF_Catchments_Conc_All_Variables_GW.csv XLS RF_Catchments_Conc_All_Variables_GW.csv Open resource
RF_Catchments_Conc_All_Variables_SW.csv XLS RF_Catchments_Conc_All_Variables_SW.csv Open resource
RF_Catchments_Viol_Freq_All_Variables_GW.csv XLS RF_Catchments_Viol_Freq_All_Variables_GW.csv Open resource
RF_Catchments_Viol_Freq_All_Variables_SW.csv XLS RF_Catchments_Viol_Freq_All_Variables_SW.csv Open resource
RF_Catchments_Viol_Perc_All_Variables_GW.csv XLS RF_Catchments_Viol_Perc_All_Variables_GW.csv Open resource
RF_Catchments_Viol_Perc_All_Variables_SW.csv XLS RF_Catchments_Viol_Perc_All_Variables_SW.csv Open resource
RFC_GW_Predictions.zip ZIP RFC_GW_Predictions.zip Open resource
RFC_SW_Predictions.zip ZIP RFC_SW_Predictions.zip Open resource
RFR_GW_Predictions.zip ZIP RFR_GW_Predictions.zip Open resource
RFR_SW_Predictions.zip ZIP RFR_SW_Predictions.zip Open resource

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