Code and Data for CAMELS-Chem Concentration-Discharge Analysis


Authors:
Owners: Dustin KincaidKristen L Underwood
Type: Resource
Storage: The size of this resource is 348.9 MB
Created: Jul 17, 2023 at 11:15 p.m.
Last updated: Jun 05, 2024 at 12:37 p.m. (Metadata update)
Published date: Jun 05, 2024 at 12:37 p.m.
DOI: 10.4211/hs.eddb06e91a914618a89a63bb2c2774e0
Citation: See how to cite this resource
Content types: Single File Content 
Sharing Status: Published
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Abstract

Here we provide the data and R scripts to complete the analyses and create the figures presented in the manuscript titled, “Solute export patterns across the contiguous United States” by Kincaid et al. 2024 at Hydrological Processes. Importantly, this resource contains paired solute concentration (C) and discharge (Q) data for 11 solutes from CAMELS-Chem (Sterle et al. 2024; https://doi.org/10.5194/hess-28-611-2024) This relational database was built upon the CAMELS dataset (https://doi.org/10.5194/hess-21-5293-2017) an existing dataset of catchment and hydroclimatic attributes from relatively undisturbed catchments across the contiguous United States. The version of CAMELS-Chem provided here has US Geological Survey (USGS) National Water Information System (NWIS) C and Q data for 506 catchments. C and Q measurements span from 1898 to 2020 with the first paired C-Q sample occurring in 1924. Solutes include aluminum (Al), calcium (Ca), chloride (Cl), dissolved organic C and N (DOC, DON), magnesium (Mg), nitrate (NO3), potassium (K), silica (Si), sodium (Na), and sulfate (SO4). Of note, a shorter version of the CAMELS-Chem database that spans from 1980 to 2018, but includes data for more stream water quality constituents and atmospheric deposition data is described in CAMELS-Chem (Sterle et al. 2024; https://doi.org/10.5194/hess-28-611-2024) and available for download via Hydroshare (http://www.hydroshare.org/resource/841f5e85085c423f889ac809c1bed4ac)

The R scripts and data files provided in this resource are intended to allow users to replicate the tables and figures in the Kincaid et al. manuscript. Specifically, we provide all files to complete the analyses coded in in the R script 9_analyses_figures_for_manuscript.R. However, other R scripts and data files provided should allow users to replicate intermediate steps in the analyses as well. See the README file for more details, but analyses provided in the R scripts include: modeling C-Q relationships with the power-law function using data-driven Bayesian segmented regression; conducting hierarchical clustering to group catchments based on catchment attributes; building random forest models to select catchment attribute correlates of C-Q metrics; conducting flow-duration exceedance probability analyses; and general code for figures, tables, and other statistics presented in the Kincaid et al. manuscript.

The metadata for the CAMELS-Chem dataset (camels_chem_all_2022-02-25.csv) is available in camels_chem_metadata.csv

Coverage

Spatial

Coordinate System/Geographic Projection:
WGS 84 EPSG:4326
Coordinate Units:
Decimal degrees
Place/Area Name:
Contiguous United States
North Latitude
49.6058°
East Longitude
-66.9141°
South Latitude
24.5202°
West Longitude
-125.2734°

Temporal

Start Date: 10/23/1924
End Date: 03/19/2020
Leaflet Map data © OpenStreetMap contributors

Content

    No files to display.

Credits

Funding Agencies

This resource was created using funding from the following sources:
Agency Name Award Title Award Number
National Science Foundation NSF EAR-2012123
National Science Foundation NSF EAR-2012080
National Science Foundation NSF OIA-2033995

How to Cite

Kincaid, D., K. Underwood (2024). Code and Data for CAMELS-Chem Concentration-Discharge Analysis, HydroShare, https://doi.org/10.4211/hs.eddb06e91a914618a89a63bb2c2774e0

This resource is shared under the Creative Commons Attribution CC BY.

http://creativecommons.org/licenses/by/4.0/
CC-BY

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