There is a newer version of the record available.

Published December 11, 2025 | Version 0.1

Caravan-Qual (lite): A global scale integration of water quality observations into a large sample hydrology dataset

  • 1. ROR icon Utrecht University
  • 2. Google Research

Description

Caravan-Qual is an open access dataset that brings water quality to the research paradigm of large sample hydrology (LSH), integrating daily water quality data from 100 constituents with catchment attributes, meteorological forcing and co-located streamflow observations.

The dataset is currently under submission at Scientific Data. A preprint can be found here.

We envisage the dataset to facilitate research into topics including:

  • Spatio-temporal analysis of river water quality dynamics at regional to global scales.
  • Investigation of the relationships between (constituent-specific) water quality responses and hydrological, meteorological and catchment characteristics.
  • The development and evaluation of process-based, hybrid and data-driven water quality models across diverse hydrological and climatic conditions.

Please note that, due to data storage restrictions, only monthly weather data is stored on Zenodo (in Caravan-Qual_weather_monthly.zarr.zip) and is stored seperately to the daily water quality data and catchment attributes (in Caravan-Qual_lite.zarr.zip). All water quality data (combined with streamflow observations with a 10km distance threshold) are also provided as .csv files.

The 'full' Caravan-Qual dataset (i.e., including daily weather data) and the auxilliary data required for extending the dataset can be accessed here. The most up-to-date developments are documented on Caravan-Qual's GitHub page. The original Caravan paper can be accessed here, while developments and community extensions are documented on Caravan's GitHub page.

 

 

Files

wqms-csv.zip

Files (1.6 GB)

Name Size
md5:f412663b65423cc6e7e4d59c28ddd8cb
49.9 kB Preview Download
md5:b347e662793f6c58e724937ab92942f0
18.8 MB Download
md5:e693c0851e40b8617e30309bd5a7dcf5
1.1 GB Preview Download
md5:cf62f6f72aa1a0310fca88ed83842b73
22.2 kB Preview Download
md5:0537c1291ea55ee4360e3ce899694bf9
5.0 MB Preview Download
md5:2013b3a2843d56f55e48235a65d0575a
516.8 MB Preview Download
md5:09ab4c09c0bfe1f0c1fbfab57fcacf52
12.6 MB Preview Download

Additional details

Related works

Continues
Journal article: 10.1038/s41597-023-01975-w (DOI)
Dataset: 10.5281/zenodo.15529786 (DOI)

Funding

European Commission
B-WEX - Balancing clean Water and Energy provision under changing climate and eXtremes 101039426

Software

Repository URL
https://github.com/SustainableWaterSystems/Caravan-Qual
Programming language
Python , Shell
Development Status
Active