the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
CAMELS-FI: hydrometeorological time series and landscape properties for 320 catchments in Finland
Abstract. Comprehensive, large sample hydrological datasets, such as CAMELS (Catchment Attributes and MEteorology for Large-sample Studies), have provided the basis for advances in many aspects of hydrological research in recent years. They can be utilised for several purposes, such as training data-driven hydrological models, comparisons between regions dominated by different types of hydrological processes and testing of general validity of hydrological theories. The value of these datasets is in combining a multitude of data sources into one, easily accessible and usable, harmonised and high-quality package. We present CAMELS-FI, an extensive hydro-meteorological dataset for 320 catchments in Finland. It combines hydrological and meteorological time series with biophysical and human influence catchment attributes in a format that enables comparisons between catchments within the dataset but also between earlier CAMELS datasets. CAMELS-FI includes a diverse set of catchments with human influence varying from near natural to heavily regulated. CAMELS-FI is available at https://doi.org/10.5281/zenodo.15853357 (Seppä et al., 2025).
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Status: open (until 28 Feb 2026)
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CC1: 'Comment on essd-2025-578', Matteo Rosales, 23 Dec 2025
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Dear authors,First and foremost, I wanted to tell you that I found your dataset to be very well designed and organised. The article is likewise very pleasant to read, including the figures.Nevertheless, I have come across a minor problem with gauges' coordinates, and I was wondering if was using your data correctly. In the catchment metadata, I found two lists of coordinates, respectively in EPSG 4326 and EPSG:3067, listed as follows :gauge_lat gauge longitude (EPSG:4326) ◦gauge_lon gauge station latitude (EPSG:4326) ◦gauge_easting ETRS-TM35FIN coordinates (EPSG:3067), easting mgauge_northing ETRS-TM35FIN coordinates (EPSG:3067), northing mHowever, it seems to me that the lat/lon coordinates do not match the easting/northing ones. Below is what I see when I load both sets of coordinates in QGIS; as you can see, the brown dots (lon/lat) greatly differ from the yellow dots (easting/northing).Additionnaly, I have tried to snap the stations on a European river network (CCM) with the upstream areas you provide. Whilst the EPSG 3067 coordinates seem to work fine with the network,the EPSG 4326 does not. Therefore, I was thinking there might be an issue with your lon/lat coordinates. Or maybe there is a distinction between the two gauges that I did not grasp.I hope this can be useful feedback,Kind regards,Matteo ROSALESReplyCitation: https://doi.org/
10.5194/essd-2025-578-CC1 -
AC1: 'Reply on CC1', Iiro Seppä, 23 Dec 2025
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Dear Matteo Rosales,
Great to hear that the dataset is of interest to you and you found the article pleasant to read!
Heartfelt thanks for noticing the issue. The geographic coordinates in metadata attributes were indeed showing wrong locations. While investigating this issue, we also noticed that the projected coordinates in metadata attributes had not been updated to match the final location of the gauges in the data/CAMELS_FI_catchment_boundaries.gpkg. The discrepancies with projected coordinates were generally minor (typically tens of meters or less, maximally about 0.5 km). The coordinates in metadata attributes have now been updated to match the locations in the geopackage, which was quality controlled more thoroughly during the development. An updated version of the dataset (1.0.3) containing the changes has been uploaded to Zenodo.
Best Regards,
Iiro Seppä & other authors
Citation: https://doi.org/10.5194/essd-2025-578-AC1
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AC1: 'Reply on CC1', Iiro Seppä, 23 Dec 2025
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Data sets
CAMELS-FI Iiro Seppä et al. https://doi.org/10.5281/zenodo.15853357
Model code and software
CAMELS-FI Iiro Seppä https://github.com/iiroseppa/CAMELS-FI
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