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ZENODO
Dataset . 2026
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Data sources: Datacite
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Dataset . 2026
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ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Water Quality Estonia DMLR Frozen Release

Authors: Sokolov, Anton;

Water Quality Estonia DMLR Frozen Release

Abstract

Frozen dataset and benchmark release for the preprint A Data-Centric Audit of Estonian Water-Quality Open Data. The release contains a canonical 69,447-row corpus derived from Terviseamet open data, deterministic label-reproducibility audit buckets, an 80/20 temporal split, regenerated baseline model metrics, LightGBM test predictions, SHAP summaries, Croissant metadata, and a dataset supplement PDF. The upstream measurements remain Terviseamet open data. This derived release does not claim validation, endorsement, or official response from Terviseamet; provider response is pending.

Terviseamet is the upstream open-data provider. No official response, validation, or endorsement from Terviseamet has been received for this derived benchmark release.

Keywords

Estonia, benchmark, open data, data-centric machine learning, Croissant metadata, water quality, label audit

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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average