
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.
Estonia, benchmark, open data, data-centric machine learning, Croissant metadata, water quality, label audit
Estonia, benchmark, open data, data-centric machine learning, Croissant metadata, water quality, label audit
| 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). | 0 | |
| 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. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
