README.md

metadata

language:
  - nl
tags:
  - GEOBERTje

A Dataset of Borehole Descriptions in the Dutch language from the Flanders region in Belgium

Description

The unlabled borehole descriptions are extracted from DOV.

A total of 341000 borehole description intervals originating from 23000 boreholes spatially spanning the entire territory of Flanders (Belgium).

Preprocessing steps were applied to improve the quality of the dataset. The final dataset contains 281,720 borehole descriptions.

A limited number of labeled data (2672 samples) are also available to develop a lithology classifier.

References

• A domain adapted model, namely GEOBERTje, trained on the unlabeled data is freely avalible from the Hugging Face model hub.
• Please see this repository for further details on the training scripts in Python.
• Check out our paper on arxiv.