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# Overview

In France, urban planning and natural risk management operate the Local Land Plans (PLU – Plan Local d'Urbanisme) and the Natural risk prevention plans (PPRn – Plan de Prévention des Risques naturels) containing land use rules. To facilitate automatic extraction of the rules, we manually annotated a number of those documents concerning Montpellier, a rapidly evolving agglomeration exposed to natural risks.

We defined a format for labeled examples in which each entry includes title and subtitle. In addition, we proposed a hierarchical representation of class labels to generalize the use of our corpus. Our corpus, consisting of 1934 textual segments, each of which labeled by one of the 4 classes (Verifiable, Non-verifiable, Informative and Not pertinent) is the first corpus in the French language in the fields of urban planning and natural risk management.

For more details please refer to our article: https://www.nature.com/articles/s41597-023-02705-y

# Example of use

- https://entrepot.recherche.data.gouv.fr/file.xhtml?persistentId=doi:10.57745/EGGFEX&version=4.0

# Citation

To cite the data set please use:
```


@article

{koptelov2023manually,
title={A manually annotated corpus in French for the study of urbanization and the natural risk prevention},
author={Koptelov, Maksim and Holveck, Margaux and Cremilleux, Bruno and Reynaud, Justine and Roche, Mathieu and Teisseire, Maguelonne},
journal={Scientific Data},
volume={10},
number={1},
pages={818},
year={2023},
publisher={Nature Publishing Group UK London}
}
```

To cite the code please use:
```
@inproceedings{koptelov2023towards,
title={Towards a (Semi-) Automatic Urban Planning Rule Identification in the French Language},
author={Koptelov, Maksim and Holveck, Margaux and Cremilleux, Bruno and Reynaud, Justine and Roche, Mathieu and Teisseire, Maguelonne},
booktitle={2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA)},
pages={1--10},
year={2023},
organization={IEEE}
}
```

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+ ---
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+ task_categories:
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+ - text-classification
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+ language:
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+ - fr
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+ tags:
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+ - urban planning
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+ - natural risks
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+ - risk management
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+ - geography
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+ pretty_name: Local Urban Plans And Natural risks (LUPAN)
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+ size_categories:
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+ - 1K<n<10K
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+ ---