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"""RISCBAC: a synthetic bilingual automotive insurance contract dataset""" |
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import json |
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import os |
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import datasets |
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_CITATION = """\ |
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@misc{beaucheminrisc, |
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title={{RISC: Generating Realistic Synthetic Bilingual Insurance |
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Contract}}, |
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author={David Beauchemin and Richard Khoury}, |
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year={2023}, |
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eprint={2304.04212}, |
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archivePrefix={arXiv} |
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} |
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""" |
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_DESCRIPTION = """\ |
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RISCBAC was created using [RISC](https://github.com/GRAAL-Research/risc), an open-source Python package data |
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generator. RISC generates look-alike automobile insurance contracts based on the Quebec regulatory insurance |
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form in French and English. |
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It contains 10,000 English and French insurance contracts generated using the same seed. Thus, contracts share |
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the same deterministic synthetic data (RISCBAC can be used as an aligned dataset). RISC can be used to generate |
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more data for RISCBAC. |
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""" |
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_HOMEPAGE = "https://huggingface.co/datasets/davebulaval/RISCBAC" |
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_LICENSE = "Attribution 4.0 International (CC BY 4.0)" |
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_URL = "https://graal.ift.ulaval.ca/public/datasets/riscbac.zip" |
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class RISCBAC(datasets.GeneratorBasedBuilder): |
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"""RISCBAC: a synthetic bilingual automotive insurance contract dataset""" |
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VERSION = datasets.Version("1.0.0") |
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BUILDER_CONFIGS = [ |
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datasets.BuilderConfig( |
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name="en", version=VERSION, description="This part of the dataset are automobile contract in English." |
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), |
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datasets.BuilderConfig( |
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name="fr", version=VERSION, description="This part of the dataset are automobile contract in French." |
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), |
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] |
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DEFAULT_CONFIG_NAME = "fr" |
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def _info(self): |
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features = datasets.Features( |
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{ |
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"text": datasets.Value("string"), |
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} |
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) |
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return datasets.DatasetInfo( |
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description=_DESCRIPTION, |
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features=features, |
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supervised_keys=None, |
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homepage=_HOMEPAGE, |
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license=_LICENSE, |
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citation=_CITATION, |
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) |
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def _split_generators(self, dl_manager): |
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data_dir = dl_manager.download_and_extract(_URL) |
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if self.config.name == "en": |
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return [ |
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datasets.SplitGenerator( |
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name="full_en", |
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gen_kwargs={"filepath": os.path.join(data_dir, "en.jsonl")}, |
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) |
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] |
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elif self.config.name == "fr": |
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return [ |
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datasets.SplitGenerator( |
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name="full_fr", |
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gen_kwargs={"filepath": os.path.join(data_dir, "fr.jsonl")}, |
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), |
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] |
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else: |
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raise ValueError(f"The config name {self.config.name} is not supported. Please use " "'en' or 'fr'.") |
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def _generate_examples(self, filepath): |
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with open(filepath, "r", encoding="utf-8") as f: |
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for key, line in enumerate(f): |
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d = json.loads(line) |
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yield key, d |
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