Datasets:
Tasks:
Fill-Mask
Sub-tasks:
masked-language-modeling
Languages:
English
Size:
10M<n<100M
ArXiv:
License:
| """Pile of Law""" | |
| import gzip | |
| import json | |
| import datasets | |
| try: | |
| import lzma as xz | |
| except ImportError: | |
| import pylzma as xz | |
| datasets.logging.set_verbosity_info() | |
| logger = datasets.logging.get_logger(__name__) | |
| _DESCRIPTION = """ | |
| We curate a large corpus of legal and administrative data. The utility of this data is twofold: (1) to aggregate legal and administrative data sources that demonstrate different norms and legal standards for data filtering; (2) to collect a dataset that can be used in the future for pretraining legal-domain language models, a key direction in access-to-justice initiatives. | |
| """ | |
| _CITATION = """ | |
| @misc{hendersonkrass2022pileoflaw, | |
| url = {https://arxiv.org/abs/2207.00220}, | |
| author = {Henderson, Peter and Krass, Mark S. and Zheng, Lucia and Guha, Neel and Manning, Christopher D. and Jurafsky, Dan and Ho, Daniel E.}, | |
| title = {Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset}, | |
| publisher = {arXiv}, | |
| year = {2022} | |
| } | |
| """ | |
| _URL = "https://huggingface.co/datasets/pile-of-law/pile-of-law" | |
| _DATA_URL = { | |
| "r_legaladvice" : | |
| { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.r_legaldvice.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.r_legaldvice.jsonl.xz"] | |
| }, | |
| "courtlistener_docket_entry_documents" : { | |
| "train" : [ | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlistenerdocketentries.0.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlistenerdocketentries.1.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlistenerdocketentries.2.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlistenerdocketentries.3.jsonl.xz" | |
| ], | |
| "validation" : [ | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.courtlistenerdocketentries.0.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.courtlistenerdocketentries.1.jsonl.xz" | |
| ] | |
| }, | |
| "atticus_contracts" : { | |
| "train" : [ | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.atticus_contracts.0.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.atticus_contracts.1.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.atticus_contracts.2.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.atticus_contracts.3.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.atticus_contracts.4.jsonl.xz" | |
| ], | |
| "validation" : [ | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.atticus_contracts.0.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.atticus_contracts.1.jsonl.xz" | |
| ] | |
| }, | |
| "courtlistener_opinions" : { | |
| "train" : [ | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.0.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.1.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.2.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.3.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.4.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.5.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.6.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.7.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.8.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.9.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.10.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.11.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.12.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.13.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.14.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.courtlisteneropinions.15.jsonl.xz" | |
| ], | |
| "validation" : [ | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.courtlisteneropinions.0.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.courtlisteneropinions.1.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.courtlisteneropinions.2.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.courtlisteneropinions.3.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.courtlisteneropinions.4.jsonl.xz", | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.courtlisteneropinions.5.jsonl.xz" | |
| ] | |
| }, | |
| "federal_register" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.federal_register.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.federal_register.jsonl.xz"] | |
| }, | |
| "bva_opinions" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.bva.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.bva.jsonl.xz"] | |
| }, | |
| "us_bills" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.us_bills.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.us_bills.jsonl.xz"] | |
| }, | |
| "cc_casebooks" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.cc_casebooks.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.cc_casebooks.jsonl.xz"] | |
| }, | |
| "tos" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.tos.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.tos.jsonl.xz"] | |
| }, | |
| "euro_parl" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.euro_parl.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.euro_parl.jsonl.xz"] | |
| }, | |
| "nlrb_decisions" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.nlrb_decisions.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.nlrb_decisions.jsonl.xz"] | |
| }, | |
| "scotus_oral_arguments" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.scotus_oral.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.scotus_oral.jsonl.xz"] | |
| }, | |
| "cfr" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.cfr.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.cfr.jsonl.xz"] | |
| }, | |
| "state_codes" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.state_code.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.state_code.jsonl.xz"] | |
| }, | |
| "scotus_filings" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.scotus_docket_entries.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.scotus_docket_entries.jsonl.xz"] | |
| }, | |
| "exam_outlines" : { | |
| "train" : [ | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.examoutlines.jsonl.xz", | |
| ], | |
| "validation" : [ | |
| "https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.examoutlines.jsonl.xz", | |
| ] | |
| }, | |
| "edgar" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.edgar.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.edgar.jsonl.xz"] | |
| }, | |
| "cfpb_creditcard_contracts" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.cfpb_cc.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.cfpb_cc.jsonl.xz"] | |
| }, | |
| "constitutions" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.constitutions.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.constitutions.jsonl.xz"] | |
| }, | |
| "congressional_hearings" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.congressional_hearings.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.congressional_hearings.jsonl.xz"] | |
| }, | |
| "oig" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.oig.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.oig.jsonl.xz"] | |
| }, | |
| "olc_memos" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.olc_memos.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.olc_memos.jsonl.xz"] | |
| }, | |
| "uscode" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.uscode.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.uscode.jsonl.xz"] | |
| }, | |
| "founding_docs" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.founding_docs.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.founding_docs.jsonl.xz"] | |
| }, | |
| "ftc_advisory_opinions" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.ftc_advisory_opinions.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.ftc_advisory_opinions.jsonl.xz"] | |
| }, | |
| "echr" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.echr.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.echr.jsonl.xz"] | |
| }, | |
| "eurlex" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.eurlex.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.eurlex.jsonl.xz"] | |
| }, | |
| "tax_rulings" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.taxrulings.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.taxrulings.jsonl.xz"] | |
| }, | |
| "un_debates" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.undebates.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.undebates.jsonl.xz"] | |
| }, | |
| "fre" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.fre.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.fre.jsonl.xz"] | |
| }, | |
| "frcp" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.frcp.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.frcp.jsonl.xz"] | |
| }, | |
| "canadian_decisions" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.canadian_decisions.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.canadian_decisions.jsonl.xz"] | |
| }, | |
| "eoir" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.eoir.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.eoir.jsonl.xz"] | |
| }, | |
| "dol_ecab" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.dol_ecab.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.dol_ecab.jsonl.xz"] | |
| }, | |
| "icj-pcij" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.ijc.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.ijc.jsonl.xz"] | |
| }, | |
| "uspto_office_actions" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.uspto_oab.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.uspto_oab.jsonl.xz"] | |
| }, | |
| "ed_policy_guidance" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.ed_policy_guidance.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.ed_policy_guidance.jsonl.xz"] | |
| }, | |
| "acus_reports" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.acus_reports.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.acus_reports.jsonl.xz"] | |
| }, | |
| "hhs_alj_opinions" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.hhs_alj.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.hhs_alj.jsonl.xz"] | |
| }, | |
| "sec_administrative_proceedings" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.sec.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.sec.jsonl.xz"] | |
| }, | |
| "fmshrc_bluebooks" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.fmshrc.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.fmshrc.jsonl.xz"] | |
| }, | |
| "resource_contracts" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.resource_contracts.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.resource_contracts.jsonl.xz"] | |
| }, | |
| "medicaid_policy_guidance" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.medicaid_policy_guidance.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.medicaid_policy_guidance.jsonl.xz"] | |
| }, | |
| "irs_legal_advice_memos" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.irs_legal_advice_memos.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.irs_legal_advice_memos.jsonl.xz"] | |
| }, | |
| "doj_guidance_documents" : { | |
| "train" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/train.doj_guidance.jsonl.xz"], | |
| "validation" : ["https://huggingface.co/datasets/pile-of-law/pile-of-law/resolve/main/data/validation.doj_guidance.jsonl.xz"] | |
| } | |
| } | |
| _VARIANTS = ["all"] + list(_DATA_URL.keys()) | |
| class PileOfLaw(datasets.GeneratorBasedBuilder): | |
| """TODO""" | |
| BUILDER_CONFIGS = [datasets.BuilderConfig(name) for name in _VARIANTS] | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=datasets.Features( | |
| { | |
| "text": datasets.Value("string"), | |
| "created_timestamp": datasets.Value("string"), | |
| "downloaded_timestamp": datasets.Value("string"), | |
| "url": datasets.Value("string"), | |
| } | |
| ), | |
| supervised_keys=None, | |
| homepage=_URL, | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| data_urls = {} | |
| if self.config.name == "all": | |
| data_sources = list(_DATA_URL.keys()) | |
| else: | |
| data_sources = [self.config.name] | |
| for split in ["train", "validation"]: | |
| data_urls[split] = [] | |
| for source in data_sources: | |
| for chunk in _DATA_URL[source][split]: | |
| data_urls[split].append(chunk) | |
| train_downloaded_files = dl_manager.download(data_urls["train"]) | |
| validation_downloaded_files = dl_manager.download(data_urls["validation"]) | |
| return [ | |
| datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepaths": train_downloaded_files}), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.VALIDATION, gen_kwargs={"filepaths": validation_downloaded_files} | |
| ), | |
| ] | |
| def _generate_examples(self, filepaths): | |
| """This function returns the examples in the raw (text) form by iterating on all the files.""" | |
| id_ = 0 | |
| for filepath in filepaths: | |
| logger.info("Generating examples from = %s", filepath) | |
| try: | |
| with xz.open(open(filepath, "rb"), "rt", encoding="utf-8") as f: | |
| for line in f: | |
| if line: | |
| example = json.loads(line) | |
| if example is not None and isinstance(example, dict): | |
| yield id_, { | |
| "text": example.get("text", ""), | |
| "created_timestamp": example.get("created_timestamp", ""), | |
| "downloaded_timestamp": example.get("downloaded_timestamp", ""), | |
| "url": example.get("url", "") | |
| } | |
| id_ += 1 | |
| except: | |
| print("Error reading file:", filepath) | |