Datasets:
Tasks:
Fill-Mask
Sub-tasks:
masked-language-modeling
Languages:
English
Size:
10M<n<100M
ArXiv:
License:
File size: 20,903 Bytes
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"""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)
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