from dataclasses import dataclass import datasets from datasets.info import DatasetInfo from datasets.load import load_dataset from datasets.utils.download_manager import DownloadManager import os import jsonlines import json _DESCRIPTION = """Dataset extracted from case laws of Supreme Court of United States.""" _VERSION = "0.4.0" _DOWNLOAD_URL='https://sid.erda.dk/share_redirect/ceCWid0G3T' ISSUE_AREAS = "Criminal Procedure,Civil Rights,First Amendment,Due Process,Privacy,Attorneys,Unions,Economic Activity,Judicial Power,Federalism,Federal Taxation".split( "," ) PERSON = "person" PUBLIC_ENTITY = "public_entity" ORGANIZATION = "organization" OTHER = "other" FACILITY = "facility" RESPONDENT_MAPPING = { "attorney general of the United States, or his office": PERSON, "specified state board or department of education": PUBLIC_ENTITY, "city, town, township, village, or borough government or governmental unit": PUBLIC_ENTITY, "state commission, board, committee, or authority": PUBLIC_ENTITY, "county government or county governmental unit, except school district": PUBLIC_ENTITY, "court or judicial district": PUBLIC_ENTITY, "state department or agency": PUBLIC_ENTITY, "governmental employee or job applicant": PERSON, "female governmental employee or job applicant": PERSON, "minority governmental employee or job applicant": PERSON, "minority female governmental employee or job applicant": PERSON, "not listed among agencies in the first Administrative Action variable": OTHER, "retired or former governmental employee": PERSON, "U.S. House of Representatives": PUBLIC_ENTITY, "interstate compact": PUBLIC_ENTITY, "judge": PERSON, "state legislature, house, or committee": PUBLIC_ENTITY, "local governmental unit other than a county, city, town, township, village, or borough": PUBLIC_ENTITY, "governmental official, or an official of an agency established under an interstate compact": PUBLIC_ENTITY, "state or U.S. supreme court": PUBLIC_ENTITY, "local school district or board of education": PUBLIC_ENTITY, "U.S. Senate": PUBLIC_ENTITY, "U.S. senator": PERSON, "foreign nation or instrumentality": PUBLIC_ENTITY, "state or local governmental taxpayer, or executor of the estate of": PUBLIC_ENTITY, "state college or university": PUBLIC_ENTITY, "United States": PUBLIC_ENTITY, "State": PUBLIC_ENTITY, "person accused, indicted, or suspected of crime": PERSON, "advertising business or agency": ORGANIZATION, "agent, fiduciary, trustee, or executor": ORGANIZATION, "airplane manufacturer, or manufacturer of parts of airplanes": ORGANIZATION, "airline": ORGANIZATION, "distributor, importer, or exporter of alcoholic beverages": ORGANIZATION, "alien, person subject to a denaturalization proceeding, or one whose citizenship is revoked": PERSON, "American Medical Association": PERSON, "National Railroad Passenger Corp.": ORGANIZATION, "amusement establishment, or recreational facility": FACILITY, "arrested person, or pretrial detainee": PERSON, "attorney, or person acting as such;includes bar applicant or law student, or law firm or bar association": PERSON, "author, copyright holder": OTHER, "bank, savings and loan, credit union, investment company": ORGANIZATION, "bankrupt person or business, or business in reorganization": OTHER, "establishment serving liquor by the glass, or package liquor store": ORGANIZATION, "water transportation, stevedore": OTHER, "bookstore, newsstand, printer, bindery, purveyor or distributor of books or magazines": ORGANIZATION, "brewery, distillery": ORGANIZATION, "broker, stock exchange, investment or securities firm": ORGANIZATION, "construction industry": ORGANIZATION, "bus or motorized passenger transportation vehicle": OTHER, "business, corporation": ORGANIZATION, "buyer, purchaser": OTHER, "cable TV": OTHER, "car dealer": PERSON, "person convicted of crime": PERSON, "tangible property, other than real estate, including contraband": OTHER, "chemical company": ORGANIZATION, "child, children, including adopted or illegitimate": PERSON, "religious organization, institution, or person": OTHER, "private club or facility": FACILITY, "coal company or coal mine operator": OTHER, "computer business or manufacturer, hardware or software": ORGANIZATION, "consumer, consumer organization": OTHER, "creditor, including institution appearing as such; e.g., a finance company": OTHER, "person allegedly criminally insane or mentally incompetent to stand trial": PERSON, "defendant": OTHER, "debtor": OTHER, "real estate developer": PERSON, "disabled person or disability benefit claimant": PERSON, "distributor": OTHER, "person subject to selective service, including conscientious objector": PERSON, "drug manufacturer": ORGANIZATION, "druggist, pharmacist, pharmacy": OTHER, "employee, or job applicant, including beneficiaries of": PERSON, "employer-employee trust agreement, employee health and welfare fund, or multi-employer pension plan": OTHER, "electric equipment manufacturer": ORGANIZATION, "electric or hydroelectric power utility, power cooperative, or gas and electric company": ORGANIZATION, "eleemosynary institution or person": OTHER, "environmental organization": ORGANIZATION, "employer. If employer's relations with employees are governed by the nature of the employer's business (e.g., railroad, boat), rather than labor law generally, the more specific designation is used in place of Employer.":PERSON, "farmer, farm worker, or farm organization": PERSON, "father": PERSON, "female employee or job applicant": PERSON, "female": PERSON, "movie, play, pictorial representation, theatrical production, actor, or exhibitor or distributor of": OTHER, "fisherman or fishing company": OTHER, "food, meat packing, or processing company, stockyard": OTHER, "foreign (non-American) nongovernmental entity": OTHER, "franchiser": PERSON, "franchisee": ORGANIZATION, "lesbian, gay, bisexual, transexual person or organization": OTHER, "person who guarantees another's obligations": PERSON, "handicapped individual, or organization of devoted to": OTHER, "health organization or person, nursing home, medical clinic or laboratory, chiropractor": OTHER, "heir, or beneficiary, or person so claiming to be": OTHER, "hospital, medical center": OTHER, "husband, or ex-husband": PERSON, "involuntarily committed mental patient": PERSON, "Indian, including Indian tribe or nation": OTHER, "insurance company, or surety": ORGANIZATION, "inventor, patent assigner, trademark owner or holder": OTHER, "investor": PERSON, "injured person or legal entity, nonphysically and non-employment related": OTHER, "juvenile": OTHER, "government contractor": OTHER, "holder of a license or permit, or applicant therefor": OTHER, "magazine": ORGANIZATION, "male": PERSON, "medical or Medicaid claimant": PERSON, "medical supply or manufacturing co.": OTHER, "racial or ethnic minority employee or job applicant": PERSON, "minority female employee or job applicant": PERSON, "manufacturer": ORGANIZATION, "management, executive officer, or director, of business entity": PERSON, "military personnel, or dependent of, including reservist": PERSON, "mining company or miner, excluding coal, oil, or pipeline company": ORGANIZATION, "mother": PERSON, "auto manufacturer": ORGANIZATION, "newspaper, newsletter, journal of opinion, news service": ORGANIZATION, "radio and television network, except cable tv": ORGANIZATION, "nonprofit organization or business": ORGANIZATION, "nonresident": PERSON, "nuclear power plant or facility": FACILITY, "owner, landlord, or claimant to ownership, fee interest, or possession of land as well as chattels": OTHER, "shareholders to whom a tender offer is made": OTHER, "tender offer": OTHER, "oil company, or natural gas producer": ORGANIZATION, "elderly person, or organization dedicated to the elderly": OTHER, "out of state noncriminal defendant": PERSON, "political action committee": ORGANIZATION, "parent or parents": PERSON, "parking lot or service": OTHER, "patient of a health professional": PERSON, "telephone, telecommunications, or telegraph company": ORGANIZATION, "physician, MD or DO, dentist, or medical society": OTHER, "public interest organization": ORGANIZATION, "physically injured person, including wrongful death, who is not an employee": PERSON, "pipe line company": ORGANIZATION, "package, luggage, container": OTHER, "political candidate, activist, committee, party, party member, organization, or elected official": OTHER, "indigent, needy, welfare recipient": PERSON, "indigent defendant": PERSON, "private person": PERSON, "prisoner, inmate of penal institution": PERSON, "professional organization, business, or person": OTHER, "probationer, or parolee": OTHER, "protester, demonstrator, picketer or pamphleteer (non-employment related), or non-indigent loiterer": PERSON, "public utility": OTHER, "publisher, publishing company": ORGANIZATION, "radio station": ORGANIZATION, "racial or ethnic minority": PERSON, "person or organization protesting racial or ethnic segregation or discrimination": OTHER, "racial or ethnic minority student or applicant for admission to an educational institution": PERSON, "realtor": PERSON, "journalist, columnist, member of the news media": PERSON, "resident": PERSON, "restaurant, food vendor": ORGANIZATION, "retarded person, or mental incompetent": PERSON, "retired or former employee": PERSON, "railroad": FACILITY, "private school, college, or university": ORGANIZATION, "seller or vendor": PERSON, "shipper, including importer and exporter": OTHER, "shopping center, mall": FACILITY, "spouse, or former spouse": PERSON, "stockholder, shareholder, or bondholder": OTHER, "retail business or outlet": ORGANIZATION, "student, or applicant for admission to an educational institution": PERSON, "taxpayer or executor of taxpayer's estate, federal only": PERSON, "tenant or lessee": OTHER, "theater, studio": FACILITY, "forest products, lumber, or logging company": ORGANIZATION, "person traveling or wishing to travel abroad, or overseas travel agent": PERSON, "trucking company, or motor carrier": ORGANIZATION, "television station": ORGANIZATION, "union member": OTHER, "unemployed person or unemployment compensation applicant or claimant": PERSON, "union, labor organization, or official of": ORGANIZATION, "veteran": PERSON, "voter, prospective voter, elector, or a nonelective official seeking reapportionment or redistricting of legislative districts (POL)": PERSON, "wholesale trade": OTHER, "wife, or ex-wife": PERSON, "witness, or person under subpoena": PERSON, "network": OTHER, "slave": PERSON, "slave-owner": PERSON, "bank of the united states": ORGANIZATION, "timber company": ORGANIZATION, "u.s. job applicants or employees": PERSON, "Army and Air Force Exchange Service": OTHER, "Atomic Energy Commission": PUBLIC_ENTITY, "Secretary or administrative unit or personnel of the U.S. Air Force": PUBLIC_ENTITY, "Department or Secretary of Agriculture": PUBLIC_ENTITY, "Alien Property Custodian": OTHER, "Secretary or administrative unit or personnel of the U.S. Army": PUBLIC_ENTITY, "Board of Immigration Appeals": PUBLIC_ENTITY, "Bureau of Indian Affairs": PUBLIC_ENTITY, "Bonneville Power Administration": PUBLIC_ENTITY, "Benefits Review Board": PUBLIC_ENTITY, "Civil Aeronautics Board": PUBLIC_ENTITY, "Bureau of the Census": PUBLIC_ENTITY, "Central Intelligence Agency": PUBLIC_ENTITY, "Commodity Futures Trading Commission": OTHER, "Department or Secretary of Commerce": PUBLIC_ENTITY, "Comptroller of Currency": OTHER, "Consumer Product Safety Commission": PUBLIC_ENTITY, "Civil Rights Commission": PUBLIC_ENTITY, "Civil Service Commission, U.S.": PUBLIC_ENTITY, "Customs Service or Commissioner of Customs": OTHER, "Defense Base Closure and REalignment Commission": OTHER, "Drug Enforcement Agency": PUBLIC_ENTITY, "Department or Secretary of Defense (and Department or Secretary of War)": PUBLIC_ENTITY, "Department or Secretary of Energy": PUBLIC_ENTITY, "Department or Secretary of the Interior": PUBLIC_ENTITY, "Department of Justice or Attorney General": PUBLIC_ENTITY, "Department or Secretary of State": PUBLIC_ENTITY, "Department or Secretary of Transportation": PUBLIC_ENTITY, "Department or Secretary of Education": PUBLIC_ENTITY, "U.S. Employees' Compensation Commission, or Commissioner": PUBLIC_ENTITY, "Equal Employment Opportunity Commission": PUBLIC_ENTITY, "Environmental Protection Agency or Administrator": PUBLIC_ENTITY, "Federal Aviation Agency or Administration": PUBLIC_ENTITY, "Federal Bureau of Investigation or Director": PUBLIC_ENTITY, "Federal Bureau of Prisons": PUBLIC_ENTITY, "Farm Credit Administration": PUBLIC_ENTITY, "Federal Communications Commission (including a predecessor, Federal Radio Commission)": OTHER, "Federal Credit Union Administration": PUBLIC_ENTITY, "Food and Drug Administration": PUBLIC_ENTITY, "Federal Deposit Insurance Corporation": PUBLIC_ENTITY, "Federal Energy Administration": PUBLIC_ENTITY, "Federal Election Commission": PUBLIC_ENTITY, "Federal Energy Regulatory Commission": PUBLIC_ENTITY, "Federal Housing Administration": PUBLIC_ENTITY, "Federal Home Loan Bank Board": PUBLIC_ENTITY, "Federal Labor Relations Authority": PUBLIC_ENTITY, "Federal Maritime Board": PUBLIC_ENTITY, "Federal Maritime Commission": PUBLIC_ENTITY, "Farmers Home Administration": PUBLIC_ENTITY, "Federal Parole Board": PUBLIC_ENTITY, "Federal Power Commission": PUBLIC_ENTITY, "Federal Railroad Administration": PUBLIC_ENTITY, "Federal Reserve Board of Governors": PUBLIC_ENTITY, "Federal Reserve System": PUBLIC_ENTITY, "Federal Savings and Loan Insurance Corporation": PUBLIC_ENTITY, "Federal Trade Commission": PUBLIC_ENTITY, "Federal Works Administration, or Administrator": PUBLIC_ENTITY, "General Accounting Office": PUBLIC_ENTITY, "Comptroller General": OTHER, "General Services Administration": PUBLIC_ENTITY, "Department or Secretary of Health, Education and Welfare": PUBLIC_ENTITY, "Department or Secretary of Health and Human Services": PUBLIC_ENTITY, "Department or Secretary of Housing and Urban Development": PUBLIC_ENTITY, "Interstate Commerce Commission": PUBLIC_ENTITY, "Indian Claims Commission": PUBLIC_ENTITY, "Immigration and Naturalization Service, or Director of, or District Director of, or Immigration and Naturalization Enforcement": PUBLIC_ENTITY, "Internal Revenue Service, Collector, Commissioner, or District Director of": PUBLIC_ENTITY, "Information Security Oversight Office": ORGANIZATION, "Department or Secretary of Labor": PUBLIC_ENTITY, "Loyalty Review Board": ORGANIZATION, "Legal Services Corporation": ORGANIZATION, "Merit Systems Protection Board": ORGANIZATION, "Multistate Tax Commission": PUBLIC_ENTITY, "National Aeronautics and Space Administration": PUBLIC_ENTITY, "Secretary or administrative unit of the U.S. Navy": PUBLIC_ENTITY, "National Credit Union Administration": PUBLIC_ENTITY, "National Endowment for the Arts": PUBLIC_ENTITY, "National Enforcement Commission": PUBLIC_ENTITY, "National Highway Traffic Safety Administration": PUBLIC_ENTITY, "National Labor Relations Board, or regional office or officer": PUBLIC_ENTITY, "National Mediation Board": PUBLIC_ENTITY, "National Railroad Adjustment Board": PUBLIC_ENTITY, "Nuclear Regulatory Commission": PUBLIC_ENTITY, "National Security Agency": PUBLIC_ENTITY, "Office of Economic Opportunity": PUBLIC_ENTITY, "Office of Management and Budget": PUBLIC_ENTITY, "Office of Price Administration, or Price Administrator": PUBLIC_ENTITY, "Office of Personnel Management": PUBLIC_ENTITY, "Occupational Safety and Health Administration": PUBLIC_ENTITY, "Occupational Safety and Health Review Commission": PUBLIC_ENTITY, "Office of Workers' Compensation Programs": PUBLIC_ENTITY, "Patent Office, or Commissioner of, or Board of Appeals of": PUBLIC_ENTITY, "Pay Board (established under the Economic Stabilization Act of 1970)": PUBLIC_ENTITY, "Pension Benefit Guaranty Corporation": PUBLIC_ENTITY, "U.S. Public Health Service": PUBLIC_ENTITY, "Postal Rate Commission": PUBLIC_ENTITY, "Provider Reimbursement Review Board": PUBLIC_ENTITY, "Renegotiation Board": PUBLIC_ENTITY, "Railroad Adjustment Board": PUBLIC_ENTITY, "Railroad Retirement Board": PUBLIC_ENTITY, "Subversive Activities Control Board": PUBLIC_ENTITY, "Small Business Administration": PUBLIC_ENTITY, "Securities and Exchange Commission": PUBLIC_ENTITY, "Social Security Administration or Commissioner": PUBLIC_ENTITY, "Selective Service System": PUBLIC_ENTITY, "Department or Secretary of the Treasury": PUBLIC_ENTITY, "Tennessee Valley Authority": PUBLIC_ENTITY, "United States Forest Service": PUBLIC_ENTITY, "United States Parole Commission": PUBLIC_ENTITY, "Postal Service and Post Office, or Postmaster General, or Postmaster": PUBLIC_ENTITY, "United States Sentencing Commission": PUBLIC_ENTITY, "Veterans' Administration": PUBLIC_ENTITY, "War Production Board": PUBLIC_ENTITY, "Wage Stabilization Board": PUBLIC_ENTITY, "General Land Office of Commissioners": PUBLIC_ENTITY, "Transportation Security Administration": PUBLIC_ENTITY, "Surface Transportation Board": PUBLIC_ENTITY, "U.S. Shipping Board Emergency Fleet Corp.": ORGANIZATION, "Reconstruction Finance Corp.": ORGANIZATION, "Department or Secretary of Homeland Security": PUBLIC_ENTITY, "Unidentifiable": OTHER, "International Entity": ORGANIZATION, } ISSUE_AREA_MAPPING = {k.lower().replace(" ", "_"): i for i, k in enumerate(ISSUE_AREAS)} METADATA_FIELDS = ['decisionDirection', 'respondent'] @dataclass class SCOTUSConfig(datasets.BuilderConfig): version:str=None name:str = None extended_name: str = None class ScotusDataset(datasets.GeneratorBasedBuilder): BUILDER_CONFIGS = [ SCOTUSConfig( name='scotus', extended_name = 'Supreme Court of United States Dataset', version=datasets.Version(_VERSION, ""), ) ] def _info(self) -> DatasetInfo: return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features( { "id": datasets.Value("string"), "text": datasets.Value("string"), "decisionDirection": datasets.Value("string"), "respondent":datasets.Value("string"), 'label_ids': datasets.Value('int64'), "labels": datasets.Value("string") } ), supervised_keys=None, ) def _split_generators(self, dl_manager: DownloadManager): downloaded_file = dl_manager.download_and_extract(_DOWNLOAD_URL) dataset_root_folder = os.path.join(downloaded_file) return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, # These kwargs will be passed to _generate_examples gen_kwargs={ "dataset_root": dataset_root_folder, "split": "train", }, ), datasets.SplitGenerator( name=datasets.Split.VALIDATION, # These kwargs will be passed to _generate_examples gen_kwargs={ "dataset_root": dataset_root_folder, "split": "dev", }, ), datasets.SplitGenerator( name=datasets.Split.TEST, # These kwargs will be passed to _generate_examples gen_kwargs={ "dataset_root": dataset_root_folder, "split": "test", }, ), ] def _generate_examples(self, dataset_root, split, **kwargs): path = os.path.join(dataset_root, 'scotus', f'scotus.{split}.jsonl') with jsonlines.open(path) as lines: for line in lines: attributes = line['attributes'] iid = attributes['docketId'] text = line['text'] label = str(line['label']) label_id = ISSUE_AREA_MAPPING[label] respondent = RESPONDENT_MAPPING[attributes['respondent']] yield iid, {'text': text, 'id': iid, 'labels':label, 'label_ids': label_id, 'decisionDirection': attributes['decisionDirection'], 'respondent': respondent} if __name__ == '__main__': from datasets import load_dataset dataset = load_dataset('/home/npf290/dev/fairlex-wilds/huggingface_scotus/scotus.py') dataset['train'] print()