| 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, |
| |
| gen_kwargs={ |
| "dataset_root": dataset_root_folder, |
| "split": "train", |
| }, |
| ), |
| datasets.SplitGenerator( |
| name=datasets.Split.VALIDATION, |
| |
| gen_kwargs={ |
| "dataset_root": dataset_root_folder, |
| "split": "dev", |
| }, |
| ), |
| datasets.SplitGenerator( |
| name=datasets.Split.TEST, |
| |
| 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() |
