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