Update README.md

README.md

@@ -1,339 +1,19 @@
 ---
-dataset_info:
-  features:
-  - name: text
-    dtype: string
-  - name: l1
-    dtype:
-      class_label:
-        names:
-          '0': Agent
-          '1': Device
-          '2': Event
-          '3': Place
-          '4': Species
-          '5': SportsSeason
-          '6': TopicalConcept
-          '7': UnitOfWork
-          '8': Work
-  - name: l2
-    dtype:
-      class_label:
-        names:
-          '0': Actor
-          '1': AmusementParkAttraction
-          '2': Animal
-          '3': Artist
-          '4': Athlete
-          '5': BodyOfWater
-          '6': Boxer
-          '7': BritishRoyalty
-          '8': Broadcaster
-          '9': Building
-          '10': Cartoon
-          '11': CelestialBody
-          '12': Cleric
-          '13': ClericalAdministrativeRegion
-          '14': Coach
-          '15': Comic
-          '16': ComicsCharacter
-          '17': Company
-          '18': Database
-          '19': EducationalInstitution
-          '20': Engine
-          '21': Eukaryote
-          '22': FictionalCharacter
-          '23': FloweringPlant
-          '24': FootballLeagueSeason
-          '25': Genre
-          '26': GridironFootballPlayer
-          '27': Group
-          '28': Horse
-          '29': Infrastructure
-          '30': LegalCase
-          '31': MotorcycleRider
-          '32': MusicalArtist
-          '33': MusicalWork
-          '34': NaturalEvent
-          '35': NaturalPlace
-          '36': Olympics
-          '37': Organisation
-          '38': OrganisationMember
-          '39': PeriodicalLiterature
-          '40': Person
-          '41': Plant
-          '42': Politician
-          '43': Presenter
-          '44': Race
-          '45': RaceTrack
-          '46': RacingDriver
-          '47': RouteOfTransportation
-          '48': Satellite
-          '49': Scientist
-          '50': Settlement
-          '51': SocietalEvent
-          '52': Software
-          '53': Song
-          '54': SportFacility
-          '55': SportsEvent
-          '56': SportsLeague
-          '57': SportsManager
-          '58': SportsTeam
-          '59': SportsTeamSeason
-          '60': Station
-          '61': Stream
-          '62': Tournament
-          '63': Tower
-          '64': Venue
-          '65': VolleyballPlayer
-          '66': WinterSportPlayer
-          '67': Wrestler
-          '68': Writer
-          '69': WrittenWork
-  - name: l3
-    dtype:
-      class_label:
-        names:
-          '0': AcademicJournal
-          '1': AdultActor
-          '2': Airline
-          '3': Airport
-          '4': Album
-          '5': AmateurBoxer
-          '6': Ambassador
-          '7': AmericanFootballPlayer
-          '8': Amphibian
-          '9': AnimangaCharacter
-          '10': Anime
-          '11': Arachnid
-          '12': Architect
-          '13': ArtificialSatellite
-          '14': ArtistDiscography
-          '15': Astronaut
-          '16': AustralianFootballTeam
-          '17': AustralianRulesFootballPlayer
-          '18': AutomobileEngine
-          '19': BadmintonPlayer
-          '20': Band
-          '21': Bank
-          '22': Baronet
-          '23': BaseballLeague
-          '24': BaseballPlayer
-          '25': BaseballSeason
-          '26': BasketballLeague
-          '27': BasketballPlayer
-          '28': BasketballTeam
-          '29': BeachVolleyballPlayer
-          '30': BeautyQueen
-          '31': BiologicalDatabase
-          '32': Bird
-          '33': Bodybuilder
-          '34': Brewery
-          '35': Bridge
-          '36': BroadcastNetwork
-          '37': BusCompany
-          '38': BusinessPerson
-          '39': CanadianFootballTeam
-          '40': Canal
-          '41': Canoeist
-          '42': Cardinal
-          '43': Castle
-          '44': Cave
-          '45': Chef
-          '46': ChessPlayer
-          '47': ChristianBishop
-          '48': ClassicalMusicArtist
-          '49': ClassicalMusicComposition
-          '50': CollegeCoach
-          '51': Comedian
-          '52': ComicStrip
-          '53': ComicsCreator
-          '54': Congressman
-          '55': Conifer
-          '56': Convention
-          '57': CricketGround
-          '58': CricketTeam
-          '59': Cricketer
-          '60': Crustacean
-          '61': CultivatedVariety
-          '62': Curler
-          '63': Cycad
-          '64': CyclingRace
-          '65': CyclingTeam
-          '66': Cyclist
-          '67': Dam
-          '68': DartsPlayer
-          '69': Diocese
-          '70': Earthquake
-          '71': Economist
-          '72': Election
-          '73': Engineer
-          '74': Entomologist
-          '75': EurovisionSongContestEntry
-          '76': FashionDesigner
-          '77': Fern
-          '78': FigureSkater
-          '79': FilmFestival
-          '80': Fish
-          '81': FootballMatch
-          '82': FormulaOneRacer
-          '83': Fungus
-          '84': GaelicGamesPlayer
-          '85': Galaxy
-          '86': Glacier
-          '87': GolfCourse
-          '88': GolfPlayer
-          '89': GolfTournament
-          '90': Governor
-          '91': GrandPrix
-          '92': Grape
-          '93': GreenAlga
-          '94': Gymnast
-          '95': HandballPlayer
-          '96': HandballTeam
-          '97': Historian
-          '98': HistoricBuilding
-          '99': HockeyTeam
-          '100': HollywoodCartoon
-          '101': HorseRace
-          '102': HorseRider
-          '103': HorseTrainer
-          '104': Hospital
-          '105': Hotel
-          '106': IceHockeyLeague
-          '107': IceHockeyPlayer
-          '108': Insect
-          '109': Jockey
-          '110': Journalist
-          '111': Judge
-          '112': LacrossePlayer
-          '113': Lake
-          '114': LawFirm
-          '115': Legislature
-          '116': Library
-          '117': Lighthouse
-          '118': Magazine
-          '119': Manga
-          '120': MartialArtist
-          '121': Mayor
-          '122': Medician
-          '123': MemberOfParliament
-          '124': MilitaryConflict
-          '125': MilitaryPerson
-          '126': MilitaryUnit
-          '127': MixedMartialArtsEvent
-          '128': Model
-          '129': Mollusca
-          '130': Monarch
-          '131': Moss
-          '132': Mountain
-          '133': MountainPass
-          '134': MountainRange
-          '135': Museum
-          '136': MusicFestival
-          '137': MusicGenre
-          '138': Musical
-          '139': MythologicalFigure
-          '140': NCAATeamSeason
-          '141': NascarDriver
-          '142': NationalFootballLeagueSeason
-          '143': NetballPlayer
-          '144': Newspaper
-          '145': Noble
-          '146': OfficeHolder
-          '147': OlympicEvent
-          '148': Painter
-          '149': Philosopher
-          '150': Photographer
-          '151': Planet
-          '152': Play
-          '153': PlayboyPlaymate
-          '154': Poem
-          '155': Poet
-          '156': PokerPlayer
-          '157': PoliticalParty
-          '158': Pope
-          '159': President
-          '160': PrimeMinister
-          '161': Prison
-          '162': PublicTransitSystem
-          '163': Publisher
-          '164': RaceHorse
-          '165': Racecourse
-          '166': RadioHost
-          '167': RadioStation
-          '168': RailwayLine
-          '169': RailwayStation
-          '170': RecordLabel
-          '171': Religious
-          '172': Reptile
-          '173': Restaurant
-          '174': River
-          '175': Road
-          '176': RoadTunnel
-          '177': RollerCoaster
-          '178': Rower
-          '179': RugbyClub
-          '180': RugbyLeague
-          '181': RugbyPlayer
-          '182': Saint
-          '183': School
-          '184': ScreenWriter
-          '185': Senator
-          '186': ShoppingMall
-          '187': Single
-          '188': Skater
-          '189': Skier
-          '190': SoapCharacter
-          '191': SoccerClubSeason
-          '192': SoccerLeague
-          '193': SoccerManager
-          '194': SoccerPlayer
-          '195': SoccerTournament
-          '196': SolarEclipse
-          '197': SpeedwayRider
-          '198': SportsTeamMember
-          '199': SquashPlayer
-          '200': Stadium
-          '201': SumoWrestler
-          '202': SupremeCourtOfTheUnitedStatesCase
-          '203': Swimmer
-          '204': TableTennisPlayer
-          '205': TelevisionStation
-          '206': TennisPlayer
-          '207': TennisTournament
-          '208': Theatre
-          '209': Town
-          '210': TradeUnion
-          '211': University
-          '212': VideoGame
-          '213': Village
-          '214': VoiceActor
-          '215': Volcano
-          '216': Winery
-          '217': WomensTennisAssociationTournament
-          '218': WrestlingEvent
-  - name: uid
-    dtype: int64
-  - name: embedding_all-mpnet-base-v2
-    sequence: float32
-  - name: embedding_multi-qa-mpnet-base-dot-v1
-    sequence: float32
-  - name: embedding_all-MiniLM-L12-v2
-    sequence: float32
-  splits:
-  - name: train
-    num_bytes: 2013806449
-    num_examples: 240942
-  - name: validation
-    num_bytes: 300835619
-    num_examples: 36003
-  - name: test
-    num_bytes: 508125163
-    num_examples: 60794
-  download_size: 0
-  dataset_size: 2822767231
+task_categories:
+- text-classification
+language:
+- en
+size_categories:
+- 100K<n<1M
 ---
-# Dataset Card for "DBPedia_Classes_indexed"
 
-[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+This is the same dataset as [`DeveloperOats/DBPedia_Classes`](https://huggingface.co/datasets/DeveloperOats/DBPedia_Classes).
+The only differences are
+
+1. Addition of a unique identifier, `uid`
+   
+1. Addition of the indices, that is 3 columns with the embeddings of 3 different sentence-transformers
+   - `all-mpnet-base-v2`
+   - `multi-qa-mpnet-base-dot-v1`
+   - `all-MiniLM-L12-v2`