coverprice/similar_names.py

## similar_names.py
#!/bin/env python3
import json
from Levenshtein import distance
import unidecode
import re
from pprint import pprint

ARTISTS = {}        # '<normalized name>': set(<variations>)


def scrub(name) -> str:
    """
    Remove ',.', collapse whitespace, and strip leading/trailing whitespace
    """
    name = re.sub(r'[-.,]', '', name)
    name = re.sub(r'\s+', ' ', name)
    return name.strip()


def remove_diacritics(string) -> str:
    """
    Removes diacritics from a string to aid with relaxed comparisons.
    e.g. This function converts "Paweł" --> "Pawel" so the two can be compared more easily.
    """
    return unidecode.unidecode(string)


def normalize(string) -> str:
    """
    Converts a string into a form that's suitable for relaxed comparisons with other
    strings, specifically:
        - Lowercase
        - only uses ASCII chars (diacritics are removed)
        - whitespace of any type/repetition is collapsed to a single space,
        - and leading/trailing whitespace is removed
        - commas, periods, and dashes are removed
    """
    return remove_diacritics(scrub(string)).lower()


def get_artist_names():
    for mix, mixdata in DATAJSON.items():
        if 'processed_tracks' not in mixdata:
            print(f"Skipping {mix}, no 'processed_tracks'.")
            continue

        for track in mixdata["processed_tracks"]:
            if type(track) == list:
                if len(track) == 3:
                    yield track[0]
                else:
                    print(f"Skipping data in {mix}, processed_tracks does not have exactly 3 entries.")
            elif type(track) == dict:
                if 'artist' in track:
                    yield track['artist']
                else:
                    print(f"Skipping data in {mix}, processed_tracks is in an unsupported format")


def find_normname_to_add_to(artist_name: str) -> str:
    normalized_name = normalize(artist_name)
    if normalized_name in ARTISTS:
        return normalized_name

    # Search for an existing artist with a close Levenshtein distance
    for nname, artist_info in ARTISTS.items():
        if distance(normalized_name, nname) <= 2:
            return nname

    # Not found, so add an empty set
    ARTISTS[normalized_name] = set()
    return normalized_name


def process_artists():
    for artist_name in get_artist_names():
        name_to_add_to = find_normname_to_add_to(artist_name)
        ARTISTS[name_to_add_to].add(artist_name)


with open('./data.json', 'r') as fh:
    DATAJSON = json.loads(fh.read())

process_artists()
for name, variations in ARTISTS.items():
    if len(variations) > 1:
        pprint(variations)

## similar_names.txt
{'Chee',
 'Fed',
 'Hex',
 'Isha-D',
 'MHE',
 'Red',
 'S-Men',
 'SeeB',
 'Seeb',
 'Sem',
 'Sh?m',
 'Shaded',
 'Shady',
 'Shai',
 'Shay',
 'Shed',
 'Shena',
 'Shin',
 'Sies',
 'Sten',
 'T.E.E.D.'}
{'Skudge', 'Pudge'}
{'2000 And One', '2000 and One'}
{'Giuseppe Cennamoe', 'Giuseppe Cennamo'}
{'Gutini', 'Mutiny'}
{'Jichael Mackson', 'Michael Jackson'}
{'Loco Dice', 'Locodice', 'Locadice'}
{'Samual L Session',
 'Samuel L Session',
 'Samuel L. Session',
 'Samuel L. Sessions',
 'Samuel Session'}
{'ASKA',
 'Dossa',
 'Fosky',
 'Kosma',
 'Mosca',
 'Mossa',
 'Muska',
 'Rock',
 'Roku',
 'Rosco',
 'Rose',
 'Rosh',
 'Roska',
 'Rusko',
 'Tonka',
 'Tosca',
 'Yosa'}
{'unknown', 'Unknown', '[unknown]', 'Unkown'}
{'Ani',
 'Beni',
 'Bidi',
 'Bini',
 'DiNT',
 'Dino',
 'Fink',
 'Finn',
 'G.I.N.A',
 'Hani',
 'Ini',
 'Jinx',
 'KiNK',
 'Kiki',
 'Kiwi',
 'Link',
 'M.in',
 'Nina',
 'Nine',
 'Pink',
 'Simi',
 'Sting',
 'T.I.',
 'TDN',
 'TNT',
 'TREi',
 'Tai',
 'Texi',
 'Tiga',
 'Tilt',
 'Tim',
 'Wink',
 'Winx',
 'Zinc',
 'tINI'}
{'Jerome', 'Jerome.c'}
{'S.A.I.N.',
 'S.P.A.',
 'Sawf',
 'Shawna',
 'Sian',
 'Space',
 'Spada',
 'Spank',
 'Spawn',
 'Spoon'}
{'Festa', 'Teste', 'TET', 'Tiësto', 'Tiesto'}
{'M & M', 'H & M', 'A & Z', 'T & P', 'F & L', 'M & MS', 'D & T', 'H&M'}
{'Husman', 'Bufiman', 'Bushman'}
{'Unit 2', 'Unit 46'}
{'X-Baxx', 'Trax-X', 'Traxx', 'Staxx'}
{"''?",
 '.g',
 '2',
 '20',
 '3D',
 '3M',
 '3T',
 '59',
 '69',
 '6K',
 '94',
 '?',
 'A+',
 'A-D',
 'A.B',
 'AI',
 'A²',
 'B.C.',
 'B.T.',
 'B6',
 'BK',
 'BT',
 'C.M.',
 'CM',
 'D.S.',
 'D1',
 'DB',
 'DK',
 'DX',
 'Da',
 'De',
 'Dz',
 'E-N',
 'E.G',
 'E6',
 'EX',
 'En',
 'F',
 'F2',
 'FB',
 'GD',
 'GF',
 'GJ',
 'GQ',
 'GU',
 'H',
 'H2',
 'HH',
 'I',
 'I-F',
 'ID',
 'JD',
 'JK',
 'JL',
 'JP',
 'JX',
 'K',
 'K-1',
 'K1',
 'K3',
 'KA',
 'KC',
 'KG',
 'KH',
 'L7',
 'LB',
 'LD',
 'LK',
 'LL',
 'M1',
 'M3',
 'M5',
 'M6',
 'MK',
 'MP',
 'MU',
 'MV',
 'Mu',
 'N',
 'NG',
 'Nu',
 'O.C.',
 'PI',
 'PJ',
 'Q',
 'RJ',
 'S.K.',
 'SK',
 'SW.',
 'T.O.',
 'T.T',
 'T2',
 'TC',
 'TG',
 'TY',
 'Tc',
 'U',
 'U2',
 'U?',
 'UR',
 'UZ',
 'V',
 'VA',
 'W.V.',
 'X-1',
 'X1',
 'XS',
 'Z',
 'Z2',
 'iO',
 'p8',
 'μ+'}
{'JC Williams',
 'Jay Williams',
 'Kat Williams',
 'LA Williams',
 'La Williams',
 'T. Williams'}
{'Airhead', 'Aprohead', 'Afrohead', 'Aphrohead'}
{'Gleeman', 'Redman', 'Geeeman', 'Dee-Tah', 'Eman', 'Deeman'}
{'Tone 7', 'Zone 1'}
{"D'Menance", "D'Menace"}
{'Deee-Lite', 'DJ Elite', 'Deee Lite'}
{'No Theory', 'Kot Theory'}
{'Electro Luv', 'Lectroluv'}
{'Furry Phreaks', 'Furry Freaks'}
{'Nocow', 'Noob', 'Novox', 'Loco', 'Coco'}
{'Viper', 'Vert', 'Viers', 'Vitro', 'Virus', 'Vimes'}
{'Taxman', 'Traxman', 'Traumer', 'Trackmen', 'Traxmen'}
{'Emmanuel Top', 'Emanuel Top'}
{'Autrax', 'Aquatrax'}
{'DJ ShuffleMaster', 'DJ Shufflemaster'}
{'Sub Scape', 'Sub Space'}
{'Bando',
 'Bang',
 'Bango',
 'Canto',
 'Falco',
 'Fancy',
 'Fango',
 'Fantom',
 'Fanton',
 'Fono',
 'Gongo',
 'Ingo',
 'Kanio',
 'Kano',
 'Lange',
 'Manga',
 'Manoo',
 'Mongo',
 'Quango',
 'Shango',
 '坊'}
{'Culture', 'Sculpture'}
{'Aera', 'Klamer', 'K.A.M.A.', 'Kamera', 'Amira', 'Camea', 'Kasra', 'Kamara'}
{'SCB', 'S.C.B.', 'Samba', 'Scuba 1', 'Scuba', 'Aruba'}
{'A-Men',
 'Acen',
 'Ade',
 'Aden',
 'Aiken',
 'Akufen',
 'Alien',
 'Auden',
 'Audien',
 'Audio',
 'Audion',
 'Gaiden',
 'Queen'}
{'India', 'Endian'}
{'Bicep', 'Vice', 'BCee'}
{'Blaze',
 'Craze',
 'Daze',
 'Drake',
 'Gate',
 'Grace',
 'Grades',
 'Grain',
 'Graze',
 'Kruze',
 'Raze',
 'Trace'}
{'Moraes', 'Morel', 'Moises', 'More', 'Forces', 'Morass'}
{'Kamasutra', 'Karma Sutra', 'Kama Sutra'}
{'Dannic', 'Dancin', 'Dabin', 'Dance'}
{'Diva',
 'Hive',
 'Ishivu',
 'Khia',
 'Riva',
 'Sei A',
 'Sheeva',
 'Sheila',
 'Shine',
 'Shinra',
 'Shiva',
 'Shiver',
 'Sia',
 'Sima',
 'Spira',
 'Viva'}
{'Crescendo', 'Tremendo', 'Cresendo'}
{'Westbam', 'WestBam'}
{'Munk', 'Konk', 'Sun', 'X-Funk', 'Funk', 'E-Funk', 'Skin', 'Skunk', 'SKMK'}
{'Armand Van Helden', 'Armand Van Heldan'}
{'Hard Traxx', 'Hardtrax'}
{'Dave Clarke', 'Dave Clark'}
{'Pete Lazonby', 'Peter Lazonby'}
{'Mory Kante', 'Mory Kanté'}
{'INCS', 'INC S.', 'INXS', 'Inxs'}
{'Black Riot', 'Black Rat'}
{'Todd Terje', 'Todd Terry'}
{'Sound De-Zign', 'Sound Design'}
{'Martha Walsh', 'Martha Wash'}
{'3DS',
 '3FS',
 'AJS',
 'BLD',
 'C&M',
 'C-Mos',
 'C.A.P',
 'C.A.R.',
 'C.O.D.',
 'C.O.Z.',
 'C.R.S.T',
 'C12',
 'C2C',
 'C2R',
 'CAN',
 'CBQ',
 'CDC',
 'CLS',
 'CPI',
 'CRM',
 'CRW',
 'CSS',
 'CTRLS',
 'CYB',
 'CZR',
 'Cam',
 'Can',
 'Cass',
 'Clash',
 'Close',
 'Cold',
 'Cults',
 'DHS',
 'DKS',
 'DLR',
 'DLX',
 'DMS',
 'ESS',
 'F.L.G.',
 'FCL',
 'FRS',
 'Flg',
 'GFS',
 'Ills',
 'Ils',
 'JDS',
 'JPLS',
 'Jas',
 'Jo-S',
 'Juls',
 'Jwls',
 'K-Os',
 'KLF',
 'KLM',
 'KOS',
 'KWS',
 'Kos',
 'L.S.G.',
 'LSB',
 'LSG',
 'LWS',
 'Las',
 'Lys',
 'M&S',
 'Mos',
 'NLSE',
 'Nas',
 'P.S.S',
 'Res',
 'S.A.S.',
 'SIS',
 'SL2',
 'SLG',
 'SLV',
 'SLZ',
 'SNS',
 'Sis',
 'TLC',
 'XRS',
 'Yes',
 'ZDS'}
{'Dillinja', 'Dilinja'}
{'Adam F', 'Adam K', 'Madame F', 'Adam X', 'Dan F'}
{'Lacquer', 'Masque', 'Jacque'}
{'Scott Grooves', 'Scott Groove'}
{'Ken Lou', 'Ken Doh', 'Kenlou'}
{'Micael Watford', 'Michael Watford'}
{'Hardfloor', 'Hard Floor'}
{'The Who', 'The Show', 'The Whip'}
{'Fitalic', 'Vitalic', 'Titanic'}
{'Status L', 'Status Iv'}
{'Antoine Claraman', 'Antoine Clamaran', 'Antonine Claraman'}
{'David Morales', 'David Morles'}
{'Johannes Heil', 'Johannes Hell'}
{'John Thomas', 'Jon Thomas'}
{'Ben Sims', 'Ben Simms'}
{'Thomas Schumaker', 'Thomas Schumacher'}
{'Dr. Exciya', 'Drexciya'}
{'DJ Omega', 'DJ Sega'}
{'Den Long', 'Ben Long'}
{'E Dancer', 'E-Dancer'}
{'DJ Sneak', 'DJ Streak'}
{'Carl Lekebusch', 'Cari Lekebusch', 'Cari Lekebuscha'}
{'Underworld', '+ Underworld'}
{'DJ Jean', 'DJ Jan', 'DJ Iuan', 'DJ Dan'}
{'Hi-Gate', 'Humate'}
{'EMAK',
 'G-Man',
 'H Man',
 'H-Man',
 'H.M.P',
 'HAAi',
 'HMC',
 'Hmm?',
 'Ivan',
 'Khan',
 'M.A.P.',
 'M.A.W',
 'MA2',
 'MAM',
 'MANT',
 'MAW',
 'Maan',
 'Mao',
 'Omar',
 'S Man',
 'Tomàn',
 'X-Men'}
{'Da Fresh', 'DJ Fresh'}
{'Red Churchill', 'Greg Churchill'}
{'16B',
 '2DB',
 '2Db',
 '3MB',
 'A1B',
 'AMB',
 'ATB',
 'B+B',
 'B.B.E.',
 'B.O.D.',
 'B.O.P.',
 'B.W.H.',
 'BBE',
 'BBG',
 'BBT',
 'BCJ',
 'BDP',
 'BFC',
 'BKR',
 'BMQ',
 'BMR',
 'BMU',
 'BOP',
 'BPT',
 'BS-1',
 'BTK',
 'BWH',
 'Baz',
 'Bio',
 'Bit',
 'Bop',
 'Bou',
 'DMB',
 'ECB',
 'G.T.B.',
 'GTB',
 'M.C.B.',
 'O.D.B.',
 'ODB',
 'Orb',
 'POB',
 'Pob',
 'QZB',
 'RMB',
 'Rub',
 'S.O.B.',
 'SOB',
 'TRB',
 'UVB',
 'XDB'}
{'D-Mob',
 'Joy',
 'Kobe',
 'MBC',
 'MBG',
 'Moby',
 'Moca',
 'Moda',
 'Mode',
 'Mogi',
 'Mome',
 'Mone',
 'Mono',
 'Moné',
 'Mooz',
 'Morb',
 'Moss',
 'Motu',
 'Ozy',
 'Poly',
 'Robyn',
 'Zomby'}
{'La Funk Mob', 'Le Funk Mob'}
{'Jokers of the Scene', 'Jokers Of The Scene'}
{'Röyksopp', 'Royksopp'}
{'Étienne De Crécy', 'Etienne De Crecy', 'Etienne De Crécy', 'Étienne de Crécy'}
{'Intruder', 'Intruders'}
{'Gui Borratto', 'Gui Boratto'}
{'Mould',
 'Oun',
 'RND',
 'Ran-D',
 'Rebound',
 'Ren-D',
 'Resound',
 'Rod',
 'Roland',
 'Rone',
 'Rouge',
 'Round',
 'Round 2',
 'Rune'}
{'&ME',
 'A.G.E.',
 'ACME',
 'ADM',
 'AMC',
 'AMP',
 'AceMo',
 'AeFe',
 'Age',
 'Aim',
 'Ame',
 'Ape',
 'Arma',
 'Face',
 'JME',
 'Jme',
 'Lime',
 'Âme'}
{'Cuica', 'Circa', 'Lorca'}
{'George Morel', 'George Morell'}
{'Scarface', 'Surface'}
{'Mario Piu', 'Mauro Piu', 'Mario Pui'}
{'Ralph Rosaro', 'Ralph Rosario', 'Ralphi Rosario'}
{'Mochic', 'Moshic', 'Mochico'}
{'Hawk',
 'L.A.W.',
 'M.A.S.H',
 'MAKJ',
 'MAW*',
 'Maal',
 'Maas',
 'Mala',
 'Maps',
 'Mara',
 'Maré',
 'Mash',
 'Mask',
 'Mavi',
 'Mazi',
 'Mazu',
 'RAW',
 'Wawa'}
{'Bola',
 'Boza',
 'C.O.M.A',
 'Coma',
 'Dodha',
 'Goya',
 'Ioda',
 'Johan',
 'John',
 'N.O.H.A.',
 'Noha',
 'Pola',
 'S&H',
 'S.O.N.S',
 'SOL',
 'Sa-Ra',
 'Sasha',
 'Sesa',
 'Sigha',
 'Soha',
 'Sol',
 'Solar',
 'Solo',
 'Sonar',
 'Sono',
 'Soup',
 'Toca',
 'W.O.H',
 'Zohra'}
{'Trackheadz', 'Trackheads'}
{'La Fuerza Positiva', 'La Ferza Positiva'}
{"John 'Julius' Knight", 'John Julius Knight'}
{'Martin Solvieg', 'Martin Solveig'}
{'Prrassay', 'Prassay'}
{'Ahu',
 'Ahzz',
 'Altz',
 'Chazz',
 'Jhz',
 'LiZZ',
 'Marzz',
 'Mezz',
 'Shazz',
 'Yazz'}
{'ABC',
 'ASC',
 'D.O.D',
 'D.O.D.',
 'D.O.K.',
 'DJ C',
 'DOM',
 'Dok',
 'E.O.X.',
 'EOD',
 'EOU',
 'Eon',
 'FYC',
 'Fox',
 'G.O.D.',
 'G.O.L.',
 'H.C.C.',
 'H.H.C.',
 'H.O.T',
 'HHC',
 'J Roc',
 'J&E',
 'J-Wow',
 'J.O.C',
 'J.T.C.',
 'JB3',
 'JBN',
 'JFC',
 'JFK',
 'JMX',
 'JOC',
 'JPW',
 'JVM',
 'Joe',
 'Joop',
 'Joyce',
 'K.O.T',
 'K.O.T.',
 'KOT',
 'Kot',
 'LOR',
 'N-Joi',
 'RAC',
 'SDC',
 'THC',
 'TOK',
 'TOT',
 'TRC',
 'TSC',
 'U.C.C.',
 'UCC',
 'USC',
 'WOZ',
 'Woz',
 'XTC',
 'Y.M.C',
 'YMC',
 'You',
 'Zoe',
 'dOP'}
{'Blanks & Jones', 'Blank & Jones'}
{'Marc Marberg with Kyau vs. Albert', 'Marc Marberg With Kyau & Albert'}
{'H. Paul', 'Opal', 'A.Paul'}
{'Activa', 'Acida'}
{'Mason', 'Mansun'}
{'Dazzo', 'Dazzle', 'Puzzle'}
{'Guiseppe Ottaviani', 'Giuseppe Ottaviani'}
{'D-Unity', 'Unitz'}
{'Mojado', 'Mavado'}
{'Woody van Eyden', 'Wood Van Eyeden'}
{'Hioll', 'Hell', 'Hi‐Lo'}
{'Keane', 'Jeanne', 'Jence', 'Jetone'}
{'Peryl', 'PRL', 'Perc', 'P.E.A.R.L.'}
{'Sabotage', 'Sabotak'}
{'Arrow', 'Wired', 'AIROD', 'Air', 'Arid', 'Miro', 'I-Roy'}
{'DJ Dero', 'DJ Dextro'}
{'Sunrom', 'SSTROM'}
{'Deelo',
 'Denko',
 'Geck-o',
 'Gecko',
 'Keeno',
 'Kemko',
 'Reeko',
 'Reelow',
 'Reese',
 'Reso',
 'Rezzo',
 'Riko'}
{'B.Exp',
 'Creep',
 'E.R.P.',
 'ERP',
 'ESP',
 'J.E.E.P.',
 'R.E.M.',
 'REM',
 'RE_P',
 'Ramp',
 'Re-Up',
 'Redj',
 'Remy',
 'Rex',
 'Reza',
 'Rhcp'}
{'NVOY', 'Envoy', 'Envoi', 'Evo'}
{'Meleka', 'Motez', 'Moteka'}
{'A4R',
 'ALRT',
 'Aert',
 'Amit',
 'Ant',
 'Ark',
 'Arty',
 'Aura',
 'Axer',
 'Bent',
 'Beri',
 'Bern',
 'Deft',
 'Derb',
 'Deru',
 'Gerd',
 'Hertz',
 'Herz',
 'Melt',
 'Merz',
 'N.E.R.D',
 'N.E.R.D.',
 'NERD',
 'NERO',
 'Nerd',
 'Nero',
 'Next',
 'Zero'}
{'Fixmer & McCarthy', 'Fixmer / McCarthy'}
{'Kas:st', 'Kasso'}
{'Colours', 'Chords', 'Aloud', 'Cloud 9', 'Clouds'}
{'Descent', 'Dysart', 'Desire', 'Desert'}
{'Lucy', 'Lumi', 'Luzio', 'Cupid', 'Lucid', 'Laid'}
{'Shake', 'Quakers', 'Quake-X', 'Duke', 'Requake', 'Quake', 'Blake', 'N.U.K.E.'}
{"Y'Traxx", 'Y-Traxx', 'Ytraxx', 'Y Traxx', 'Y Trax'}
{'Free Fall', 'Freefall'}
{'ASH',
 'Fuse',
 'H.O.S.H',
 'H.O.S.H.',
 'Lust',
 'Muse',
 'Musk',
 'Must',
 'Nash',
 'Nush',
 'P.O.S*',
 'PSY',
 'Pasha',
 'Pulp',
 'Pulse',
 'Push',
 'Rush',
 'Sushi',
 'USL',
 'Yosh'}
{'Avranaut', 'Afronaut'}
{'Moodymanc', 'Moodymann'}
{'Brassfoot', 'Brassroots'}
{'Chapter 9', 'Chapter 1'}
{'Cool 2', 'Cooly G'}
{'Mike Hunt', 'Mike Dunn'}
{'Sole Fusion', 'Cold Fusion'}
{'Martelo', 'Martell'}
{'AnD',
 'K Hand',
 'K-Hand',
 'K. Hand',
 'KANDY',
 'KANT',
 'KHÅEN',
 'Khaya',
 'Zhane'}
{'Lsdxoxo', 'LSDXOXO'}
{'AYBEE', 'JayDee', 'Aybee', 'Amber', 'Tyree', 'Jaydee'}
{'Dopplereffekt', 'Dooplereffect'}
{'Carlota', 'Carlito', 'Carlos'}
{'Second Hand Satellite', 'Second Hand Satellites', 'Second Hand Satelites'}
{'Pete More', 'Pete Moss'}
{'16th Element', '16th Elements'}
{'Future Shock', 'Futureshock'}
{'4AM',
 'Alak',
 'Beam',
 'Blame',
 'Blim',
 'K.L.A.M',
 'K.L.A.M.',
 'Klax',
 'Lag',
 'Lamb',
 'Lum',
 'Play',
 'RAM',
 'S.W.A.P.',
 'SALEM',
 'SFAM',
 'SWAT',
 'Salem',
 'Scam',
 'Seal',
 'Shlag',
 'Skai',
 'Slab',
 'Slack',
 'Slam',
 'Slamm',
 'Slim',
 'Slime',
 'Snap',
 'Star',
 'Stay',
 'Swag',
 'Ylem'}
{'Ruffneck', 'Ruffnick'}
{'Tuslo', 'Guti', 'Gunston', 'Gusto'}
{'Donna Summer', 'Donna Sumer'}
{'Wawdue Kid', 'Wawdue Kid 2'}
{'Carolyn Harding', 'Caroline Harding'}
{'Colonol Abrams', 'Colonel Abrams'}
{'George Duke', 'George Mike'}
{'THP Orchestra', 'ICP Orchestra'}
{'The Light', 'The Limit'}
{'Doc Scott', 'DJ Scott', 'C. Scott'}
{'Shanna', 'ANNA', 'Skanna', 'Skandal', 'Skinny'}
{'DJ Rush', 'Ed Rush'}
{'Digitek', "Di'jital", 'Distal', 'Digital', '2 Digital', 'Digitalis'}
{'Hoodie', 'Goldie'}
{'Showtek', 'Pote', 'Photec', 'Photek'}
{'Lemon D', 'Lemon 8', 'Lemonade'}
{'Danny Bryrd', 'Danny Byrd'}
{'DjRUM', 'Serve', 'Djrum', 'Serum', 'Grum'}
{'Nu:Tone', 'Nu Tone'}
{'Cyantific', 'Cyantifix'}
{'Baikal',
 'Emika',
 'M.I.A',
 'M.I.A.',
 'M.I.K.E',
 'MIA',
 'Makam',
 'McKay',
 'Mia',
 'Midas',
 'Mijan',
 'Mika',
 'Mikal',
 'Mike',
 'MikeQ',
 'Miko',
 'Mimax',
 'Vidal'}
{'Anii',
 'Annix',
 'Genix',
 'Jania',
 'M.A.N.D.Y',
 'M.A.N.D.Y.',
 'Malik',
 'Mandy',
 'Maniac',
 'Manix',
 'Manky',
 'Matrix',
 'Maxim',
 'Musix',
 'Panic',
 'Tannix'}
{'Rockie', 'Nookie', 'Wookie'}
{'Level 42', 'Levelz', 'Level 2', 'Level 202'}
{'Metric', 'Metrik', 'Metrist', 'Memtrix', 'Maetrik'}
{'JC Project',
 'LP Project',
 'LT Project',
 'PQM Project',
 'Q Project',
 'Q-Project',
 'RM Project',
 'S.O. Project',
 'UBQ Project',
 'UN Project',
 'X Project',
 'X-Project'}
{'Double Du', 'Double G', 'Double 99'}
{'DJ Zany', 'DJ Ziao', 'DJ Mink', 'DJ Ink', 'DJ Minx', 'DJ Zinc'}
{'Slick', 'Sticky', 'Tricky', 'Stickin'}
{'Sun Ra', 'Tura', 'Sun RA', 'Aurra', 'Supra', 'Surya', 'Super8'}
{'Duck Aauce', 'Duck Sauce'}
{'Shapeshifters', 'Shapeshifter'}
{'Nu Sky', 'Dusky', 'Subsky', 'Duffy', 'DSK', 'Dinky', 'Dousk'}
{'Pryda', 'Pride', 'Praha'}
{'Alex.Do', 'Alesso', 'Akesson'}
{'Swedish House Mafia vs Knife Party', 'Swedish House Mafia & Knife Party'}
{'Mike Snow', 'Miike Snow'}
{'Syndicate Of Law', 'Syndicate Of L.A.W.'}
{'Evolution', 'DEVolution'}
{'David Guetta', 'Dave Guetta'}
{'Goose', 'Rote', 'Gorge', 'Gotye'}
{'DNYO',
 'DXR',
 'Daso',
 'Debo',
 'Deo',
 'Deros',
 'Dido',
 'Dyro',
 'Erro',
 'Hydro',
 'Kygo',
 'Kyra',
 'Mylo',
 'Myron',
 'Nyra',
 'Spyro',
 'Tyra',
 'Yeo'}
{'Atlantis', 'Galantis'}
{'Ben Benassi', 'Benny Benassi'}
{'Michael Woods', 'Michael Woolf', 'Micheal Woods'}
{'Chase & Status', "''Chase & Status"}
{'Noisa', 'Noisia'}
{'Zeds Deads', 'Zeds Dead'}
{'Nelski', 'Netsky'}
{'Emalkay', 'Mankay'}
{'Banter', 'Baauer', 'Beaner', 'BaAus', 'Lauer', 'Badger'}
{'Liquid', 'Liquidek'}
{'Enrico Sangiuliano', 'Enrico Sagiuliano'}
{'Anek',
 'D-Tek',
 'Fumee',
 'Fumez',
 'Gek',
 'MDK',
 'Meck',
 'Mekk',
 'Mez',
 'Obek',
 'UNER',
 'Umek',
 'Uneek',
 'User'}
{'Rob Lewis', 'Joe Lewis'}
{'The Chemicial Brothers', 'The Chemical Brothers', "''The Chemical Brothers"}
{'Klubheads', 'Klubbheads'}
{'Gesher', 'Filter', 'Lister', 'Fisher', 'FISHER'}
{'Ayla',
 'Dada',
 'Data',
 'Drala',
 'GPA',
 'GTA',
 'GZA',
 'GZL',
 'Gaga',
 'Gaia',
 'Gala',
 'Galaxy',
 'Gant',
 'Gasc',
 'Gella',
 'Gia',
 'Gil',
 'Halo',
 'Jada',
 'Jaya',
 'Jaïa',
 'Kalpa',
 'Kaya',
 'Koala',
 'Layla',
 'Lula',
 'Mula',
 'Naka',
 'Salo',
 'Vada',
 'Vela',
 'Wafa',
 'Walt'}
{'SLANDER', 'Slacker', 'Sandee', 'Spanner', 'Clanger', 'Slayer'}
{'Tasadi', 'Takada'}
{'System', 'System 7', 'System X', 'System2', 'System F'}
{'Pale-X', 'K-Alexi'}
{'Hipp-E', 'Z.I.P.P.O.', 'Zapp', 'Diplo'}
{'T-Connection', 'X-Connection'}
{'DJ Food', 'DJ Bold', 'DJ Boom', 'DJ Kool', 'DJ Booman', 'DJ Bone', 'DJ Atom'}
{'Air Liquid', 'Air Liquide'}
{'DJ Cease', 'DJ Sense'}
{"Sucker DJ's", 'Sucker DJs'}
{'Angel Morales', 'Angel Moraes'}
{'Andain', 'Aldrin', 'Alric'}
{'Martin H', 'Martinez'}
{'DJ Kucho', 'Dr. Kucho', 'Dr. Kucho!'}
{'Devil Fish', 'Devilfish'}
{'20 Fingers', 'Mr. Fingers'}
{'Kay D', 'Lady B', 'Krazy B', 'Katy B', 'Pat B'}
{'Free', 'Flash', 'Fresh 4', 'Tress', 'Trish', 'Freq', 'FREY', 'Fresh'}
{'Ataque', 'Attaque'}
{'Steve Silk Hurley', "Steve 'Silk' Hurley"}
{'Clipse', 'Hipp E', 'Chip E.'}
{'Klein & MBO', 'Klein & MOB'}
{'Torrisk', 'Tourist'}
{'Sparks', 'Paris', 'Spanky', 'G-Park'}
{'DJ Deer', 'DJ Leeon', 'DJ Deeon', 'DJ Demo'}
{'Fear', 'Fearz', 'Earl', 'Ferro', 'Feadz'}
{"D'Kawa", 'D Kawa', 'Dukwa'}
{'Manaré', 'Tantra', 'Patra', 'Mantra'}
{'Blair', 'Plaid', 'Raid', 'Flair'}
{'Sleezy D', 'Sleep D'}
{'AS1',
 'ASIO',
 'ASK',
 'Api',
 'DSF',
 'DSL',
 'DSM',
 'ESG',
 'Enei',
 'ISHi',
 'KSR',
 'MRI',
 'MST',
 'N.A.D',
 'N.W.A',
 'N/A',
 'NAO',
 'NRG',
 'NSI',
 'NWA',
 'Nail',
 'Nass',
 'Nav',
 'Nca',
 'Neo',
 'Noir',
 'Nsl',
 'Nym',
 'O.S.T.',
 'Oshi',
 'Rai',
 'Rhi',
 'Sil',
 'Ski',
 'TS7',
 'V.S.P.',
 'VSK',
 'YSE'}
{'Convextion', 'Convertion'}
{'Astarius', 'Jaquarius', 'Aquarius'}
{'Hatirus', 'Hatiras'}
{'A Small Phatt One', 'A Small Phat One'}
{'Bassment Jaxx', 'Basement Jaxx'}
{'The Rule', 'The Cure', 'The Mole', 'The Rave'}
{'Trevor Rockcliffe', 'Trevor Rockliffe'}
{'DJ Clit', 'DJ Cleo', 'DJ Slip', 'DJ Flint', 'DJ Eli', 'DJ Ali'}
{'DJ Dan Pres. Needle Damage', 'DJ Dan pres. Needle Damage'}
{'Ado',
 'E.T.A.',
 'EIGO',
 'ETA',
 'Exo',
 'Fit',
 'GTR',
 'Gio',
 'H2O',
 'IDF',
 'ITO',
 'Icon',
 'IiO',
 'Indo',
 'Intro',
 'Ito',
 'KAO',
 'Kaito',
 'Kao',
 'Kiko',
 'Kilo',
 'Kito',
 'Koto',
 'LFO',
 'LTN',
 'Lio',
 "N'to",
 'NTFO',
 'PTM',
 'PTU',
 'Pilo',
 'RIO',
 'Raito',
 'Ritmo',
 'Riton',
 'STL',
 'TMO',
 'TPO',
 'Toto',
 'U.F.O.',
 'UFO',
 'UTM',
 'WTF',
 'ZTT',
 'iiO'}
{'Love Tattoo', 'Dove Tattoo'}
{'Ramon Lafour', 'Ramon La Four'}
{'The Daou',
 'The Doc',
 'The Don',
 'The Dove',
 'The Fog',
 'The Horn',
 'The Kox',
 'The Moon'}
{'G. Flame & Mr. G', 'G Flame & Mr. G'}
{'Capella', 'Cappella', 'Catella'}
{'Ennio Moricone', 'Ennio Morricone'}
{'Lostit.Com', 'Lost It.com'}
{'Dusted', 'Fused', 'Douster'}
{'Timo Maas', 'Timo Mass'}
{'Falls.', 'Fabe', 'Fade', 'Fable'}
{'Delerium Feat. Sarah Mclachlan', 'Delirium feat. Sarah McLachlan'}
{'Radiohead', 'Radio Head'}
{'Top Cat', 'Tom Cat', 'Topcat', 'Copycat', 'Top Kat'}
{'Blue',
 'Elite',
 'Flite',
 'Fluke',
 'Flume',
 'KLUtCh',
 'Klute',
 'Kutz',
 'Lupé',
 'Pluto'}
{'Smith', 'Smooth'}
{'Wickerman', 'Wickaman'}
{'6Pa',
 'EP2',
 'EPY',
 'JSPR',
 'LPZ',
 'PPK',
 'Ray',
 'S.P.Y',
 'S.P.Y.',
 'S.p.y.',
 'SKF',
 'SMX',
 'SP-X',
 'SPY',
 'SQL',
 'SR1',
 'SUL',
 'SWV',
 'Shapy',
 'Skye',
 'Skyy',
 'Soapy',
 'Spor',
 'Spy',
 'Swv',
 'Syv',
 'Syy',
 'V.P.D.',
 'VPL'}
{'Noisia vs The Upbeats', 'Noisia & The Upbeats'}
{'Subfocus', 'Sub Focus', 'SubFocus'}
{'Metrik And Futurebound', 'Matrix And Futurebound'}
{'Commix', 'Commie', 'Cosmic', 'Common'}
{'Nero Nero', 'Zero Zero'}
{'Xilent', 'X-Ile'}
{'Henrik Schwarz', 'Henrick Schwarz'}
{'Jamie xx', 'Jamie Xx'}
{'Instra:mental', 'Instramental', 'Instra:Mental'}
{'Feed Me!', 'Feed Me'}
{'Pepe Bradock', 'Pepe Braddock', 'Pete Bradock', 'Pépé Bradock'}
{'Akabu', 'AKABU', 'Akabo'}
{'Red Light', 'Redlight'}
{'Pional', 'Sinan', 'SPINAL'}
{'501', 'X_1', 'X-101', 'D91', '911'}
{'Xample', 'Example', 'Sample'}
{'Baio',
 'Cameo',
 'Casco',
 'Cazio',
 'Lazlo',
 'Radio',
 'Ratio',
 'Samio',
 'Vaiio',
 'Yazoo'}
{'Earthbound', 'Northbound'}
{'Ali Love', 'LZ Love'}
{'Magnetic Man', '+ Magnetic Man'}
{'Evol Intent', '+ Evol Intent'}
{'Boxer',
 'J@Kes',
 'Jakes',
 'Joker',
 'Jokke',
 'Jor-El',
 'Jukey',
 'Kokee',
 'Royer'}
{'Racknruin', 'Rack N Ruin'}
{'FDaft Punk', 'Daft Punk'}
{'Co-Fusion', 'Fusion', 'Confusion', 'Infusion'}
{'Melvia Reese', 'Melvin Reese'}
{'Eric Prydz', "''Eric Prydz", 'Eric Pridz'}
{'Trisco', 'Talisco', 'Frico'}
{'Supafix', 'Sugarfix'}
{'Lexican Avenue', 'Lexicon Avenue'}
{'America', 'Amerie', 'Africa'}
{'Oforia', 'Agoria', 'Agaric', 'Agora'}
{'DJ Edge',
 'DJ Fame',
 'DJ Kane',
 'DJ Lag',
 'DJ Nate',
 'DJ Rage',
 'DJ Rap',
 'DJ Raw',
 'DJ Trace',
 'DJ Vague'}
{'Losco', 'Basia', 'Basco', 'Taso', 'ASBO', 'Kasbo'}
{'AFX',
 'Awax',
 'Awex',
 'D.A.F.',
 'D.A.T.',
 'DAF',
 'DBX',
 'DMX',
 'Dak',
 'Dap',
 'Drax',
 'EDX',
 'Fex',
 'Fix',
 'Lex',
 'PAX',
 'QIX',
 'Qix',
 'RAF',
 'TWA',
 'W&W',
 'WK7',
 'Wade',
 'War',
 'Warp',
 'Wax',
 'Wee',
 'Wen',
 'Wij',
 'Yak',
 'wAFF'}
{'Eric B. & Rakim', 'Eric B & Rakim'}
{'Area',
 'Break',
 'Cream',
 "D'Ream",
 'D.Ream',
 'D:Ream',
 'D:ream',
 'Dea',
 'Dream',
 'Dreamon',
 'Dreams',
 'Scream',
 'Skream',
 'X-Dream'}
{'Chicago', 'Chicane'}
{'Isac Tomita', 'Isao Tomita'}
{'George Alcosta', 'George Acosta'}
{'Section-8', 'Section X'}
{'Milenium', 'Millenium', 'Milennium'}
{'Canny', 'Cassy', 'Cane', 'Donny', 'HNNY'}
{'Lias Marie Experience', 'Lisa Marie Experience'}
{'D.I.M',
 'DIM',
 'Die',
 'Dim',
 'Diz',
 'FXL',
 'Flip',
 'Girl',
 'K.I.D.',
 'K.I.G',
 'Kim',
 'L-Wiz',
 'L.B.G.',
 'LBG',
 'LHT',
 'LNR',
 'Leif',
 'Lil',
 'MI5',
 'Mig',
 'Milk',
 'Nile',
 'P.I.K',
 'PiL',
 'Silk',
 'VIP',
 'Vid',
 'Vril'}
{'Bizarre Inc', 'Bizarre Inc.'}
{'Joey Musaphia', 'Joey Mustapha'}
{'JAY Z',
 'JAY-Z',
 'Jade',
 'Japan',
 'Jape',
 'Jask',
 'Jauz',
 'Jay Z',
 'Jay-Z',
 'Jaydan',
 'Jaymo',
 'Jayn',
 'Kahn',
 'Layo'}
{'Shonky', 'Hondy', 'Hhny'}
{'Dilema', 'Dilla', 'Dilemma', 'Dilemn'}
{'Gat Decor', 'Gat Décor'}
{'Mr. Jacks', 'Mr. Jack'}
{'Divan', 'Dylan', 'Divine', 'DVA', 'Dva', 'Livin'}
{'06R',
 'E.B.E.',
 'EGZR',
 'EHR',
 'EQD',
 'Egg',
 'Enur',
 'Eve',
 'MDR',
 'Nhar',
 'TCR',
 'TDR',
 'THK',
 'TJR',
 'Tepr',
 'Thor',
 'ZHU'}
{'DJ Tonka', 'DJ Thoka'}
{'DJ Misjah & DJ Tim', 'DJ Misjah & Mr. Tim'}
{'Mineo', 'Kinky', 'Marty', 'Dirty', 'M.I.S.T.', 'Minty', 'Kinzy'}
{'Ezee Posse', 'EeeZee Posse'}
{'Urania', 'Transa'}
{'Outcast', 'OutKast', 'Outkast', 'UCast', 'Outpost'}
{'The Goodmen', 'The Good Men'}
{'Bob Sinclar', 'Bob Sinclar.'}
{'Dark Knight', 'Mark Knight'}
{'FC Flightt vs Funky Junction', 'KC Flightt vs Funky Junction'}
{'Bodyrox', 'Body Rox'}
{'The Egg', 'The Bug'}
{'Blonde',
 'Capone',
 'Chloe',
 'Chloé',
 'Clank',
 'Clone',
 'Cloxx',
 'Core',
 'Klong',
 'Lone',
 'Slove',
 'Sly-One',
 'V One',
 'V-One'}
{'DJ FEX', 'DJ Pfel'}
{'Metro Area 4', 'Metro Area'}
{'Machine Drum', 'Machindrum', 'Machinedrum'}
{'Tiefschwarz', 'Tiefshwarz'}
{'Mr. Bizz', 'Mr Ozio', 'Mr. Ozio', 'Mr. Oizo', 'Mr Oizo', 'Mr.Oizo'}
{'The Chameleon', 'The Chamelion', 'The Chameleons'}
{'Revolt', 'Reboot'}
{'Prompt', 'Prooot'}
{'Michael E', 'Michel Ho', 'Michael Ho', 'Michal Ho'}
{'Tozzy', 'Rocco', 'Rozzo', 'Rizzo'}
{'Green',
 'KRS-One',
 'Kalon',
 'Karenn',
 'Karmon',
 'Komon',
 'Kreon',
 'Kupon',
 'Leon',
 'Orion',
 'Oryon'}
{'Alka_Rex', 'Alka Rex'}
{'Brancchio & Asher', 'Brancaccio & Asher'}
{'Organica', 'Organik', 'Organ', 'Morganic'}
{'Rhythm Masters', 'Rhythm Makers'}
{'Cleptomaniacs', 'Clepto-Maniacs'}
{'Hard Soul', 'Hardsoul'}
{'G Club Presents Banda Sonara', 'G Club Presents Banda Sonora'}
{'Gypsy Man', 'Gypsymen', 'Gypsy Men'}
{'D Mon',
 'Limos',
 'Nixon',
 'Pigon',
 'S.U.M.O',
 'Shimon',
 'Simian',
 'Simon',
 'Symone',
 'Ticon',
 'Vigon'}
{'Dr Rude', 'Darude', 'Darse'}
{'Missy Elliott', 'Missy Elliot', 'Missy Eliot'}
{'Satoshi Tomei',
 'Satoshi Tomie',
 'Satoshi Tomiie',
 'Satoshi Tomillie',
 'Satoshie Tomie',
 'Satoshie Tomilie'}
{'Yum Yum', 'Dum Dum'}
{'Armin Van Buuren', 'Armin van Buuren'}
{'Airwave', 'Airbase'}
{'Richard Durrand', 'Richard Durand'}
{'PVD', 'Rodg', 'RJD2', 'HVOB', 'R.V.D.B.', 'VDM'}
{'Leon Bolier', 'Leon Boiler'}
{'Marcov', 'Marco V', 'Marc Z', 'Marcos'}
{'Afrojack & Steve Aoki', 'Afrojack & Steveaoki'}
{'Sydney Sampson', 'Sydney Samson', 'Sidney Samson', '+ Sidney Samson'}
{'Marcel Dettmann', 'Marcel Dettman', 'Macel Dettman'}
{'Dharma', 'Karnak', 'Karova', 'Karat', 'Daria', 'Karizma', 'Karma'}
{'Nuyorican Soul', 'Nu Yoricon Soul', 'Nu Yorican Soul'}
{'Roni Size / Reprazent', 'Roni Size & Reprazent'}
{'Eskay', 'Peshay'}
{'Soulwax', 'Koljah', 'Souljah', 'Soulman'}
{'Phase', 'White', 'Phace', 'Wife', 'Phife'}
{'Samim', 'Joakim', 'Rackie', 'Rekid', 'Raiki', 'Rakim', 'Rapid', 'Rydim'}
{'Joe Loss', 'Joe Moks', 'Joe Louis'}
{'Propellerheads', 'Propellaheads', 'Propeller Heads'}
{'Kinder', 'Polder', 'Wonder', 'Colder', 'Wiley', 'Walker', 'Wilder', 'Mulder'}
{'Lifeforms', 'Lifeforce'}
{'The Martin Brothers', 'The Martinez Brothers'}
{'Hardcell', 'Hardwell'}
{'Tom York', 'Woo York'}
{'Redhead', 'Rødhåd'}
{'Shlømo', 'Shlohmo'}
{'Chris Liebling', 'Chris Liebing'}
{'Caal',
 'Camel',
 'Care',
 'Cave',
 'Caven',
 'Chase',
 'Coven',
 'Curve',
 'Davi',
 'Kade',
 'Kage',
 'Kove',
 'Mauve',
 'Neve',
 'Octave',
 'Pavo',
 'Sade',
 'Sav-E',
 'Scape',
 'Xcabe'}
{'Paul Mad', 'Paul Mac'}
{'Christian Smith & John Selway', 'Christian Smith + John Selway'}
{'Bryan Zentz', 'Brian Zentz'}
{'Oliver Klien', 'Oliver Lieb', 'Oliver Leib'}
{'FKabale Und Liebe', 'Kabale Und Liebe'}
{'Dutch', 'Buck', 'Butch', 'B.Rich'}
{'Exit', 'Axis', 'Onra', 'Boxia', 'Olga', 'Oxia', 'Onira', 'Toxic', 'Avia'}
{'Deadau5', 'Deadmau5'}
{'4 Strings', 'Strings', 'G Strings'}
{'Tensake', 'Tensnake', 'Tenshake', 'The Snake'}
{'Fake Blood', 'Fakeblood'}
{'Boysnoize', 'Boys Nozie', 'Boys Noize'}
{'Majorlazer', 'Major Lazer:', 'Major Lazer'}
{'Boy 8 Bit', 'Boy 8-Bit'}
{'Doneao', "Donae'o"}
{'Hervé', 'Merle', 'Nervo', 'Herve'}
{'Artist Uknown', 'Artist Unknown'}
{'Lil’ Louis', "Li'l Louis", "Lil' Louis"}
{'Pillippe B', 'Phillipe B', 'Philippe B'}
{"Who's Who", "Who's Who?"}
{'Ernesto & Bastian', 'Ernesto Vs. Bastian', 'Ernesto vs Bastian'}
{'Bookashade', 'Booka Shade'}
{'Buy Now!', 'Buy Now'}
{'Mad 8', 'Maduk'}
{'The Orb', 'The Plan', 'The Jam', 'The Lab', 'The KVB'}
{'Q.T. Quartet', 'O.T. Quartet', 'QT Quartet'}
{'Santana', 'Susana', 'Sultamo', 'Sultan', 'Sultana'}
{'Kinetic', 'Genetic'}
{'Paradise', 'Parazide'}
{'Nicely', 'Nicole'}
{'The Infinity Project', 'The Infiniti Project'}
{'Poltergeist', 'Polterguist'}
{'Quince', 'Hench', 'Quenum', 'Quench', 'Squelch'}
{'Haji & Emanuel', 'Haji & Emmanuel'}
{'D Ramirez & Mark Knight',
 'D. Ramirez & Mark Knight',
 'D.Ramirez & Mark Knight'}
{'Steve Angello & Sebastain Ingrosso',
 'Steve Angello & Sebastian Ingrosso',
 'Steve Angelo & Sebastian Ingrosso'}
{'Gabriel Ananda', 'Gabrial Ananda'}
{"''Red Hot Chili Peppers",
 'Red Hot Chili Peppers',
 'Red Hot Chilli Peppers',
 'Ret Hot Chilli Peppers'}
{'- Randy Katana', 'Randy Katana'}
{'Tom Day', 'Tom Boy'}
{'Minimalistics', 'Minimalistix'}
{'Filo & Perry', 'Filo & Peri'}
{'Vincend De Moor', 'Vincent De Moor'}
{'Samu.L', 'Kamui', 'Kaori'}
{'Max Romeo', 'Wax Romeo'}
{'Prodidgy', 'Prodigy'}
{"Lock 'N Load", 'Lock N Load'}
{'DJ Virus', 'DJ Linus'}
{'DJ Hero', 'DJ Remo', 'DJ Nori', 'DJ Eco', 'DJ Nero', 'De Niro', 'DJ Newt'}
{'Dutch Master', 'Dutch Masters'}
{'Huff N Flow', 'Wolf N Flow', 'Wulf N Flow'}
{'Mr. Sam', 'Mr. Dan', 'Mr. DJ'}
{'Valentino Kanzyani', 'Valentine Kanzyani', 'Valentineo Kanzyani'}
{'La Luna', 'Laguna', 'Laluna'}
{'Pinch', 'Prince', 'Trance', 'Princess'}
{'Fore Most Poets', 'Foremost Poets'}
{'Fouk', 'Zotar', 'Motor', 'ANOTR', 'FGTH', 'Fold', 'Fotr'}
{'Audio Sound Project', 'Audio Soul Project'}
{'Silicone Soul', 'Silicon Soul'}
{'Souldrivers', 'Soul Driver', 'Soul Drivers'}
{'Halo Vargo', 'Halo Varga'}
{'Stef, Pako & Frederick', 'Steff, Pako & Fredrick'}
{'J Flash', 'Mr. Flash'}
{'Mogwai', 'Moguai', 'Moogwai'}
{'U.N.K.L.E.', 'UNKLE', 'Bungle', 'Unkle', 'Funk E', 'Uncle', 'Jungle'}
{'The Camel Rider', 'The Camel Riders'}
{'Xpress 2', 'X-Press-2', 'X-Press 2'}
{'Martina Acuna', 'Marta Acuna'}
{'Black Raw', 'Black Van', 'Blackman'}
{'Les Rythmes Digitales', 'Les Rhythmes Digitales'}
{'Godfrapp', 'Goldfrapp'}
{'Luca Norris', 'Luca Morris'}
{'Marco Carola', 'Marco Corola', 'Marco Corolla'}
{'Solune', 'Soiree', 'Solieb', 'Isoleé', 'Solace', 'Sobek', 'Solee', 'Isolée'}
{'Mario Picotto', 'Mauro Picotto'}
{'MDEC', 'M-D-Emm', 'Dosem', 'Kode9', 'Modjo', 'Ode', 'Mo-Dem', 'Modem'}
{'214',
 'D12',
 'F12',
 'H17',
 'M&M',
 'M.D.3',
 'M13',
 'M4J',
 'M83',
 'MFA',
 'MMM',
 'Myd',
 'X-313',
 'X103'}
{'Carlo Sanchez', 'Carlos Sanchez'}
{'Jon Tejada', 'John Tejada'}
{'Hollis P. Monroe', 'Hollis P Monroe'}
{'York', 'Björk', 'N.O.R.E.', 'Yogi', 'Lorn', 'Iori', 'Gnork', 'Murk', 'Zorg'}
{'Signal Runners', 'Signalrunners'}
{'Aether',
 'Alec',
 'Aleem',
 'Alt-J',
 'Altair',
 'Alter',
 'Anteo',
 'Authr',
 'Master',
 'Water'}
{'Panama', 'Phlash', 'Panash', 'Planas'}
{'Joy Kiti Konti', 'Joy Kitikonti', 'Joy Kiticonti'}
{'Bostick', 'Bostich'}
{"Catz 'N Dogz", "Catz N' Dogz"}
{'Roos', 'Brooks', 'R.O.O.S.'}
{'Snatch', 'Glitch', 'Switch'}
{'T-Rwrk', 'Trikk', 'TrRG'}
{'Alex Cortex', 'Alex Cortiz'}
{'Breach vs Ron Costa', 'BrEaCh vs Ron Costa'}
{'Harthrob', 'Heartthrob'}
{'Phil Kieren', 'Phil Kieran', 'Phil Kieron'}
{'Teebs', 'Nexus', 'Needs', 'Needles'}
{'Tom Cole', 'Tomcole'}
{'Rivastar', 'Riva Starr'}
{'Chris C', 'Chris Coe', 'Chris Cowie'}
{'Pascal F.E.O.S.', 'Pascal FEOS'}
{'Mark Greene', 'Mark Green', 'Mark Reeve'}
{'DJ Many Groove', 'DJ Manny Groove'}
{'Enola', 'Nomad', 'Ansome', 'Nyma', 'Onova', 'Nömak', 'Anoma', 'Andora'}
{'Preach', 'Peach', 'Breach', 'BrEaCh'}
{'Monolink', 'Mhonolink'}
{'Innercity', 'Inner City', 'Intercity'}
{'Raxon', 'Baron', 'Beacon', 'Bard', 'Barnt', 'Larson', 'Aaaron'}
{'Jonny D', 'Jonny L', 'Johnny D', 'Johnny L', 'Johnny X', 'Sonny J', 'Benny L'}
{'Bad Marsh & Shri', 'Badmarsh & Shri'}
{'Spectrasoul', 'SpectraSoul'}
{'Marmion', 'Armin'}
{'The Ethic', 'The Ethics'}
{'Orbital', 'Orbith'}
{'Will Easton', 'Will Eastman'}
{'Hey Today', 'Hey Today!'}
{'Celsius', 'Cassie', 'Cassian', 'Cassius'}
{'TLA Rock', 'TV Rock'}
{'Hystereo', 'Hysterix'}
{'Space Manoeuvers', 'Space Manoeuvres', 'Space Manouvers'}
{'Astin', 'ATFC', 'Eptic', 'Quantic', 'Antic', 'Attic', 'Annie'}
{'Duango 95', 'Durango-95', 'Durango 95'}
{'Laurent Garnier', 'Lauren Garnier', "Laurent Garnier's"}
{'Trancetters', 'Trancesetters'}
{'Cirrus', 'Cirque', 'Chyrus', 'Cyrus'}
{'Jon Vesta', 'John Vesta'}
{'Friction & K-Tee', 'Friction & K.Tee'}
{'Dr P',
 'MG 2',
 'MR G',
 'Mr L',
 'Mr. C',
 'Mr. G',
 'Mr. Lee',
 'Mr. Lif',
 'Mr. V'}
{'DR Octagon', 'Dr. Octagon'}
{'Calyx & TeeBee', 'Calyx & Teebee'}
{'Kraken', 'Klanken'}
{'K-Tee', 'Zee', 'Steve', 'L-Vee', 'Klea'}
{'Gorillaz', 'Gorilla'}
{'ShockOne', 'Shock One'}
{'Zedd', 'Zeta', 'Zen', 'DBN', 'ZZT', 'Gun', 'Jens', 'Uun', 'Ween'}
{'Chrom', 'Eprom', 'Pr.Oz', 'EPROM'}
{'Tim Harper', 'Tim Baker', 'Tim Parker'}
{'Will I Am', 'William', 'Williams'}
{'Saine', 'Paint', 'Point.G', 'Gaist', 'PAINT'}
{'Copst', 'Dast', 'Lost', 'Heist', 'Ghost', 'Fis-T', 'WOSP', 'HØST', 'Fast'}
{'Samiyam', 'SAMIYAM'}
{'SHADES', 'Shamen', 'Phanes', 'Shades'}
{'Batu',
 'Buku',
 'Otako',
 'Pako',
 'Ptaki',
 'Ta-Ku',
 'Ta-ku',
 'Taho',
 'Taiko',
 'Taksi',
 'Tan-Ru',
 'Tandu',
 'Tapp',
 'Traks'}
{'B.A.D.S',
 'BANKS',
 'Baeks',
 'Bames',
 'Baths',
 'Beans',
 'Lank',
 'Sanys',
 'Wants'}
{'Sully', 'Stray', 'Surly'}
{'Fine Print', 'Fingerprint', 'Finger Print'}
{'Jonwayne', 'Jon Wayne', 'Johnwaynes'}
{'Detriot Swindle', 'Detroit Swindle'}
{'Sound Stream', 'Soundstream'}
{'FYE', 'Eddy', 'Efde', 'Def E'}
{'Pan/Tone',
 'Par-T-One',
 'Sanjose',
 'Santone',
 'Santonio',
 'Santos',
 'Santé',
 'Scanone',
 'Syntone'}
{'Ron Land', 'Oh Land'}
{'Dwarf', 'Edward', 'Re-Ward'}
{'Mark King', 'Marva King'}
{'Bono',
 'COEO',
 'Coki',
 'Flako',
 'L.U.P.O.',
 'Logos',
 'Loki',
 'Loko',
 'Lou2',
 'Lupo',
 'Moloko'}
{'Voyage', 'Voltage', 'Hostage'}
{'Hi-Tension', 'Dimension'}
{'Scorp', 'Scorpio'}
{'Danny C', 'Andy C', 'Sandy W', 'Sandy B'}
{'Rood Project', 'Moon Project'}
{'RAM Trilogy', 'Ram Trilogy'}
{'Total Science & S.P.Y.', 'Total Science & S.P.Y'}
{'Rene LaVice', 'René Lavice', 'Rene La Vice', 'René LaVice', 'Rene Lavice'}
{'Upgrade & TI', 'UPGRADE & T>I'}
{'DJ #1',
 'DJ EQ',
 'DJ FX',
 'DJ Jes',
 'DJ NG',
 'DJ On',
 'DJ PP',
 'DJ Q',
 'DJ Qu',
 'DJ S.K.T',
 'DJ SS',
 'DJ Sup',
 'DJ T.',
 'DJ Vas',
 'Dass'}
{'Vespa', 'Caspa', 'Casper', 'Rampa', 'Compa'}
{'Firefox', 'Firefly'}
{'Dead Prez', 'Dead Dred'}
{"T'Empo", 'T-Empo'}
{'Mary J. Blige', 'Mary J Blige'}
{'Ron S.', 'Robin S', 'Roman S', 'Robin S.', 'Robinn'}
{'Rok & Kato', 'Roc & Kato'}
{'Hedningarna', 'Hedingarna'}
{'La Tour', 'La Noir', 'LaTour', 'Latour', 'La Roux'}
{'Jark Prongo', 'Jack Prongo'}
{'The Look', 'The Aloof'}
{'Avicii', "''Avicii", 'Ascii'}
{'Florence & The Machine', 'Florence + The Machine'}
{'Automator', 'Automatic', 'Automat'}
{"Sweet N' Candy", 'Swet N Candy'}
{'Pysan', 'Tyson', 'Pylon'}
{'Robag Wruhme', 'Robag Whrume'}
{'Mike Mind', 'Mick Ink', 'Mike Ink', 'Mike Inc.'}
{'Joel Mull', 'Joe Mull'}
{'Pom Pom', 'Tom Tom'}
{'Dave Roberts & Jon Gurd', 'Dave Robertson & Jon Gurd'}
{'The Hedgetrimmerz', 'The Hedge Trimmerz'}
{'Workidz', 'Workkidz'}
{'Nic Fanciulli', 'Nic Fancuilli'}
{'Allium', 'Atrium', 'Trim'}
{'Mark Knight & D Ramirez',
 'Mark Knight & D.Ramirez',
 'Mark Knight + D Ramirez'}
{'Harry "Choo Choo" Romero', "Harry 'Choo Choo' Romero"}
{'Rrick Morillo', 'Eric Morillo', 'Erick Morillo'}
{'Kaskade', 'Kassady', 'Kassav'}
{'St. Germain', 'St.Germain', 'St Germain'}
{'Jon Cutler', 'John Cutler'}
{'Jaimeson', 'Cameron', 'Ramson', 'Jamieson', 'Jameson', 'Jackson'}
{'Blu Cantrell', 'Blue Cantrell'}
{'Mike Dred', 'Mikey Dread'}
{'Zeque', 'Seuil', 'Sequel'}
{'FSébastien Léger',
 'Sebastian Leger',
 'Sebastien Leger',
 'Sébastien Leger',
 'Sébastien Léger'}
{'Mephisto', 'Mephista'}
{'Lady Chatterly', 'Andy Chatterly', 'Andy Chatterley'}
{'Funkagenda & Exacta', 'Funkagenda + Exacta'}
{'Mark Knight & Funkagenda', 'Mark Knight + Funkagenda'}
{'Aly‐Us', 'Slynus', 'Aly Us', 'Aly-Us'}
{'TMSV', 'Mtms'}
{'C. Denza', 'Cadenza'}
{'Paleman', 'Pasteman'}
{'The Model', 'The Mover'}
{'Phobia', 'PHOBIA'}
{'Miles Davis', 'Mike Davis'}
{'$olal',
 'Fatal',
 'Kontal',
 'Kotai',
 'T-Total',
 'Tomas',
 'Total',
 'Toyan',
 'Tøtal',
 'Vocal'}
{'Teebee', 'Tenebre'}
{'Travel', 'Taraval'}
{'Deep Dimension', 'Deep_Dimension'}
{'Mark Brown', 'Mark Broom'}
{'Daphni', 'Daphne'}
{"L'Tric", 'Butric'}
{'Pearson Sound', 'Person Sound'}
{"Lil' Wayne", 'Lil Wayne'}
{'DJ Spen', 'DJ Spinn', 'DJ Stew'}
{'DJ MP3', 'DJ Mad', 'DJ MA1', 'DJ MP4'}
{'Naked Soul', 'Lake Soul'}
{'Voiski', 'Joeski'}
{'Jimmy Jules', 'Jimi Jules'}
{'Chayanne', 'Abonne', 'Cabanne'}
{'Deja', 'Decka', 'Beck', 'Mecca', 'Mekka', 'Dinka', 'D-Deck'}
{'Vamp', 'Vaal', 'Vandal'}
{'Saville', 'Seville', 'Savile'}
{'DJ Hal', 'DJ HMC', 'DJ DMC', 'DJ Roc'}
{'Justice vs Simian', 'Justice & Simian'}
{'Acetone', 'Acetate'}
{'DJ Touché vs Pepe', 'DJ Touche & Pepe'}
{'DJ Touche', 'DJ Taucher', 'DJ Touché'}
{'Headman', 'Badman'}
{'Katafalk', 'Kattwalk'}
{'Dr Dre', 'Dr. Dre', 'DJ Tre', 'DJ Die'}
{'LCD Soundsytem', 'LCD Soundsystem'}
{'Whitey', 'Whiney'}
{'MFON', 'Myon', 'Mekon', 'Ekon', 'Moton'}
{'Dave Robertson', 'Dave Roberstson'}
{'Chimera', 'Chymera'}
{'Geiger', 'Guise', 'Gaiser'}
{'Black Strobe', 'Blackstone', 'Blackstrobe'}
{'Laidbackluke', 'Laidback Luke', 'Laid Back Luke'}
{'2 Funkin Matt', 'Funkin Matt'}
{'Sapho', 'Morph', 'Mopho'}
{'MSTRKRFT', 'FMSTRKRFT'}
{'Soulgrabber', 'Soul Grabber', 'Soulgrabber 4'}
{'Spiller', 'Schiller'}
{'Billy The Klit & Dani L Mebius', 'Billy The Kilt & Dani L Mebius'}
{'Proxy', 'Probe', 'Troy', 'Ploy'}
{'J. Robinson', 'Jay Robinson'}
{'Man Made', 'Alan Made'}
{'Squire', 'Isquare'}
{'David Alvorado', 'David Alvarado'}
{'Andy Van', 'Andy Tau', 'Andy Vaz'}
{'Fat Boy Slim', 'Fatboy Slim'}
{'Kraak & Smaak', 'Kraak & Smack'}
{'AN21', 'AN-2', 'DND', 'AGH', 'ADF', 'AR52', 'An-2'}
{'Ethan', 'Fetzan'}
{'Jakkata', 'Jakatta'}
{'Electrica', 'Electronic', 'Electronica'}
{'Siege', 'Virgo', 'Diego', 'Tiago'}
{'Carl A. Finlow', 'Carl Finlow'}
{'Jamie Priciple', 'Jamie Principle'}
{'Antena', 'Andrea', 'Anthea'}
{'Bottin', 'Bontan'}
{'Who Made Who', 'WhoMadeWho', 'Whomadewho'}
{'Beezy', 'Wbeeza'}
{'Noise Controllers', 'Noisecontrollers'}
{'R3hab & NERVO & Ummet Ozcan', 'R3hab, Nervo & Ummet Ozcan'}
{'G-Force', 'Forme', 'G Force', 'E-Force'}
{'Style', 'Freestyle', 'Re-Style'}
{'Donna Hallan', 'Donna Allen'}
{'Eddie S', 'Eddie K'}
{'Beloved', 'Unloved'}
{'Arnold Jarvis & Keri Chandler', 'Arnold Jarvis & Kerri Chandler'}
{'Gwen McRae', 'Gwen McCrae'}
{'Oliver Ho', 'Oliver', 'Oliver K', 'Oliverio', 'Oliver $'}
{'Sonique', 'Monaque', 'Phonique'}
{'Michael Grey', 'Michael Gray'}
{'Layo & Bushwacka', 'Layo & Bushwacka!', 'Layo & Bushwaka!'}
{'Roland Kleinenberg', 'Roland Klinkenberg'}
{'Saints & Sinners', 'Saints & Sinner'}
{'Avian', 'Ariane'}
{'Body Shock', 'Bodyshock'}
{'Thermobee & Statosphere', 'Thermobee & Stratosphere'}
{'Fug', 'Flow', 'Flug', 'Flux', 'Blur', 'Plux'}
{'Sterac', 'Stewrat'}
{'Alaska', 'Akasha'}
{'DJ Exter', 'Petter', 'Dextro', 'Dexter', 'Lexer'}
{'Bk & Paul Masterson', 'BK & Paul Masterson'}
{'Age Of Love', 'Age of Love'}
{'Filipe & Nicholas Bacher', 'Felipe & Nicholas Bacher'}
{'Cronix', 'Ronin', 'Prolix'}
{'Pete Heller', 'Pete Shelley'}
{'Audio Bullys', 'Audio Bullies', "Audio Bully's"}
{'Electric J', 'Electrico', 'Electricano'}
{'Nick & Danny Chatelain', 'Nick & Danny Chaterlain'}
{'Rare Earth', 'Rare Arts'}
{'Al Brown', 'Ray Brown', 'Ian Brown'}
{'Thomas Anderson', 'Tomas Andersson', 'Tomas Anderson'}
{'D.Ramirez', 'Ramirez', 'D. Ramirez'}
{'Waxman', 'Marxman'}
{"S'n'V", "S'n'S", "S'N's"}
{'Brainbug', 'Brain Bug'}
{'Eluvium', 'Elysium'}
{'Johanman', 'Johann', 'Jouonn', 'Jovonn'}
{'Helicopter', 'Helicpoter'}
{'Transformer 2', 'Transformer Z'}
{'Lex Loofah', 'Lex Loofer'}
{'Carleen Anderson', 'Carlene Anderson'}
{'Relfect', 'Respect'}
{'Pawel', 'PAWSA'}
{'Djamel', 'Djamin', 'Hamel'}
{'Jean Phillipe Aviance', 'Jean Philippe Aviance'}
{'Ashtrax', 'Astrix'}
{'030', 'H20', 'K90'}
{'Amos', 'Arcus', 'Avus', 'Asusu', 'Atlus', 'Davis', 'A:Xus'}
{'Venus', 'Jujus', 'Yunus', 'Rufus', 'Rüfüs', 'RÜFÜS'}
{'Plastikman', 'Plastiman', 'Plastika', 'Plasticman'}
{'Fisherspooner', 'Fischerspooner'}
{'D Func',
 'D. Funkt',
 'D. J. Funk',
 'DJ Buck',
 'DJ Dusk',
 'DJ Falk',
 'DJ Funk',
 'DJ Funk 1',
 'DJ Funsko',
 'DJ Phunk',
 'TB Funk',
 'X Funk'}
{'Antartica', 'Antarctica'}
{'Starfighter', 'Starfighters', 'Startfighter'}
{'Junkie XL', 'Junkie Xl'}
{'Maria Nayler', 'Maria Naylor'}
{'D.J. Remy', 'DJ Remy'}
{'Cut Masters', 'Dub Masters'}
{'Eddie Amador', 'Eddie Amadour'}
{'Choo Choo Project', 'Choo-Choo Project'}
{'Lopazz', 'Topazz'}
{'Romain & Danny Krivit', 'Roman & Danny Kriuit'}
{'Angelli & Nelson', 'Agnelli & Nelson'}
{'Paganini Traxx', 'Paginini Traxx'}
{'Fat Heads', 'Fatheads'}
{'Paul Van Dyk', 'Paul van Dyk'}
{"Gold 'n Delicious", 'Gold & Delicious'}
{'DJ Misjah & DJ Tim vs. Underworld', 'DJ Misjah & DJ Tim vs Underworld'}
{'Minimal Funk 2', 'Minimal Funk'}
{'Space Dust', 'Spacedust'}
{'Scanty Sandwich', 'Scanty Sandwhich'}
{'Judge Jules', "'Judge Jules"}
{'Rank 1', 'Frank B', 'Rama 1'}
{'Catriel', 'Ariel'}
{'Da Hool', 'Da Fool'}
{'X-Cabs', 'X Cabs'}
{'Scotter', 'Scooter'}
{'Jonah S.', 'Jonah'}
{'Hunee', 'Hunter'}
{'Rob Base', 'Rob Dale'}
{'Police', 'Olive'}
{'Beside', 'L-Side'}
{'Kerri Chandler', 'Kerrie Chandler'}
{'Funkystepz', 'Funky Stepz'}
{'Eric Sneo', 'Eric Seno'}
{'Jenson Interceptor', 'Jensen Interceptor'}
{'Gaetek', 'Saytek'}
{'Elio Riso & NiLO.R vs. GruuvElements', 'Elio Riso & NiLO.R vs GruuvElements'}
{'Sifter', 'Shiffer', 'Shifted'}
{'Vetress', 'Actress'}
{'Function', 'Friction', 'Junktion'}
{'Rrose', 'Rise', 'RRose', 'RRKS'}
{'Funkabelic', 'Funkadelic'}
{'Kenny D', 'Benny T', 'Kenny G'}
{'The MD X-Spress', 'The MD X-Press'}
{'Taxie', 'Voice', 'Ta-Ice', 'Spice'}
{'Aronas', 'Dons', 'Doris', 'DONS', 'Adonis'}
{'Ultra Naté', 'Ultra Nate'}
{'Danny Tenaglia', 'Danny Tengalia', 'Danny Teneglia'}
{'Hardlife', 'Hardwire', 'Hardrive'}
{"Lil' Mo' Yin Yang", 'Lil Mo Yin Yang', "Lil' Mo Ying Yang"}
{'Route 94', 'Route 8'}
{'Watermät', 'Bakermat', 'Watermat', 'Watergate'}
{'Bobmo', 'Boom!', 'Foamo', 'Bibio'}
{'Byron Stingily', 'Byron Strinly', 'Byron Stingley', 'Byron Stingly'}
{'DJ Garth', 'DJ Gary', 'DJ Garry'}
{'Regal', 'Regis', 'Eris', 'Kelis'}
{'Chrome', 'Chromeo'}
{'Madonna', 'Madoka'}
{'DJ Garth & ETI', 'DJ Garth & E.T.I.'}
{'Thomas vs Filterheadz', 'Tomasz vs Filterheadz', 'Tomaz vs Filterheadz'}
{'Sieg über Die Sonne', 'Sieg Uber Die Sonne'}
{'Roger S.', 'Roger S', 'Robert S'}
{'Specta', 'Skepta', 'Spectre'}
{'Quartz', 'Kwartz'}
{'Myler', 'Melé', 'Mele'}
{'Deniro', 'Deorro'}
{'Morgan', 'A. Morgan', 'Dan Morgan'}
{'Joefarr', 'JoeFarr'}
{'Kaliber', 'Skaliger'}
{'Amotik', 'Motif'}
{'ABSL', 'Abyss'}
{'Julius Papp', 'Julias Papp'}
{'Dirtcrew', 'Dirt Crew'}
{'20:20 Soundsystem', '2020 Soundystem'}
{'Toob', 'TSOJ', 'TBoy', 'Throb', 'Doop', 'Koop', 'Tcoy', 'Woob', 'T-Coy'}
{'Jennifer Lopez', 'Jenifer Lopez'}
{'The Reef', 'The Deep', 'The Bees', 'Tone Deep'}
{'Oniero', 'Montel', 'Sotero', 'Montero'}
{'Erick', 'Eric B', 'Brick', 'Erika', 'Ericke'}
{'Mellow', 'Yello', 'Yellow', 'Melrob', 'Marlow', 'Willow'}
{'Superbass', 'Supergrass'}
{'DJ Fist', 'X Fis-T'}
{'Outrowz', 'Outro'}
{'Chiapet', 'Chaipet'}
{'Elite Force', 'Life Force'}
{'Truman', 'Thurman'}
{'Einzelkind & Robin Schulz', 'Einzelkind & Robin Scholz'}
{'Knxwledge', 'Knowledge'}
{'Beyoncé', 'Beyonce', 'Beyond'}
{'Klapto', 'NAPT', 'Lapti', 'Mapei'}
{'Egbert', 'Herbert'}
{'MssingNo', 'Mssingno'}
{'Marc Houle', 'Marc Houls'}
{'Sebo K', 'Sebrok', 'Sebjak'}
{'Ricardo Villalolobos', 'Ricardo Villalobos'}
{'Radioslave', 'Radio Slave'}
{'DJ Keze', 'DJ Pone', 'DJ Koze'}
{'Gel Abril', 'AGel Abril'}
{'Steve May', 'Steve Mac'}
{'Terry Lee Brown Jr', 'Terry Lee Brown Jr.'}
{'Chord Symbols', 'Choro Symbols'}
{'Prologue', 'Duologue'}
{'Koomat', 'Former', 'Format B', 'Formic', 'Format', 'Format:B', 'Norman'}
{'David', 'Devil', 'David K', 'Dauwd'}
{'G Family', 'KIG Family'}
{'Larsson', 'H Larsson'}
{'Roberto Dietz', 'Robert Dietz'}
{'Felguk', 'Delgui'}
{'Jeremih', 'Jeremiah'}
{'Flux Pavillion & SKism', 'Flux Pavilion & SKism'}
{'Phon.O', 'Phono', 'Phonat'}
{'Orties', 'Ortus'}
{'Paul C & Paulo Martini', 'Paul C & Paolo Martini'}
{'Matthias Meyer', 'Mattias Meyer'}
{'Levat', 'Adeva', 'Ejeca', 'Ekova', 'Weval', 'Eeva', 'Ceeya', 'Leya', 'Kuva'}
{'Charis', 'Hyim', 'Chaim', 'Chic'}
{'Sassot', 'Yass', 'Sasse'}
{'Vangelis', 'Angeles', 'Angelic'}
{'Majai', 'Dajae', 'DATAR', 'Datar', 'Danja'}
{'Kosmic Messenger', 'Kosmik Messenger'}
{'Sneak', 'Sneaker'}
{'Farley Jackmaster Funk', "Farley 'Jackmaster' Funk"}
{'Clarian', 'Clarity'}
{'Rodriguez Jr', 'Rodriguez Jr.'}
{'Underground Sound Of Lisbon', 'Underground Sounds Of Lisbon'}
{'The Original', 'The Originals'}
{'Mumps', 'Bump', 'Plumps', 'Jump'}
{'DJ Nukem', 'DJ Duke'}
{'Wild Colour', '"Wild Colour'}
{'The Shaker', 'The Shamen'}
{'Solardo', 'Rolando', 'Solarc', 'Solaris'}
{'Knox', 'M-3ox'}
{'Evol Wavez', 'Evol Waves'}
{'Kyau & Albert', 'Kyau vs Albert'}
{"L'usine", 'Lusine'}
{'Onur Özer', 'Onür Ozer', 'Onur Ozer'}
{'Matthew Dekay', 'Matthew Dear'}
{'Sleep Archive', 'Sleeparchive'}
{'Afrojack Feat. Eva Simons', '+ Afrojack Feat. Eva Simons'}
{'Kid Kudi', 'Kid Cudi'}
{'Sander Van Doorn', 'Sander van Doorn'}
{'Apple', 'Fedele', 'Adele', 'ADULT.', 'Adult'}
{'J Daniel', '+ Danzel'}
{'Farah', 'Fafaq'}
{'Matteo Dimarr', 'Matteo DiMarr'}
{'Sufi', 'Tsuki'}
{'Frankie', 'Frankee'}
{'Omni Trio', 'Onmi Trio'}
{'Cerdric Gervais', 'Cedric Gervais'}
{'Heckmann', 'Hackman'}
{'Krust', 'Kr:pt', 'Kraft'}
{'Paddy', 'Padre', 'Diddy', 'Party'}
{'Sebasien Tellier',
 'Sebastian Tellier',
 'Sebastien Tellier',
 'Sébastien Tellier'}
{'Bushwacka', 'Bushwacka!'}
{'Chelonis R.Jones', 'Chelonis R Jones', 'Chelonis R. Jones'}
{'Stephen Bodzin', 'Stephan Bodzin'}
{'Zen-Kei', 'Zen Kei'}
{'John Tejada & Arian Leviste', 'John Tegada & Arian Leviste'}
{'Y Tribe', 'B-Tribe', 'NC Tribe', 'B Tribe'}
{'G Dub', 'M Dubs', 'M-Dubs'}
{'Underground Evolution', 'Underground Solution'}
{'Somore', 'Romare'}
{'Rosie Gaines', 'Rosie Gains', 'Roise Gaines'}
{'John Spring', 'John Swing'}
{'Monoman', 'Moonman', 'BooMan', 'Moscoman'}
{"Unknown Artist''", 'Unknown Artist'}
{'MastikSoul', 'Mastiksoul'}
{"''Mihalis Safras", 'Mihalis Safras'}
{'John Dalbäck', 'John Dalback', 'John Dahlbäck', 'John Dahlback'}
{'Antigone', 'Antidote'}
{'Dennis Sulta', 'Denis Sulta'}
{'Lo Step', 'Lo Shea'}
{'Gidge', 'Nodle', 'Hodge'}
{'Kowton', 'Keaton'}
{'Dizee Rascal', 'Dizze Rascal', 'Dizzee Rascal', 'Dizzie Rascal'}
{'Lounge', 'G Lounge'}
{'Midlake', 'Midland'}
{'Floorplay', 'Floorplan'}
{'Alexkid', 'Alex Kidd', 'Alex Kid'}
{'Trent Moller',
 'Trentemoeller',
 'Trentemoller',
 'Trentemöller',
 'Trentemøller',
 'Trentmoller'}
{'Comuno', 'Domina', 'Domino', 'Dominion'}
{'Deadmau5 vs Jelo', 'Deadmau5 V Jelo'}
{'BK & Alex Kidd', 'Bk & Alex Kidd'}
{'Citizenn', 'Citizen'}
{'Headhunter', 'Headhunterz'}
{'Delux',
 'Fed-Ex',
 'Felix',
 'Helix',
 'Reflex',
 'T. Rex',
 'Telex',
 'Thelem',
 'Tékel'}
{'Aux 88', 'AUX 88'}
{'Galaxy 2 Galaxy', 'Galaxy To Galaxy'}
{'Sunkids', 'Trunkids'}
{'Mark Williams', 'Matt Williams'}
{'Soulmate', 'Soul Mate'}
{'Benge', 'Benga', 'Benita'}
{'2000F & J Kamata', '2000f & Jkamata'}
{'Gemmy', 'Yummy'}
{'A Guy Called Gerald', 'Guy Called Gerald'}
{'Project FM', 'Project X', 'Pro-Ject X', 'Project 32', 'Project 86'}
{'Innervisions', 'Innervision'}
{'Arado', 'Amando', 'Armando'}
{'As One', 'Krs One'}
{'Scorn', 'Stormzy', 'Storm', 'Satori'}
{'Juan Trip', "Juantrip'"}
{'Jay Dilla', 'J Dilla'}
{'N-Phonix', 'Phoenix'}
{'TNGHT', 'Tnght'}
{'Rockwell', 'Rockwell D'}
{'Jubei', 'J-Zbel', 'Juwel', 'Julez', 'Jusai'}
{'Bam Bam', 'RAM Jam'}
{'Alexander Robotnik', 'Alexander Robotnick'}
{'3 Voices', '4 Voice', 'Voices'}
{'Novy vs Eniac', 'Novy V Eniac', 'Novy. vs Eniac'}
{'Shirley Bassy', 'Shirley Bassey'}
{'Laurent C', 'Laurent X'}
{'George Crans', 'George Kranz'}
{'Lake People', 'Same People'}
{'Monoloc', 'Monoblock'}
{'Vermont', 'Overmono', 'Piermont'}
{'Flux Pavillion', 'Flux Pavilion'}
{'Justine', 'Rustie', 'Justice'}
{'Trolley Snatcha', 'Trolley Snatcher'}
{"C'hantal", 'Chantal', 'Chantel'}
{'Ron Carroll', 'Ron Carol', 'Ron Carrol'}
{'Jaceo', 'Tadeo'}
{'Coyu', 'Colyn'}
{'Jimij', 'Tim J', 'Timmo'}
{'D Factor', 'Z Factor', 'Q Factor', 'X Factor', 'M Factor', 'R Factors'}
{'Q-Factor', 'Doctor', 'Z-Factor', 'D-Factor', 'B-Faktor'}
{'Cequenza', 'Sequenza'}
{'Nick Sentence', 'Nick Sentience'}
{'Superflu', 'Super Flu'}
{'Mattias Tanzmann', 'Matthias Tanzmann'}
{'Lexos', 'Dems', 'Lemos', 'Lagos', 'Lemar', 'LAOS', 'L.A.O.S', 'Nemo'}
{'Masker', 'Kasper'}
{'Vince Alley', 'Vince Ailey'}
{'Walton', 'Dualton'}
{'Channel X', 'Chanelle', 'Channelle'}
{'Paterson & Price', 'Patterson & Price'}
{'Blast', 'Blade'}
{'Kraftwork', 'Kraftwerk'}
{'Coco Steel & Love Bomb', 'Coco Steel & Lovebomb'}
{'Black Ghost', 'Black Ghosts'}
{'Les Petits Pilous', 'Les Petit Pilous'}
{'Bugle', 'Bugo'}
{'PMT', 'GMJ', 'Mgun', 'Mutt', 'MGMT'}
{'Oasis', 'Ossie', 'Rossie', 'Gossip'}
{'Ubu', 'KDA', 'Kuedo', 'UBU', 'Kydus', 'Vu Du', 'Juju', 'Kudu', 'Vudu'}
{'Claptone', 'Claxton'}
{'Canard', 'Hazard', 'Lanark'}
{'Artbat', 'ARTBAT'}
{'The Sponges', 'The Stooges'}
{'RL Grime', 'Rl Grime'}
{'Oscar Molero', 'Oscar Mulero'}
{'Saint Etienne', 'Saint Ettienne'}
{'Norwell', 'Cordell'}
{'TPH & WJH', 'TPH / WJH'}
{'AC / DC', 'AB/DC', 'AC/DC'}
{'Kw Griff', 'KW Griff', 'K.W. Griff'}
{'Redlight Feat. Ms. Dynamite', 'Redlight feat. Ms. Dynamite'}
{'David Zowie', 'David Bowie'}
{'Trip', 'Qtip', 'Q-Tip', 'TRP', 'Q Tip'}
{'Tiësto & Hardwell', 'Tiësto vs Hardwell'}
{'Alex Kenji, Star Killers & Nadia Ali', 'Alex Kenji, Starkillers & Nadia Ali'}
{'Onedove', 'One Dove'}
{'Rhythim Is Rhythim', 'Rhythm Is Rhythm'}
{'K-Klass', 'K Klass'}
{'Blondes', 'Blondie'}
{'The OTs', "The OT's"}
{'Asha D', 'Ashah', 'Aswad'}
{'Peyote', 'Coyote'}
{"''Kanine", 'Kanine', 'Klnane'}
{'Turno', 'Turner', 'Tunng', 'U-Turn', 'Torso', 'Porno', 'Burns'}
{'Matrix & Futurebound', 'Matrix + Futurebound', 'Matrix vs Futurebound'}
{'Upgrade', 'Uppfade'}
{'Insigma', 'Sigma', 'Sigma 2'}
{'DC Breaks', 'JC Freaks'}
{'dBridge', 'Fridge'}
{'Nightlife', 'Knightlife'}
{'Quarion', 'Equation'}
{'Mr. Tophie & Art Alfie', 'Mr. Tophat & Art Alfie'}
{'In Sync', 'N-Sync', '*NSYNC'}
{'Aardvark', 'Aardvarck'}
{'James T Cotton', 'James Cotton'}
{'John Made', 'John Maus'}
{'Axwell', 'Siwell'}
{'Selda', 'Celeda', 'Celia'}
{'Dr. Kucho / Walley Lopez', 'Dr. Kucho & Wally Lopez'}
{'Mr Sliff', 'Mr. Sliff'}
{'Funk DVoid', 'Funk Divoid', 'Funk Da Void', "Funk D'Void"}
{'My Mate', 'My Mine'}
{'Stretch N', 'Stretch'}
{'Bustah Rhymes', 'Busta Rhymes'}
{'Agnes', 'Mannel', 'Magnet'}
{'Ardalan', 'Araatan'}
{'Nt89', 'NT89'}
{'XxXy', 'GLXY'}
{'Voodoo Chilli', 'Voodoo Child'}
{'Sabb', 'D.A.M.B', 'Amba', 'Da-Mob', 'Da Mob'}
{'Sasha & Emerson', 'Sasha / Emerson'}
{'Delirium', 'Delerium'}
{"Sinead O'Connor", 'Sinéad OConnor'}
{'Yolanda Be Cool & DCUP', 'Yolanda Be Cool & Dcup'}
{'Eomac', 'Lomax', 'Luma'}
{'M Beat', 'J Beatz', 'M-Beat'}
{'P Money', 'P-Money'}
{'12th Planet', '10th Planet'}
{'Roy David JR',
 'Roy Davis JR',
 'Roy Davis Jnr',
 'Roy Davis Jr',
 'Roy Davis Jr.'}
{'Quest', 'Questia'}
{'Bamboo', 'Bambook'}
{'Camisra', 'Carisma'}
{'Soul Of Man', 'Soul Of Mine'}
{'Fashion', 'Passion'}
{'Patrice Scott', 'Patrick Scott'}
{'TWR72', 'Twr72'}
{'DT8 Project', 'D.M.C. Project'}
{'Aaron-Carl', 'Arron Carl', 'Aaron Carl'}
{'Gosub', 'G-Club'}
{'Leano', 'Neana', 'Nyansa', 'Bwana'}
{'Cowboy Rythmbox', 'Cowboy Rhythmbox'}
{'Sh*t Robot', 'Shit Robot'}
{'The Chain', 'The Chap'}
{'1991', '1-900'}
{'Diskord', 'DSKORD', 'Δkkord'}
{'Dre Skull', 'DJ Skull'}
{'Secret Cinema', 'Secret Cinema 2'}
{'Oneohtrix Point Never', 'OneOhTrixPointNever'}
{'Taped', 'Apex', 'Tames', 'Tapesh'}
{'Serena', 'Koven.', 'Seven'}
{'Rennie PIlgrem', 'Rennie Pilgrim', 'Rennie Pilgrem'}
{'Artcrime', 'Art Crime'}
{'Kalyde', 'Slyde', 'S-Type'}
{'OutWork', 'Outwerk', 'Artwork', 'Outwork'}
{'Paul Kalkbrenner', 'Paul Kalbrenner'}
{'Japanese Popstars', 'Japanease Popstars'}
{'Lutzenkirchen', 'Lutzenkirichen', 'Ludzenkirchen', 'Lützenkirchen'}
{'Nick K', 'Rick L', 'Ricky L', 'Ricky F'}
{'Oliver Moldan', 'Oliver Molden'}
{'Jan Johnston', 'Jan Johnson'}
{'Whitestripes', 'White Stripes'}
{'Mathew Jonson', 'Matthew Jhonson'}
{'Vinylgroover & Redhead', 'Vinylgroover & Redhed'}
{'Objekt', 'Subjekt'}
{'The Root', 'The Poets', 'The Roots', 'The Doors'}
{'Angelo', "D'Angelo"}
{'G.M Cole', 'MJ Cole'}
{'Jhelisa', 'Elisa'}
{'Hakan Lidbo', 'Håkan Lidbo'}
{'E-Type', 'R Tyme', 'Ragtyme', 'R-Tyme'}
{'Shameboy', 'Sharkboy'}
{'Zero dB', 'Zero G', 'Zero 7', 'Zero B', 'Zero T'}
{'Hyper Logic', 'Hyperlogic'}
{'Eastcolours', 'Eastcolors'}
{'Blockhead', 'Blokhe4d'}
{'Splash', 'Squash'}
{'Subwave', 'Subway'}
{'Michael Cleisz', 'Michel Cleis'}
{'Silver City', 'Sister City'}
{'Danielle Papini', 'Daniele Papini', 'Daniel Papini'}
{'Photonz', 'Photonic'}
{'Jedi Nights', 'Jedi Knights'}
{'Osmose', 'Couros', 'Cosmos'}
{'Global Communication', 'Global Communications'}
{'Soulsearcher', 'Soul Searchers', 'Soul Searcher'}
{'DJ Phoenix', 'DJ Pheonix'}
{'Pleasure Dome', 'Pleasure Zone'}
{'Groove Aramada', 'Groove Armada'}
{'Kenny Kawkes', 'Kenny Hawkes'}
{'Studio 54', 'Studio 45'}
{'The Buffalo Bunch', 'The Buffallo Bunch'}
{'Raven Maze', 'Raven Maize'}
{'Brett Johson', 'Brett Johnson'}
{'Inflagranti', 'In Flagranti'}
{'Force Of Nature', 'Forces Of Nature'}
{'Terrace', 'Terence'}
{'Code 3', 'Code 6'}
{'Puento Latino', 'Sueno Latino'}
{'Scan X', 'Scan7', 'Scan 7'}
{'Future', 'Phuture'}
{'Felix Da House Cat', 'Felix Da Housekatt', 'Felix Da Housecat'}
{'Housemasterboyz', 'Housemaster Boyz', 'House Master Boys'}
{'PFM', 'P.I.M.P.', 'DFA', 'TBM', 'P.C.P.', 'F#M'}
{'Marcelus', 'Marcella', 'Marcellis'}
{'Mark Henning', 'Mark-Henning'}
{'Black Dog', 'Click Box', 'Black Box', 'Blackbox', 'Black Joy'}
{'KenDoh', 'Kendoh', 'Mendo'}
{'South Central', 'Soul Central'}
{'Plump DJs', "Plump DJ's"}
{'Arizona', 'Prizna'}
{'Volcano', 'Ollano'}
{'Love Tribe', 'Dub Tribe', 'Luv Tribe', 'Our Tribe'}
{'Ste Roberts', 'Joe Roberts'}
{'CeCe Peniston', 'Ce Ce Peniston'}
{'Rick Wihite', 'Rick Wilhite'}
{'Arpo', 'Orgy', 'Harry', 'A.R.D.I.', 'Argy'}
{'Amir', 'Yamin'}
{'George Fitzgerald', 'George FitzGerald'}
{'Duel', 'CNTRL', 'D-Note', 'Dntel'}
{'Humanoid', 'Humanio'}
{'Lovesky', 'Loveshy', 'Love Shy'}
{"Hunter's Thompson", 'Hunter S Thompson'}
{'Sidekick', 'Side Kick'}
{"Hakan O'Nal", "Haktan O'Nal", "Hakan O'Neil"}
{'D-Rail', 'D-Train', 'D‐Train'}
{'Azimute', 'Azymuth'}
{'Beat Box', 'Beatbox'}
{'Spektrum', 'Specktrum', 'Spectdrum', 'Spektre', 'Spectrum'}
{'Esser', 'Vessel', 'Esgar'}
{'Chez Damiler', 'Chez Damier'}
{'Stefan Goldman', 'Stefan Goldmann'}
{'Stanny Franssen', 'Stanny Fransen'}
{'DK8', 'DK7', 'DK 8', 'DBD', 'JK47', 'NDKj', 'DBA', '747', 'DJQ', 'FKW'}
{'Robert Ownes', 'Robert Owens', 'Obert Owens'}
{'Kiat', 'Kidda', 'Kiata', 'Ficta', 'Vista'}
{'DN Party', 'Von Party'}
{'Billy Alessandro', "Billy D'Alessandro"}
{'Player 3', 'Player 8', 'Player 1'}
{'Air Frog', 'Airfrog'}
{'Mosaic', 'Mystic', 'Mystic 3', 'Mystep', 'Mystica'}
{'M.A.N.D.Y. vs Booka Shade', 'M.A.N.D.Y. vs Bookashade'}
{'Paulo Mojo', 'Paolo Mojo'}
{'The Killers', 'The Kills'}
{'Delacy', 'De Lacy', "D'Lacy", "De'Lacy", 'Dplay', "D'Lacey"}
{'Korovan', 'Korovin'}
{'KAOS', 'Naxos', 'Uabos', 'Kaos'}
{'Mr. Big', 'Mr. Bill'}
{'Man Parish', 'Mann Parrish', 'Man Parrish'}
{'Misc', 'MFSB'}
{'Hed Boys', 'Bad Boys', 'B Boys', 'Head Boys'}
{'Freddie Fresh', 'Freddy Fresh'}
{'Soulsonic Force', 'Soul Sonic Force'}
{'MC Shan', 'M.C. Shan'}
{'Marley Marl', 'Marly Marl'}
{'Keymatics', 'Key-Matic'}
{'Jimmy Spicer', 'Jimmy Spider'}
{'Discogs', 'Disco 4', 'Disco 3', 'Disco 54'}
{'Juc Force', 'J.V.C. Force', 'JVC Force'}
{'Schooly D', 'Schoolly-D', 'School 4'}
{'Z-3 MCs', 'BZ2 MCs'}
{'Burtis Blow', 'Kurtis Blow'}
{'Lazy Jay', 'Jazzy Jay'}
{'Malcolm McLaren', 'Malcom McLaren'}
{'DJ Phase', '2 Phases', '3 Phase'}
{'David Morales Presents The Face', 'David Morales presents The Face'}
{'Blackbill', 'Blackbelt', 'Black Hill'}
{'Bastian', 'Sebastian', 'SebastiAn', 'Nastia'}
{'Redhino', 'Redinho'}
{'Beltek', 'Belmer', 'Bézier'}
{'The Cars', 'The Cause', 'The Ark'}
{'David West', 'David Wise'}
{'Gusgus', 'Gu Gu', 'Gus Gus'}
{'Sky Lark', 'Skylark'}
{'DJ Icey', 'DJ Icee'}
{'Terra Ferma', 'Terra Firma'}
{'Slo Moshun', 'Slow Moshun', 'Slo Moshum'}
{'Disco-Tex', 'Disco Tex'}
{'M People', 'M-People'}
{'Floor Jam', 'Floorjam', 'Floorgasm', 'Floogjam'}
{'Clark', 'Click'}
{"The O'Jays", "The O'jays"}
{'Patten', 'Pttrn'}
{'Misture', 'Missue'}
{'Metome', 'Mitoma', 'Rithma', 'Matom'}
{'Lionrock', 'Lion Rock'}
{'Asok',
 'B-Code',
 'BSOD',
 'BSOG',
 'Bios',
 'Bodj',
 'Booda',
 'Bsod',
 'F.S.O.L.',
 'FSOL',
 'P-SOL',
 'SSOL'}
{'Gregor Thresher', 'Gregor Tresher'}
{'Makesome Breaksome', 'Make Some Break Some'}
{'No Smoke', 'No Joke'}
{'Lubelski', 'Rebelski'}
{'Sweep', 'Skeet', 'Tweet', 'Scent'}
{'Selway', 'Medway', 'Medlar'}
{'Source', 'Kource', 'Bounce'}
{'Brancaccio & Aisher', 'Brancacio & Aisher'}
{'Mark E', 'Mark One', 'Markey'}
{'Boys Noize & Erol Alkan', 'Boys Noize & Erol Alkon'}
{'Luca Lozano', 'Luco Luzano'}
{'The Juan MacLean', 'The Juan Mclean', 'The Juan Maclean'}
{'Luca Bachetti', 'Luca Bacchetti'}
{'Bjarno', 'Bjarki'}
{'Toulouse Low Trax', 'Tolouse Low Trax'}
{'CZR & Ito', 'CZR & ITO'}
{'Mauve & Movearo', 'Mauve + Movearo'}
{'Loletta Holloway', 'Loleatta Holloway'}
{'Tom Middleton', 'Tom Middelton'}
{'11th Dimension', '4th Dimension'}
{'Onionz', 'Onoinz'}
{'Christian Smith vs Jean Phillipe Aviance',
 'Christian Smith vs Jean-Phillipe Aviance'}
{'Notion', 'En Motion', 'E-Motion', 'Envotion', 'En-Motion'}
{'Reel 2 Reel', 'Reel 2 Real'}
{'Modselector', 'Modeselektor', 'Mode Selector'}
{'Dusty Kids', 'Dusty Kid'}
{'Davide Squillacie', 'Davide Squillace'}
{'RBA', 'Y.B.F', 'FBK', 'TBA', 'Rba', 'YBU'}
{'Bebel Gilberto', 'Bebel Giberto'}
{'Château Flight', 'Chateau Flight', 'ChÃ¢teau Flight'}
{'Smallpeople', 'Small People'}
{'Jesse Velez', 'Jesse Perez'}
{'Grey Matter', 'Greymatter'}
{'DJ Healer', 'DJ Dealer'}
{'Sub City', 'Sad City', 'Jam City'}
{'Rivet', 'Drives'}
{'Liz Torres', 'Liz Torrez'}
{'RWJ', 'H2J'}
{'Marcello Casteli', 'Marcelo Castelli'}
{'Just One', 'Josh One'}
{'House Sindicate', 'House Syndicate'}
{'Joe Ford', 'Jel Ford'}
{'Menace', 'Mennie', 'Ennio'}
{'Doorly', 'Doors'}
{'Re.You', '4 You', 'Repow'}
{'Trolle & Siebenhaar', 'Trolle Siebenhaar'}
{'Peter van Hoesen', 'Peter Van Hoesen'}
{'Hugg & Pep', 'FHugg & Pepp', 'Hugg & Pepp', 'Hugg N Pepp'}
{'Jose Gonzales', 'José González'}
{'Del 5', 'Red 5', 'Dem 2'}
{'LYS & Gigi', "Lys & Gigi's"}
{'The Slits', 'The Flirts'}
{'Muzzaik', 'Muzzak', 'Muzziak'}
{'Tom Mangan', 'Tom Hangs', 'Tom Mango', 'Tee Mango'}
{'Sunscream', 'Sunscreem'}
{'Tilt & Paul Van Dyk', 'Tilt & Paul van Dyk'}
{'Amoeba Assassin', 'Amoeba Assasin'}
{'Riuichi Sakamoto', 'Ryuichi Sakamoto', 'Riyuchi Sakamoto', 'Ryuchi Sakamoto'}
{'Red Sign', 'Red Sun'}
{'Led Zeppelin', 'Led Zepplin'}
{'Wojciech Kilar', 'Woiciech Kilar'}
{'Stardust', 'Startdust'}
{'Richard F', 'Richard F.'}
{'Jonsey', 'Jonesey'}
{'Elevate', 'Elevator'}
{'Dolls Head', 'Dollshead'}
{'Shrill', 'Shrink', 'Frink'}
{'Banco De Gaia', 'Bango De Gaia'}
{'Rui Da Silver', 'Rui Da Silva'}
{'Foals', 'Fokus', 'Xodus'}
{'The Sentinel', 'The Sentinal'}
{'Cheek', 'Checko', 'Chevel'}
{'Jandriver', 'Cab Driver', 'Jan Driver'}
{'Indio', 'IZ @Diz', 'IZIT', 'Iz-Diz'}
{'MONSTA', 'Monica', 'Monsta', 'Ponicz', 'Armonica', 'SonicC'}
{'Marc Et Claude', 'Marc et Claude'}
{'Crime', 'Krivi', 'Krimp'}
{'Alison Limerick', 'Alison Limmerick'}
{'Barbara Tucker', 'Babara Tucker'}
{'Debora Cox', 'Debra Cox', 'Deborah Cox'}
{'KenLou III', 'Kenlou III'}
{'Talyor Dayne', 'Taylor Dayne'}
{'Ronald van Gelderen', 'Ronald Van Gelderen', 'Ronald Van Gelderan'}
{'Orang', 'Orjan'}
{'Sandy Huner', 'Andy Hunter'}
{'DeRelict', 'Derelict'}
{'Rachael Starr', 'Rachel Starr'}
{'Allure', 'Avoure'}
{'DJ Tiësto', 'DJ Tiesto'}
{'Senyaka', 'Senzala'}
{'Xpansions', 'Expansion'}
{'DJ E-Clyps', 'DJ Eclipse'}
{'Sylvesta', 'Sylvester', 'Sulvester'}
{'Reason', 'Benson'}
{'Sandy Rivera', 'Sandy Riviera'}
{'Union Jack', 'Junior Jack'}
{'Sessamotto', 'Sessomatto'}
{'Alex Gopher & Etienne De Crécy', 'Alex Gopher & Etienne De Crecy'}
{'Marc Miroir', 'Mark Miroir', 'Marc Mirroir'}
{'The Act', 'The Pack', 'The Face', 'The Acid'}
{'Terpischord 3', 'Terpischord'}
{'Lee Coombs', 'Lee Combs'}
{'Ajello', 'AJELLO', 'Jelo'}
{'Bonobo', 'ONNO', 'NONONO'}
{'All-Star Madness', 'All Star Madness'}
{'Sahara', 'Shazzam', 'Sharam', 'Sharp'}
{'Stephane Luke', 'Stephan Luke'}
{'Derrick Carter', 'Derrick L Carter'}
{'Dizzy', 'Bizzi'}
{'Graffino', 'Graffik'}
{'Circus Night', 'Circus Nights'}
{'Master P', 'Mister B', 'Mister O', 'Master H'}
{'Medicine 8', 'Medicine'}
{'Tommy Vee', 'Tommy Gee'}
{'South Street Player', 'South Street Players'}
{'Lil Jon', 'Lil Mo'}
{'Freetoyish', 'Free Toyish'}
{'DJ Pivo', 'DJ Rio'}
{'Olysses', 'Ulysses'}
{'Layo And Bushwacka!', 'Layo And Bushwacka'}
{'Jaques Da Booty', 'Jacques Da Booty'}
{'WeRobots', 'I Robots'}
{'Kaltsch', 'Kölsch'}
{'Paul Simpson', 'Paul Simon'}
{'Nôze', 'Noze', 'Dooze', 'Snooze'}
{'Steve Angello & Matisse & Sadko', 'Steve Angello vs Matisse & Sadko'}
{'AN21 & Max Vangeli', 'AN21 & Max Vangelli'}
{'Agent X', 'Agent K', 'Agent 86'}
{'BB Boogie', 'ET Boogie'}
{'Mark De Clive-Lowe', 'Mark De Clive Lowe'}
{'Havana', 'Savana', 'Katana', 'Savage', 'Savannah'}
{'Sunship', 'Sunshine'}
{'Annabella Lwin', 'Anabella Lwin'}
{'Electrotete', 'Electroset'}
{'Tipper', 'Pepper'}
{'The Bar Kays', 'The Bar-Kays'}
{'Jameshed', 'Jamshed'}
{'Subb-an', 'Bubba'}
{'Lumina', 'Luna', 'Luxima', 'Luminary'}
{'Superpoze', 'Supermode'}
{'The Specialist', 'The Specials'}
{'Viridian', 'Meridian'}
{'Remute', 'Semuta'}
{'Joe T Vannelli', 'Joe T. Vannelli', 'Joe T Vanelli'}
{'Sugar Shack', 'Sugar Shake'}
{'Delicious Inc', 'Delicious Ink'}
{'X-Static', 'X Static', 'Statica', 'Hexstatic', 'Xstatic', 'Static'}
{'Tencity', 'Ten City'}
{'Harmonix', 'Harmonia'}
{'Big L', 'Big C', 'Big Fun', 'Big Up'}
{'Sagat', 'Sugar'}
{"M'Boza Richie", "M'Boza Ritchi"}
{"E'voke", 'Evoke', "E'Voke"}
{'Mrs Woods', 'Mrs Wood'}
{"''Maya Jane Coles", 'Maya Janes Cole', 'Maya Jane Coles'}
{'Vincent', 'Vincenzo'}
{'Andre', 'Andrade', 'Andras'}
{'Ramadanman + Appleblim', 'Ramadanman & Appleblim'}
{'Generation X', 'Generation'}
{'Fuzzy Logik', 'Fuzzy Logic'}
{'Traffic Signs', 'Traffic Sign'}
{'South Side Hustlers', 'Southside Hustlers'}
{'Van Haze', 'Van Halen'}
{'Therapy', 'Thera'}
{'Shannon', 'Bohannon'}
{'Yordis', 'Boris'}
{'ToNjA Holma', 'Tonja Holma'}
{'Blacktik', 'Blackie'}
{'Maracia', 'Farmacia'}
{'Beaste Boys', 'Beastie Boys'}
{'Stereo MCs', "Stereo MC's"}
{"Ultramagnetic MC's", 'Ultramagnetic MCs'}
{'DJ Hush', 'DJ Krust', 'DJ Krush'}
{'Ind.ex', 'Indho', 'Andro', 'Ind.Ex', 'Indigo'}
{'Sven Van Hees', 'Sven Can Hees'}
{'Coldcut', 'ColdCut'}
{'Howie B.', 'Howie B'}
{'Da Camp', 'DJ Cam'}
{'Blackalicious', 'Blackicious'}
{'Gangstarr', 'Gang Starr'}
{'EPMD', 'EDMX', 'E.P.M.D.', 'Epik'}
{'Most Wanted', 'Wost Wanted'}
{'Brand Nubain', 'Brand Nubian'}
{'Stetsaonic', 'Stetsasonic'}
{'Charlton', 'Carlton'}
{'ADJD', 'LDFD'}
{'Harmonic 313', 'Harmonic 33'}
{'Madlib', 'Jaylib'}
{'Safire', 'Saffir'}
{'Rixton', 'Sixtoo'}
{'Ratpack', 'Fatback'}
{'DJ Ron', 'DJ Fox', 'DJ Baron'}
{'Gleave', 'Sleeve'}
{'Midnight Juggernauts', 'Midnight Juggernaughts'}
{'Public Enemy', 'Public Energy'}
{'Le Le', 'Yelle'}
{'Kikomoto Allstars', 'Kikumoto Allstars'}
{'Kid Sister', 'Kidsister'}
{'DJ Mehdi', 'DJ Medhi'}
{'A-Trak & Laidback Luke', 'A Trak & Laidback Luke', 'ATrack & Laidback Luke'}
{'Boris Dlugosch', 'Boris Dlugosh'}
{'Erol Alkan & Boysnoize', 'Erol Alkan & Boys Noize'}
{'Yeahs Yeah Yeah', 'Yeah Yeah Yeahs'}
{'Instant', 'Instinct'}
{'BT Express', 'Ny Express', 'SF Express', 'MD Express'}
{'SIMS Project', 'Cams Project'}
{'Oneiro', 'Janeiro', 'Oneiric', 'Neurø'}
{'Chaser', 'Chamber', 'Hammer'}
{'Dope Smugglerz', 'Dope Sumgglaz', 'Dope Smugglaz'}
{'Electra', 'Elektra'}
{'Finitribe', 'Fini Tribe'}
{'Ron Van De Beuken', 'Ron Van Den Beuken', 'Ron van den Beuken'}
{'John O Callaghan', "John O'callaghan", "John O'Callaghan", 'John Ocallaghan'}
{'Mr. Scruff', 'Mr Scruff'}
{'Cid Inc.', 'Kid Ink'}
{'Benton', 'Sefton'}
{'Jammer', 'Jammz', 'Jammin'}
{'Chilly', 'Emily', 'Philly', '2Milly'}
{'DJ Tira', 'DJ TiGa'}
{'D Double E', 'DJ Double G'}
{'Seductive', 'Reduction', 'Seduction'}
{'Plexus', 'Plexo'}
{'DJ Dick', 'DJ Nick', 'DJ Disco'}
{'KC Flightt', 'KC Lights'}
{"Emporer's New Clothes", "Emperor's New Clothes"}
{'Company', 'Compass'}
{'Santogold', 'Santagold'}
{'Huoratron', 'Huggatron'}
{'Autokratz', 'AutoKratz'}
{'Bag Raiders', 'Bagraiders'}
{'Puzique', 'Musique'}
{'Spank Rock', 'Punk Rock'}
{'Musiccargo', 'Music Cargo'}
{'Wagon Cooking', 'Wagon Cookin'}
{'Hard Fi', 'Hard-Fi'}
{'Still Going', 'Still Young'}
{'Pnau', 'Pras'}
{'Johhny Corporate', 'Johnny Corporate'}
{'Bodeler', 'Modelor'}
{'Korsakov', 'Korsakow'}
{'Magda', 'Mathar', 'Mayday', 'Mandar'}
{'Stylophonic', 'Stylophonics'}
{'Amine Edge & Dance', 'Amine Edge & DANCE'}
{'Hot Blackheath', 'Holt Blackheath'}
{'Yomanda', 'Jomanda'}
{'Bass Jumpers', 'Bass Bumpers'}
{'Visa', 'Visage', 'Visual', 'Disq'}
{'Anonym', 'Acronym'}
{'Oliver Bodd', 'Oliver Dodd'}
{'Solarstone', 'Solar Stone'}
{'Clavis', 'Klaves', 'Klaus'}
{'Nu-Birth', 'Nu Birth'}
{'Gerait', 'Gerrait'}
{'H Foundation', 'H-Foundation', 'Foundation'}
{'Guyver', 'Giyver'}
{'Funkydry', 'Funkydory'}
{'Pirates Of The Carribean', 'Pirates Of The Carribbean'}
{'Jean-Jacques Perrey', 'Jeah-Jacques Perrey'}
{'Gil Scott-Heron', 'Gil Scott‐Heron', 'Gill Scott Heron'}
{'Yahel', 'Mahel'}
{'Synergy', 'Innergy'}
{'Jasper Street Co.', 'Jaspers Street Co'}
{'Aaron Ochaa', 'Aaron Ochoa'}
{'Psychik Warriors Ov Gaia', 'Psychick Warriors Ov Gaia'}
{'Ideal', 'Dea-Li'}
{'Andrew McLaughlan', 'Andrew McLauchlan'}
{'Yves DeRuyter', 'Yves Deryuter', 'Yves Deruytur'}
{'Bilin', 'Silkie', 'Billie'}
{'Stretch N Vern', 'Stretch & Vern'}
{'Patrick La Funk', 'Patric La Funk'}
{'PoPoF', 'Popof'}
{'Infinity Inc', 'Infinity Ink'}
{'Pete K', 'Pete Oak'}
{'Lovehurtz', 'LoveHERTZ'}
{'K.E.L.S.E.Y.', 'Kylie', 'Keope', 'Kelpe'}
{'Fiord', 'Flori', 'Florrie'}
{'Sandrino Frankey', 'Sandrino & Frankey'}
{'Rage Against the Machine', 'Rage Against The Machine'}
{'Grant Phabao', 'Grant Phaboa'}
{'Tc Crew', 'TC Crew'}
{'Highpowered Boys', 'High Powered Boys'}
{'Kings of Leon', 'Kings Of Leon'}
{'Dirty Supercar', 'Dirty Super Car'}
{'D.I.M. & TAI', 'FD.I.M. & Tai'}
{'Xgenic', 'XGenic'}
{'Havanna Funk', 'Havana Funk'}
{'Tom Stephane', 'Tom Stephan'}
{'Element N', 'Elemental'}
{'Simian Mobile Disco & Roman Flügel', 'Simian Mobile Disco & Roman Flaggel'}
{'The Heartists', 'The Heartist'}
{'Kalbata', 'Kabbala'}
{'Jazzy M', 'Jazz N'}
{'DJ Madd', 'DJ Dado'}
{'Tim Paris', 'Tom Paris'}
{'Shindoe', 'Shinedoe'}
{'The Scumfrog', 'The Scum Frog'}
{'Three Dee', 'Three D'}
{'JohNick', 'Dornick'}
{'7th Movement', 'The Movement'}
{'Lo Soul', 'LoSoul', 'B Soul'}
{'Sam Ellis', 'Tom Ellis'}
{'Makoto', 'Madato', 'Makaton'}
{'Giggs', 'Migos'}
{'Marino Berradi', 'Marino Berardi', 'Marino Beradi'}
{'Renè Amesz', 'Rene Amesz'}
{'Michel De Hey vs Secret Cinema', 'Michel De Hey & Secret Cinema'}
{'Darren Tate', 'Darren Mase'}
{'Ripperman', 'Ripperton'}
{'Stacy Kidd', 'Stacey Kid'}
{'U-Boy', 'K-Boy'}
{'The Tubes', 'The Ties', 'The Toyes'}
{'Nu-Nrg', 'Nu NRG', 'Nu Era'}
{'2 Faced', 'Defaced'}
{'2 Terry Ferminal', 'Terry Ferminal'}
{'Fred Baker & Greg Nash', 'Fred Baker vs Greg Nash'}
{'Re:Locate', 'Re:locate'}
{'Detroit Grand Pu Bahs', 'Detroit Grand Pubahs'}
{'Baby Doc', 'Baby D', 'Baby Dog'}
{'Billie Ray Martin', 'Billy Ray Martin'}
{'HAL 9000', 'Hal 9000'}
{'Christina Aguilera', 'Christine Aguilera'}
{'90 North', '95 North'}
{'Jay Haze', 'Jay Naz'}
{'Emotions', 'Remotion'}
{'Driza Bone', 'Drizabone'}
{'Technocat', 'Techno Cat'}
{'Grafit', 'Grafix'}
{'The Grand', 'The Grid'}
{'Tonja Dantzler', 'Tonja Danzler'}
{'Pants & Corsets', 'Pants & Corset'}
{'Condor II', 'Condor 11'}
{'Jamelia', 'Jamnesia'}
{'Miura', 'Libra', 'Murr', 'Azura', 'Murat'}
{'Tranquility Bass', 'Tranquility Base', 'Tranquillity Base'}
{'Jaytech', 'Subtech', 'Skytech'}
{'Future Homosapienes', 'Future Homosapiens'}
{'Mohrr', 'Mother'}
{'Sanxzero', 'SanXero'}
{'Raffa Fl', 'Raffa FL'}
{'HATZLER', 'Haezer'}
{'Jet Project', '1st Project'}
{'Lance De Sardi', 'Lance Desardi'}
{'Archie Shepp', 'Archie Shep'}
{'Noodles', 'Moodlex'}
{'J Moonchild', 'Moonchild'}
{'Matsai', 'Kansai', 'Matpat', 'Mattski'}
{'Frak', 'Freaks'}
{'Dimitry Vegas & Like Mike', 'Dimitri Vegas & Like Mike'}
{'Mari Kiani', 'Kary Kiani', 'Mary Kiani'}
{'Flinch', 'Faetch', 'Fletch'}
{'Skobbz', 'Skober', 'Skiver'}
{'Damian Schwarz', 'Damian Schwartz', 'Damián Schwartz'}
{'Hiem', 'Asem'}
{'Tobias', 'Tobias.'}
{'Klatchi', 'Katcha'}
{'Planisphere', 'Planishere'}
{'Delano', 'Ecano'}
{'Mirrorball', 'Mirror Ball'}
{'Wildlife', 'Wildlife!'}
{'Exogroove', 'Eurogroove'}
{'Nylon', 'Cylob'}
{'United Future Organization', 'United Future Organisation'}
{'Candido', 'Candida'}
{'Rhythm Factor', 'Rhythm Doctor'}
{'Bombdogs', 'Bomb Dogs'}
{'Danell Dixon', 'Daniel Dixon'}
{'Mark N-R-G', 'Mark NRG'}
{'Twister', 'Twista'}
{'Stephan Bodzin vs Marc Romboy', 'Stephan Bodzin & Marc Romboy'}
{'Calippo', 'Calisto', 'Filippo'}
{'Róisín Murphy', 'Roisin Murphy'}
{'Aquasky vs Masterblaster', 'Aquasky vs Master Blaster'}
{'Dubsided', 'Dubsidia'}
{'Sweet Light', 'Sweetlight'}
{'Miss Kittin', 'Miss Kitten'}
{'Midnight Mike', 'Midnight Time'}
{'Queens Of The Stoneage', 'Queens Of The Stone Age'}
{'DJ Eric', 'DJ Errik'}
{'Pitbull', 'Pinball'}
{'Denasha', 'Denis A'}
{'Njoi vs Tact', 'Njoy vs Tact'}
{'Paul Fitch', 'Paul Ritch'}
{'Mighty Dub Kats', 'Mighty Dub Katz', 'Mighty Dub Cats'}
{'Freeez', 'Freeze'}
{'Lambda', 'Lambarda'}
{'Fine Young Canibals', 'Fine Young Cannibals'}
{'Dirty White Boys', 'Dirty White Boy'}
{'Xinobi', 'Kinobe'}
{'Tonto', 'Yotto'}
{'Andrea Oliva', 'Andrea Olivia'}
{'L & G Project', 'A & N Project'}
{'Big Foot', 'Big Mutt', 'Big Futt', 'Big Fat'}
{'L.F.O vs Fuse', 'LFO vs FUSE', 'LFO vs Fuse'}
{'Richie Dane', 'Richie Dan'}
{'DJ Assassins', 'DJ Assassin'}
{'The Brothers', 'The Others'}
{'The Horrors', 'The Horrorist'}
{'Hadouken!', 'Hadouken'}
{'Tom Vek', 'Tom EQ'}
{'Groovebox', 'Groove Box'}
{'Mad Doc', 'Maddox'}
{'Vapourspace', 'Vaporspace'}
{'Hypnophebia', 'Hypnopedia'}
{'Sound Clash Republic', 'Soundclash Republic'}
{'Rabbit In The Mood', 'Rabbit In The Moon'}
{'DJ Technics', 'DJ Technic'}
{'DJ Tamiel', 'DJ Tameil'}
{'De Bos', 'Detboi'}
{'Francois Dubious', 'Francois Dubois'}
{'Wilks', 'Zilla', 'Rills', 'Walls'}
{'Tracy Thorn', 'Tracey Thorn'}
{'Marc Romboy & Blake Baxter', 'Marc Romboy vs Blake Baxter'}
{'D Coy', 'D. Kay', '3 Way', 'D Kay'}
{'Wackside', 'Darkside'}
{'Lynx', 'RY X'}
{'Redeye', 'Redeyes'}
{'Hector', 'Nectar'}
{'Bladey', 'Bleaden'}
{'Mvsvem', 'Mvsevm'}
{'Frits Wentik', 'Frits Wentink'}
{'Synkro', 'Sakro'}
{'Christian Loeffler', 'Christian Löffler'}
{'Clap! Clap!', 'Clap!Clap!'}
{'DJ Haus', 'DJ Nuts', 'DJ Oats', 'DJ Phats'}
{'Nathan Coles', 'Nathan Cole'}
{'Those Usual Suspects', 'The Usual Suspects'}
{'Slick Mick', 'Slick Rick'}
{'Bubba Sparx', 'Bubba Sparxx'}
{'Ice T', 'Ice MC'}
{'Big Daddy Cane', 'Big Daddy Kane'}
{'Diamond K', 'Diamondz', 'Diamond D'}
{'DJ Cormac', 'DJ Tomac'}
{'J-Kwon', 'J Wow', 'J Kwon', 'Jakwob'}
{'Winona', 'Idona', 'Idioma'}
{'Biz Mackie', 'Biz Markie'}
{'Sisko', 'Sisqo'}
{'The Game', 'The Names'}
{'Red Dog', 'Ed O.G.'}
{'Heller And Farley', 'Heller and Farley'}
{'Mindtrap', 'Moodtrap'}
{'Kid Crème', 'Kid Kreme', 'Kid Creme'}
{'The Reaver', 'The Dealer'}
{'Oliver Hunteman', 'Oliver Huntemann'}
{'Elektrochemie', 'Electrochemmie'}
{'Tenth Chapter', 'Tenth Capter'}
{'Spirits', 'Spirito', 'Spirit'}
{'Ras G', 'R A G'}
{'Apollo 84', 'Apollo 440'}
{'Danny D', 'Danny Reo', 'Danny Red'}
{'Systemm VIII', 'System VIII'}
{'Scandal', 'Escandalo'}
{'Dimitry & Jaimy', 'Dimitri & Jaimy'}
{'Jeannie Tracy', 'Jeanie Tracy'}
{'Ghouls', 'Souls'}
{'Paul Van Dyk & Alex M.O.R.P.H.', 'Paul van Dyk & Alex M.O.R.P.H.'}
{'Robbert Burian', 'Robert Burian'}
{'Audio Bootys', 'Audio Bootyz'}
{'Juliet', 'Julien'}
{'Stonebridge', 'StoneBridge'}
{'Tanika Tikaram', 'Tanita Tikaram'}
{'Chakra', 'Chandra'}
{'Digital Blonde', 'Digital Blondes'}
{'Sam Mollison', 'Sam Molinson'}
{'Visions', 'Vizions', 'Vision'}
{'Corina Joseph', 'Corrina Joseph'}
{'House To House', 'House 2 House'}
{'Key To Life', 'Key II Life'}
{'Roy Davis', 'Roy Davies'}
{'Wreckx-N-Effect', 'Wreckx N Effect'}
{'Rek Shit Rebulz', 'Reck Shit Rebulz'}
{'Kojak', 'Kodiak'}
{'Seven Davis Jr', 'Seven Davis Jr.'}
{'BPM-AM', 'Bimas'}
{'Jori Hulkonen', 'Jori Hulkonnen', 'Jori Hulkkonen', 'Jori Hulkkonnen'}
{'Avicii vs Lenny Kravitz', 'Avicii & Lenny Kravitz'}
{'Nicky Romero & Nero', 'Nicky Romero & Nervo'}
{'Symbiosis', 'Symbiose'}
{'Unit Noeius', 'Unit Moebius'}
{'Jazmina', 'Jazmine'}
{'Shur-I-Khan', 'Shur-I-Kan'}
{'The Martians', 'The Martian'}
{'Hi-Tech Child', 'Hi Tech Child'}
{'The Vectif vs The M. Experience',
 'The Vectif vs. The M Experience',
 'The Vectif vs. The M. Experience'}
{'Big Sexy', 'Big Sean'}
{"Pierre's Fantasy Club", 'Pierre Fantasy Club'}
{'Natthias Heilbronn', 'Matthias Heilbronn'}
{'G Flame', 'G. Flame'}
{'J @ S Productions', 'J & S Productions'}
{'Mariah Carey', 'Maria Carey'}
{'Heller & Farley Project', 'Heller + Farley Project'}
{'Hybris', 'Hybrid'}
{'Taras Van Der Voorde', 'Taras Van De Voorde'}
{'Bauhaus', 'Lauhaus'}
{'Loose Ends', 'Looseheads'}
{'Grey House', 'Red House'}
{'Brothers Grimm', 'Brothers Grim'}
{'Pangea', 'Pangaea'}
{'Faze Miyaki', 'Faze Miyake'}
{'16 Bit', '16bit', '16 BIT'}
{'Hector Cuto', 'Hector Couto'}
{'Lady Gaga', 'Lady Ragga'}
{'Hard Rock Sofa & St. Brothers', 'Hard Rock Sofa & St Brothers'}
{'TasteXperience', 'Tastexperience', 'Taste Experience'}
{'Prism', 'Skism'}
{'Indica', 'Syndica', 'Pinduca'}
{'Arnette Taylor', 'Annette Taylor'}
{'Helios', 'Exelios'}
{'Paul B', 'Carli', 'Carl B', 'Carl B.'}
{'Roulet', 'Doublet'}
{'Solid Session', 'Solid Sessions'}
{'Argonauts', 'Argonout'}
{'Starkey', 'Stanley'}
{'Michel De Hey vs Grooveyard', 'Michel De Hey & Grooveyard'}
{'Hi-Rise', 'Highrise'}
{'Zarif', 'Hurts', 'Haris'}
{'Salentino', 'Valentine', 'Valentino'}
{'Jimmy Somerville', 'Jimmy Sommerville'}
{'Ona King', 'Tone King'}
{'Lawrence', 'Latrece'}
{'Supercat', 'Supermal', 'Supermax'}
{'Fingers Inc', 'Fingers Inc.'}
{'Rimbaudian', 'Rimbaudin'}
{'Millionaire Hippies', 'Millionare Hippies'}
{'Loni Clark', 'Loni Clarke'}
{'Nick Jones', 'Rich Jones'}
{'D Malice', 'D-Malice'}
{'Nightriders', 'Nightwriters'}
{'Shaboom', 'Sharooz'}
{'Drummatic Twins', 'Drumattic Twins'}
{'J-Jems', 'Jets'}
{'Brancaccio And Aisher', 'Brancaccio And Asher'}
{'ThreeSixty & Dirty Harris', 'Threesixty & Dirty Harris'}
{'Samurai', 'Samrat'}
{'Teams Sr', 'Team SR'}
{'Discocaine', 'Discodeine', 'Discoaine'}
{'Punchin', 'Munchi'}
{'Mr. Pink', 'Mr. Blink'}
{'Dubstar', 'Hugstar'}
{'Pixies', 'Pixels'}
{'Sultan & Ned Shepard', 'Sultan & Ned Shepherd'}
{'At Jazz', 'Atjazz'}
{'Cropper', 'Chopper'}
{'Future Primitve', 'Future Primitive'}
{'The Hi Tech Child', 'The High Tech Child'}
{'Geezer', 'Meeker'}
{'Sky Master', 'Skymaster'}
{'Ruff Driverz', 'Ruff Drivers'}
{'Hypertrophy', 'Hyper Trophy'}
{'Old Skool Immortal', 'Old School Immortal'}
{'Unknown Force', 'Unknown Face'}
{'Scratchy', 'Scratcha'}
{'Sonic C', 'Sonic C.'}
{'Substate', 'Subscape'}
{'Hockey', 'Rocket', 'Locked'}
{'Stretch & Vern Presente Michel Lombert',
 'Stretch & Vern Presents Michel Lombert'}
{'Headstock', 'Headlock'}
{'François K', 'Francois K', 'Francois'}
{'Power Dove', 'Powerdove'}
{'Newcleus', 'Nucleus'}
{'Uncut', 'Un-Cut', 'CNCPT'}
{'Serge Gainsbourg', 'Sergie Gainsbourg'}
{'Beach Boys', 'Peach Boys'}
{'Ernesto Ferreyra', 'Erenesto Ferreyra'}
{'Teddy Douglas & Luis Radio', 'Teddy Douglas, Luis Radio'}
{'Lovebirds', 'Lovebird'}
{'Cinnaman', 'Sinnamon'}
{'Crustacian', 'Crustation'}
{'Usual Suspects', 'Unusual Suspects'}
{'Round One', 'Bound One'}
{'Curses!', 'Curves', 'Curses'}
{'Hi-Lo & Chocolate Puma', 'Hi‐Lo & Chocolate Puma'}
{'Jam X & De Leon', 'JamX & De Leon'}
{'Dave Holmes', 'David Holmes'}
{'Colin Barrat', 'Colin Barratt'}
{'Stingray 313', 'Stingray313'}
{'SEFF', 'Steffi', 'Stuffa'}
{'Q Club', 'G Club', 'Q-Club'}
{'Tin Man', 'Tinman'}
{'Itty Bitty Bozzy Woozy', 'Itty Bitty Boozy Woozy'}
{'Kamara Painters', 'Kamaya Painters'}
{'Alenia', 'Ananda', 'Agenda', 'Alena'}
{'Aaliyah', 'Dalilah'}
{'NYMZ', 'NYTA'}
{'Don E', 'Dobie'}
{'Paul Hunter', 'Paul Hunder'}
{'Pauline Talyor', 'Pauline Taylor'}
{'Shadows Movement', 'Shadow Movement'}
{'Steve Parker', 'Steve Porter'}
{'Phlink Phorce', 'Phunk Phorce'}
{'Problem Kidz pres. Buddy Booth', 'Problem Kidz Pres. Buddy Booth'}
{'Beatles', 'Beat less'}
{'Animals At Night', 'Animals By Night'}
{'Lo Fedelity AllStars', 'Lo Fidelity Allstars'}
{'Billy Payer & Fat Hippy', 'Bill Payer & Fat Hippy'}
{'Tribal Teen', 'Tribal Tech'}
{'House Of Fix', 'House Of Wax'}
{'The Fixx', 'The xx'}
{'Photon Inc', 'Photon Inc.'}
{'Space DJz', 'Space DJs'}
{'Diamond Ford', 'Riamond Ford'}
{'The S Man', 'The S‐Man'}
{"Morel's Grooves", "Morel's Groove"}
{'Thesda', 'The/Das'}
{'Tomboy', 'Tommyboy'}
{'Ecstasy', 'Ecstacy'}
{'Face 2', 'Faze 1'}
{'Sahira Moore', 'Sahirah Moore'}
{'Yoshito', 'Yoshimoto'}
{'Corona', 'Lorde', 'Lorna'}
{'DJ DLG', 'DJ Dlg'}
{'Mathias Mestino', 'Mathias Mesteno'}
{'Martinez Brothers', 'Martin Brothers'}
{'Der Dritte Ruam', 'Der Dritte Raum'}
{'Luv Spunge', 'Luvspunge'}
{'Glowal', 'grow!', 'Glow'}
{'Chris & James', 'Chris James'}
{'Cioz', 'Cruz', 'Ortz'}
{'Oscar G', 'Oscar'}
{'Chuggles', 'Buggles'}
{'Ifrey Max', 'Trey Max'}
{'Giant', 'Gantz', 'Tzant'}
{'NY Connection', 'MD Connection', 'N.Y. Connection'}
{'Marden Hill', 'Marian Hill'}
{'Markus Nikolti', 'Markus Nikolai'}
{'Mic Mills', 'Mick Wills', 'Dick Mills', 'Mick Willis'}
{'Tommie Sunshine', 'Tommy Sunshine'}
{'Ricco Tubbs', 'Rico Tubbs'}
{'André Lodemann', 'Andre Lodemann'}
{'Mobach', 'MyBack'}
{'Like A Tim', 'Like A Time'}
{'Snugs', 'Drugs'}
{'The VOyagers', 'The Voyagers'}
{'Nuw Idol', 'Nüw Idol'}
{'Mumdance', 'Sundance'}
{'Christopher Laurence', 'Christopher Lawrence'}
{'In Aura', 'Inaura'}
{'Real McKoy', 'Real McCoy'}
{'Centurians', 'Centurions'}
{'Craig Loftis', 'Craig S. Loftis'}
{'Dune', 'D-Tune', 'Dejure', 'Bruce', 'Deuce'}
{'Bonzai', 'Bondax'}
{'Misstress Barbara', 'Mistress Barbara'}
{'Ricky Le Moy', 'Ricky Leroy'}
{'Ignition Technician', 'Ignition Technicia'}
{'Hi Grade', 'Hi Gate'}
{'Foreigner', 'Foreign'}
{'CeCe Rogers', 'Ce Ce Rogers'}
{'Fideles', 'Fields'}
{'Son.Sine', 'Movin', 'SØNIN'}
{'Black Magic', 'Black Mami'}
{'Plasmik', 'Plastik'}
{'DJ Scot Project', 'DJ Scott Project'}
{'ATYK', 'Jaxtrak', 'Amtrac', 'Atlas', 'AMTRAC', 'A-Trak', 'Xtrah', 'Namtrak'}
{'100%', '16C+', '10CC'}
{'Dr. Kucho & Gregor Salto', 'Dr. Kucho! & Gregor Salto'}
{'Jack Ü', 'Jack J'}
{'Intexor vs Sinesweeper',
 'Intexor vs. Sinesweeper',
 'Intextor vs Sine Sweeper'}
{'Fuman Choo', 'Fu Man Choo'}
{'Paris & Sharp', 'Paris & Sharpe', 'Paris + Sharpe'}
{'Par-T-One vs. INXS', 'Par-T-One vs INXS'}
{'Sharam Jey And Nick K', 'Sharam Jay And Nick K'}
{'White Room', 'Whiteroom'}
{'The Abbyssinians', 'The Abyssinians'}
{'Electronauts', 'Elctronauts'}
{"Bobby D'Ambrosio", "Bobby D'ambrosio"}
{'Doobie Brothers', 'Boogie Brothers'}
{'Christian S.', 'Christian J'}
{'Nueroshima', 'Beroshima'}
{'Nic Toms', 'Zak Toms', 'Zac Toms'}
{'Youan', 'Yovav'}
{'Danimotion', 'Animotion', 'A. Motion'}
{'Gonzalez', 'Gonzales'}
{'Shenoda', 'Shenonda'}
{'Johnny Vicious vs MFSB', 'Johnny Vicious vs MSFB'}
{'Dave & Ansil Collins', 'Dave & Ansel Collins'}
{'A Split Second', 'Split Second'}
{'Par T One', 'Para One', 'Paraone'}
{'Berri', 'Jerro'}
{'Scott Deep', 'Scotti Deep'}
{'Strike', 'Stryke', 'Strobe'}
{'De Boss', 'The Boss'}
{'Noel Jackson', 'New Jackson'}
{'Portobella', 'Portabella'}
{'Move Ya! & Steve Lavers', 'Move Ya & Steve Lavers'}
{'Shawn Penn', 'Dawn Penn'}
{'Potential Badboy', 'Potential Bad Boy'}
{'General Levy & M Beat', 'General Levy & M-Beat'}
{'KD Lang', 'k.d. Lang'}
{'Ghosties', 'Ghostea'}
{'Boinic Bump Band', 'Bionic Bump Band'}
{'Manuel Migs', 'Miguel Migs'}
{'Baracus', 'Abacus', 'Baccus'}
{'Partision', 'Partison'}
{'Mat.Joe', 'Matmos'}
{'Torre', 'Corrie'}
{'Pinhead', 'Manhead'}
{'Bass Toy', 'Basstoy'}
{'Shi Take', 'Shi-Take'}
{'Sfire', 'Szare'}
{'Bowser', 'Powder'}
{'Whodini', 'Modini'}
{'DJ Funk Roc', 'DJ Punk Rock'}
{'Gideon', 'Godeoo'}
{'Dave Clarke Pres. Red 1', 'Dave Clarke Pres. Red 2'}
{'Purple Plejade', 'Purple Plesade'}
{'Insense', 'Intense'}
{'Shyun', 'Shogun'}
{'Voyager 8', 'Voyager'}
{'Bodzin & Hunteman', 'Bodzin & Huntemann'}
{"Jus' Phil", 'Jus Phil'}
{'Freelance Science', 'Freelance Silence'}
{'Pitch Black', 'Pitchblack'}
{'BumbleBee Unlimited', 'Bumblebee Unlimited'}
{'Ulterior Motive', 'Ulterior Motives'}
{'The Qemists', 'The Quemists'}
{'Morphology', 'Morphologhy'}
{'The R', 'Themis', 'Theme'}
{'P!nk', 'Psyk'}
{'Clinic', 'Cleric'}
{'Niagra', 'Niagara'}
{'Sascha Funkye', 'Sascha Funke'}
{'Futers', 'Hughes', 'Fugees'}
{'Threat', 'Thrust'}
{'Jarrgen Driessen', 'Jurgen Dressen', 'Jurgen Driessen'}
{'Escape', 'K-Scope'}
{'Zeigeist', 'Freigeist'}
{'Tribe Called Quest', 'A Tribe Called Quest'}
{'Randon Factor', 'Random Factor'}
{'Fibre Optics', 'Fibre Optix'}
{'DJs Rule', 'Ja Rule'}
{'Doug Willis', 'Dobg Wills'}
{'MZ All-Stars', '99 Allstars'}
{'2 Phat Cunts', '2 Phat C**ts'}
{'Skullduggery', 'Skull Duggery'}
{'16+', '154'}
{'Infiniti', 'Infinity', 'Infinite'}
{'Super 3', 'Super 8'}
{'Splittr', 'Splitter'}
{'Drumcode', 'Drum Code'}
{'Connector', 'Connect 4'}
{'Dave Vega', 'Dave Begg'}
{'Rapoon', 'Raccoon'}
{"Three N'One", 'Three In One'}
{'Sulfurex', 'Sulphrex'}
{'Virginia', 'Virginity'}
{'High Society', 'Night Society'}
{'Peter Katalfalk', 'Peter Katafalk'}
{'Toni Rohr', 'Tony Rohr'}
{'Quasistereo', 'Qugisistereo'}
{'Steve T', 'Steve D.'}
{'Cortina', 'Corbin'}
{'Ege Ban Yasi', 'Ege Bam Yasi'}
{'Hotbox', "Bot'Ox"}
{'Time Zone', 'Timezone'}
{'Rotortype', 'Prototype'}
{'Bobby J', 'Bobby O'}
{'Double Dee & Steinski', 'Double D & Steinski'}
{'DJ OKO', 'DJ Who'}
{'The Sandals', 'The Sandels'}
{'Daley Padley & Chris Specia', 'Daley Padley & Chris Special'}
{'Marc Antony', 'Marc Antona'}
{'Tommy Declerque', 'Tomy Declerque'}
{'Bastian Heerhosrt', 'Bastian Heerhorst'}
{"Marc O'Tool", 'Marc O Tool'}
{'Omega Man', 'Omegaman'}
{'Method Men', 'Method Man'}
{'Hernan Cattaneo & John Tonks', 'Hernan Cattaneo & John Tinks'}
{'John Whitemann', 'Jon Whitemann'}
{"Smith'n'Hack", 'Smith N Hack', 'Smith And Hack'}
{'Jephte Guillame', 'Jephte Guillaume'}
{'Benjamin Damage & Doc Daneeca', 'Benjamin Damage & Doc Daneeka'}
{'Elektrows', 'Elektrons', 'Elektons'}
{'Jim Morrison', 'Slim Morrison'}
{'Sleazy McQueen', 'Sleazy Mcqueen'}
{'ITO & STAR', 'Ito & Star'}
{'Remake', 'Female'}
{'Revolver', 'Evolver', 'Revolte'}
{'Kenny Jammin Jason & Fast Eddie', "Kenny 'Jammin' Jason & Fast Eddie"}
{'Technique', 'Mecanique'}
{'Erotic', 'Froxic'}
{"Lil' Kim", 'Lil Kim'}
{'MAS Collective', 'Mason Collective'}
{'Wes!', 'Neu!'}
{'Jay West', 'Jay Welsh'}
{'Ferrer & Sydenham Inc', 'Ferrer & Sydenham Inc.'}
{'Narcosis', 'Narcotik'}
{'Siwel', 'Powel'}
{'Corner', 'Cortex'}
{'Étienne Jaumet', 'Etienne Jaumet'}
{'DJ Go Go', 'DJ Gogo'}
{'Blockster', 'Blockbuster', 'Blackstar'}
{'Mirror Maru', 'Mirror Man'}
{'Bass Bin Twins', 'Bassbintwins', 'Bassbin Twins'}
{'Tracey', 'Oracy'}
{'Del Gado', 'Delgardo'}
{'Das EFX', 'DJ EFX'}
{'Dex & Jonesy', 'Dex & Jonesey'}
{'Tiga & Audion', 'Tiga vs Audion'}
{'Aaron Lacrate', 'Aaron La Crate'}
{'Plastic Avengers', 'Plastic Avenger'}
{'The Knowledge', 'The Knowedge'}
{'Rise Productions', 'R.I.P. Productions'}
{'Factoria', 'Factor 9'}
{'Garbage', 'Carnage'}
{'Roach Motel', 'Roach Montel'}
{'The Coastal Commission', 'The Costal Commission'}
{'Excepts From Vinilla Sky', 'Excerpts From Vanilla Sky'}
{'Unliviited Touch', 'Unlimited Touch'}
{'Edge 1', 'Edge 28'}
{'Mutator', 'Matador'}
{'Crimes', 'Primer'}
{'ScHoolboy Q', 'Schoolboy'}
{'Arkist', 'Arktkt'}
{'Q-Burns Abstract Message', "Q Burn's Abstract Message"}
{'In Deep', 'Indeep'}
{'Candy Staton', 'Candi Staton', 'Candi Stantion'}
{'D-Ren 1', 'Dran 2'}
{'Lil Mo Ying Yang', "L'il Mo Ying Yang"}
{'Colleen', 'College'}
{'Goldie vs. Rabbit In The Moon', 'Goldie vs Rabbit In The Moon'}
{'André Kronert', 'Andre Kronert'}
{'Transponder', 'Trasponder'}
{'Clapz II Dogz', 'Clapz Ii Dogz'}
{'Critical Phase', 'Critial Phase'}
{'Sergio Mendez', 'Sérgio Mendes'}
{'Osmutantes', 'Os Mutantes'}
{'Minister De La Funk', 'Ministers De Le Funk'}
{'Mike Koglin', 'Mike Coglin'}
{'Dyad 10', 'DYAD10'}
{'Kamikaze', 'Kamakaze'}
{'Yvette Michelle', 'Yvette Michele'}
{'Gil Scott-Heron & Brian Jackson', 'Gil Scott Heron & Brian Jackson'}
{'Canyons', 'Jansons'}
{'Journey Man DJ', 'Journeyman DJ'}
{'Michel De Hey vs Literon', 'Michel Dehey vs Literon'}
{'Nemesi', 'Nemesis'}
{'White Rose Movement', 'White Rose Mo Vement'}
{'Tombra Vira', 'Tomba Vira'}
{'Disco Dudes', 'Disco Dubs'}
{'Christian Smith & E.B.E.', 'Christian Smith & EBE'}
{'Vainquer', 'Vainqueur'}
{'Hijack', 'HiJack'}
{'Farrow', 'Darkrow'}
{'Luvdup', 'Luv Dup'}
{'Mr. Flagio', 'Mr. Clavio'}
{'Jonny Osbourne', 'Johnny Osbourne'}
{'Bennypage & Zero G', 'Benny Page & Zero G'}
{'Ingo Staar', 'Ringo Starr'}
{'Analogue People In A Digital World', 'Analog People In A Digital World'}
{'Lil Tony', 'Lil Sony'}
{'OneMind', 'Overmind'}
{'Giselle Jackson', 'Gisele Jackson'}
{'Tomas & Filterheads', 'Tomaz & Filterheadz'}
{'DJ Hansz', 'DJ Hanz'}
{'Scratch Perverts', 'Scatch Perverts'}
{'Egyption Lover', 'Egyptin Lover'}
{'Bonecrusher', 'Bone Crusher'}
{'Stimulation', 'Simulation'}
{'Scumfrogs', 'Scumfrog'}
{"'2012-06-23", "'2012-06-24"}
{'Jack Rock', 'Jack Back'}
{'Lalo Schifrin', 'Lalo Schiffrin'}
{'Plastik Junk', 'Plastikfunk'}
{'Stephan J Kroos', 'Stephen J. Kroos'}
{'Ronaldos Revenge', "Ronaldo's Revenge"}
{'Wolf And Flow', "Wolf 'N' Flow"}
{'J.Phlip', 'J. Phlip'}
{'Oliver Berger', 'Olivier Berger'}
{'JTLZ', 'JUELZ'}
{'Mikey B', 'Mozey B'}
{'Oscar G. & Ralph Falcon', 'Oscar G & Ralph Falcon'}
{'Stephane K', 'Stephane A'}
{'Toasty', 'COASTS'}
{'Lamonde', 'Lamont'}
{'Equiknoxx', 'Equinox'}
{'Boofy', 'Loopy'}
{"Frankie Knuckles & Director's Cut", 'Frankie Knuckles & Directoras Cut'}
{'Biogen', 'Bissen'}
{'Steve Gurley', 'Steve Morley'}
{'Starkillers & Dmitry Ko', 'Starkillers & Dmitry KO'}
{'Drumsound & Simon Bassline Smith', "Drumsound & Simon 'Bassline' Smith"}
{'Zeds Dead & Omar Linx', 'Zeds Dead & Omar LinX'}
{'Sain PT2', 'Sain PT3'}
{'S-Express', "S'Express"}
{'Jay Kay', 'Jay Ka'}
{'D Note', 'DK Note'}
{'DJ Sakin & Friends', 'DJ Sakin & Friend'}
{'Mic Burns', 'Mick Burns'}
{'E-Craig', 'E. Craig'}
{'Think Tank', 'Think Tonk'}
{'Rennaissance Man', 'Renaissance Man'}
{'Chris Cuevos', 'Chris Cuevas'}
{'Funky Data', 'Phunky Data'}
{'Zeb Roc Sci & Steber Twins', 'Zeb Roc Ski & Steiber Twins'}
{'Makoto & Tak', 'Makoto + T_Ak'}
{'Afrika Bambattaa & Soul Sonic Force', 'Afrika Bambaataa & Soulsonic Force'}
{'Future Sounds Of LA', 'Future Sound Of LA'}
{'The Knuckleheadz', 'The Knucklehedz'}
{'Coldplay Vs Swedish House Mafia', 'Coldplay vs Swedish House Mafia'}
{'Ju Real', 'Unreal'}
{'Black Sheep', 'Blacksheep'}
{'Dan Marshall', 'Adam Marshall'}
{'Apache', 'Map.ache'}
{'X102', 'X-102'}
{'Notorious B.I.G.', 'Notorious BIG'}
{'Easy Rider', 'Easy Riders'}
{'Michael Procter', 'Michael Proctor'}
{'The Dreamteam', 'The Dream Team'}
{'Dynarec', 'DynArec'}
{'Invasion Series', 'Invasion Series 1'}
{'J Groove', 'DJ Groove'}
{'The Producers', 'The Producer'}
{'UCG', 'VCT'}
{'Huntmann', 'Huntemann'}
{'thatmanmonkz', 'ThatManMonkz'}
{'The Martinez Brothers & Jerome Sydenham & Mathew Jonson',
 'The Martinez Brothers, Jerome Sydenham & Mathew Jonson'}
{'Remo-Con', 'Remo Con'}
{'King Tubbys', 'King Tubby'}
{'Dexpistols', 'Sex Pistols'}
{'Pig City', 'Big City'}
{'Welfare', 'We Are'}
{'The Strikers', 'The Strokes'}
{'Pig Force', 'Pigforce'}
{'Special K', 'Special Ed'}
{'Full Intension Presents The Rule', 'Full Intention Presents The Rule'}
{'Hermitide', 'Hermitude'}
{"A Child's Garden Of Grass",
 'A Childs Garden Of Grass',
 'A Childs Gareden Of Grass'}
{'Pete Tong & Paul Rogers', 'Pete Tong & Paul Rodgers'}
	#!/bin/env python3
	import json
	from Levenshtein import distance
	import unidecode
	import re
	from pprint import pprint

	ARTISTS = {} # '<normalized name>': set(<variations>)


	def scrub(name) -> str:
	"""
	Remove ',.', collapse whitespace, and strip leading/trailing whitespace
	"""
	name = re.sub(r'[-.,]', '', name)
	name = re.sub(r'\s+', ' ', name)
	return name.strip()


	def remove_diacritics(string) -> str:
	"""
	Removes diacritics from a string to aid with relaxed comparisons.
	e.g. This function converts "Paweł" --> "Pawel" so the two can be compared more easily.
	"""
	return unidecode.unidecode(string)


	def normalize(string) -> str:
	"""
	Converts a string into a form that's suitable for relaxed comparisons with other
	strings, specifically:
	- Lowercase
	- only uses ASCII chars (diacritics are removed)
	- whitespace of any type/repetition is collapsed to a single space,
	- and leading/trailing whitespace is removed
	- commas, periods, and dashes are removed
	"""
	return remove_diacritics(scrub(string)).lower()


	def get_artist_names():
	for mix, mixdata in DATAJSON.items():
	if 'processed_tracks' not in mixdata:
	print(f"Skipping {mix}, no 'processed_tracks'.")
	continue

	for track in mixdata["processed_tracks"]:
	if type(track) == list:
	if len(track) == 3:
	yield track[0]
	else:
	print(f"Skipping data in {mix}, processed_tracks does not have exactly 3 entries.")
	elif type(track) == dict:
	if 'artist' in track:
	yield track['artist']
	else:
	print(f"Skipping data in {mix}, processed_tracks is in an unsupported format")


	def find_normname_to_add_to(artist_name: str) -> str:
	normalized_name = normalize(artist_name)
	if normalized_name in ARTISTS:
	return normalized_name

	# Search for an existing artist with a close Levenshtein distance
	for nname, artist_info in ARTISTS.items():
	if distance(normalized_name, nname) <= 2:
	return nname

	# Not found, so add an empty set
	ARTISTS[normalized_name] = set()
	return normalized_name


	def process_artists():
	for artist_name in get_artist_names():
	name_to_add_to = find_normname_to_add_to(artist_name)
	ARTISTS[name_to_add_to].add(artist_name)


	with open('./data.json', 'r') as fh:
	DATAJSON = json.loads(fh.read())

	process_artists()
	for name, variations in ARTISTS.items():
	if len(variations) > 1:
	pprint(variations)