Abstract
In the listening experiment subjects had to classify musical excerpts of varying length into six genres categories (classical, electronic/dance, hip hop, jazz/blues, pop/rock, sound/RnB/funk). Each of the 20 subjects classified a total of 60 pieces using four different excerpt lengths. Test subjects were evenly divided in two separate groups each including the same number of stimuli and identical musical genres, but having separate sets of test pieces.
It was found that humans are able to perform genre classification with 57% accuracy already based on 250 ms excerpts and the performance increases steadily along with the excerpt length, reaching 75% level for 5.0s excerpts but showing no saturation by that point. Analysis of the results showed that selection of the test subjects and the pieces had some effect on the results in the case of the longest excerpts. The results were compared to a basic machine classifier which used Mel-frequency cepstral coefficients as features. The human listeners outperformed an automatic classifier by 8-17%, the performance gap growing larger for the longer excerpts. This was interpreted to be due to the use of longer-term rhythmic or melodic features which were not utilized by the machine classifier. Certain genres were easier for both humans and the machine, whereas some others were ambiguous for both.
Musical genre confusions
Experiment results are presented for each test piece and for four test excerpt lengths. Values presented for each genre are percentages, "correct" genre is mark in bold.
Classnames:
- C = classical
- E = electronic/dance
- H = hipHop/Rap
- J = jazz/blues
- R = rock/pop
- S = soul/RnB/funk
Group 1, Genre confusions
| piece names | C |
E |
H |
J |
R |
S |
| Artist: Mozart Festival Orchestra, conductor Alberto Lizzio, horn solo Josef Dokupil Title : Horn concerto nr.1 D major= Allegro Album : Mozart - Horn concertos Genre : classical |
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| Artist: Piffaro Title : Ave regina caelorum Album : A Flemish Feast Genre : classical |
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| Artist: Lars Henning Lie, Barbara Hölzl Title : Zur Johannisnacht Album : Klang debut: lied Genre : Classical |
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| Artist: Gudrun Derler, Barbara Hölzl Title : Der Fischer Album : Klang debuts: Lied Genre : Classical |
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| Artist: I Salonisti Title : Kuolema op.44: Valse Triste Album : Serenata Genre : classical |
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| Artist: Academy chamber ensemble Title : Sonata in A-dur op.5/1: gavotte (allegro) Album : Trio sonatas op.5 Genre : classical |
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| Artist: Ida Czernecka Title : Waltz no.12 in f minor op.70 nr.2 Album : Rendez-vous with the great composers Genre : classical |
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| Artist: Erkki Rautio (cello), Izumi Tateno (piano) Title : Berceuse Album : Lauantain toivotuimmat klassikot Genre : classical |
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| Artist: London philharmonic orchestra Title : Die Zauberflöte: ouverture Album : Rendez-vous with the great composers Genre : classical |
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| Artist: Süddeutsche philharmonic # conducted by Hanspeter Gmuer Title : A midsummer night's dream. Notturno. Con moto tranquillo Album : Rendez-vous with the great composers Genre : classical |
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| Artist: Hypnotist Title : Live in Berlin Album : Best of rave, vol.3 Genre : electronic/dance |
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| Artist: Les Rythmes Digitales Title : Jacques your body (make you sweat) Album : Darkdancer Genre : electronic/dance |
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| Artist: Art of noise Title : Something always happens Album : This is drum & bass Genre : electronic/dance |
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| Artist: Chemical Brothers Title : Let forever be Album : Big noize Genre : electronic/dance |
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| Artist: Daft punk Title : Voyager Album : Discovery Genre : electronic/dance |
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| Artist: Moodymann Title : Long hot sexy nights Album : A funky house trip Genre : electronic/dance |
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| Artist: KC and the sunshine band Title : That's the way (I like it) Album : Black party grooves vol.1 Genre : electronic/dance |
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| Artist: Chain reaction Title : Dance Freak Album : Disco juice Genre : electronic/dance |
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| Artist: Orbital Title : Forever Album : Snivilisation Genre : electronic/dance |
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| Artist: William Orbit Title : Cavalleria rusticana Album : Pieces in a modern style Genre : electronic/dance |
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| Artist: System of a down/Wu-Tang clan Title : Shame Album : Loud rocks Genre : hip hop/rap |
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| Artist: Jay-Z feat.Foxy Brown Title : Paper chase Album : Vol.2.Hard knock life Genre : hip hop/rap |
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| Artist: Public enemy Title : Last mass of the caballeros Album : There's a poison going on Genre : hip hop/rap |
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| Artist: Public enemy Title : Crayola Album : There's a poison going on Genre : hip hop/rap |
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| Artist: Busta Rhymes Title : One Album : When disaster strikes Genre : hip hop/rap |
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| Artist: Ceebrolistics Title : aie/i try Album : 0. ep Genre : hip hop/rap |
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| Artist: Wyclef Jean Title : Gone till November Album : Grammy rap nominees 1999 Genre : hip hop/rap |
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| Artist: Ceebrolistics Title : Jalat maassa Album : 0. ep Genre : hip hop/rap |
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| Artist: Run DMC Title : Word is born Album : Back from hell Genre : hip hop/rap |
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| Artist: Petter Title : En resa Album : Mitt sjätte sinne Genre : hip hop/rap |
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| Artist: The Dave Weckl band Title : Song for Claire Album : Rhytm of the soul Genre : jazz/blues |
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| Artist: Abraham Laboriel Title : Dear friends Album : Dear friends Genre : jazz/blues |
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| Artist: The Erstrand-Lind quartet Title : Avalon Album : We'll meet again Genre : jazz/blues |
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| Artist: Spyro Gyra Title : Westwood moon Album : Heart of the night Genre : jazz/blues |
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| Artist: The Erstrand-Lind quartet Title : I got rhythm Album : We'll meet again Genre : jazz/blues |
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| Artist: Memphis Slim Title : Tiajuana Album : The real folk blues Genre : jazz/blues |
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10 |
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20 |
| Artist: Sanne Title : Where blue begins Album : The blues 2 Genre : Jazz/blues |
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| Artist: Rory Block Title : The spirit returns Album : Moonshine blues Genre : Jazz/blues |
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| Artist: James Cotton Title : Straighten up baby Album : Moonshine blues Genre : Jazz/blues |
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| Artist: The Jeff Healey band Title : Roadhouse blues Album : The Blues 2 Genre : Jazz/blues |
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| Artist: Frank Sinatra and Nancy Sinatra Title : Somethin' stupid Album : My way/ the best of Frank Sinatra Genre : rock/pop |
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250ms |
10 |
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10 |
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| Artist: Michael Jackson Title : Black or white Album : History Genre : Rock/Pop |
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| Artist: Michael Jackson Title : Bad Album : History Genre : Rock/Pop |
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| Artist: Santana Title : She's not there Album : The best of Genre : rock/pop |
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| Artist: CMX Title : Palvonnan eleitä Album : Rautakantele Genre : Rock/Pop |
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| Artist: Jesus Jones Title : Your crusade Album : Perverse Genre : rock/pop |
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| Artist: Kiss Title : Psycho circus Album : Psycho circus Genre : rock/pop |
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| Artist: Children of Bodom Title : Towards Dead End Album : HellDorado (compilation) Genre : rock/pop |
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| Artist: Béla Fleck and the Fleckstones Title : Shubbee's doobie Album : Live art Genre : rock/pop |
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70 |
20 |
| Artist: Kenny Rogers Title : Three times a lady Album : After dark Genre : rock/pop |
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250ms |
20 |
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80 |
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| Artist: Dr.Funkenstein and the brides of Funkenstein Title : Rat kissed the cat Album : George Clinton - a fifth of funk Genre : soul/rnb/funk |
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0 |
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| Artist: Lonnie Green Title : I didn't know that funk was loaded (count Funkula) Album : George Clinton - a fifth of funk Genre : soul/rnb/funk |
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90 |
| Artist: Cameo Title : I just want to be Album : The best of Cameo Genre : soul/rnb/funk |
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| Artist: Sade Title : Kiss of life Album : Love Deluxe Genre : soul/rnb/funk |
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| Artist: Joe Morris Title : The applejack Album : Atlantic rhytm and blues 1947-1974 Genre : soul/rnb/funk |
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| Artist: James Brown Title : Standing on higher ground Album : Love over-due Genre : soul/rnb/funk |
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| Artist: Lauryn Hill Title : To Zion Album : The miseducation of Lauryn Hill Genre : soul/rnb/funk |
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| Artist: D'Angelo Title : I found my smile again Album : Space jam Genre : soul/rnb/funk |
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| Artist: Toni Braxton Title : Un-break my heart Album : Secrets Genre : soul/rnb/funk |
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| Artist: Salt 'n Pepa Title : Shoop Album : The best of Genre : soul/rnb/funk |
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Group 2, Genre confusions
| piece names | C |
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| Artist: Title : Deck the halls Album : Christmas brass Genre : classical |
|
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| Artist: Dallas brass Title : Carol of the bells Album : Christmas brass Genre : classical |
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| Artist: Choralschola der Wiener Hofburgkapelle Title : Kyrie Eleison Album : Gregorian Chant - Gregorianischer Choral Genre : classical |
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90 |
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| Artist: Covent Garden royal opera choir and orchestra (conducted by Bernard Haitink) Title : Heprealaisten orjien kuoro Album : Lauantain toivotuimmat klassikot Genre : classical |
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90 |
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| Artist: Academy chamber ensemble Title : Sonata in e minor: sarabande (largo assai) Album : Trio sonatas op.5/3 Genre : classical |
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| Artist: Südwestdeutsches kammerorchester Title : Sarabande op.93 Album : Salonkonzert Genre : classical |
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100 |
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| Artist: Ida Czernecka Title : Nocturne no.1 in Bb minor op.9 nr.1 Album : Rendez-vous with the great composers Genre : classical |
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90 |
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| Artist: Title : Etude, op.25 No.9 in G flat major Album : Etudes Genre : classical |
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90 |
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0 |
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| Artist: Marian Lapsansky, Peter Toperczer, Czechoslovak Radio Symphony Orchestra Title : Peter and the Wolf Album : Peter and the Wolf & Carnival of the animals Genre : classical |
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| Artist: Radio symphony orchestra Ljubjana # conducted by Anton Nanut Title : Symphony no.8 Bb minor, The unfinished symphony: allegro moderato Album : Rendez-vous with the great composers Genre : classical |
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| Artist: Neuroactive Title : Space divider Album : Five years of electronic tears Genre : electronic/dance |
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| Artist: Nebulla II Title : Peacemakers Album : Best of rave, vol.3 Genre : electronic/dance |
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| Artist: Sunship Title : The original sun Album : Sunship Genre : electronic/dance |
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| Artist: Sunship Title : The unseen Album : Sunship Genre : electronic/dance |
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| Artist: Les Rythmes Digitales Title : Music makes you lose control Album : Darkdancer Genre : electronic/dance |
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| Artist: Daft punk Title : Harder, better, faster, stronger Album : Discovery Genre : electronic/dance |
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| Artist: Artful dodger feat.Craig David Title : Re-rewind Album : It's all about the stragglers Genre : electronic/dance |
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| Artist: Queen Yahna Title : Ain't it time Album : Disco juice Genre : electronic/dance |
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| Artist: Aphex Twin Title : Pulsewidth Album : Selected ambient works 85-92 Genre : electronic/dance |
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| Artist: William Orbit Title : L'Inverno Album : Pieces in a modern style Genre : electronic/dance |
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| Artist: Petter Title : Minnen Album : Mitt sjätte sinne Genre : hip hop/rap |
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| Artist: Cameo Title : She's strange (12" rap version) Album : the best of Cameo Genre : hip hop/rap |
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| Artist: Cypress Hill Title : How I could just kill a man Album : Big noize Genre : hip hop/rap |
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| Artist: Dead Prez Title : Be healthy Album : Let's get free Genre : hip hop/rap |
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| Artist: Busta Rhymes Title : When disaster strikes Album : When disaster strikes Genre : hip hop/rap |
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| Artist: The Roots feat. Erykah Badu Title : You got me Album : Grammy rap nominees 2000 Genre : hip hop/rap |
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| Artist: Grunge is dead (Butch Vig) / M.O.P. Title : How bout some hardcore Album : Loud rocks Genre : hip hop/rap |
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| Artist: Jermaine Dupri feat. Jay-Z Title : Money ain't a thing Album : Grammy rap nominees 1999 Genre : hip hop/rap |
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| Artist: Dead Prez Title : Mind sex Album : Let's get free Genre : hip hop/rap |
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| Artist: Busta Rhymes Title : Turn it up (Remix) Fire it up Album : When disaster strikes Genre : hip hop/rap |
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| Artist: Miles Davis Title : Human nature Album : You're under arrest Genre : jazz/blues |
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| Artist: Närpes skolmusikkår-Närpes youth band, conductor Anders Teir Title : Watermelon man Album : Närpes Skolmusikkår Genre : jazz/blues |
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| Artist: Al DiMeola Title : Dark eye tango Album : Greates hits Genre : jazz/blues |
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| Artist: Headhunters Title : Frankie and Kevin Album : Return of the headhunters Genre : jazz/blues |
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| Artist: George Gee and the jump, jive and wailers Title : 720 in the books! Album : Buddha boogie Genre : jazz/blues |
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| Artist: Muddy Waters Title : Forty days and forty nights Album : Blues legends vol.1 Genre : jazz/blues |
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| Artist: Pepe Ahlqvist and Jarkka Rissanen Title : Bad, bad whiskey Album : Good act Genre : Jazz/blues |
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| Artist: Gary Moore Title : The supernatural Album : Blues for Greeny Genre : jazz/blues |
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| Artist: Johnny Copeland Title : San Antone Album : Flyin' high Genre : Jazz/blues |
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| Artist: Johnny Adams Title : Room with a view Album : Room with a view of the blues Genre : Jazz/blues |
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| Artist: The golden nightingale orchestra Title : Love story Album : For lovers only Genre : rock/pop |
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| Artist: Marisa Monte Title : Danca da solidao Album : A great noise Genre : Rock/pop |
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| Artist: Celine Dion Title : My heart will go on Album : VH1 Divas live Genre : rock/pop |
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| Artist: The move Title : Flowers in the rain Album : Baby boomer classics the sixties vol.1 Genre : rock/pop |
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| Artist: The Police Title : Message in a bottle Album : Reggatta de blanc Genre : rock/pop |
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70 |
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0 |
10 |
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0 |
90 |
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90 |
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| Artist: Robert Wells Title : Spanish rapsody Album : rhapsody in rock - complete Genre : rock/pop |
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| Artist: Cradle of filth Title : A gothic romance (red roses for the devil's whore) Album : Dusk and her embrace Genre : rock/pop |
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| Artist: Cradle of filth Title : Heaven torn asunder Album : Dusk and her embrace Genre : rock/pop |
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| Artist: Béla Fleck and the Flecktones Title : Lochs of dread Album : Live art Genre : rock/pop |
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90 |
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| Artist: Kenny Rogers Title : Ain't no sunshine Album : After dark Genre : rock/pop |
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70 |
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| Artist: Kool & the gang Title : Hollywood swinging Album : The best of Genre : soul/rnb/funk |
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| Artist: Manu Dibango Title : Big blow Album : Africa funk Genre : soul/rnb/funk |
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250ms |
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| Artist: Kool and the gang Title : Funky stuff Album : The best of Genre : soul/rnb/funk |
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| Artist: Al Green Title : Let's stay together Album : Greatest hits vol.1 Genre : soul/rnb/funk |
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| Artist: Take 6 Title : Fly away Album : Greatest hits Genre : soul/rnb/funk |
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| Artist: Al Green Title : Tired of being alone Album : Greatest hits vol.1 Genre : soul/rnb/funk |
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| Artist: Lucy Pearl Title : Don't mess with my man Album : Lucy Pearl Genre : soul/rnb/funk |
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| Artist: Toni Braxton Title : Let it flow Album : Secrets Genre : soul/rnb/funk |
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| Artist: Monica Title : For you I will Album : Space jam Genre : soul/rnb/funk |
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| Artist: Toni Braxton Title : There's no me without you Album : Secrets Genre : soul/rnb/funk |
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