YouTrained

Artist Britney Spears on YouTube Music

Yes. Britney Spears has 148 songs listed in a dataset used to train AI music models.

Used for training 148

songs in LAION-DISCO-12M under the artist name

A list of 12 million songs on YouTube Music, gathered by walking artist pages, that LAION published in 2024 for training general music models.

Including Hold Me Closer, Work Bitch, Radar

Listed under the artist name 148 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

Hold Me Closer

Listed as Elton John, Britney Spears – Hold Me Closer (The Lockdown Sessions) · Watch on YouTube

youtube_video -A1tuJSRBJQ · row -A1tuJSRBJQ

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Work Bitch

Listed as Britney Spears – Work Bitch (Britney Jean (Deluxe Version)) · Watch on YouTube

youtube_video 2lLBLjn3FCI · row 2lLBLjn3FCI

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Radar

Listed as Britney Spears – Radar (Blackout) · Watch on YouTube

youtube_video 3BTr3dX6q2I · row 3BTr3dX6q2I

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(You Drive Me) Crazy

Listed as Britney Spears – (You Drive Me) Crazy (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video 3OMaHIZlP0Y · row 3OMaHIZlP0Y

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Hold Me Closer (Joel Corry Remix)

Listed as Elton John, Britney Spears – Hold Me Closer (Joel Corry Remix) (Hold Me Closer (Joel Corry Remix)) · Watch on YouTube

youtube_video 6m0AcBrYXxA · row 6m0AcBrYXxA

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I Love Rock 'N' Roll

Listed as Britney Spears – I Love Rock 'N' Roll (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video 7Rk8rNgLZHo · row 7Rk8rNgLZHo

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From the Bottom of My Broken Heart

Listed as Britney Spears – From the Bottom of My Broken Heart (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video 7oWN0HxIaAA · row 7oWN0HxIaAA

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Circus

Listed as Britney Spears – Circus (Circus (Deluxe Version)) · Watch on YouTube

youtube_video 7tVmLQFedxc · row 7tVmLQFedxc

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My Prerogative

Listed as Britney Spears – My Prerogative (Greatest Hits: My Prerogative) · Watch on YouTube

youtube_video 8AHOL1b7MGU · row 8AHOL1b7MGU

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...Baby One More Time

Listed as Britney Spears – ...Baby One More Time (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video 91Niv2q4gvc · row 91Niv2q4gvc

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Boys (Co-Ed Remix) (feat. Pharrell Williams)

Listed as Britney Spears – Boys (Co-Ed Remix) (feat. Pharrell Williams) (Touch My Soul, Vol. 23) · Watch on YouTube

youtube_video AsVw0S4jw7M · row AsVw0S4jw7M

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Ooh La La (from "The Smurfs 2")

Listed as Britney Spears – Ooh La La (from "The Smurfs 2") (Ooh La La (from "The Smurfs 2")) · Watch on YouTube

youtube_video B3RCkvR2mvk · row B3RCkvR2mvk

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Stronger

Listed as Britney Spears – Stronger (Oops!... I Did It Again) · Watch on YouTube

youtube_video BprKN1ffH3k · row BprKN1ffH3k

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Sometimes

Listed as Britney Spears – Sometimes (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video CbuLnJqUFLQ · row CbuLnJqUFLQ

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Break the Ice

Listed as Britney Spears – Break the Ice (Blackout) · Watch on YouTube

youtube_video FPf2HvnJZ64 · row FPf2HvnJZ64

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Hold It Against Me

Listed as Britney Spears – Hold It Against Me (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video Gq4W7cKXnXQ · row Gq4W7cKXnXQ

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(You Drive Me) Crazy (The Stop Remix!)

Listed as Britney Spears – (You Drive Me) Crazy (The Stop Remix!) (Greatest Hits: My Prerogative) · Watch on YouTube

youtube_video GtsDW4DXxhM · row GtsDW4DXxhM

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Piece of Me

Listed as Britney Spears – Piece of Me (Blackout) · Watch on YouTube

youtube_video IyFizEee7vY · row IyFizEee7vY

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Outrageous

Listed as Britney Spears – Outrageous (In The Zone) · Watch on YouTube

youtube_video Iyp8RcOy1ec · row Iyp8RcOy1ec

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Me Against the Music (LP Version / Video Mix) (feat. Madonna)

Listed as Britney Spears – Me Against the Music (LP Version / Video Mix) (feat. Madonna) (In The Zone) · Watch on YouTube

youtube_video JmYus30GnTw · row JmYus30GnTw

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I'm Not a Girl, Not Yet a Woman

Listed as Britney Spears – I'm Not a Girl, Not Yet a Woman (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video K0FTGD0NCUI · row K0FTGD0NCUI

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Overprotected (Radio Edit)

Listed as Britney Spears – Overprotected (Radio Edit) (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video N85i1iUI4nM · row N85i1iUI4nM

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Make Me... (feat. G-Eazy)

Listed as Britney Spears – Make Me... (feat. G-Eazy) (Glory (Deluxe)) · Watch on YouTube

youtube_video NUur1Hu8Wys · row NUur1Hu8Wys

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Everytime

Listed as Britney Spears – Everytime (In The Zone) · Watch on YouTube

youtube_video PyoJsKrb5N0 · row PyoJsKrb5N0

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Till the World Ends

Listed as Britney Spears – Till the World Ends (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video Q-7NZgEwdk8 · row Q-7NZgEwdk8

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Pretty Girls

Listed as Britney Spears, Iggy Azalea – Pretty Girls (Pretty Girls) · Watch on YouTube

youtube_video QiacO0UdLmg · row QiacO0UdLmg

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Toxic Pony

Listed as ALTÉGO, Britney Spears, Ginuwine – Toxic Pony (Toxic Pony) · Watch on YouTube

youtube_video TIMJy9cv2wo · row TIMJy9cv2wo

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Do Somethin'

Listed as Britney Spears – Do Somethin' (Greatest Hits: My Prerogative) · Watch on YouTube

youtube_video UOpR9k3WOdo · row UOpR9k3WOdo

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Born to Make You Happy

Listed as Britney Spears – Born to Make You Happy (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video VA5TkyqjAGo · row VA5TkyqjAGo

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Hold Me Closer (Purple Disco Machine Extended Mix)

Listed as Elton John, Britney Spears – Hold Me Closer (Purple Disco Machine Extended Mix) (Hold Me Closer (Purple Disco Machine Remix)) · Watch on YouTube

youtube_video VEttI_S7CPQ · row VEttI_S7CPQ

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Perfume

Listed as Britney Spears – Perfume (Britney Jean (Deluxe Version)) · Watch on YouTube

youtube_video XZqPxw-CE1k · row XZqPxw-CE1k

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Gimme More

Listed as Britney Spears – Gimme More (Blackout) · Watch on YouTube

youtube_video _tnyHbiuQAc · row _tnyHbiuQAc

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MIND YOUR BUSINESS (David Guetta Remix)

Listed as will.i.am, David Guetta, Britney Spears – MIND YOUR BUSINESS (David Guetta Remix) (MIND YOUR BUSINESS (David Guetta Remix)) · Watch on YouTube

youtube_video c68IdCpoSGQ · row c68IdCpoSGQ

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I'm a Slave 4 U

Listed as Britney Spears – I'm a Slave 4 U (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video cXmwRH2PuWk · row cXmwRH2PuWk

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3

Listed as Britney Spears – 3 (The Singles Collection) · Watch on YouTube

youtube_video ep9zgmN9BNA · row ep9zgmN9BNA

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If U Seek Amy

Listed as Britney Spears – If U Seek Amy (Circus (Deluxe Version)) · Watch on YouTube

youtube_video fzazYtySgqY · row fzazYtySgqY

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Slumber Party

Listed as Britney Spears – Slumber Party (Glory (Deluxe)) · Watch on YouTube

youtube_video i4YV6Pp3_wM · row i4YV6Pp3_wM

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What U See (Is What U Get)

Listed as Britney Spears – What U See (Is What U Get) (Oops!... I Did It Again) · Watch on YouTube

youtube_video n1p8K7CdYVM · row n1p8K7CdYVM

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MIND YOUR BUSINESS

Listed as will.i.am, Britney Spears – MIND YOUR BUSINESS (MIND YOUR BUSINESS) · Watch on YouTube

youtube_video pNA2X1RRC3w · row pNA2X1RRC3w

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Get Back (Main Version)

Listed as Britney Spears – Get Back (Main Version) (Blackout) · Watch on YouTube

youtube_video ppqnhkXJILQ · row ppqnhkXJILQ

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Lucky

Listed as Britney Spears – Lucky (Oops!... I Did It Again) · Watch on YouTube

youtube_video re0KCMqG28Y · row re0KCMqG28Y

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Hold Me Closer (Acoustic)

Listed as Elton John, Britney Spears – Hold Me Closer (Acoustic) (Hold Me Closer (Acoustic)) · Watch on YouTube

youtube_video rqbLqnAdHeg · row rqbLqnAdHeg

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Breathe on Me

Listed as Britney Spears – Breathe on Me (In The Zone) · Watch on YouTube

youtube_video tTxVmao5log · row tTxVmao5log

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Toxic

Listed as Britney Spears – Toxic (In The Zone) · Watch on YouTube

youtube_video tVdr_JWmnsA · row tVdr_JWmnsA

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I Wanna Go

Listed as Britney Spears – I Wanna Go (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video u-H2PWF0dro · row u-H2PWF0dro

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Criminal

Listed as Britney Spears – Criminal (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video ux9-_2SN1h0 · row ux9-_2SN1h0

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Oops!...I Did It Again

Listed as Britney Spears – Oops!...I Did It Again (Oops!... I Did It Again) · Watch on YouTube

youtube_video wsHbHR3Os6U · row wsHbHR3Os6U

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Womanizer

Listed as Britney Spears – Womanizer (Circus (Deluxe Version)) · Watch on YouTube

youtube_video x9xQZQn-3ok · row x9xQZQn-3ok

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Don't Let Me Be the Last to Know

Listed as Britney Spears – Don't Let Me Be the Last to Know (Oops!... I Did It Again) · Watch on YouTube

youtube_video yAPizvVugU0 · row yAPizvVugU0

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Hold Me Closer (Purple Disco Machine Remix)

Listed as Elton John, Britney Spears – Hold Me Closer (Purple Disco Machine Remix) (Hold Me Closer (Purple Disco Machine Remix)) · Watch on YouTube

youtube_video yibzBboYvCk · row yibzBboYvCk

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What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

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