Artist The Doppler Effect feat. Carol Lee on YouTube Music

Yes. The Doppler Effect feat. Carol Lee has 22 songs listed in a dataset used to train AI music models.

Used for training 22

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 Beauty Hides In The Deep (ASOT 850 - Part 3) (John O'Callaghan Remix), Beauty Hides In The Deep (James Dymond Remix), God Is Alive In Argentina

Listed under the artist name 22 songs in LAION-DISCO-12M

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

Beauty Hides In The Deep (ASOT 850 - Part 3) (John O'Callaghan Remix)

Listed as The Doppler Effect – Beauty Hides In The Deep (ASOT 850 - Part 3) (John O'Callaghan Remix) (A State Of Trance Episode 850 (Part 3) (Service For Dreamers Special)) · Watch on YouTube

youtube_video -MDppE1DOjQ · row -MDppE1DOjQ

LAION-DISCO-12M

Beauty Hides In The Deep (James Dymond Remix)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (James Dymond Remix) (Beauty Hides In The Deep (James Dymond Remix)) · Watch on YouTube

youtube_video 13ZUSISnqyk · row 13ZUSISnqyk

LAION-DISCO-12M

God Is Alive In Argentina

Listed as Doppler Effect – God Is Alive In Argentina (Storm in the Garage) · Watch on YouTube

youtube_video 1SJom6rQyYE · row 1SJom6rQyYE

LAION-DISCO-12M

Beauty Hides In The Deep (Acappella 126BPM)

Listed as The Doppler Effect – Beauty Hides In The Deep (Acappella 126BPM) (Acappella Nation Volume 13 Expanded) · Watch on YouTube

youtube_video 3m9aZk742Ug · row 3m9aZk742Ug

LAION-DISCO-12M

Wander

Listed as The Doppler Effect – Wander (EP) · Watch on YouTube

youtube_video APuFLrJ9SNI · row APuFLrJ9SNI

LAION-DISCO-12M

Beauty Hides In The Deep (James Dymond Extended Mix)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (James Dymond Extended Mix) (Beauty Hides In The Deep (James Dymond Remix)) · Watch on YouTube

youtube_video Ecp96IUxHC4 · row Ecp96IUxHC4

LAION-DISCO-12M

Beauty Hides In The Deep (The Blizzard Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (The Blizzard Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video GSzQ2YWRhfU · row GSzQ2YWRhfU

LAION-DISCO-12M

Beauty Hides In The Deep (Ronski Speed Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (Ronski Speed Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video I8cy0Kex4gw · row I8cy0Kex4gw

LAION-DISCO-12M

Memphis Woman

Listed as Doppler Effect – Memphis Woman (Storm in the Garage) · Watch on YouTube

youtube_video K-cfxVKPffA · row K-cfxVKPffA

LAION-DISCO-12M

Beauty Hides In The Deep (Envotion Remix)

Listed as The Doppler Effect – Beauty Hides In The Deep (Envotion Remix) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video Kb_BtwUSpQI · row Kb_BtwUSpQI

LAION-DISCO-12M

Sense of Reality

Listed as The Doppler Effect – Sense of Reality (EP) · Watch on YouTube

youtube_video MV4jFOJgvRc · row MV4jFOJgvRc

LAION-DISCO-12M

Beauty Hides In The Deep (John O'Callaghan Radio Edit)

Listed as The Doppler Effect feat. Carol Lee – Beauty Hides In The Deep (John O'Callaghan Radio Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video QwYfkH33AKY · row QwYfkH33AKY

LAION-DISCO-12M

Beauty Hides In The Deep (John O'Callaghan Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (John O'Callaghan Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video UiUW3Ja-MLY · row UiUW3Ja-MLY

LAION-DISCO-12M

Believe

Listed as The Doppler Effect – Believe (EP) · Watch on YouTube

youtube_video _mTVfFsWAjk · row _mTVfFsWAjk

LAION-DISCO-12M

Beauty Hides In The Deep (Ronski Speed Remix)

Listed as The Doppler Effect feat. Carol Lee – Beauty Hides In The Deep (Ronski Speed Remix) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video cNB9uj5CdCk · row cNB9uj5CdCk

LAION-DISCO-12M

Beauty Hides In The Deep (JOC Reconstruction Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (JOC Reconstruction Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video lXygAq70Xx8 · row lXygAq70Xx8

LAION-DISCO-12M

Beauty Hides In The Deep (The Blizzard Intro Remix)

Listed as The Doppler Effect feat. Carol Lee – Beauty Hides In The Deep (The Blizzard Intro Remix) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video m4Xu8Lf76JQ · row m4Xu8Lf76JQ

LAION-DISCO-12M

MADNESS (feat. Dave Iteli)

Listed as the doppler effect – MADNESS (feat. Dave Iteli) (MADNESS) · Watch on YouTube

youtube_video qQwbU_ryGjA · row qQwbU_ryGjA

LAION-DISCO-12M

Beauty Hides In The Deep (Envotion Edit)

Listed as The Doppler Effect, Carol Lee – Beauty Hides In The Deep (Envotion Edit) (Beauty Hides In The Deep) · Watch on YouTube

youtube_video sBZ4xinwrx4 · row sBZ4xinwrx4

LAION-DISCO-12M

Under Control

Listed as The Doppler Effect – Under Control (EP) · Watch on YouTube

youtube_video sm8Qs4k74ck · row sm8Qs4k74ck

LAION-DISCO-12M

Told You So

Listed as The Doppler Effect – Told You So (EP) · Watch on YouTube

youtube_video uAEFXbinv0s · row uAEFXbinv0s

LAION-DISCO-12M

Beauty Hides In The Deep

Listed as The Doppler Effect – Beauty Hides In The Deep (Vocal Trance Tracks, Vol. 1) · Watch on YouTube

youtube_video vKH_mBM2Q98 · row vKH_mBM2Q98

LAION-DISCO-12M

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.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Is this you?

Check another name

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. If you are this artist and want this page removed, see removals.