Yes. Dream Frequency has 144 songs listed in a dataset used to train AI music models.

Used for training 144

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 Nantucket, Rivers of Serenity, Feel So Real 2020 (Dream Frequency , K69 Remix Extended) (feat. Debbie Sharp)

Listed under the artist name 144 songs in LAION-DISCO-12M

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

Nantucket

Listed as Dream Frequency – Nantucket (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video -rm5BsjyEeM · row -rm5BsjyEeM

LAION-DISCO-12M

Rivers of Serenity

Listed as Dream Frequency – Rivers of Serenity (Calming & Peaceful) · Watch on YouTube

youtube_video 0WNSgIzmry0 · row 0WNSgIzmry0

LAION-DISCO-12M

Feel So Real 2020 (Dream Frequency , K69 Remix Extended) (feat. Debbie Sharp)

Listed as Dream Frequency – Feel So Real 2020 (Dream Frequency , K69 Remix Extended) (feat. Debbie Sharp) (30) · Watch on YouTube

youtube_video 2-cNbhLkHlE · row 2-cNbhLkHlE

LAION-DISCO-12M

Cymbal White Noise (Loopable)

Listed as Dream Frequency – Cymbal White Noise (Loopable) (Loopable Deep Sleep Organic White Noise) · Watch on YouTube

youtube_video 243TIa0TdLc · row 243TIa0TdLc

LAION-DISCO-12M

Street Rave (Radio Mix)

Listed as Dream Frequency – Street Rave (Radio Mix) (30) · Watch on YouTube

youtube_video 29IwMR2qYgc · row 29IwMR2qYgc

LAION-DISCO-12M

Positano

Listed as Dream Frequency – Positano (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video 2_cMnXYV0eM · row 2_cMnXYV0eM

LAION-DISCO-12M

Current

Listed as Dream Frequency – Current (Calming & Peaceful) · Watch on YouTube

youtube_video 2d1UoFFcRok · row 2d1UoFFcRok

LAION-DISCO-12M

3 Is Family (Bibby's Funky Drops Remix) (feat. Sherie Hartill)

Listed as Dancing Divaz, Dream Frequency – 3 Is Family (Bibby's Funky Drops Remix) (feat. Sherie Hartill) (3 Is Family) · Watch on YouTube

youtube_video 3_Ltb3FUZB4 · row 3_Ltb3FUZB4

LAION-DISCO-12M

Tropical Jungle

Listed as Dream Frequency – Tropical Jungle (White Noise Nature Sounds for Sleep, Meditation, and Relaxation) · Watch on YouTube

youtube_video 4b85B_0Lqvc · row 4b85B_0Lqvc

LAION-DISCO-12M

Feel The Heat (2024 Remix)

Listed as K69, Dream Frequency – Feel The Heat (2024 Remix) (Feel The Heat - EP) · Watch on YouTube

youtube_video 8FkhtzLs_ic · row 8FkhtzLs_ic

LAION-DISCO-12M

Take Me 2020 (Dream Frequency , Dave Heaton Remix Extended) (feat. Debbie Sharp)

Listed as Dream Frequency – Take Me 2020 (Dream Frequency , Dave Heaton Remix Extended) (feat. Debbie Sharp) (30) · Watch on YouTube

youtube_video 92spigRce_8 · row 92spigRce_8

LAION-DISCO-12M

Windy Barn

Listed as Dream Frequency – Windy Barn (Cozy Night Rain White Noise Sounds for Sleep) · Watch on YouTube

youtube_video BfnMCDromUY · row BfnMCDromUY

LAION-DISCO-12M

Monterey

Listed as Dream Frequency – Monterey (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video BmP8NlxxX_0 · row BmP8NlxxX_0

LAION-DISCO-12M

Big Sur

Listed as Dream Frequency – Big Sur (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video C85nqiBkMHM · row C85nqiBkMHM

LAION-DISCO-12M

Get On The Floor (Attack Mix)

Listed as K69, Dream Frequency – Get On The Floor (Attack Mix) (Feel The Heat - EP) · Watch on YouTube

youtube_video DQN6Xp9Qw9o · row DQN6Xp9Qw9o

LAION-DISCO-12M

Crashing Waves

Listed as Dream Frequency – Crashing Waves (White Noise Nature Sounds for Sleep, Meditation, and Relaxation) · Watch on YouTube

youtube_video EQmRPiGJ6ao · row EQmRPiGJ6ao

LAION-DISCO-12M

3 Is Family (GBX & Sparkos Remix) (feat. Sherie Hartill)

Listed as Dancing Divaz, Dream Frequency – 3 Is Family (GBX & Sparkos Remix) (feat. Sherie Hartill) (3 Is Family) · Watch on YouTube

youtube_video EmO1-17PNgQ · row EmO1-17PNgQ

LAION-DISCO-12M

Q2020

Listed as K69, Dream Frequency – Q2020 (Q2020) · Watch on YouTube

youtube_video IM_sVFz1StI · row IM_sVFz1StI

LAION-DISCO-12M

Q 2021 (Mr Jay Remix Remix)

Listed as K69, Dream Frequency – Q 2021 (Mr Jay Remix Remix) (Sublime-The Essential Collection) · Watch on YouTube

youtube_video IsJksDs5meA · row IsJksDs5meA

LAION-DISCO-12M

We've Got to Live Together (Radio Mix) (feat. Sherie Hartill)

Listed as Dream Frequency – We've Got to Live Together (Radio Mix) (feat. Sherie Hartill) (30) · Watch on YouTube

youtube_video J9Q7KRUayZI · row J9Q7KRUayZI

LAION-DISCO-12M

Countryside Porch

Listed as Dream Frequency – Countryside Porch (Cozy Night Rain White Noise Sounds for Sleep) · Watch on YouTube

youtube_video KEWQY7oij6I · row KEWQY7oij6I

LAION-DISCO-12M

Wave Attack (Radio Mix)

Listed as Dream Frequency – Wave Attack (Radio Mix) (30) · Watch on YouTube

youtube_video KwSwhqXm-Nk · row KwSwhqXm-Nk

LAION-DISCO-12M

Take Me 2020 (Dream Frequency & Bobby Tee Remix Radio) (feat. Debbie Sharp)

Listed as Dream Frequency – Take Me 2020 (Dream Frequency & Bobby Tee Remix Radio) (feat. Debbie Sharp) (30) · Watch on YouTube

youtube_video Lc2FoKOkk-w · row Lc2FoKOkk-w

LAION-DISCO-12M

Cannon Beach

Listed as Dream Frequency – Cannon Beach (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video LxJA8hFHxWo · row LxJA8hFHxWo

LAION-DISCO-12M

Gentle Stream

Listed as Dream Frequency – Gentle Stream (Organic 8D - White Noise Nature Sounds for Sleep and Relaxation) · Watch on YouTube

youtube_video MpyvynvGGN4 · row MpyvynvGGN4

LAION-DISCO-12M

Can't Slow Down (2024 Remix)

Listed as K69, Dream Frequency – Can't Slow Down (2024 Remix) (Feel The Heat - EP) · Watch on YouTube

youtube_video N0UdGREzE0E · row N0UdGREzE0E

LAION-DISCO-12M

Keeps On Playin (Radio Mix) (feat. Luke Neptune)

Listed as Dream Frequency – Keeps On Playin (Radio Mix) (feat. Luke Neptune) (30) · Watch on YouTube

youtube_video OcVUSbQqPXI · row OcVUSbQqPXI

LAION-DISCO-12M

Beach Escape

Listed as Dream Frequency – Beach Escape (Calming & Peaceful) · Watch on YouTube

youtube_video PAFhgRPTyDU · row PAFhgRPTyDU

LAION-DISCO-12M

Glory Days (Slipmatt Remix) (feat. Sherie Hartill)

Listed as Dream Frequency – Glory Days (Slipmatt Remix) (feat. Sherie Hartill) (Glory Days) · Watch on YouTube

youtube_video TML6lbvbcQo · row TML6lbvbcQo

LAION-DISCO-12M

741hz - Removes Toxins (Loopable With No Fade)

Listed as Dream Frequency – 741hz - Removes Toxins (Loopable With No Fade) (Soundbath Meditation Healing Binaural Frequencies) · Watch on YouTube

youtube_video U7BMbmaxeeQ · row U7BMbmaxeeQ

LAION-DISCO-12M

Light Mist

Listed as Dream Frequency – Light Mist (Cozy Night Rain White Noise Sounds for Sleep) · Watch on YouTube

youtube_video VWqlzq9MW6w · row VWqlzq9MW6w

LAION-DISCO-12M

Summer Storm

Listed as Dream Frequency – Summer Storm (Stormy Night) · Watch on YouTube

youtube_video XPDlZTIQq7k · row XPDlZTIQq7k

LAION-DISCO-12M

Q2020 (K69, Dream Frequency Remix)

Listed as K69, Dream Frequency – Q2020 (K69, Dream Frequency Remix) (Sublime-The Essential Collection) · Watch on YouTube

youtube_video YQux-BVZL7I · row YQux-BVZL7I

LAION-DISCO-12M

Endless Smile (Radio Mix) (feat. Sherie Hartill)

Listed as Dream Frequency – Endless Smile (Radio Mix) (feat. Sherie Hartill) (30) · Watch on YouTube

youtube_video cqUIXnG2iVs · row cqUIXnG2iVs

LAION-DISCO-12M

Beach Bonfire

Listed as Dream Frequency – Beach Bonfire (Calming & Peaceful) · Watch on YouTube

youtube_video d6XX7TZAegs · row d6XX7TZAegs

LAION-DISCO-12M

3 Is Family (Si Macintosh Remix) (feat. Sherie Hartill)

Listed as Dancing Divaz, Dream Frequency – 3 Is Family (Si Macintosh Remix) (feat. Sherie Hartill) (3 Is Family) · Watch on YouTube

youtube_video dhMpJxlT9EI · row dhMpJxlT9EI

LAION-DISCO-12M

Turks & Caicos

Listed as Dream Frequency – Turks & Caicos (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video dvQ9XpICl_U · row dvQ9XpICl_U

LAION-DISCO-12M

Evening Rain

Listed as Dream Frequency – Evening Rain (Stormy Night) · Watch on YouTube

youtube_video f8dnzSdW2Ds · row f8dnzSdW2Ds

LAION-DISCO-12M

Devotion (Radio Mix)

Listed as Dream Frequency – Devotion (Radio Mix) (30) · Watch on YouTube

youtube_video fRiwwWLpu9w · row fRiwwWLpu9w

LAION-DISCO-12M

Q 2021 (Funkdictive Remix)

Listed as K69, Dream Frequency – Q 2021 (Funkdictive Remix) (Sublime-The Essential Collection) · Watch on YouTube

youtube_video hMGNIKr1G4M · row hMGNIKr1G4M

LAION-DISCO-12M

Florida Keys

Listed as Dream Frequency – Florida Keys (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video jDsYKtF8Hqs · row jDsYKtF8Hqs

LAION-DISCO-12M

North Shore

Listed as Dream Frequency – North Shore (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video jONz-fXbP9Q · row jONz-fXbP9Q

LAION-DISCO-12M

Bora Bora

Listed as Dream Frequency – Bora Bora (White Noise Ocean Waves - Sounds for Deep Sleep and Relaxation) · Watch on YouTube

youtube_video maJtlBele-k · row maJtlBele-k

LAION-DISCO-12M

Look Up And Wonder (Radio Mix)

Listed as Dream Frequency – Look Up And Wonder (Radio Mix) (30) · Watch on YouTube

youtube_video n59bg9TwAQI · row n59bg9TwAQI

LAION-DISCO-12M

Good Times (Dave Heaton, Dream Frequency Remix)

Listed as Dream Frequency – Good Times (Dave Heaton, Dream Frequency Remix) (Good Times) · Watch on YouTube

youtube_video oAoGMcsd2KQ · row oAoGMcsd2KQ

LAION-DISCO-12M

Morning Beach

Listed as Dream Frequency – Morning Beach (White Noise Nature Sounds for Sleep, Meditation, and Relaxation) · Watch on YouTube

youtube_video p47exTBwi4Q · row p47exTBwi4Q

LAION-DISCO-12M

Glory Days (feat. Sherie Hartill)

Listed as Dream Frequency – Glory Days (feat. Sherie Hartill) (Glory Days) · Watch on YouTube

youtube_video pQrerl15gm8 · row pQrerl15gm8

LAION-DISCO-12M

3 Is Family (feat. Sherie Hartill)

Listed as Dancing Divaz, Dream Frequency – 3 Is Family (feat. Sherie Hartill) (3 Is Family) · Watch on YouTube

youtube_video wRb7Ab2LQvk · row wRb7Ab2LQvk

LAION-DISCO-12M

Crackling Droplets

Listed as Dream Frequency – Crackling Droplets (Cozy Night Rain White Noise Sounds for Sleep) · Watch on YouTube

youtube_video xt9Wo_XVjLY · row xt9Wo_XVjLY

LAION-DISCO-12M

Light Patter

Listed as Dream Frequency – Light Patter (Stormy Night) · Watch on YouTube

youtube_video zGwJvbVx7MI · row zGwJvbVx7MI

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.