Yes. Water Sounds has 174 songs listed in a dataset used to train AI music models.

Used for training 174

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 Alluring Atlantic Beach Waves, Enjoyable Nature Ocean Waves, Soothing Waters for Inner Harmony

Listed under the artist name 174 songs in LAION-DISCO-12M

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

Alluring Atlantic Beach Waves

Listed as Water Sounds – Alluring Atlantic Beach Waves (Ocean Water Sounds) · Watch on YouTube

youtube_video -urv1cBwoEY · row -urv1cBwoEY

LAION-DISCO-12M

Enjoyable Nature Ocean Waves

Listed as Water Sounds – Enjoyable Nature Ocean Waves (Ocean Water Sounds) · Watch on YouTube

youtube_video 0E3Ctp0HQlg · row 0E3Ctp0HQlg

LAION-DISCO-12M

Soothing Waters for Inner Harmony

Listed as Wonderclouds, Water Soundscapes, Manifestation Frequencies – Soothing Waters for Inner Harmony (Binaural Aqua Calm: Gentle Water Frequencies) · Watch on YouTube

youtube_video 1GwJulOe83M · row 1GwJulOe83M

LAION-DISCO-12M

Gentle Waves for Deep Serenity

Listed as Wonderclouds, Water Soundscapes, Manifestation Frequencies – Gentle Waves for Deep Serenity (Binaural Aqua Calm: Gentle Water Frequencies) · Watch on YouTube

youtube_video 1nsc_VzP258 · row 1nsc_VzP258

LAION-DISCO-12M

The Natural Sound of Sea

Listed as Water Soundscapes, Ocean Waves – The Natural Sound of Sea (Water Sound Sleep for Baby) · Watch on YouTube

youtube_video 2LdDhkA7dNU · row 2LdDhkA7dNU

LAION-DISCO-12M

Gentle Aquatic Lullabies for Quiet Nights

Listed as Christian Music Experience, Water Sounds, Kundalini – Gentle Aquatic Lullabies for Quiet Nights (Tranquil Baby Chill: Soft Water Tunes) · Watch on YouTube

youtube_video 4wlQc4-45BU · row 4wlQc4-45BU

LAION-DISCO-12M

Energetic Miami Ocean Waves

Listed as Water Sounds – Energetic Miami Ocean Waves (Gentle Water Sounds) · Watch on YouTube

youtube_video 5OCItsNiGaE · row 5OCItsNiGaE

LAION-DISCO-12M

Soothing Water Sounds for Infants

Listed as Christian Music Experience, Water Sounds, Kundalini – Soothing Water Sounds for Infants (Tranquil Baby Chill: Soft Water Tunes) · Watch on YouTube

youtube_video 6VxlAcgaAI8 · row 6VxlAcgaAI8

LAION-DISCO-12M

Ocean Sounds

Listed as Water Sounds – Ocean Sounds (Ocean Water Sounds) · Watch on YouTube

youtube_video 6lZYY9bEadk · row 6lZYY9bEadk

LAION-DISCO-12M

Free Spirited Coastline Beach Waves

Listed as Water Sounds – Free Spirited Coastline Beach Waves (Relaxing Water Sounds) · Watch on YouTube

youtube_video 76wbP8GtpOU · row 76wbP8GtpOU

LAION-DISCO-12M

Relaxing Water

Listed as Water Sounds, Relaxing Spa Music – Relaxing Water (SPA Bamboo Water Fountain) · Watch on YouTube

youtube_video 7Vw_SdCW9FE · row 7Vw_SdCW9FE

LAION-DISCO-12M

Uklidňující voda

Listed as Water Sounds, Nature Sounds Paradise – Uklidňující voda (Vodní relaxace: Uklidňující zvuky vody pro spánek a relaxaci) · Watch on YouTube

youtube_video 7XTag1_PMJI · row 7XTag1_PMJI

LAION-DISCO-12M

Jungle Waves

Listed as Water Sounds – Jungle Waves (2020 Meditative Seaside Music) · Watch on YouTube

youtube_video 9cYYuY02vM8 · row 9cYYuY02vM8

LAION-DISCO-12M

Real Waterfront Ocean Sounds

Listed as Water Sounds – Real Waterfront Ocean Sounds (Ocean Water Sounds) · Watch on YouTube

youtube_video AXTpbgP_n2s · row AXTpbgP_n2s

LAION-DISCO-12M

Calming Jamaican Ocean Waves

Listed as Water Sounds – Calming Jamaican Ocean Waves (Ocean Water Sounds) · Watch on YouTube

youtube_video EMMwRRK_yB0 · row EMMwRRK_yB0

LAION-DISCO-12M

Inviting Seaside Beach Sounds

Listed as Water Sounds – Inviting Seaside Beach Sounds (Ocean Water Sounds) · Watch on YouTube

youtube_video GHDutYUNHEg · row GHDutYUNHEg

LAION-DISCO-12M

Soft Water Tunes for Baby Sleep

Listed as Christian Music Experience, Water Sounds, Kundalini – Soft Water Tunes for Baby Sleep (Tranquil Baby Chill: Soft Water Tunes) · Watch on YouTube

youtube_video GpSky72xS9U · row GpSky72xS9U

LAION-DISCO-12M

Solid Waterfront Beach Sounds

Listed as Water Sounds – Solid Waterfront Beach Sounds (Relaxing Water Sounds) · Watch on YouTube

youtube_video HbBEskcCaIA · row HbBEskcCaIA

LAION-DISCO-12M

Loopable Waves on a Beach

Listed as Big Sounds, Water Sounds, Spa – Loopable Waves on a Beach (Loopable Waves on a Beach) · Watch on YouTube

youtube_video HweOMRMh9CU · row HweOMRMh9CU

LAION-DISCO-12M

Refined Fiji Ocean Sounds

Listed as Water Sounds – Refined Fiji Ocean Sounds (Relaxing Water Sounds) · Watch on YouTube

youtube_video Hz3OcyOPI58 · row Hz3OcyOPI58

LAION-DISCO-12M

Relax Mind & Body

Listed as Water Sounds, Dreaming Sound, Kings of Nature – Relax Mind & Body (Relaxing Sea Waves for Lucid Dreaming) · Watch on YouTube

youtube_video I0wucymHW44 · row I0wucymHW44

LAION-DISCO-12M

Liquid Relaxation Lines

Listed as Water Sounds, Weather and Nature Recordings, Relaxing Zen Spa – Liquid Relaxation Lines (Massage Melodies: Tranquil Waters and Nature Touch) · Watch on YouTube

youtube_video ID2UmQ6GwxI · row ID2UmQ6GwxI

LAION-DISCO-12M

Exemplary Miami Beach Waves

Listed as Water Sounds – Exemplary Miami Beach Waves (Ocean Water Sounds) · Watch on YouTube

youtube_video PCX-0O1m1lM · row PCX-0O1m1lM

LAION-DISCO-12M

Stimulating Summer Beach Waves

Listed as Water Sounds – Stimulating Summer Beach Waves (Ocean Water Sounds) · Watch on YouTube

youtube_video QlMXkE4BqGI · row QlMXkE4BqGI

LAION-DISCO-12M

Gentle Water Lullabies for Babies

Listed as Christian Music Experience, Water Sounds, Kundalini – Gentle Water Lullabies for Babies (Tranquil Baby Chill: Soft Water Tunes) · Watch on YouTube

youtube_video SBD065mMGTY · row SBD065mMGTY

LAION-DISCO-12M

High Ocean Interlude

Listed as Binaural Shapers, Waves in Regression, Water Soundscapes – High Ocean Interlude (Nautical Notations: Binaural Ocean Suites) · Watch on YouTube

youtube_video TXCfidNeekU · row TXCfidNeekU

LAION-DISCO-12M

Tiefschlaf

Listed as Water Sounds – Tiefschlaf (Hypnotische und Entspannende Geräusche von Wasser) · Watch on YouTube

youtube_video VglYfYLSYsU · row VglYfYLSYsU

LAION-DISCO-12M

Rolling Waves on Pebbled Beach

Listed as Water Sounds – Rolling Waves on Pebbled Beach (2020 Meditative Seaside Music) · Watch on YouTube

youtube_video WjXTIOuLvJ4 · row WjXTIOuLvJ4

LAION-DISCO-12M

Waves and Birdsong

Listed as Water Sounds – Waves and Birdsong (Peaceful Beach Noises) · Watch on YouTube

youtube_video _sLWS9ZnWnw · row _sLWS9ZnWnw

LAION-DISCO-12M

Soothing Meditation Ocean Sounds

Listed as Water Sounds – Soothing Meditation Ocean Sounds (Gentle Water Sounds) · Watch on YouTube

youtube_video bkhCF4vRax0 · row bkhCF4vRax0

LAION-DISCO-12M

Sleep Waves Waters Echo

Listed as Simply Hypnotic, Water Sounds, Sleep And Dream Music Academy – Sleep Waves Waters Echo (Sleep Waters: Soothing Waves Chords) · Watch on YouTube

youtube_video g90SzanDmT8 · row g90SzanDmT8

LAION-DISCO-12M

Flower Blossom

Listed as Water Sounds, Water Sounds Natural White Noise, Nature and Rain – Flower Blossom (Entrapped by a Songbird) · Watch on YouTube

youtube_video hhxI1Ldd2uk · row hhxI1Ldd2uk

LAION-DISCO-12M

Comfortable Miami Beach Sounds

Listed as Water Sounds – Comfortable Miami Beach Sounds (Ocean Water Sounds) · Watch on YouTube

youtube_video iLfueYOXRZ4 · row iLfueYOXRZ4

LAION-DISCO-12M

Lucid Seafront Beach Waves

Listed as Water Sounds – Lucid Seafront Beach Waves (Ocean Water Sounds) · Watch on YouTube

youtube_video iYO0_Dz4B4Y · row iYO0_Dz4B4Y

LAION-DISCO-12M

Stream Waters Rest

Listed as Sleep Therapy Radio, Water Soundscapes, Solfeggio Frequencies 528Hz – Stream Waters Rest (Sleep Stream: Binaural Waters Calm) · Watch on YouTube

youtube_video jnqe9l502HI · row jnqe9l502HI

LAION-DISCO-12M

Aqua Calm in Serene Depths

Listed as Wonderclouds, Water Soundscapes, Manifestation Frequencies – Aqua Calm in Serene Depths (Binaural Aqua Calm: Gentle Water Frequencies) · Watch on YouTube

youtube_video kc853YZvvBk · row kc853YZvvBk

LAION-DISCO-12M

Fluid Movement in River Melody

Listed as Kids Yoga & Meditation, Water Soundscapes, Moon Spell FX – Fluid Movement in River Melody (Flowing River Yoga Music for Harmony) · Watch on YouTube

youtube_video ndUHB4GGz_U · row ndUHB4GGz_U

LAION-DISCO-12M

Spa Melodies in River's Flow

Listed as Some Music, Water Soundscapes, Best Relaxing SPA Music – Spa Melodies in River's Flow (Musical River Retreat: Spa Serenity by the Water) · Watch on YouTube

youtube_video noJPMhbGhBU · row noJPMhbGhBU

LAION-DISCO-12M

Calmed Rain Ambience Sleep

Listed as Work from Home Latino, Happy Work from Home, Water Sounds – Calmed Rain Ambience Sleep (Smooth Piano and Rain: Mellow Evening of Work) · Watch on YouTube

youtube_video pZMBNSMxAJs · row pZMBNSMxAJs

LAION-DISCO-12M

Rippling Water's Tune

Listed as One Hour Meditation, Water Sounds for Sleep, Goodvibra – Rippling Water's Tune (Rippling Reflection: Meditation by the Water) · Watch on YouTube

youtube_video sM9R34noIqE · row sM9R34noIqE

LAION-DISCO-12M

Scenic Shoreline Beach Sounds

Listed as Water Sounds – Scenic Shoreline Beach Sounds (Relaxing Water Sounds) · Watch on YouTube

youtube_video sl6_dZHDPuI · row sl6_dZHDPuI

LAION-DISCO-12M

Way through the Rain

Listed as Work from Home Latino, Happy Work from Home, Water Sounds – Way through the Rain (Smooth Piano and Rain: Mellow Evening of Work) · Watch on YouTube

youtube_video srFGZWkkQ2g · row srFGZWkkQ2g

LAION-DISCO-12M

Babbling Sleep Tunes

Listed as Sleeping Voyage, EVP, Water Sounds – Babbling Sleep Tunes (Creek Babble: Binaural Sleep Tunes for Birds - 80 88 Hz) · Watch on YouTube

youtube_video tlcevDcYyu0 · row tlcevDcYyu0

LAION-DISCO-12M

Sleep Waters Soothing Rhythm

Listed as Simply Hypnotic, Water Sounds, Sleep And Dream Music Academy – Sleep Waters Soothing Rhythm (Sleep Waters: Soothing Waves Chords) · Watch on YouTube

youtube_video uLB4C0Dwtjw · row uLB4C0Dwtjw

LAION-DISCO-12M

Nature's Way

Listed as Water Sounds, Water Sounds Natural White Noise, Nature and Rain – Nature's Way (Entrapped by a Songbird) · Watch on YouTube

youtube_video uU7ssxw-z6M · row uU7ssxw-z6M

LAION-DISCO-12M

Powerful Tropical Beach Waves

Listed as Water Sounds – Powerful Tropical Beach Waves (Ocean Water Sounds) · Watch on YouTube

youtube_video yCDRvetDdiU · row yCDRvetDdiU

LAION-DISCO-12M

Walking by the River

Listed as Water Sounds for Sleep, Water Soundscapes, Fresh Water Sounds – Walking by the River (Water and River Sounds, River Sounds for Sleeping) · Watch on YouTube

youtube_video yNttfYvKc-8 · row yNttfYvKc-8

LAION-DISCO-12M

Glowing Oceanfront Beach Waves

Listed as Water Sounds – Glowing Oceanfront Beach Waves (Relaxing Water Sounds) · Watch on YouTube

youtube_video yZxmZqi2fLo · row yZxmZqi2fLo

LAION-DISCO-12M

Jubilant Pebbly Beach Sounds

Listed as Water Sounds – Jubilant Pebbly Beach Sounds (Ocean Water Sounds) · Watch on YouTube

youtube_video z5XPI8YJqiA · row z5XPI8YJqiA

LAION-DISCO-12M

Relaxed Playa Del Rey Ocean Waves

Listed as Water Sounds – Relaxed Playa Del Rey Ocean Waves (Ocean Water Sounds) · Watch on YouTube

youtube_video zIhqSUGHZko · row zIhqSUGHZko

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.