Yes. Nappy Roots has 135 songs listed in a dataset used to train AI music models.

Used for training 135

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 O.T.W.U. (On The Way Up) (feat. 2forwOyNE), Praise (feat. Saje'), 40 Akerz (Skit)

Listed under the artist name 135 songs in LAION-DISCO-12M

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

O.T.W.U. (On The Way Up) (feat. 2forwOyNE)

Listed as Nappy Roots – O.T.W.U. (On The Way Up) (feat. 2forwOyNE) (40RTY+ (Deluxe)) · Watch on YouTube

youtube_video 0tHAXp2Osp8 · row 0tHAXp2Osp8

LAION-DISCO-12M

Praise (feat. Saje')

Listed as Nappy Roots – Praise (feat. Saje') (40RTY+ (Deluxe)) · Watch on YouTube

youtube_video 18JTrFeU5kU · row 18JTrFeU5kU

LAION-DISCO-12M

40 Akerz (Skit)

Listed as Nappy Roots – 40 Akerz (Skit) (The 40 Akerz Project) · Watch on YouTube

youtube_video 6CdNIbCeBS0 · row 6CdNIbCeBS0

LAION-DISCO-12M

Highs and Lows (skit)

Listed as Nappy Roots – Highs and Lows (skit) (The 40 Akerz Project) · Watch on YouTube

youtube_video 6xoy0HJh_1s · row 6xoy0HJh_1s

LAION-DISCO-12M

Good & Evil

Listed as Nappy Roots – Good & Evil (Nappy Dot Org) · Watch on YouTube

youtube_video 8dXZut-3ev0 · row 8dXZut-3ev0

LAION-DISCO-12M

I Don't Care (feat. Curtis Fields)

Listed as Nappy Roots – I Don't Care (feat. Curtis Fields) (Another 40 Akerz) · Watch on YouTube

youtube_video 97vjvr8m3PY · row 97vjvr8m3PY

LAION-DISCO-12M

The Ron Clutch Theory (Skit)

Listed as Nappy Roots – The Ron Clutch Theory (Skit) (The 40 Akerz Project) · Watch on YouTube

youtube_video A6mdo4I3lwo · row A6mdo4I3lwo

LAION-DISCO-12M

Roun' the Globe Collipark Mix (feat. Ying Yang Twinz) (feat. Ying Yang Twinz)

Listed as Nappy Roots feat. Ying Yang Twinz – Roun' the Globe Collipark Mix (feat. Ying Yang Twinz) (feat. Ying Yang Twinz) (Dirty South) · Watch on YouTube

youtube_video DPBrCuqXypc · row DPBrCuqXypc

LAION-DISCO-12M

Passport (feat. Andrew Weaver)

Listed as Nappy Roots – Passport (feat. Andrew Weaver) (40RTY+ (Deluxe)) · Watch on YouTube

youtube_video EbF4KGAXpC0 · row EbF4KGAXpC0

LAION-DISCO-12M

The Ditch

Listed as Nappy Roots – The Ditch (The 40 Akerz Project) · Watch on YouTube

youtube_video GCuaCRKn224 · row GCuaCRKn224

LAION-DISCO-12M

Who Got It???

Listed as Nappy Roots – Who Got It??? (The Humdinger) · Watch on YouTube

youtube_video IACGqz3N8M8 · row IACGqz3N8M8

LAION-DISCO-12M

Parking Lots (feat. Aleon Craft)

Listed as Nappy Roots – Parking Lots (feat. Aleon Craft) (Another 40 Akerz) · Watch on YouTube

youtube_video QACRU7Fd3EU · row QACRU7Fd3EU

LAION-DISCO-12M

Nappy U Here

Listed as Nappy Roots – Nappy U Here (Nappy Dot Org) · Watch on YouTube

youtube_video QJYNdL5IJQY · row QJYNdL5IJQY

LAION-DISCO-12M

Uh Oh

Listed as Nappy Roots – Uh Oh (Nappy Dot Org) · Watch on YouTube

youtube_video QuwkUYxt7oU · row QuwkUYxt7oU

LAION-DISCO-12M

I Tried (feat. Gareth Asher)

Listed as Nappy Roots – I Tried (feat. Gareth Asher) (Another 40 Akerz) · Watch on YouTube

youtube_video U7Vhv3M4YKw · row U7Vhv3M4YKw

LAION-DISCO-12M

Concrete Pavement

Listed as Nappy Roots – Concrete Pavement (Concrete Pavement) · Watch on YouTube

youtube_video U7YbeS04Hf0 · row U7YbeS04Hf0

LAION-DISCO-12M

Y'all Party

Listed as Nappy Roots – Y'all Party (Nappy Dot Org) · Watch on YouTube

youtube_video V5TFyQoxIeU · row V5TFyQoxIeU

LAION-DISCO-12M

Love Chain (feat. B. Stille, Ron Clutch & Dustin Que)

Listed as Nappy Roots – Love Chain (feat. B. Stille, Ron Clutch & Dustin Que) (Love Chain) · Watch on YouTube

youtube_video WczjBcWTKrk · row WczjBcWTKrk

LAION-DISCO-12M

Gr8teful (feat. Prisca)

Listed as Nappy Roots – Gr8teful (feat. Prisca) (Another 40 Akerz) · Watch on YouTube

youtube_video WopsHLolp6s · row WopsHLolp6s

LAION-DISCO-12M

Peephole (feat. Jarren Benton)

Listed as Nappy Roots – Peephole (feat. Jarren Benton) (Another 40 Akerz) · Watch on YouTube

youtube_video bLRaCECHbkM · row bLRaCECHbkM

LAION-DISCO-12M

Party Calisthenics

Listed as Anamul House, Nappy Roots – Party Calisthenics (Mud Digger 10) · Watch on YouTube

youtube_video dGliUuQjKPc · row dGliUuQjKPc

LAION-DISCO-12M

Hip Hop

Listed as Nappy Roots – Hip Hop (Rewind) · Watch on YouTube

youtube_video da3SlLmuMwY · row da3SlLmuMwY

LAION-DISCO-12M

Don't Stop (feat. Groove Chambers)

Listed as Nappy Roots – Don't Stop (feat. Groove Chambers) (The Humdinger) · Watch on YouTube

youtube_video egD2tInJ1Sk · row egD2tInJ1Sk

LAION-DISCO-12M

Spinach Dip

Listed as Nappy Roots – Spinach Dip (Spinach Dip) · Watch on YouTube

youtube_video fPaWGFuNhX8 · row fPaWGFuNhX8

LAION-DISCO-12M

Good Life (feat. Rizzi Myers)

Listed as Nappy Roots – Good Life (feat. Rizzi Myers) (40RTY) · Watch on YouTube

youtube_video ffDsFlkXXSM · row ffDsFlkXXSM

LAION-DISCO-12M

Fresh

Listed as Nappy Roots – Fresh (The Humdinger) · Watch on YouTube

youtube_video g3ae6zbOYF4 · row g3ae6zbOYF4

LAION-DISCO-12M

Give Me a Sign

Listed as Nappy Roots, Rashan – Give Me a Sign (Nappy Dot Org) · Watch on YouTube

youtube_video iq-V1HQamMg · row iq-V1HQamMg

LAION-DISCO-12M

Party for the Ages

Listed as Nappy Roots – Party for the Ages (The 40 Akerz Project) · Watch on YouTube

youtube_video mYPVWRpXtz8 · row mYPVWRpXtz8

LAION-DISCO-12M

These Walls (Dirty MC Edit) [Remix]

Listed as Nappy Roots – These Walls (Dirty MC Edit) [Remix] (00's Beats & Rhymes) · Watch on YouTube

youtube_video oCiN_ubHG2c · row oCiN_ubHG2c

LAION-DISCO-12M

Legend Lives On

Listed as Nappy Roots, Big Rube – Legend Lives On (Nappy Dot Org) · Watch on YouTube

youtube_video ojiLLEriRBY · row ojiLLEriRBY

LAION-DISCO-12M

Congratulations

Listed as Nappy Roots – Congratulations (Nappy Dot Org) · Watch on YouTube

youtube_video qm96oP7fNBw · row qm96oP7fNBw

LAION-DISCO-12M

Touching the Ground

Listed as Nappy Roots – Touching the Ground (Nappy Dot Org) · Watch on YouTube

youtube_video rr9oeX1km0A · row rr9oeX1km0A

LAION-DISCO-12M

Easy Money

Listed as Nappy Roots – Easy Money (Nappy Dot Org) · Watch on YouTube

youtube_video uO2Wg8xqpl0 · row uO2Wg8xqpl0

LAION-DISCO-12M

On My Way to GA

Listed as Nappy Roots – On My Way to GA (The Humdinger) · Watch on YouTube

youtube_video v1XhQ4eLrAo · row v1XhQ4eLrAo

LAION-DISCO-12M

YELP (feat. ForteBowie)

Listed as Nappy Roots – YELP (feat. ForteBowie) (YELP) · Watch on YouTube

youtube_video xmLCJMV-5uo · row xmLCJMV-5uo

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.