Yes. DoughNetworkz 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 Celebrate the Streets (feat. T.Y. & Young Roddy), Wild Cowboys Revenge (feat. Rahiem Supreme), Honey On My Pizza (Chopped & Screwed)

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.

Celebrate the Streets (feat. T.Y. & Young Roddy)

Listed as Dough Networkz – Celebrate the Streets (feat. T.Y. & Young Roddy) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video -FWHitgAHYE · row -FWHitgAHYE

LAION-DISCO-12M

Wild Cowboys Revenge (feat. Rahiem Supreme)

Listed as Sadat X, DJ Muggs, DoughNetworkz – Wild Cowboys Revenge (feat. Rahiem Supreme) (Wild Cowboys Revenge) · Watch on YouTube

youtube_video 1LhWkN8_C3w · row 1LhWkN8_C3w

LAION-DISCO-12M

Honey On My Pizza (Chopped & Screwed)

Listed as Sirrealist, DoughNetworkz, DJ Red – Honey On My Pizza (Chopped & Screwed) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video 2FsbqmAXg5E · row 2FsbqmAXg5E

LAION-DISCO-12M

Protect the Pack (Skit)

Listed as Dough Networkz, Local Astronauts – Protect the Pack (Skit) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video 3YN6cxqKTeE · row 3YN6cxqKTeE

LAION-DISCO-12M

From the Heart

Listed as DoughNetworkz, Win or Lose Records – From the Heart (Dis for the Project, Vol. 3) · Watch on YouTube

youtube_video 5GW71NkMBzI · row 5GW71NkMBzI

LAION-DISCO-12M

Triple Double (feat. Aston Matthews)

Listed as Dough Networkz – Triple Double (feat. Aston Matthews) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video 7YvALhhn1Nw · row 7YvALhhn1Nw

LAION-DISCO-12M

The Feeling (feat. Aniaberon)

Listed as Dough Networkz – The Feeling (feat. Aniaberon) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video 7wc9aLAD5vs · row 7wc9aLAD5vs

LAION-DISCO-12M

Deadstop (feat. Headkrack, Sunz Out & Technic)

Listed as Dough Networkz, Local Astronauts – Deadstop (feat. Headkrack, Sunz Out & Technic) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video AP7B4KAUJ9Y · row AP7B4KAUJ9Y

LAION-DISCO-12M

3rd Sun (feat. Chuuwee & The Musalini)

Listed as Dough Networkz, Saint Pat Beatz – 3rd Sun (feat. Chuuwee & The Musalini) (God Loves Pious) · Watch on YouTube

youtube_video DQwIVSvalR0 · row DQwIVSvalR0

LAION-DISCO-12M

Seven (feat. Rob Markman, Trizz & Six Sev)

Listed as Dough Networkz, Saint Pat Beatz – Seven (feat. Rob Markman, Trizz & Six Sev) (God Loves Pious) · Watch on YouTube

youtube_video DrvnSzbsw7I · row DrvnSzbsw7I

LAION-DISCO-12M

Jar O' Dust (Chopped & Screwed) (feat. A.O.G., Lil Woofy Woof & Trizz)

Listed as Sirrealist, DoughNetworkz, DJ Red – Jar O' Dust (Chopped & Screwed) (feat. A.O.G., Lil Woofy Woof & Trizz) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video FGUN_y6qhQA · row FGUN_y6qhQA

LAION-DISCO-12M

Under the Sun (feat. All Hail Y.T., Airplane James, Ian Kelly & Ian Kelley)

Listed as Dough Networkz, Local Astronauts – Under the Sun (feat. All Hail Y.T., Airplane James, Ian Kelly & Ian Kelley) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video FQPcp1yGA44 · row FQPcp1yGA44

LAION-DISCO-12M

Lil Mr. E Interlude

Listed as Sirrealist, DoughNetworkz – Lil Mr. E Interlude (Dis For the Project, Vol. 2) · Watch on YouTube

youtube_video HujRbscie8g · row HujRbscie8g

LAION-DISCO-12M

Origin (Intro)

Listed as Dough Networkz, Local Astronauts – Origin (Intro) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video IVUWZLRJVB4 · row IVUWZLRJVB4

LAION-DISCO-12M

Zip It up (feat. Low & Big Wy)

Listed as Dough Networkz – Zip It up (feat. Low & Big Wy) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video KBhSb3FEZ7I · row KBhSb3FEZ7I

LAION-DISCO-12M

Allahu Akbar (feat. Jameel Na'im X)

Listed as Dough Networkz – Allahu Akbar (feat. Jameel Na'im X) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video NxlFTeKx-tI · row NxlFTeKx-tI

LAION-DISCO-12M

Casino (feat. T.Y., Jay Worthy & T.F)

Listed as Dough Networkz – Casino (feat. T.Y., Jay Worthy & T.F) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video RN9GW7S-bcU · row RN9GW7S-bcU

LAION-DISCO-12M

Thanks to Music

Listed as DoughNetworkz, Win or Lose Records – Thanks to Music (Dis for the Project, Vol. 3) · Watch on YouTube

youtube_video SHwsM6hV4Ho · row SHwsM6hV4Ho

LAION-DISCO-12M

Middle of the Summer (feat. Phonk P & Mannchester)

Listed as Dough Networkz, Local Astronauts – Middle of the Summer (feat. Phonk P & Mannchester) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video SnZizItegUo · row SnZizItegUo

LAION-DISCO-12M

Lil Mr. E Interlude (Chopped & Screwed)

Listed as Sirrealist, DoughNetworkz, DJ Red – Lil Mr. E Interlude (Chopped & Screwed) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video Sv-JbuyFi-0 · row Sv-JbuyFi-0

LAION-DISCO-12M

Way Too Far (feat. Conway The Machine, Washeyi Choir & CEO Wacko)

Listed as Dough Networkz – Way Too Far (feat. Conway The Machine, Washeyi Choir & CEO Wacko) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video VqPCghN14b0 · row VqPCghN14b0

LAION-DISCO-12M

When It's Beef (feat. Trizz, Inglewood Pizzle, Washy & Washey)

Listed as Dough Networkz, Local Astronauts – When It's Beef (feat. Trizz, Inglewood Pizzle, Washy & Washey) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video WTFXWsr5rSw · row WTFXWsr5rSw

LAION-DISCO-12M

Grind Til I Shine (feat. Marty Baller & HitzRoy)

Listed as Dough Networkz – Grind Til I Shine (feat. Marty Baller & HitzRoy) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video WafowzpvOHM · row WafowzpvOHM

LAION-DISCO-12M

Montreal (Chopped & Screwed)

Listed as Sirrealist, DoughNetworkz, DJ Red – Montreal (Chopped & Screwed) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video X_Q2sMMGDjI · row X_Q2sMMGDjI

LAION-DISCO-12M

Obstacles (Chopped & Screwed) (feat. Osbe Chill)

Listed as Sirrealist, DoughNetworkz, DJ Red – Obstacles (Chopped & Screwed) (feat. Osbe Chill) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video XlqsQKMFJvg · row XlqsQKMFJvg

LAION-DISCO-12M

Stop The Rain (Chopped & Screwed)

Listed as Sirrealist, DoughNetworkz, DJ Red – Stop The Rain (Chopped & Screwed) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video XqhgLK2icHo · row XqhgLK2icHo

LAION-DISCO-12M

Fade Away (feat. Fat Meech & T.F)

Listed as Dough Networkz – Fade Away (feat. Fat Meech & T.F) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video YCQvqCTxIBU · row YCQvqCTxIBU

LAION-DISCO-12M

Twisted

Listed as Osbe Chill, giveemsoul, Dough Networkz – Twisted (SOUL RAP) · Watch on YouTube

youtube_video YQ7R2fwGwD8 · row YQ7R2fwGwD8

LAION-DISCO-12M

Velvet

Listed as DoughNetworkz, Win or Lose Records – Velvet (Dis for the Project, Vol. 3) · Watch on YouTube

youtube_video ZTNgJ8PNNVw · row ZTNgJ8PNNVw

LAION-DISCO-12M

War Within (feat. L-Biz)

Listed as Dough Networkz, Saint Pat Beatz – War Within (feat. L-Biz) (God Loves Pious) · Watch on YouTube

youtube_video __4mD1ABsBM · row __4mD1ABsBM

LAION-DISCO-12M

Broken Cuffz (feat. $ha Hef, Flee Lord & Sha Hef)

Listed as Dough Networkz – Broken Cuffz (feat. $ha Hef, Flee Lord & Sha Hef) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video bCOKgVXJRzE · row bCOKgVXJRzE

LAION-DISCO-12M

Lil Terio (feat. Skeme)

Listed as Osbe Chill, Dough Networkz, Python P – Lil Terio (feat. Skeme) (True To Self) · Watch on YouTube

youtube_video bDgCbS3Da3U · row bDgCbS3Da3U

LAION-DISCO-12M

Thrown to the Wolves (Skit)

Listed as Dough Networkz, Local Astronauts – Thrown to the Wolves (Skit) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video bFmy8_fK3BQ · row bFmy8_fK3BQ

LAION-DISCO-12M

The Truth (feat. Rob Markman, Jay Nice & G4 Jag)

Listed as Dough Networkz, Saint Pat Beatz – The Truth (feat. Rob Markman, Jay Nice & G4 Jag) (God Loves Pious) · Watch on YouTube

youtube_video dsKHWvU_mcE · row dsKHWvU_mcE

LAION-DISCO-12M

The Wolf Call (Skit)

Listed as Dough Networkz, Local Astronauts – The Wolf Call (Skit) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video gh-4IKI318E · row gh-4IKI318E

LAION-DISCO-12M

Die With Em (Chopped & Screwed)

Listed as Sirrealist, DoughNetworkz, DJ Red – Die With Em (Chopped & Screwed) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video grVgTzdgJ0Q · row grVgTzdgJ0Q

LAION-DISCO-12M

Sorry I Tried (Chopped & Screwed)

Listed as Sirrealist, DoughNetworkz, DJ Red – Sorry I Tried (Chopped & Screwed) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video oG9f0wXMgAw · row oG9f0wXMgAw

LAION-DISCO-12M

Back It up (feat. Stonah4rmthatown, K Boy & Phonk P)

Listed as Dough Networkz – Back It up (feat. Stonah4rmthatown, K Boy & Phonk P) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video obf3XmyiciY · row obf3XmyiciY

LAION-DISCO-12M

Really Pimpin' (feat. Jay Worthy)

Listed as Dough Networkz – Really Pimpin' (feat. Jay Worthy) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video sEDGnh6RLiY · row sEDGnh6RLiY

LAION-DISCO-12M

Celebrate Us (feat. Topic)

Listed as Dough Networkz, Local Astronauts – Celebrate Us (feat. Topic) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video sqP7WhMnpOA · row sqP7WhMnpOA

LAION-DISCO-12M

In the House

Listed as Osbe Chill, giveemsoul, Dough Networkz – In the House (SOUL RAP) · Watch on YouTube

youtube_video suTs-pJ8d8c · row suTs-pJ8d8c

LAION-DISCO-12M

Intro (feat. Rob Markman)

Listed as Dough Networkz, Saint Pat Beatz – Intro (feat. Rob Markman) (God Loves Pious) · Watch on YouTube

youtube_video wVfr0RFcIwQ · row wVfr0RFcIwQ

LAION-DISCO-12M

Kill Again

Listed as Osbe Chill, Dough Networkz, Python P – Kill Again (True To Self) · Watch on YouTube

youtube_video xP9MxfXjCkU · row xP9MxfXjCkU

LAION-DISCO-12M

Ring That Bell (Chopped & Screwed) (feat. Pookie Blow)

Listed as Sirrealist, DoughNetworkz, DJ Red – Ring That Bell (Chopped & Screwed) (feat. Pookie Blow) (Dis For the Project, Vol. 2 (Chopped & Screwed)) · Watch on YouTube

youtube_video zsjnnavTtTo · row zsjnnavTtTo

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.