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 Wasn't Born Yesterday, Victories (feat. Crisis, Starz Coleman, Pounds448 & Westside Traffic), Diamond Pendants (feat. Crisis, Pounds448, Fligga & G4 Jag)

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.

Wasn't Born Yesterday

Listed as Rahiem Supreme, DoughNetworkz – Wasn't Born Yesterday (Grandmaster Raski) · Watch on YouTube

youtube_video -ruok-bD2uY · row -ruok-bD2uY

LAION-DISCO-12M

Victories (feat. Crisis, Starz Coleman, Pounds448 & Westside Traffic)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Victories (feat. Crisis, Starz Coleman, Pounds448 & Westside Traffic) (East to West: The Compilation) · Watch on YouTube

youtube_video 0SNHhSzOSAc · row 0SNHhSzOSAc

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Diamond Pendants (feat. Crisis, Pounds448, Fligga & G4 Jag)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Diamond Pendants (feat. Crisis, Pounds448, Fligga & G4 Jag) (East to West: The Compilation) · Watch on YouTube

youtube_video 2eAr16fuZUU · row 2eAr16fuZUU

LAION-DISCO-12M

Got On (feat. Swank)

Listed as Osbe Chill, giveemsoul, Dough Networkz – Got On (feat. Swank) (SOUL RAP) · Watch on YouTube

youtube_video 2iEGZONAfxI · row 2iEGZONAfxI

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Obstacles (feat. Osbe Chill)

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

youtube_video 2q9Nt1qboqs · row 2q9Nt1qboqs

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F.N.T.G

Listed as Sadat X, Dough Networkz, GiveEmSoul – F.N.T.G (F.N.T.G) · Watch on YouTube

youtube_video 3V6V4YgXwN4 · row 3V6V4YgXwN4

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Grain of Salt (feat. Inzom)

Listed as Sirrealist, DoughNetworkz – Grain of Salt (feat. Inzom) (Dis For the Project, Vol. 2) · Watch on YouTube

youtube_video 3XnVjmeUEbU · row 3XnVjmeUEbU

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Harlem With Unc (feat. Sauce Heist & D. Shawn)

Listed as Sadat X, Dough Networkz – Harlem With Unc (feat. Sauce Heist & D. Shawn) (Science Of Life) · Watch on YouTube

youtube_video 4zq_UPzJvJQ · row 4zq_UPzJvJQ

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Montreal

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

youtube_video 5MNDs_9ycqU · row 5MNDs_9ycqU

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Crack Residue (feat. Crisis, Pounds448, Hyde Park Firebug & Starz Coleman)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Crack Residue (feat. Crisis, Pounds448, Hyde Park Firebug & Starz Coleman) (East to West: The Compilation) · Watch on YouTube

youtube_video 8W3isnMboVY · row 8W3isnMboVY

LAION-DISCO-12M

Agenda (feat. Crisis, 2 Eleven, Da Bix God & Jay Worthy)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Agenda (feat. Crisis, 2 Eleven, Da Bix God & Jay Worthy) (East to West: The Compilation) · Watch on YouTube

youtube_video 93o-wxbZWo8 · row 93o-wxbZWo8

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Everyone Has A Story (feat. Jay Worthy)

Listed as Sadat X, Khrysis, Dough Networkz – Everyone Has A Story (feat. Jay Worthy) (Everyone Has A Story) · Watch on YouTube

youtube_video 9i5z81-Dw8w · row 9i5z81-Dw8w

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Halal

Listed as Sadat X, Dough Networkz – Halal (Science Of Life) · Watch on YouTube

youtube_video 9kS1N6Ir0DQ · row 9kS1N6Ir0DQ

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Whatever It Takes

Listed as Dough Networkz, Peryon J Kee – Whatever It Takes (Rich Dreamz in Harsh Realties) · Watch on YouTube

youtube_video AnfL0rYAJTg · row AnfL0rYAJTg

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No Doubt

Listed as Sadat X, Dough Networkz – No Doubt (Science Of Life) · Watch on YouTube

youtube_video Bz54IhfBrxg · row Bz54IhfBrxg

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Late Nights (feat. Peryon J Kee)

Listed as Dough Networkz – Late Nights (feat. Peryon J Kee) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video C3wCmJRlUxs · row C3wCmJRlUxs

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Die With Em

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

youtube_video CwuqfsVKnCU · row CwuqfsVKnCU

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The Mobb (feat. Crisis, Mummz, T.F & Osbe Chill)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – The Mobb (feat. Crisis, Mummz, T.F & Osbe Chill) (East to West: The Compilation) · Watch on YouTube

youtube_video D1X8ddnigHw · row D1X8ddnigHw

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Gunz Up (feat. Crisis, Planet Asia & Mummz)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Gunz Up (feat. Crisis, Planet Asia & Mummz) (East to West: The Compilation) · Watch on YouTube

youtube_video Dgqik3GkW7w · row Dgqik3GkW7w

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Sunshine Plays A Major Part (feat. Sirrealist)

Listed as Rahiem Supreme, DoughNetworkz – Sunshine Plays A Major Part (feat. Sirrealist) (Grandmaster Raski) · Watch on YouTube

youtube_video ENwXzFquv6g · row ENwXzFquv6g

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High Moment (feat. Crisis, Papoose, Bart Oatmeal & Lovey Jean)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – High Moment (feat. Crisis, Papoose, Bart Oatmeal & Lovey Jean) (East to West: The Compilation) · Watch on YouTube

youtube_video FrWiBh5TopY · row FrWiBh5TopY

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Black Fist

Listed as Shady Ray, G4 Jag, Dough Networkz – Black Fist (Blood, Sweat and Tears) · Watch on YouTube

youtube_video I1BpmrIJQb0 · row I1BpmrIJQb0

LAION-DISCO-12M

We Came A Long Way (feat. Crisis)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – We Came A Long Way (feat. Crisis) (East to West: The Compilation) · Watch on YouTube

youtube_video IE3k2ue28iQ · row IE3k2ue28iQ

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Burning Sands (Bonus) (feat. Knowledge the Pirate, Jay Nice & Roc Marciano)

Listed as Sadat X, Dough Networkz – Burning Sands (Bonus) (feat. Knowledge the Pirate, Jay Nice & Roc Marciano) (Science Of Life) · Watch on YouTube

youtube_video JIRUij_FgTA · row JIRUij_FgTA

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Butta Baby (feat. Crisis, Act, Shady Ray & T.F)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Butta Baby (feat. Crisis, Act, Shady Ray & T.F) (East to West: The Compilation) · Watch on YouTube

youtube_video JSNdmucT-ac · row JSNdmucT-ac

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

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

youtube_video K9oApGIgj3A · row K9oApGIgj3A

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Player Shit (feat. The Musalini & Dot Demo)

Listed as Sadat X, Dough Networkz – Player Shit (feat. The Musalini & Dot Demo) (Science Of Life) · Watch on YouTube

youtube_video L8uIv9RbbEc · row L8uIv9RbbEc

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Contract Killer (feat. Crisis, Trizz, Sirrealist & Hologram)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Contract Killer (feat. Crisis, Trizz, Sirrealist & Hologram) (Contract Killer) · Watch on YouTube

youtube_video LcluqenEf9k · row LcluqenEf9k

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Spark

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

youtube_video NzeosP-zP3s · row NzeosP-zP3s

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Golden Era (feat. Crisis, T.F, Bart Oatmeal & Washeyi Choir)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Golden Era (feat. Crisis, T.F, Bart Oatmeal & Washeyi Choir) (East to West: The Compilation) · Watch on YouTube

youtube_video O0Pe087nSbo · row O0Pe087nSbo

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Let Them Know

Listed as Dough Networkz, Peryon J Kee – Let Them Know (Rich Dreamz in Harsh Realties) · Watch on YouTube

youtube_video PF37Duq1sc4 · row PF37Duq1sc4

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How u Doin (feat. Soulllily)

Listed as Rahiem Supreme, DoughNetworkz – How u Doin (feat. Soulllily) (Grandmaster Raski) · Watch on YouTube

youtube_video PzVcxnCz304 · row PzVcxnCz304

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Lulu & Killa (feat. Crisis, Pounds448, Yotes & Gambino The Memphis Bully)

Listed as Flee Lord, DoughNetworkz, Local Astronauts – Lulu & Killa (feat. Crisis, Pounds448, Yotes & Gambino The Memphis Bully) (East to West: The Compilation) · Watch on YouTube

youtube_video RWII6fQUboE · row RWII6fQUboE

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No Hook (feat. Trizz, Bale & T.F)

Listed as Dough Networkz – No Hook (feat. Trizz, Bale & T.F) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video RselEgfb9gs · row RselEgfb9gs

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Organic Pimping (feat. Dreebo)

Listed as Dough Networkz, Larry June – Organic Pimping (feat. Dreebo) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video UcMmnoMEElw · row UcMmnoMEElw

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Moor in Store

Listed as Chuuwee, DirtyDiggs, Dough Networkz – Moor in Store (Flair) · Watch on YouTube

youtube_video Wm5he1p_WjY · row Wm5he1p_WjY

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Crime Lexicon

Listed as Chuuwee, DirtyDiggs, Dough Networkz – Crime Lexicon (Flair) · Watch on YouTube

youtube_video _5kFdSKYy7g · row _5kFdSKYy7g

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Cala (feat. Polyester the Saint & Tiny C Style)

Listed as Dough Networkz – Cala (feat. Polyester the Saint & Tiny C Style) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video aiPhfnIN37o · row aiPhfnIN37o

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Robert Horry

Listed as DoughNetworkz, Win or Lose Records – Robert Horry (Robert Horry) · Watch on YouTube

youtube_video e_feSsEgWVE · row e_feSsEgWVE

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And so I Kick It (feat. Trizz)

Listed as Dough Networkz, Local Astronauts – And so I Kick It (feat. Trizz) (Wolf Pack, Vol. 1) · Watch on YouTube

youtube_video gA3sIzcbEKY · row gA3sIzcbEKY

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Flex (feat. 2 Eleven, Slim 400, Rucci & 2eleven)

Listed as Dough Networkz – Flex (feat. 2 Eleven, Slim 400, Rucci & 2eleven) (Broken Cuffz, Vol. 2) · Watch on YouTube

youtube_video i-EmGRHnT3Y · row i-EmGRHnT3Y

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On the Westside (feat. Fat Meech & Slim 400)

Listed as Dough Networkz, Peryon J Kee – On the Westside (feat. Fat Meech & Slim 400) (Rich Dreamz in Harsh Realties) · Watch on YouTube

youtube_video kZQHoCjKbp0 · row kZQHoCjKbp0

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Lord of the Grammys

Listed as Dough Networkz, Flee Lord – Lord of the Grammys (Lord of the Grammys) · Watch on YouTube

youtube_video m32uR-G5kiY · row m32uR-G5kiY

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Rudeboy

Listed as Chuuwee, DirtyDiggs, Dough Networkz – Rudeboy (Flair) · Watch on YouTube

youtube_video mYTVwx8SIiI · row mYTVwx8SIiI

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Mafioso

Listed as Rahiem Supreme, DoughNetworkz – Mafioso (Mafioso) · Watch on YouTube

youtube_video sBpsKi_hm94 · row sBpsKi_hm94

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Tell Em

Listed as Sadat X, Dough Networkz – Tell Em (Science Of Life) · Watch on YouTube

youtube_video t4e1dlsD8gc · row t4e1dlsD8gc

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Bitches on Bitches (feat. Slim 400 & Elway)

Listed as Dough Networkz, Peryon J Kee – Bitches on Bitches (feat. Slim 400 & Elway) (Rich Dreamz in Harsh Realties) · Watch on YouTube

youtube_video tGjN4MxNt5k · row tGjN4MxNt5k

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Gunnin' in the Shade

Listed as Chuuwee, DirtyDiggs, Dough Networkz – Gunnin' in the Shade (Flair) · Watch on YouTube

youtube_video xa-rJeSrOy8 · row xa-rJeSrOy8

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Everything I'm Suppose To Get (Bonus) (feat. CRIMEAPPLE, T.F & Roc Marciano)

Listed as Sadat X, Dough Networkz – Everything I'm Suppose To Get (Bonus) (feat. CRIMEAPPLE, T.F & Roc Marciano) (Science Of Life) · Watch on YouTube

youtube_video z-7Ss7FIvH0 · row z-7Ss7FIvH0

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Babies (feat. Planet Asia, Tiona Deniece & Terrence Lassiter)

Listed as Sadat X, Dough Networkz – Babies (feat. Planet Asia, Tiona Deniece & Terrence Lassiter) (Science Of Life) · Watch on YouTube

youtube_video zo1iP_r62-c · row zo1iP_r62-c

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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.