Yes. OC has 153 songs listed in a dataset used to train AI music models.

Used for training 153

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 Can't Go Wrong - Remix (feat. Changing Faces), The Broadcast, The Crow (Instrumental) (feat. Showbiz)

Listed under the artist name 153 songs in LAION-DISCO-12M

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

Can't Go Wrong - Remix (feat. Changing Faces)

Listed as O.C. – Can't Go Wrong - Remix (feat. Changing Faces) (Bonus Jewelz) · Watch on YouTube

youtube_video 1-j_CiwrhFo · row 1-j_CiwrhFo

LAION-DISCO-12M

The Broadcast

Listed as Apathy, O.C. – The Broadcast (Perestroika) · Watch on YouTube

youtube_video 1KGhaPKvE7s · row 1KGhaPKvE7s

LAION-DISCO-12M

The Crow (Instrumental) (feat. Showbiz)

Listed as O.C. – The Crow (Instrumental) (feat. Showbiz) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video 1fsUvnWCSGE · row 1fsUvnWCSGE

LAION-DISCO-12M

Stronjay (Instrumental) (feat. Da Beatminerz)

Listed as O.C. – Stronjay (Instrumental) (feat. Da Beatminerz) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video 2TpFn_OO4pg · row 2TpFn_OO4pg

LAION-DISCO-12M

Born 2 Live (Eclipse Remix)

Listed as O.C. – Born 2 Live (Eclipse Remix) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video 4vd7kkJe2Ow · row 4vd7kkJe2Ow

LAION-DISCO-12M

My Way

Listed as O.C. – My Way (Smoke and Mirrors) · Watch on YouTube

youtube_video 5FlE0fPndWg · row 5FlE0fPndWg

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How Could I Let You Get Away

Listed as OC – How Could I Let You Get Away (Hits After Hits, Vol. 9) · Watch on YouTube

youtube_video 6n4HI_B4BQs · row 6n4HI_B4BQs

LAION-DISCO-12M

O-Zone (Instrumental)

Listed as O.C. – O-Zone (Instrumental) (Word...Life (Instrumentals)) · Watch on YouTube

youtube_video 70b0KD3DtzY · row 70b0KD3DtzY

LAION-DISCO-12M

Would You Believe?

Listed as O.C. – Would You Believe? (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video 8LowDV58A3g · row 8LowDV58A3g

LAION-DISCO-12M

Point O Viewz (Instrumental)

Listed as O.C. – Point O Viewz (Instrumental) (Word...Life (Instrumentals)) · Watch on YouTube

youtube_video AUYivtfQLVc · row AUYivtfQLVc

LAION-DISCO-12M

The Chosen One (Instrumental) (feat. Buckwild)

Listed as O.C. – The Chosen One (Instrumental) (feat. Buckwild) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video Ajwx--OFVEc · row Ajwx--OFVEc

LAION-DISCO-12M

Ya Don't Stop

Listed as O.C. – Ya Don't Stop (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video AqMGjDoRLTg · row AqMGjDoRLTg

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M.U.G. (Instrumental) (feat. DJ Premier)

Listed as O.C. – M.U.G. (Instrumental) (feat. DJ Premier) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video Ay8RGSfww74 · row Ay8RGSfww74

LAION-DISCO-12M

You Made Me

Listed as O.C. – You Made Me (Smoke and Mirrors) · Watch on YouTube

youtube_video Bq_5eVKKUU8 · row Bq_5eVKKUU8

LAION-DISCO-12M

Bad Rep (feat. O.C. & & Party Arty)

Listed as A-Bless, O.C., Party Arty – Bad Rep (feat. O.C. & & Party Arty) (Rare & Unreleased) · Watch on YouTube

youtube_video CGfC-PSBfE0 · row CGfC-PSBfE0

LAION-DISCO-12M

Emotions

Listed as O.C. – Emotions (Smoke and Mirrors) · Watch on YouTube

youtube_video CrWhGnQv2Ns · row CrWhGnQv2Ns

LAION-DISCO-12M

The Professional

Listed as O.C. – The Professional (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video EL6rahODs6Q · row EL6rahODs6Q

LAION-DISCO-12M

Flipside

Listed as O.C. – Flipside (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video Es9GqoGN0nM · row Es9GqoGN0nM

LAION-DISCO-12M

What Am I Supposed to Do?

Listed as O.C. – What Am I Supposed to Do? (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video HezGVepYy1A · row HezGVepYy1A

LAION-DISCO-12M

Globetrotters (feat. Jus Cuz)

Listed as Apathy, O.C. – Globetrotters (feat. Jus Cuz) (Globetrotters) · Watch on YouTube

youtube_video Hqzw2I4MHng · row Hqzw2I4MHng

LAION-DISCO-12M

Illusions

Listed as O.C. – Illusions (Memory Lane EP) · Watch on YouTube

youtube_video JRUM16DT3CU · row JRUM16DT3CU

LAION-DISCO-12M

Weed & Drinks (feat. A.G.)

Listed as O.C. – Weed & Drinks (feat. A.G.) (Bon Appetit) · Watch on YouTube

youtube_video KQTPSwrbZZY · row KQTPSwrbZZY

LAION-DISCO-12M

Step into the O-Zone

Listed as O.C. – Step into the O-Zone (Hidden Gems) · Watch on YouTube

youtube_video Lm6Yjr2q1so · row Lm6Yjr2q1so

LAION-DISCO-12M

No More Soft Shit

Listed as Apathy, O.C. – No More Soft Shit (Perestroika) · Watch on YouTube

youtube_video LmmncEBFZhk · row LmmncEBFZhk

LAION-DISCO-12M

Back to Cali (feat. A. Bless)

Listed as O.C. – Back to Cali (feat. A. Bless) (Bon Appetit) · Watch on YouTube

youtube_video LwqB_cxMM7w · row LwqB_cxMM7w

LAION-DISCO-12M

Snakes

Listed as O.C. – Snakes (Hidden Gems) · Watch on YouTube

youtube_video UDZqtJNut8k · row UDZqtJNut8k

LAION-DISCO-12M

The Intro (A Clear Day Remix) (feat. Poops)

Listed as O.C. – The Intro (A Clear Day Remix) (feat. Poops) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video WbMJmbZsBVM · row WbMJmbZsBVM

LAION-DISCO-12M

Story to Tell

Listed as O.C. – Story to Tell (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video XLwyKdKtiCw · row XLwyKdKtiCw

LAION-DISCO-12M

In the Paint (feat. Majestic Gage & David Bars)

Listed as O.C. – In the Paint (feat. Majestic Gage & David Bars) (Same Moon Same Sun) · Watch on YouTube

youtube_video aFNYaJLT_dI · row aFNYaJLT_dI

LAION-DISCO-12M

Good Man

Listed as O.C. – Good Man (Same Moon Same Sun) · Watch on YouTube

youtube_video bY9DOOnfsBc · row bY9DOOnfsBc

LAION-DISCO-12M

Intro

Listed as O.C. – Intro (Bon Appetit) · Watch on YouTube

youtube_video be5aaYCUJAA · row be5aaYCUJAA

LAION-DISCO-12M

Creative Control (Instrumental)

Listed as O.C. – Creative Control (Instrumental) (Word...Life (Instrumentals)) · Watch on YouTube

youtube_video fL9lxFzFsNk · row fL9lxFzFsNk

LAION-DISCO-12M

1nce Again

Listed as O.C. – 1nce Again (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video fgyOQP1TDq8 · row fgyOQP1TDq8

LAION-DISCO-12M

Special

Listed as O.C. – Special (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video gQfDtNFPrAo · row gQfDtNFPrAo

LAION-DISCO-12M

The Biggest Loser

Listed as O.C. – The Biggest Loser (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video jNwPgxlRByA · row jNwPgxlRByA

LAION-DISCO-12M

War Games (Instrumental) (feat. DJ Premier)

Listed as O.C. – War Games (Instrumental) (feat. DJ Premier) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video kQTGtoG3wrI · row kQTGtoG3wrI

LAION-DISCO-12M

Half Good, Half Sinner (Bonus Track)

Listed as O.C. – Half Good, Half Sinner (Bonus Track) (Bon Appetit) · Watch on YouTube

youtube_video lJ93Nt77OY8 · row lJ93Nt77OY8

LAION-DISCO-12M

Stretch & Bobbito Freestyle #3 '94 (feat. MC Serch)

Listed as O.C. – Stretch & Bobbito Freestyle #3 '94 (feat. MC Serch) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video lzjbaiwEgx4 · row lzjbaiwEgx4

LAION-DISCO-12M

Memory Lane

Listed as O.C. – Memory Lane (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video mnUVPoMJndI · row mnUVPoMJndI

LAION-DISCO-12M

Serious

Listed as O.C. – Serious (Same Moon Same Sun) · Watch on YouTube

youtube_video n_y9y4I-rW4 · row n_y9y4I-rW4

LAION-DISCO-12M

Gorbachev

Listed as Apathy, O.C. – Gorbachev (Perestroika) · Watch on YouTube

youtube_video n_z24Vu--HI · row n_z24Vu--HI

LAION-DISCO-12M

Martyr

Listed as O.C. – Martyr (Smoke and Mirrors) · Watch on YouTube

youtube_video qSNgSSaJ3zE · row qSNgSSaJ3zE

LAION-DISCO-12M

Jewelz (Instrumental) (feat. Lord Finesse)

Listed as O.C. – Jewelz (Instrumental) (feat. Lord Finesse) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video sJg7gRle4kI · row sJg7gRle4kI

LAION-DISCO-12M

Let It Slide (Instrumental)

Listed as O.C. – Let It Slide (Instrumental) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video sPtcAI7josM · row sPtcAI7josM

LAION-DISCO-12M

Getaway

Listed as O.C. – Getaway (Starchild (Deluxe Edition)) · Watch on YouTube

youtube_video tYLau0I8c7k · row tYLau0I8c7k

LAION-DISCO-12M

Sound Off

Listed as O.C. – Sound Off (Same Moon Same Sun) · Watch on YouTube

youtube_video vei9G2IMWWw · row vei9G2IMWWw

LAION-DISCO-12M

Feelin' Free

Listed as O.C. – Feelin' Free (A New Dawn) · Watch on YouTube

youtube_video wG6rhcHPYbw · row wG6rhcHPYbw

LAION-DISCO-12M

The Chosen One - Pete Rock Remix

Listed as O.C. – The Chosen One - Pete Rock Remix (Bonus Jewelz) · Watch on YouTube

youtube_video wsTugcfDUac · row wsTugcfDUac

LAION-DISCO-12M

Stronjay

Listed as O.C. – Stronjay (Hidden Gems) · Watch on YouTube

youtube_video zZcEQUF3HT4 · row zZcEQUF3HT4

LAION-DISCO-12M

Dangerously Making Money (feat. Fatman Scoop, Lord Tariq & Peter Gunz)

Listed as O.C. – Dangerously Making Money (feat. Fatman Scoop, Lord Tariq & Peter Gunz) (Bonus Jewelz) · Watch on YouTube

youtube_video zagNXCExyJA · row zagNXCExyJA

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.