Yes. Waterdeep has 150 songs listed in a dataset used to train AI music models.

Used for training 150

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 Life of the Party, The Highest Branch, Magnificat Reprise (Mary, Joseph, Midwife, and Naphtali)

Listed under the artist name 150 songs in LAION-DISCO-12M

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

Life of the Party

Listed as Waterdeep – Life of the Party (Pink and Blue) · Watch on YouTube

youtube_video 03jrHb7gAds · row 03jrHb7gAds

LAION-DISCO-12M

The Highest Branch

Listed as Waterdeep – The Highest Branch (Pink and Blue) · Watch on YouTube

youtube_video 0adSCtbfRtU · row 0adSCtbfRtU

LAION-DISCO-12M

Magnificat Reprise (Mary, Joseph, Midwife, and Naphtali)

Listed as Waterdeep – Magnificat Reprise (Mary, Joseph, Midwife, and Naphtali) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video 2UDCc4j0Wjs · row 2UDCc4j0Wjs

LAION-DISCO-12M

If I Said I Don't Mind

Listed as Waterdeep – If I Said I Don't Mind (Waterdeep Live 3.26.03- Muncie, In) · Watch on YouTube

youtube_video 2b-G_X0Gf9o · row 2b-G_X0Gf9o

LAION-DISCO-12M

Everybody's Guilty

Listed as Waterdeep – Everybody's Guilty (To Chase Away the Birds) · Watch on YouTube

youtube_video 68UoQxglPnY · row 68UoQxglPnY

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I'm Afraid That I'm Not Supposed to Be Like This

Listed as Waterdeep – I'm Afraid That I'm Not Supposed to Be Like This (Waterdeep Live at the New Earth) · Watch on YouTube

youtube_video 7K8Gs4ViKlU · row 7K8Gs4ViKlU

LAION-DISCO-12M

Darkness Doesn't Have a Name

Listed as Waterdeep – Darkness Doesn't Have a Name (Waterdeep) · Watch on YouTube

youtube_video 8omD_YzowOQ · row 8omD_YzowOQ

LAION-DISCO-12M

Birthing Checklist for Sheep And/Or Fathers (Naphtali, the Shepherd)

Listed as Waterdeep – Birthing Checklist for Sheep And/Or Fathers (Naphtali, the Shepherd) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video 9kCR0yLIpeQ · row 9kCR0yLIpeQ

LAION-DISCO-12M

Time and Time Again

Listed as Waterdeep – Time and Time Again (No Doubt of Sunshine) · Watch on YouTube

youtube_video AxPNQfPkb2s · row AxPNQfPkb2s

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Haven't You Always

Listed as Waterdeep – Haven't You Always (In the Middle of It) · Watch on YouTube

youtube_video BLIqzgeUOYc · row BLIqzgeUOYc

LAION-DISCO-12M

Come Home

Listed as Waterdeep – Come Home (Waterdeep) · Watch on YouTube

youtube_video J3PZM2W_MKY · row J3PZM2W_MKY

LAION-DISCO-12M

Another Lover

Listed as Waterdeep – Another Lover (Waterdeep) · Watch on YouTube

youtube_video JoynMTsRYKQ · row JoynMTsRYKQ

LAION-DISCO-12M

Bad Dream

Listed as Waterdeep – Bad Dream (Moment) · Watch on YouTube

youtube_video K1MY_9i_TeU · row K1MY_9i_TeU

LAION-DISCO-12M

The Space Between (Mary)

Listed as Waterdeep – The Space Between (Mary) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video LeFN7JEyHqQ · row LeFN7JEyHqQ

LAION-DISCO-12M

Riverbed

Listed as Waterdeep – Riverbed (Waterdeep) · Watch on YouTube

youtube_video PXyc5hsbfi0 · row PXyc5hsbfi0

LAION-DISCO-12M

Waiting for the Tape to Change 1

Listed as Waterdeep – Waiting for the Tape to Change 1 (Waterdeep Live at the New Earth) · Watch on YouTube

youtube_video QVrsBdxf3Zg · row QVrsBdxf3Zg

LAION-DISCO-12M

Needs a Break

Listed as Waterdeep – Needs a Break (In the Middle of It) · Watch on YouTube

youtube_video QcjuaJFx02w · row QcjuaJFx02w

LAION-DISCO-12M

Couple Cheap Rings

Listed as Waterdeep – Couple Cheap Rings (In the Middle of It) · Watch on YouTube

youtube_video RVUv9xXQ-Ck · row RVUv9xXQ-Ck

LAION-DISCO-12M

The Razor Light

Listed as Waterdeep – The Razor Light (To Chase Away the Birds) · Watch on YouTube

youtube_video RpdEtv2o0_g · row RpdEtv2o0_g

LAION-DISCO-12M

Joseph's Never Gonna Believe Me (Mary)

Listed as Waterdeep – Joseph's Never Gonna Believe Me (Mary) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video Wvw0tUo2EIM · row Wvw0tUo2EIM

LAION-DISCO-12M

My Little Hands

Listed as Waterdeep – My Little Hands (To Chase Away the Birds) · Watch on YouTube

youtube_video X0EwtggxJ1I · row X0EwtggxJ1I

LAION-DISCO-12M

Whose Baby Is He? (Mary)

Listed as Waterdeep – Whose Baby Is He? (Mary) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video X9dGCL7SXJA · row X9dGCL7SXJA

LAION-DISCO-12M

Herod's Way (Micha & Avigail, the Inkeeper & His Wife)

Listed as Waterdeep – Herod's Way (Micha & Avigail, the Inkeeper & His Wife) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video Y5hav61SEns · row Y5hav61SEns

LAION-DISCO-12M

Why Does God Have to Look so Human (Mary & Joseph)

Listed as Waterdeep – Why Does God Have to Look so Human (Mary & Joseph) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video YBE4flpaDYQ · row YBE4flpaDYQ

LAION-DISCO-12M

Accidents Happen

Listed as Waterdeep – Accidents Happen (Pink and Blue) · Watch on YouTube

youtube_video YLQ8JwFeHPQ · row YLQ8JwFeHPQ

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Happen Every Time

Listed as Waterdeep – Happen Every Time (In the Middle of It) · Watch on YouTube

youtube_video ZXi1KxeC2PQ · row ZXi1KxeC2PQ

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You'll Be Fine

Listed as Waterdeep – You'll Be Fine (Pink and Blue) · Watch on YouTube

youtube_video chKrdLCY-TM · row chKrdLCY-TM

LAION-DISCO-12M

Get out of Herod's Way (Micha, Avigail, Joseph, Mary)

Listed as Waterdeep – Get out of Herod's Way (Micha, Avigail, Joseph, Mary) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video dfw1TGq_VHg · row dfw1TGq_VHg

LAION-DISCO-12M

Oh

Listed as Waterdeep – Oh (Pink and Blue) · Watch on YouTube

youtube_video jHk9VEUxBKc · row jHk9VEUxBKc

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Alone Everybody

Listed as Waterdeep – Alone Everybody (Waterdeep Live 3.26.03- Muncie, In) · Watch on YouTube

youtube_video jMLn0oasrj4 · row jMLn0oasrj4

LAION-DISCO-12M

I Don't Know That She Wants What I Want (Joseph)

Listed as Waterdeep – I Don't Know That She Wants What I Want (Joseph) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video k45HTyHAdFk · row k45HTyHAdFk

LAION-DISCO-12M

Like Me

Listed as Waterdeep – Like Me (Waterdeep) · Watch on YouTube

youtube_video kmb1sg1_ji4 · row kmb1sg1_ji4

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The Family in the Woods

Listed as Waterdeep – The Family in the Woods (Waterdeep Live 3.26.03- Muncie, In) · Watch on YouTube

youtube_video n4p47tUpFrw · row n4p47tUpFrw

LAION-DISCO-12M

Sleepy Deepy, Poopy Sheepie (Mary & Joseph)

Listed as Waterdeep – Sleepy Deepy, Poopy Sheepie (Mary & Joseph) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video n87zNlF7Z7s · row n87zNlF7Z7s

LAION-DISCO-12M

Scared

Listed as Waterdeep – Scared (To Chase Away the Birds) · Watch on YouTube

youtube_video n9JHgpqg3HU · row n9JHgpqg3HU

LAION-DISCO-12M

Instead

Listed as Waterdeep – Instead (To Chase Away the Birds) · Watch on YouTube

youtube_video nCBFKRLBQwk · row nCBFKRLBQwk

LAION-DISCO-12M

Not Enough Time

Listed as Waterdeep – Not Enough Time (Sink or Swim) · Watch on YouTube

youtube_video ojkwwD1f_XE · row ojkwwD1f_XE

LAION-DISCO-12M

O, Great Light (Magus, as in the Singular of Magi)

Listed as Waterdeep – O, Great Light (Magus, as in the Singular of Magi) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video p2OkaBrBoHI · row p2OkaBrBoHI

LAION-DISCO-12M

I Want to Be Delivered (Mary)

Listed as Waterdeep – I Want to Be Delivered (Mary) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video p5K_US_d_y8 · row p5K_US_d_y8

LAION-DISCO-12M

Having a Good Time

Listed as Waterdeep – Having a Good Time (Waterdeep) · Watch on YouTube

youtube_video qDBBVNmIcXE · row qDBBVNmIcXE

LAION-DISCO-12M

Waiting for the Tape to Change 2

Listed as Waterdeep – Waiting for the Tape to Change 2 (Waterdeep Live at the New Earth) · Watch on YouTube

youtube_video rVemNjRxyr8 · row rVemNjRxyr8

LAION-DISCO-12M

My Part of the Story (Joseph)

Listed as Waterdeep – My Part of the Story (Joseph) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video raAzzBOhVlk · row raAzzBOhVlk

LAION-DISCO-12M

Eggplant Casserole (Benjamin)

Listed as Waterdeep – Eggplant Casserole (Benjamin) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video uE0Lj9AKxnc · row uE0Lj9AKxnc

LAION-DISCO-12M

A Strong Reaction

Listed as Waterdeep – A Strong Reaction (A Strong Reaction) · Watch on YouTube

youtube_video vCz8D8rdjtc · row vCz8D8rdjtc

LAION-DISCO-12M

Right Before

Listed as Waterdeep – Right Before (Pink and Blue) · Watch on YouTube

youtube_video vYFAlWG38Eg · row vYFAlWG38Eg

LAION-DISCO-12M

Hello, Mary (The Angel)

Listed as Waterdeep – Hello, Mary (The Angel) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video wOllsthG0IE · row wOllsthG0IE

LAION-DISCO-12M

Late to the Party

Listed as Waterdeep – Late to the Party (Waterdeep) · Watch on YouTube

youtube_video whmmtWLdek8 · row whmmtWLdek8

LAION-DISCO-12M

You Knew

Listed as Waterdeep – You Knew (Waterdeep Live 3.26.03- Muncie, In) · Watch on YouTube

youtube_video xMeb7w2tzKg · row xMeb7w2tzKg

LAION-DISCO-12M

Magnificat (Elizabeth & Mary)

Listed as Waterdeep – Magnificat (Elizabeth & Mary) (The Unusual Tale of Mary & Joseph’s Baby (Songs from the Musical)) · Watch on YouTube

youtube_video xPREna2-Tsw · row xPREna2-Tsw

LAION-DISCO-12M

Enter Magician

Listed as Waterdeep – Enter Magician (Pink and Blue) · Watch on YouTube

youtube_video zc2oBB0-U3g · row zc2oBB0-U3g

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.