Yes. Howard Keel has 186 songs listed in a dataset used to train AI music models.

Used for training 186

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 Where Is The Life That Late I Led, We Sail the Ocean Blue, Send in the Clowns

Listed under the artist name 186 songs in LAION-DISCO-12M

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

Where Is The Life That Late I Led

Listed as Howard Keel – Where Is The Life That Late I Led (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video -3cm1GAj_N8 · row -3cm1GAj_N8

LAION-DISCO-12M

We Sail the Ocean Blue

Listed as Howard Keel, Kathryn Grayson – We Sail the Ocean Blue (Be My Love) · Watch on YouTube

youtube_video -7f5T3KoGSY · row -7f5T3KoGSY

LAION-DISCO-12M

Send in the Clowns

Listed as Howard Keel – Send in the Clowns (And I Love You So) · Watch on YouTube

youtube_video -J78Ct_b1rg · row -J78Ct_b1rg

LAION-DISCO-12M

Why Do I Love You?

Listed as Kathryn Grayson, Howard Keel – Why Do I Love You? (Show Boat (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video 04hQtYUkZmk · row 04hQtYUkZmk

LAION-DISCO-12M

Kiss Me Kate (Finale, Act 2)

Listed as Kathryn Grayson, Howard Keel, MGM Studio Chorus – Kiss Me Kate (Finale, Act 2) (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video 0BEqJsrWAUA · row 0BEqJsrWAUA

LAION-DISCO-12M

What's Wrong with Me?

Listed as Kathryn Grayson, Howard Keel – What's Wrong with Me? (Two on One Musicals - High Society and Kiss Me Kate) · Watch on YouTube

youtube_video 1LdPLwMJeW0 · row 1LdPLwMJeW0

LAION-DISCO-12M

I'Ve Come to Wive It Wealthily in Padua

Listed as Howard Keel – I'Ve Come to Wive It Wealthily in Padua (Presenting Howard Keel) · Watch on YouTube

youtube_video 3qktY29l820 · row 3qktY29l820

LAION-DISCO-12M

Yesterday When I Was Young

Listed as Howard Keel – Yesterday When I Was Young (And I Love You So) · Watch on YouTube

youtube_video 8Jvlt-6CsAE · row 8Jvlt-6CsAE

LAION-DISCO-12M

Fate

Listed as Howard Keel – Fate (Kismet (Original Film Soundtrack)) · Watch on YouTube

youtube_video 8RzXJgfRSHo · row 8RzXJgfRSHo

LAION-DISCO-12M

June Bride (From "7 Brides for 7 Sisters")

Listed as Howard Keel, Jane Powell – June Bride (From "7 Brides for 7 Sisters") (Christmas Edition: Original Motion Picture Soundtrack: Sayonara / 7 Brides for 7 Brothers) · Watch on YouTube

youtube_video AGDv0hKigeU · row AGDv0hKigeU

LAION-DISCO-12M

My Defenses Are down

Listed as Howard Keel – My Defenses Are down (Annie Get Your Gun (Film Score 1950)) · Watch on YouTube

youtube_video BXthzCOobbQ · row BXthzCOobbQ

LAION-DISCO-12M

Lonesome Polecat (From "7 Brides for 7 Sisters")

Listed as Howard Keel, Jane Powell – Lonesome Polecat (From "7 Brides for 7 Sisters") (Christmas Edition: Original Motion Picture Soundtrack: Sayonara / 7 Brides for 7 Brothers) · Watch on YouTube

youtube_video DjxHLW92FjM · row DjxHLW92FjM

LAION-DISCO-12M

Rosemarie

Listed as Howard Keel – Rosemarie (And I Love You So) · Watch on YouTube

youtube_video IGPWZcXe65U · row IGPWZcXe65U

LAION-DISCO-12M

Sobbin' Women (From "7 Brides for 7 Sisters")

Listed as Howard Keel, Jane Powell – Sobbin' Women (From "7 Brides for 7 Sisters") (Christmas Edition: Original Motion Picture Soundtrack: Sayonara / 7 Brides for 7 Brothers) · Watch on YouTube

youtube_video JXUDYKsZnBw · row JXUDYKsZnBw

LAION-DISCO-12M

Softly As I Leave You

Listed as Howard Keel – Softly As I Leave You (And I Love You So) · Watch on YouTube

youtube_video JastSqHyrf4 · row JastSqHyrf4

LAION-DISCO-12M

La Mancha Medley

Listed as Howard Keel – La Mancha Medley (Vocal Masters: Olahoma Medley) · Watch on YouTube

youtube_video MkN9fGRbXds · row MkN9fGRbXds

LAION-DISCO-12M

If Ever I Would Leave You

Listed as Howard Keel – If Ever I Would Leave You (Vocal Masters: Olahoma Medley) · Watch on YouTube

youtube_video Ms7XaqMC4Qg · row Ms7XaqMC4Qg

LAION-DISCO-12M

Together Again

Listed as Howard Keel & The Original MGM Film Cast – Together Again (Annie Get Your Gun & Seven Brides For Seven Brothers) · Watch on YouTube

youtube_video OApV86I6uQQ · row OApV86I6uQQ

LAION-DISCO-12M

Were Thine That Special Face

Listed as Howard Keel – Were Thine That Special Face (Presenting Howard Keel) · Watch on YouTube

youtube_video Qc2FkG-s1ZM · row Qc2FkG-s1ZM

LAION-DISCO-12M

Bless Yore Beautiful Hide (From "Seven Brides for Seven Brothers")

Listed as Howard Keel – Bless Yore Beautiful Hide (From "Seven Brides for Seven Brothers") (Howard Keel) · Watch on YouTube

youtube_video SEdmeM8F5c4 · row SEdmeM8F5c4

LAION-DISCO-12M

Some Enchanted Evening

Listed as Howard Keel – Some Enchanted Evening (Vocal Masters: Olahoma Medley) · Watch on YouTube

youtube_video T-iL6N0Wk4c · row T-iL6N0Wk4c

LAION-DISCO-12M

Spring, Spring, Spring

Listed as Howard Keel, Jane Powell, Virginia Gibson – Spring, Spring, Spring (Seven Brides for Seven Brothers (Selections from Original Soundtrack)) · Watch on YouTube

youtube_video XG09MMfNgTc · row XG09MMfNgTc

LAION-DISCO-12M

The Touch Of Your Hand

Listed as Howard Keel and The MGM Studio Orchestra, The MGM Studio Orchestra – The Touch Of Your Hand (Seven Brides For Seven Brothers (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video XUodGv5PyFE · row XUodGv5PyFE

LAION-DISCO-12M

It's Too Darn Hot (From "Kiss Me Kate")

Listed as Kathryn Grayson, Howard Keel – It's Too Darn Hot (From "Kiss Me Kate") (Austin Prison (Forgotten Fifties)) · Watch on YouTube

youtube_video bEQgHGZI8dU · row bEQgHGZI8dU

LAION-DISCO-12M

Pagan Love Song

Listed as Howard Keel – Pagan Love Song (Presenting Howard Keel) · Watch on YouTube

youtube_video bgYqnKZy7Ag · row bgYqnKZy7Ag

LAION-DISCO-12M

My Defenses Are Down (From "Annie Get Your Gun")

Listed as Howard Keel – My Defenses Are Down (From "Annie Get Your Gun") (Howard Keel) · Watch on YouTube

youtube_video cERvZ8ItRuU · row cERvZ8ItRuU

LAION-DISCO-12M

Too Darn Hot (From "Kiss Me, Kate")

Listed as Ann Miller, Howard Keel, Kathryn Grayson – Too Darn Hot (From "Kiss Me, Kate") (Vintage Hollywood Classics, Vol. 4: Original Soundtracks) · Watch on YouTube

youtube_video dJWcqM-vUzc · row dJWcqM-vUzc

LAION-DISCO-12M

This Is All I Ask

Listed as Howard Keel – This Is All I Ask (And I Love You So) · Watch on YouTube

youtube_video gL0C_eJaFzI · row gL0C_eJaFzI

LAION-DISCO-12M

Memory

Listed as Howard Keel – Memory (And I Love You So) · Watch on YouTube

youtube_video i81PpkPb-F0 · row i81PpkPb-F0

LAION-DISCO-12M

Goin' Courtin'

Listed as Howard Keel & The Original MGM Film Cast – Goin' Courtin' (Annie Get Your Gun & Seven Brides For Seven Brothers) · Watch on YouTube

youtube_video ishXlJ5d9i4 · row ishXlJ5d9i4

LAION-DISCO-12M

Were Thine That Special Face

Listed as Howard Keel – Were Thine That Special Face (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video lMMQEn_uiWU · row lMMQEn_uiWU

LAION-DISCO-12M

I Never Trust a Woman

Listed as Howard Keel – I Never Trust a Woman (Jupiter's Darling (Original Soundtrack)) · Watch on YouTube

youtube_video lXTK39LUEN0 · row lXTK39LUEN0

LAION-DISCO-12M

I Won't Send Roses

Listed as Howard Keel – I Won't Send Roses (Once Upon a Time) · Watch on YouTube

youtube_video ntttvxJ1eBc · row ntttvxJ1eBc

LAION-DISCO-12M

My Defenses Are Down (from "Annie Get Your Gun")

Listed as Howard Keel – My Defenses Are Down (from "Annie Get Your Gun") (Seven Brides For Seven Brothers & Annie Get Your Gun Excerpts) · Watch on YouTube

youtube_video pi8Z9QYJdVM · row pi8Z9QYJdVM

LAION-DISCO-12M

Sobbin' Women

Listed as Howard Keel, Tommy Rall, Russ Tamblyn, Cast – Sobbin' Women (Seven Brides For Seven Brothers - OST) · Watch on YouTube

youtube_video v-Ht4lnOhv0 · row v-Ht4lnOhv0

LAION-DISCO-12M

Make Believe (Reprise)

Listed as Howard Keel – Make Believe (Reprise) (Show Boat (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video yktg5ARous4 · row yktg5ARous4

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.