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 Lovely To Look At, This Nearly Was Mine, Bless Your Beautiful Hide

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.

Lovely To Look At

Listed as Howard Keel – Lovely To Look At (Lovely To Look At (original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video -2FTOGW0R5A · row -2FTOGW0R5A

LAION-DISCO-12M

This Nearly Was Mine

Listed as Howard Keel – This Nearly Was Mine (Vocal Masters: Olahoma Medley) · Watch on YouTube

youtube_video 0NjH6mCOJhQ · row 0NjH6mCOJhQ

LAION-DISCO-12M

Bless Your Beautiful Hide

Listed as Howard Keel – Bless Your Beautiful Hide (And I Love You So) · Watch on YouTube

youtube_video 0xKPfQ4a-L4 · row 0xKPfQ4a-L4

LAION-DISCO-12M

I've Come to Wive it Wealthily In Padua

Listed as Howard Keel, MGM Studio Chorus – I've Come to Wive it Wealthily In Padua (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video 0xn8GQD9gxk · row 0xn8GQD9gxk

LAION-DISCO-12M

Why Do I Love You

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

youtube_video 1vzSIyyKLQs · row 1vzSIyyKLQs

LAION-DISCO-12M

Bless Yore Beautiful Hide

Listed as Howard Keel – Bless Yore Beautiful Hide (Seven Brides for Seven Brothers (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video 5jqSMjXeWjQ · row 5jqSMjXeWjQ

LAION-DISCO-12M

Hannibal's Victory March

Listed as Howard Keel – Hannibal's Victory March (Jupiter's Darling (Original Soundtrack)) · Watch on YouTube

youtube_video 6CjHvt-yXrY · row 6CjHvt-yXrY

LAION-DISCO-12M

There's No Busines Like Show Business

Listed as Howard Keel, Betty Hutton, Louis Calhern and Keenan Wynn – There's No Busines Like Show Business (Annie Get Your Gun - OST) · Watch on YouTube

youtube_video 7q1o6kfr_Zc · row 7q1o6kfr_Zc

LAION-DISCO-12M

June Bride

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

youtube_video 7su9B86-TY0 · row 7su9B86-TY0

LAION-DISCO-12M

Sobbin' Women (From "Seven Brides for Seven Brothers")

Listed as Howard Keel – Sobbin' Women (From "Seven Brides for Seven Brothers") (Howard Keel) · Watch on YouTube

youtube_video AVyC-CYu5yM · row AVyC-CYu5yM

LAION-DISCO-12M

Tom, Dick or Harry

Listed as Kathryn Grayson, Howard Keel, Ann Miller – Tom, Dick or Harry (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video BZpSzx0L_ho · row BZpSzx0L_ho

LAION-DISCO-12M

Bless Yore Beautiful Hide (Rehearsal Recording)

Listed as Howard Keel – Bless Yore Beautiful Hide (Rehearsal Recording) (Seven Brides For Seven Brothers (Original Motion Picture Soundtrack) (Deluxe Version)) · Watch on YouTube

youtube_video BmWwkZKNPtg · row BmWwkZKNPtg

LAION-DISCO-12M

We Open in Venice (Extended Version)

Listed as Kathryn Grayson, Howard Keel, Ann Miller, Tommy Rall – We Open in Venice (Extended Version) (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video EfGlopf385s · row EfGlopf385s

LAION-DISCO-12M

You Can't Get A Man With A Gun

Listed as Howard Keel & The Original MGM Film Cast – You Can't Get A Man With A Gun (Annie Get Your Gun & Seven Brides For Seven Brothers) · Watch on YouTube

youtube_video F9YkUDNaYik · row F9YkUDNaYik

LAION-DISCO-12M

You Are Love

Listed as Howard Keel, Kathryn Grayson – You Are Love (Be My Love) · Watch on YouTube

youtube_video Ib1qVWfCqzc · row Ib1qVWfCqzc

LAION-DISCO-12M

When You're in Love

Listed as Jane Powell, Howard Keel – When You're in Love (Seven Brides for Seven Brothers (Original Film Soundtrack)) · Watch on YouTube

youtube_video Ij3DmEtJDu8 · row Ij3DmEtJDu8

LAION-DISCO-12M

Show Boat Medley: Why Do I Love You / Make Believe / Ol' Man River

Listed as Howard Keel – Show Boat Medley: Why Do I Love You / Make Believe / Ol' Man River (Once Upon a Time) · Watch on YouTube

youtube_video J9Lhr7wJ57Y · row J9Lhr7wJ57Y

LAION-DISCO-12M

So In Love

Listed as Kathryn Grayson, Howard Keel – So In Love (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video JkBO3IieGf4 · row JkBO3IieGf4

LAION-DISCO-12M

The Girl That I Marry

Listed as Howard Keel – The Girl That I Marry (Golden Memory: Howard Keel) · Watch on YouTube

youtube_video JteOtw29nUg · row JteOtw29nUg

LAION-DISCO-12M

My Defences Are Down

Listed as Howard Keel and Male Chorus – My Defences Are Down (Annie Get Your Gun - OST) · Watch on YouTube

youtube_video K1lJYA24qmc · row K1lJYA24qmc

LAION-DISCO-12M

Where's the Mate for Me? (Gambler's Song)

Listed as Howard Keel – Where's the Mate for Me? (Gambler's Song) (Show Boat (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video McvlI1palyw · row McvlI1palyw

LAION-DISCO-12M

So in Love

Listed as Kathryn Grayson, Howard Keel – So in Love (Kiss Me Kate) · Watch on YouTube

youtube_video NX1RctVZGu0 · row NX1RctVZGu0

LAION-DISCO-12M

We Open in Venice

Listed as Kathryn Grayson, Howard Keel – We Open in Venice (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video P1gCxtc4ELE · row P1gCxtc4ELE

LAION-DISCO-12M

I've Come to Wive It Wealthily in Padua

Listed as MGM Studio Chorus, Kathryn Grayson, Howard Keel – I've Come to Wive It Wealthily in Padua (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video QQZImJ2ue9k · row QQZImJ2ue9k

LAION-DISCO-12M

So in Love

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

youtube_video QY8kFfg_DMQ · row QY8kFfg_DMQ

LAION-DISCO-12M

Love Changes Everything

Listed as Howard Keel – Love Changes Everything (Close To My Heart) · Watch on YouTube

youtube_video R2kjOR7T3gY · row R2kjOR7T3gY

LAION-DISCO-12M

When You're In Love (Reprise) [Outtake]

Listed as Howard Keel, Jane Powell – When You're In Love (Reprise) [Outtake] (Seven Brides For Seven Brothers (Original Motion Picture Soundtrack) (Deluxe Version)) · Watch on YouTube

youtube_video RMRl3mzJJHE · row RMRl3mzJJHE

LAION-DISCO-12M

You Are Love

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

youtube_video RiE0IwQ0Vjc · row RiE0IwQ0Vjc

LAION-DISCO-12M

Sobbin' Women (from "Seven Brides For Seven Brothers")

Listed as Howard Keel & Brothers – Sobbin' Women (from "Seven Brides For Seven Brothers") (Seven Brides For Seven Brothers & Annie Get Your Gun Excerpts) · Watch on YouTube

youtube_video SlfC7wvIgKE · row SlfC7wvIgKE

LAION-DISCO-12M

Make Believe

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

youtube_video U2vCPpB7Wf8 · row U2vCPpB7Wf8

LAION-DISCO-12M

And I Love You So

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

youtube_video Uk2TGkCOydI · row Uk2TGkCOydI

LAION-DISCO-12M

You Were Always on My Mind

Listed as Howard Keel – You Were Always on My Mind (And I Love You So) · Watch on YouTube

youtube_video VmyU_CWVP6A · row VmyU_CWVP6A

LAION-DISCO-12M

This Nearly Was Mine

Listed as Howard Keel – This Nearly Was Mine (Twist & Shout: Forever '50, Vol. 3) · Watch on YouTube

youtube_video VtHMnpMWtOI · row VtHMnpMWtOI

LAION-DISCO-12M

Anything You Can Do (Alternate Version)

Listed as Judy Garland, Howard Keel – Anything You Can Do (Alternate Version) (Annie Get Your Gun (Original Motion Picture Soundtrack) (Expanded Edition)) · Watch on YouTube

youtube_video WNI2OUu_aQA · row WNI2OUu_aQA

LAION-DISCO-12M

Wunderbar

Listed as Kathryn Grayson, Howard Keel – Wunderbar (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video aKExTPuYGms · row aKExTPuYGms

LAION-DISCO-12M

Lonesome Polecat

Listed as Howard Keel, Jane Powell – Lonesome Polecat (Musical Westerns) · Watch on YouTube

youtube_video avJovPGLod4 · row avJovPGLod4

LAION-DISCO-12M

Colours of My Life

Listed as Howard Keel – Colours of My Life (Close To My Heart) · Watch on YouTube

youtube_video c54P7uGNys8 · row c54P7uGNys8

LAION-DISCO-12M

Leg of Mutton (From "Deep in My Heart")

Listed as Helen Traubel, Jose Ferrer, Howard Keel – Leg of Mutton (From "Deep in My Heart") (Vintage Hollywood Classics, Vol. 15: Lulu's Back in Town! Magic Movie Moments (Recorded 1929-1954)) · Watch on YouTube

youtube_video fxRURS8r8_o · row fxRURS8r8_o

LAION-DISCO-12M

Once Upon A Time

Listed as Howard Keel – Once Upon A Time (Vocal Masters: Olahoma Medley) · Watch on YouTube

youtube_video kO_rpgADslM · row kO_rpgADslM

LAION-DISCO-12M

Oh, What a Beautiful Mornin' / The Surrey with the Fringe On Top / Out of My Dreams

Listed as Howard Keel, Betty Jane Watson – Oh, What a Beautiful Mornin' / The Surrey with the Fringe On Top / Out of My Dreams (Rodgers & Hammerstein's Songbook) · Watch on YouTube

youtube_video mepcuOammEw · row mepcuOammEw

LAION-DISCO-12M

I've Never Been to Me

Listed as Howard Keel – I've Never Been to Me (Once Upon a Time) · Watch on YouTube

youtube_video nwPVd7djGko · row nwPVd7djGko

LAION-DISCO-12M

House Of Singing Bamboo

Listed as Howard Keel – House Of Singing Bamboo (Vintage Movies No. 24 - EP: Pagan Love Song) · Watch on YouTube

youtube_video pWba-VOHnms · row pWba-VOHnms

LAION-DISCO-12M

They Say It's Wonderful (Alternate Version)

Listed as Judy Garland, Howard Keel – They Say It's Wonderful (Alternate Version) (Annie Get Your Gun (Original Motion Picture Soundtrack) (Expanded Edition)) · Watch on YouTube

youtube_video q0B4GRBR2hw · row q0B4GRBR2hw

LAION-DISCO-12M

Were Thine That Special Face

Listed as MGM Studio Chorus, Kathryn Grayson, Howard Keel – Were Thine That Special Face (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video qhnVdqL8i1Y · row qhnVdqL8i1Y

LAION-DISCO-12M

Rose Marie

Listed as Howard Keel – Rose Marie (Presenting Howard Keel) · Watch on YouTube

youtube_video rX45Ibj2HHQ · row rX45Ibj2HHQ

LAION-DISCO-12M

Oh What a Beautiful Morning from 'Oklahoma!'

Listed as Howard Keel – Oh What a Beautiful Morning from 'Oklahoma!' (Songs of Joy) · Watch on YouTube

youtube_video tXPMIEi-rdA · row tXPMIEi-rdA

LAION-DISCO-12M

Tis Harry I'm Plannin' To Marry

Listed as Doris Day, Ray Heindorf & His Orchestra, Howard Keel – Tis Harry I'm Plannin' To Marry (Calamity Jane) · Watch on YouTube

youtube_video vR7eZVcNTJc · row vR7eZVcNTJc

LAION-DISCO-12M

Spring, Spring, Spring

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

youtube_video xi4nwYDpkCQ · row xi4nwYDpkCQ

LAION-DISCO-12M

Bless Yore Beautiful Hide (Reprise)

Listed as Howard Keel – Bless Yore Beautiful Hide (Reprise) (Seven Brides For Seven Brothers (Original Motion Picture Soundtrack) (Deluxe Version)) · Watch on YouTube

youtube_video yAy0AGE34Eg · row yAy0AGE34Eg

LAION-DISCO-12M

Why Can't You Behave

Listed as Kathryn Grayson, Howard Keel, Ann Miller – Why Can't You Behave (Kiss Me Kate (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video zq377tFCbwo · row zq377tFCbwo

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.