Yes. Natalie Cole 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 Calypso Blues, Here's That Rainy Day, Song For You

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.

Calypso Blues

Listed as Natalie Cole – Calypso Blues (Take A Look) · Watch on YouTube

youtube_video 28-_7DpGVWc · row 28-_7DpGVWc

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Here's That Rainy Day

Listed as Natalie Cole – Here's That Rainy Day (Still Unforgettable (Expanded Edition)) · Watch on YouTube

youtube_video 2ZqCe4x9tnc · row 2ZqCe4x9tnc

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Song For You

Listed as Natalie Cole – Song For You (Snowfall On The Sahara) · Watch on YouTube

youtube_video 39dLJGAcT3w · row 39dLJGAcT3w

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Everlasting

Listed as Natalie Cole – Everlasting (Everlasting) · Watch on YouTube

youtube_video 3TeOlVDGZ6A · row 3TeOlVDGZ6A

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Needing You

Listed as Natalie Cole – Needing You (Inseparable) · Watch on YouTube

youtube_video 4LStdZwz9Cg · row 4LStdZwz9Cg

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Azz Iz

Listed as Natalie Cole – Azz Iz (I'm Ready (Expanded Edition)) · Watch on YouTube

youtube_video 6oCdnfD5KYs · row 6oCdnfD5KYs

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Caroling, Caroling

Listed as Natalie Cole – Caroling, Caroling (Holly & Ivy) · Watch on YouTube

youtube_video 8zG0DTs6ti0 · row 8zG0DTs6ti0

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Take A Look

Listed as Natalie Cole – Take A Look (Take A Look) · Watch on YouTube

youtube_video AoW6YkHUKjw · row AoW6YkHUKjw

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I'm Gonna Laugh You Right Out Of My Life

Listed as Natalie Cole – I'm Gonna Laugh You Right Out Of My Life (Take A Look) · Watch on YouTube

youtube_video AtIoD-lf7vY · row AtIoD-lf7vY

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Ask A Woman Who Knows

Listed as Natalie Cole – Ask A Woman Who Knows (Ask A Woman Who Knows) · Watch on YouTube

youtube_video B9v337Js2iA · row B9v337Js2iA

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There's A Lull In My Life

Listed as Natalie Cole – There's A Lull In My Life (Stardust) · Watch on YouTube

youtube_video BWvPHpekSIc · row BWvPHpekSIc

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Stand By

Listed as Natalie Cole – Stand By (I Love You So) · Watch on YouTube

youtube_video BqNqkSYtLog · row BqNqkSYtLog

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My Grown-Up Christmas List (feat. London Symphony Orchestra)

Listed as Natalie Cole – My Grown-Up Christmas List (feat. London Symphony Orchestra) (The Magic Of Christmas) · Watch on YouTube

youtube_video Cf7eB8KPoog · row Cf7eB8KPoog

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Love Letters

Listed as Natalie Cole – Love Letters (Stardust) · Watch on YouTube

youtube_video DCbU_FPcJik · row DCbU_FPcJik

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I Can't Breakaway (From You)

Listed as Natalie Cole – I Can't Breakaway (From You) (Unpredictable) · Watch on YouTube

youtube_video DpqY-VeM0lU · row DpqY-VeM0lU

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Touch Me

Listed as Natalie Cole – Touch Me (Natalie) · Watch on YouTube

youtube_video EPA7cAiI_0Q · row EPA7cAiI_0Q

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These Are The Days

Listed as Van Morrison, Natalie Cole – These Are The Days (Duets: Re-Working The Catalogue) · Watch on YouTube

youtube_video Gbf9FLYaGTQ · row Gbf9FLYaGTQ

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Someone's Rockin' My Dreamboat

Listed as Natalie Cole – Someone's Rockin' My Dreamboat (Good To Be Back) · Watch on YouTube

youtube_video HcDe275sJ6U · row HcDe275sJ6U

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More Than The Stars

Listed as Natalie Cole – More Than The Stars (Everlasting) · Watch on YouTube

youtube_video ILWRyBukWPU · row ILWRyBukWPU

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I'm Beginning To See The Light

Listed as Natalie Cole – I'm Beginning To See The Light (Take A Look) · Watch on YouTube

youtube_video JFHsIgjw3X4 · row JFHsIgjw3X4

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More Than You'll Ever Know

Listed as Natalie Cole – More Than You'll Ever Know (Snowfall On The Sahara) · Watch on YouTube

youtube_video LrqZ-RM3jCw · row LrqZ-RM3jCw

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Wonderful You (Live at Avo Session Basel 2009)

Listed as Natalie Cole – Wonderful You (Live at Avo Session Basel 2009) (Our Love Is Here to Stay (Live at Avo Session Basel 2009)) · Watch on YouTube

youtube_video MDs6Rgnf-hw · row MDs6Rgnf-hw

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Swingin' Sheperd Blues

Listed as Natalie Cole – Swingin' Sheperd Blues (Take A Look) · Watch on YouTube

youtube_video MW8pqx0dbis · row MW8pqx0dbis

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Don't Mention My Heartache

Listed as Natalie Cole – Don't Mention My Heartache (Good To Be Back) · Watch on YouTube

youtube_video N6Smf0Bavfw · row N6Smf0Bavfw

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Heaven Is With You

Listed as Natalie Cole – Heaven Is With You (Natalie) · Watch on YouTube

youtube_video P09VTE_zEH0 · row P09VTE_zEH0

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You're Mine You

Listed as Natalie Cole – You're Mine You (Ask A Woman Who Knows) · Watch on YouTube

youtube_video SZRFdr-6GbI · row SZRFdr-6GbI

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Sorry

Listed as Natalie Cole – Sorry (I Love You So) · Watch on YouTube

youtube_video SaePaarYoWc · row SaePaarYoWc

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Teach Me Tonight

Listed as Natalie Cole – Teach Me Tonight (Stardust) · Watch on YouTube

youtube_video Ss1FpJYeZSU · row Ss1FpJYeZSU

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Crazy He Calls Me

Listed as Natalie Cole – Crazy He Calls Me (Take A Look) · Watch on YouTube

youtube_video TC4ECpMG2T0 · row TC4ECpMG2T0

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No Plans For The Future

Listed as Natalie Cole – No Plans For The Future (Natalie) · Watch on YouTube

youtube_video TcU43HCVPIg · row TcU43HCVPIg

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Lush Life

Listed as Natalie Cole – Lush Life (Unforgettable...With Love) · Watch on YouTube

youtube_video Txr26AXu-DQ · row Txr26AXu-DQ

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I Haven't Got Anything Better To Do

Listed as Natalie Cole – I Haven't Got Anything Better To Do (Ask A Woman Who Knows) · Watch on YouTube

youtube_video V6FDy9t8Gqs · row V6FDy9t8Gqs

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The Christmas Song

Listed as Natalie Cole – The Christmas Song (Holly & Ivy) · Watch on YouTube

youtube_video VR4NsF0DFpM · row VR4NsF0DFpM

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At Last

Listed as Natalie Cole – At Last (Unforgettable...With Love) · Watch on YouTube

youtube_video W2iMR4aYZxs · row W2iMR4aYZxs

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Your Lonely Heart

Listed as Natalie Cole – Your Lonely Heart (I Love You So) · Watch on YouTube

youtube_video YUg58uHWOwM · row YUg58uHWOwM

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Lovers

Listed as Natalie Cole – Lovers (Take A Look) · Watch on YouTube

youtube_video b6yAH2_2tNE · row b6yAH2_2tNE

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I'm Glad There Is You

Listed as Natalie Cole – I'm Glad There Is You (Ask A Woman Who Knows) · Watch on YouTube

youtube_video ckitzrVy-Pk · row ckitzrVy-Pk

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Safe

Listed as Natalie Cole – Safe (Good To Be Back) · Watch on YouTube

youtube_video dqCN_qOU3Cw · row dqCN_qOU3Cw

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This Will Make You Laugh

Listed as Natalie Cole – This Will Make You Laugh (Take A Look) · Watch on YouTube

youtube_video eXaMOaV0u7k · row eXaMOaV0u7k

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To Whom It May Concern

Listed as Natalie Cole – To Whom It May Concern (Stardust) · Watch on YouTube

youtube_video hBhHV72I6kA · row hBhHV72I6kA

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Gimme Some Time (feat. Peabo Bryson)

Listed as Natalie Cole – Gimme Some Time (feat. Peabo Bryson) (We're The Best Of Friends) · Watch on YouTube

youtube_video iGjfe4-x5EE · row iGjfe4-x5EE

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Lovers

Listed as Natalie Cole – Lovers (Thankful) · Watch on YouTube

youtube_video oSDHLDzog-w · row oSDHLDzog-w

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Our Love Is Here To Stay

Listed as Natalie Cole – Our Love Is Here To Stay (Unforgettable: With Love) · Watch on YouTube

youtube_video ovaxdde1Kf0 · row ovaxdde1Kf0

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I Say A Little Prayer For You

Listed as Natalie Cole – I Say A Little Prayer For You (I Say A Little Prayer For You) · Watch on YouTube

youtube_video q5L1uJ0-1I4 · row q5L1uJ0-1I4

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Can We Get Together Again

Listed as Natalie Cole – Can We Get Together Again (Natalie) · Watch on YouTube

youtube_video qBNd7bbKByw · row qBNd7bbKByw

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You

Listed as Natalie Cole – You (Inseparable) · Watch on YouTube

youtube_video sutzrCzdZSw · row sutzrCzdZSw

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Walkin' My Baby Back Home (feat. Nat King Cole)

Listed as Natalie Cole – Walkin' My Baby Back Home (feat. Nat King Cole) (Still Unforgettable (Expanded Edition)) · Watch on YouTube

youtube_video u3tXCb1wjkw · row u3tXCb1wjkw

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I Can't Cry

Listed as Natalie Cole – I Can't Cry (Good To Be Back) · Watch on YouTube

youtube_video wVD_fYq_bKg · row wVD_fYq_bKg

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Calling You

Listed as Natalie Cole – Calling You (Ask A Woman Who Knows) · Watch on YouTube

youtube_video wkILVWhnej4 · row wkILVWhnej4

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Let There Be Love

Listed as Natalie Cole – Let There Be Love (Take A Look) · Watch on YouTube

youtube_video yzlWkhUzbKg · row yzlWkhUzbKg

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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.