YouTrained

Artist Aesthetic Perfection on YouTube Music

Yes. Aesthetic Perfection has 144 songs listed in a dataset used to train AI music models.

Used for training 144

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 Bark at the Moon, Ebb and Flow, Schadenfreude

Listed under the artist name 144 songs in LAION-DISCO-12M

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

Bark at the Moon

Listed as Aesthetic Perfection – Bark at the Moon (Bark at the Moon) · Watch on YouTube

youtube_video 2wEqDI8UJPE · row 2wEqDI8UJPE

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Ebb and Flow

Listed as Aesthetic Perfection – Ebb and Flow (Ebb and Flow) · Watch on YouTube

youtube_video 3izaEAjwUc0 · row 3izaEAjwUc0

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Schadenfreude

Listed as Aesthetic Perfection – Schadenfreude (A Violent Emotion) · Watch on YouTube

youtube_video 5SPzjsRvLKw · row 5SPzjsRvLKw

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monochrome

Listed as Aesthetic Perfection – monochrome (monochrome) · Watch on YouTube

youtube_video 5nmg7jLaAwA · row 5nmg7jLaAwA

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TOXIC (Deadbeat Remix)

Listed as Aesthetic Perfection – TOXIC (Deadbeat Remix) (TOXIC (Deadbeat Remix)) · Watch on YouTube

youtube_video 6JQdbmyNK9w · row 6JQdbmyNK9w

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Supernatural

Listed as Aesthetic Perfection – Supernatural (Into the Black) · Watch on YouTube

youtube_video 8mH-5NrCGEQ · row 8mH-5NrCGEQ

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FVCK INDVSTRIAL ft. Combichrist, X-RX (feat. Combichrist & X-RX)

Listed as Aesthetic Perfection – FVCK INDVSTRIAL ft. Combichrist, X-RX (feat. Combichrist & X-RX) (Big Bad Wolf) · Watch on YouTube

youtube_video 9Sqil3rRpeU · row 9Sqil3rRpeU

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Gods & Monsters

Listed as Aesthetic Perfection – Gods & Monsters (Cellar Sessions) · Watch on YouTube

youtube_video A6nqOHI8T-w · row A6nqOHI8T-w

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Bye Bye Bye (feat. Nikki Misery)

Listed as Aesthetic Perfection – Bye Bye Bye (feat. Nikki Misery) (Ebb and Flow) · Watch on YouTube

youtube_video Cny-U-97dcA · row Cny-U-97dcA

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The Ones

Listed as Aesthetic Perfection – The Ones (A Violent Emotion) · Watch on YouTube

youtube_video DJB7Tr3SfpM · row DJB7Tr3SfpM

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The Siren

Listed as Aesthetic Perfection – The Siren (A Violent Emotion) · Watch on YouTube

youtube_video DMKROkQYwr8 · row DMKROkQYwr8

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Automaton (feat. Sebastian Svalland)

Listed as Aesthetic Perfection – Automaton (feat. Sebastian Svalland) (Automaton) · Watch on YouTube

youtube_video Dk8oKzeFKss · row Dk8oKzeFKss

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A Quiet Anthem

Listed as Aesthetic Perfection – A Quiet Anthem (A Violent Emotion) · Watch on YouTube

youtube_video Dl7zXOEAY7M · row Dl7zXOEAY7M

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Saint Peter

Listed as Aesthetic Perfection – Saint Peter (Into the Black) · Watch on YouTube

youtube_video EyGHq9FaQqs · row EyGHq9FaQqs

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Gods & Gold (feat. Richard Z. Kruspe)

Listed as Aesthetic Perfection – Gods & Gold (feat. Richard Z. Kruspe) (Into the Black) · Watch on YouTube

youtube_video GRO97Rw-xXg · row GRO97Rw-xXg

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Echoes (feat. Jinxx)

Listed as Aesthetic Perfection – Echoes (feat. Jinxx) (Into the Black) · Watch on YouTube

youtube_video IkRyGw5bDwY · row IkRyGw5bDwY

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All Beauty Destroyed

Listed as Aesthetic Perfection – All Beauty Destroyed (All Beauty Destroyed (Deluxe)) · Watch on YouTube

youtube_video J03PROvGZJg · row J03PROvGZJg

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TOXIC (feat. Sebastian Svalland)

Listed as Aesthetic Perfection – TOXIC (feat. Sebastian Svalland) (TOXIC) · Watch on YouTube

youtube_video KND_xbttdwE · row KND_xbttdwE

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Spilling Blood

Listed as Aesthetic Perfection – Spilling Blood (Blood Spills Not Far From The Wound) · Watch on YouTube

youtube_video KUsm5q6037Q · row KUsm5q6037Q

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YOU // SHUT DOWN YOUR SOUL (Instrumental)

Listed as Julien-K, Aesthetic Perfection – YOU // SHUT DOWN YOUR SOUL (Instrumental) (You // Shut Down Your Soul) · Watch on YouTube

youtube_video LWctYpkFEjM · row LWctYpkFEjM

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Pale

Listed as Aesthetic Perfection – Pale (A Violent Emotion) · Watch on YouTube

youtube_video MkoAOirR1CE · row MkoAOirR1CE

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LAX

Listed as Aesthetic Perfection – LAX (LAX) · Watch on YouTube

youtube_video NxbRziUJYcU · row NxbRziUJYcU

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The Bitter Years

Listed as Aesthetic Perfection – The Bitter Years (The Devil's in the Details) · Watch on YouTube

youtube_video OWHHYC47hsg · row OWHHYC47hsg

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Happy Face (feat. Sebastian Svalland)

Listed as Aesthetic Perfection – Happy Face (feat. Sebastian Svalland) (Happy Face) · Watch on YouTube

youtube_video PEhnsIXI5Xg · row PEhnsIXI5Xg

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The New Black

Listed as Aesthetic Perfection – The New Black ('Til Death) · Watch on YouTube

youtube_video PQL0PNC1-2w · row PQL0PNC1-2w

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No Boys Allowed

Listed as Aesthetic Perfection – No Boys Allowed (Into the Black) · Watch on YouTube

youtube_video QV8EqJjTFq8 · row QV8EqJjTFq8

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Lights Out (Ready to Go)

Listed as Aesthetic Perfection – Lights Out (Ready to Go) ('Til Death) · Watch on YouTube

youtube_video S6Nclk7Xbp8 · row S6Nclk7Xbp8

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Party Monster (feat. Jinxx)

Listed as Aesthetic Perfection – Party Monster (feat. Jinxx) (Party Monster) · Watch on YouTube

youtube_video SpDCLbld36g · row SpDCLbld36g

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The Great Depression

Listed as Aesthetic Perfection – The Great Depression (A Violent Emotion) · Watch on YouTube

youtube_video TKj-4GTski8 · row TKj-4GTski8

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Antibody

Listed as Aesthetic Perfection – Antibody ('Til Death) · Watch on YouTube

youtube_video Tji4AIomp3Q · row Tji4AIomp3Q

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The Dark Half

Listed as Aesthetic Perfection – The Dark Half ('Til Death) · Watch on YouTube

youtube_video TymWgaNUznI · row TymWgaNUznI

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American Psycho

Listed as Aesthetic Perfection – American Psycho (American Psycho) · Watch on YouTube

youtube_video WExyLr_XWd4 · row WExyLr_XWd4

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Forever

Listed as Aesthetic Perfection – Forever (Blood Spills Not Far From The Wound) · Watch on YouTube

youtube_video XdjFHpxKSVk · row XdjFHpxKSVk

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LAX (Mr.Kitty Remix)

Listed as Aesthetic Perfection – LAX (Mr.Kitty Remix) (LAX) · Watch on YouTube

youtube_video aMsuKPi2WUc · row aMsuKPi2WUc

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Never Enough

Listed as Aesthetic Perfection – Never Enough (Blood Spills Not Far From The Wound) · Watch on YouTube

youtube_video bmtFGJMUmHY · row bmtFGJMUmHY

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Love Like Lies

Listed as Aesthetic Perfection – Love Like Lies (Love Like Lies) · Watch on YouTube

youtube_video dYKVuYWKpVc · row dYKVuYWKpVc

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S E X (feat. Sebastian Svalland)

Listed as Aesthetic Perfection – S E X (feat. Sebastian Svalland) (S E X) · Watch on YouTube

youtube_video f7cxyMDzAOY · row f7cxyMDzAOY

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Spit It Out

Listed as Aesthetic Perfection – Spit It Out (A Violent Emotion) · Watch on YouTube

youtube_video fmGxFEMlfv0 · row fmGxFEMlfv0

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Save Myself (feat. Isaac Howlett)

Listed as Aesthetic Perfection – Save Myself (feat. Isaac Howlett) (Save Myself) · Watch on YouTube

youtube_video gLykK6XOSd8 · row gLykK6XOSd8

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Under Your Skin

Listed as Aesthetic Perfection – Under Your Skin (All Beauty Destroyed (Deluxe)) · Watch on YouTube

youtube_video h8Q48lw9vbU · row h8Q48lw9vbU

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Summer Goth (feat. Sebastian Svalland)

Listed as Aesthetic Perfection – Summer Goth (feat. Sebastian Svalland) (Summer Goth) · Watch on YouTube

youtube_video i3p_Fn_kRnw · row i3p_Fn_kRnw

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Sacrifice

Listed as Aesthetic Perfection – Sacrifice (Close to Human) · Watch on YouTube

youtube_video jfETA3HmzRM · row jfETA3HmzRM

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I Belong To You

Listed as Aesthetic Perfection – I Belong To You (Close to Human) · Watch on YouTube

youtube_video pa6lUq7YPfg · row pa6lUq7YPfg

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Big Bad Wolf (Single Mix)

Listed as Aesthetic Perfection – Big Bad Wolf (Single Mix) (Big Bad Wolf) · Watch on YouTube

youtube_video pt0JVW7fr-U · row pt0JVW7fr-U

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The Devil's in the Details (Single Mix)

Listed as Aesthetic Perfection – The Devil's in the Details (Single Mix) (The Devil's in the Details) · Watch on YouTube

youtube_video qTHscLA2blY · row qTHscLA2blY

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Gravity (feat. Sebastian Svalland)

Listed as Aesthetic Perfection – Gravity (feat. Sebastian Svalland) (Gravity) · Watch on YouTube

youtube_video rA4nNQcb-CU · row rA4nNQcb-CU

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YOU // SHUT DOWN YOUR SOUL

Listed as Julien-K, Aesthetic Perfection – YOU // SHUT DOWN YOUR SOUL (You // Shut Down Your Soul) · Watch on YouTube

youtube_video vlAWfhIBeUE · row vlAWfhIBeUE

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A Nice Place to Visit

Listed as Aesthetic Perfection – A Nice Place to Visit (All Beauty Destroyed (Deluxe)) · Watch on YouTube

youtube_video ycBuMGYHOnc · row ycBuMGYHOnc

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Wickedness

Listed as Aesthetic Perfection – Wickedness (Into the Black) · Watch on YouTube

youtube_video ywLXVxz9mNQ · row ywLXVxz9mNQ

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Living the Wasted Life

Listed as Aesthetic Perfection – Living the Wasted Life (A Violent Emotion) · Watch on YouTube

youtube_video zgpf_RMtjJ0 · row zgpf_RMtjJ0

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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.

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