Report Julia Graf built from the datasets alone

Yes. Julia Graf has 4 videos listed in datasets used to train and test AI models.

This page only knows about the videos the datasets list. To check every upload on the channel:

Used for training and testing 4

videos in AudioSet

A list of about a million ten-second YouTube clips, each labelled with the sounds in it, that Google published in 2017. Labs use it to train and test general audio and music models.

Including Megan Fox Glamor Makeup Tutorial, Preppy School Makeup for Teens + CHEAP BRUSH recommendations, Christmas Green and Gold makeup

Used for testing 1

video in MusicCaps

A set of 5,521 ten-second music clips from YouTube, each with a written description, that Google published in 2023. It is the standard test set for text-to-music models.

Including Megan Fox Glamor Makeup Tutorial

AudioSet 4 videos, 4 rows

Megan Fox Glamor Makeup Tutorial

Clip 380s to 390s · Open clip on YouTube · Labels: New-age music

youtube_video LAxCq-s84F8 · row balanced_train:LAxCq-s84F8:380:390

AudioSetbalanced_train

Preppy School Makeup for Teens + CHEAP BRUSH recommendations

Clip 30s to 35s · Open clip on YouTube · Labels: Music, Speech

youtube_video AWEVi-x0sT8 · row unbalanced_train:AWEVi-x0sT8:30:35

AudioSetunbalanced_train

Christmas Green and Gold makeup

Clip 20s to 30s · Open clip on YouTube · Labels: Music

youtube_video G6NeMxdW3DQ · row unbalanced_train:G6NeMxdW3DQ:20:30

AudioSetunbalanced_train

Draw My Life in Watercolor ❤ Julia Graf

Clip 80s to 90s · Open clip on YouTube · Labels: New-age music

youtube_video mb07S85x-wY · row unbalanced_train:mb07S85x-wY:80:90

AudioSetunbalanced_train

MusicCaps 1 videos, 1 rows

Megan Fox Glamor Makeup Tutorial

“The low quality recording features a flat female vocal shortly talking on a very noisy microphone, after which a song fades in. The song consists of soft, reverberant female vocal singing over echoing dark rimshots, punchy kick and groovy piano melody. Overall it has a dark and mellow vibe to it.”

Clip 380s to 390s · Open clip on YouTube

youtube_video LAxCq-s84F8 · row LAxCq-s84F8:380:390

MusicCaps

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

Keep a copy

Download the evidence (PDF) JSON Check another name

Share this page https://youtrained.com/r/julia-graf-yt_UCJz3WuXcsB-1KAeWOSfhY0Q

Provenance

JSON export SHA-256 cd99d5452995556690476f67cdf09614a23bbf916918f23c2e6724f44a2700e4

Dataset versions indexed

Dataset	File	Rows	Loaded	SHA-256
audioset	balanced_train_segments.csv	8,836	2026-09-24T10:30:36+00:00	`3b83e5ff9ed72cfd…`
audioset	eval_segments.csv	7,848	2026-09-24T10:30:36+00:00	`f7055f53935f70e7…`
audioset	unbalanced_train_segments.csv	1,063,333	2026-09-24T10:30:43+00:00	`bb2dfd5e4f1ced39…`
laion_disco_12m	train-00000-of-00005.parquet	2,464,184	2026-09-24T12:18:19+00:00	`f8b1f0034f8f1e94…`
laion_disco_12m	train-00001-of-00005.parquet	2,464,183	2026-09-24T12:32:29+00:00	`71d78ad14ee3f85d…`
laion_disco_12m	train-00002-of-00005.parquet	2,464,183	2026-09-24T12:49:06+00:00	`0feba570a0e8e73c…`
laion_disco_12m	train-00003-of-00005.parquet	2,464,183	2026-09-24T13:06:37+00:00	`21a77d99fd85ad2f…`
laion_disco_12m	train-00004-of-00005.parquet	2,464,183	2026-09-24T13:24:36+00:00	`6ac5f59958b6b813…`
musiccaps	musiccaps-public.csv	5,521	2026-09-24T10:29:42+00:00	`8cc109ac507b5e5a…`

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. This report is informational and is not legal advice. It shows that identifiers matching your work are present in the named public research datasets; it does not establish how any particular company used them. If you are the subject of this page and want it removed, see removals.