DREAMS Sleep Databases (Mirror of Zenodo 2650142)

Source: Zenodo · DREAMS Databases License: CC BY-NC-SA 4.0 (academic / non-commercial use) Mirror maintained by: lemonLHC for internal sleep-event model training (EEG2LLM project)

This is a private mirror of the original DREAMS databases for convenience of training pipeline access. All credit goes to the original authors at the University of MONS — TCTS Laboratory and Université Libre de Bruxelles — CHU de Charleroi Sleep Laboratory.

Contents (A-strategy: original .rar + docs)

File	Size	Content after extraction
DatabaseSpindles.rar	45 MB	8 × 30-min excerpts, expert-annotated sleep spindles
DatabaseKcomplexes.rar	44 MB	10 × 30-min excerpts, K-complex annotations
DatabaseREMs.rar	36 MB	9 × 30-min excerpts, rapid eye movement annotations
DatabaseArtifacts.rar	49 MB	20 × 15-min excerpts, multi-class artifact annotations
DatabasePLMs.rar	536 MB	10 whole-night recordings, periodic limb movement annotations
DatabaseApnea.rar	719 MB	12 whole-night recordings, hypopnea annotations
DatabaseSubjects.rar	1.0 GB	20 healthy whole-night recordings (R&K + AASM hypnograms)
DatabasePatients.rar	1.5 GB	27 patient whole-night recordings (R&K + AASM hypnograms)
*.m / *.txt / *.docx / *.pdf	small	Original assessment algorithm + license + documentation

How to use

# 1. Clone (requires HF SSH key + git-lfs)
GIT_LFS_SKIP_SMUDGE=0 git clone git@hf.co:datasets/lemonLHC/DREAMS

# 2. Extract on macOS
brew install unar
cd DREAMS && for f in *.rar; do unar -f "$f"; done

# 3. Extract on Linux
sudo apt-get install unar  # or: bsdtar -xf <file>.rar
cd DREAMS && for f in *.rar; do unar -f "$f"; done

Annotation channels & event types (실측 / measured)

Sub-database	Channels (typical)	Sampling	Expert events
Spindles	C3-A1 / FP1-A1 / O1-A1 / EOG	100 / 200 Hz	355 spindles
Kcomplexes	CZ-A1 / FP1-A2 / O1-A2	200 Hz	272 K-complexes
REMs	CZ-A1 / EOG1 / EOG2	200 Hz	847 REM eye movements
Artifacts	CZ-A1 / EOG / EMG	50 Hz	2000 artifact events (10 sub-types)
PLMs	CZ-A1 / EMG1-3	200 Hz	4421 PLM events
Apnea	CZ-A1 / NAF / VTH / VAB / SAO2	200 Hz	4058 hypopnea events
Subjects	CZ-A1 / FP1-A2 / O1-A2 / EOG	200 Hz	hypnogram only (5 s epoch)
Patients	CZ-A1 / FP1-A2 / O1-A2 / EOG	200 Hz	hypnogram only (5 s epoch)

Hypnogram conventions

DREAMS uses a 5-second epoch hypnogram (finer than AASM 30-second standard) to align with event-level annotations.

R&K coding:

5 = Wake     4 = REM     3 = N1     2 = N2     1 = N3     0 = N3 (stage 4 merged)     -1 = MT/Unscored

Subjects/Patients additionally provide AASM-coded hypnograms in HypnogramAASM_*.txt.

Training plan reference

See sleep_event_training_plan.md for the full 5-class multi-label sleep event classifier training plan combining DREAMS + MASS data.

Citation

If you use this dataset, please cite the original DREAMS publications:

@dataset{devuyst_dreams_2005,
    author = {Devuyst, Stephanie},
    title  = {The DREAMS Databases and Assessment Algorithm},
    year   = {2005},
    publisher = {Zenodo},
    doi    = {10.5281/zenodo.2650142}
}