STAGES (Stanford Technology Analytics and Genomics in Sleep) is a prospective multi-site sleep-clinic cohort on NSRR with clinic PSG, Alliance Sleep Questionnaire (ASQ), and multi-week Huami/Xiaomi wrist actigraphy. Roughly 1,500 adult and adolescent patients across Stanford, Bogan, Geisinger, Mayo, MedSleep, and St. Luke's.
- License
- NSRR Data Access and Use Agreement
- Type
- Dataset
- Host
- Not reported
- Licence
- NSRR Data Access and Use Agreement
- Access
- Not reported
- Subjects
- 1,500
- PPG sites
- Finger
- Setting
- In the wild
- Wrist
- Not reported
- Raw waveforms
- Not reported
- Updated
- Oct 27, 2026

Key numbers
How it works
- Reference labels
- sleep staging, ahi
Models trained or evaluated on it· 1
Papers using it· 1
FAQ
How many subjects are in STAGES?
STAGES has data from 1,500 subjects, as listed in its research record.
What signals does STAGES include?
STAGES includes polysomnography (PSG), EEG, ECG, respiration, SpO2, PPG and accelerometer data.
What can STAGES be used for?
Research tasks it supports: sleep staging and sleep apnea detection. Reference labels: sleep staging and ahi.
How do I get STAGES, and what is its licence?
It is available from https://sleepdata.org/datasets/stages. Licence: NSRR Data Access and Use Agreement.
Which models and papers in the ChatPPG research hub use STAGES?
The hub links it to models: LPSGM (Large PSG Model; flexible-channel EEG/EOG/EMG sleep staging + clinical screening; ZJU / Hangzhou Seventh People's Hospital); 1 paper, including "A Unified Flexible Large Polysomnography Model for Sleep Staging and Downstream Clinical Screening (LPSGM)". They are listed under Related on this page.
Cite
APA
STAGES [Data set]. (n.d.). https://doi.org/10.25822/me0d-xs45
BibTeX
@misc{stagesstages,
title = {{STAGES}},
doi = {10.25822/me0d-xs45}
}Built from the hub record. Check it against the publisher before submitting.
Cite the ChatPPG record
Cite the dated snapshot 2026-10 for a fixed, reproducible version. Please also cite the original publications listed above.
APA
ChatPPG. (2026). STAGES: dataset record (Version 2026-10) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/datasets/stages
BibTeX
@misc{chatppg_dataset_stages,
author = {{ChatPPG}},
title = {{STAGES: dataset record}},
year = {2026},
month = oct,
version = {2026-10},
howpublished = {\url{https://chatppg.com/research/datasets/stages}},
note = {ChatPPG Research Hub, Snapshot 2026-10, https://chatppg.com/research/snapshots/2026-10}
}CITATION.cff
cff-version: 1.2.0 message: "If you use this resource, please cite it as below." type: dataset title: "STAGES: dataset record" authors: - name: "ChatPPG" url: "https://chatppg.com/research/datasets/stages" repository-artifact: "https://chatppg.com/research/snapshots/2026-10" version: "2026-10" date-released: "2026-10-27"
History
Record updated
Papers
A Unified Flexible Large Polysomnography Model for Sleep Staging and Downstream Clinical Screening (LPSGM)Uses STAGESmedRxiv preprint · 2024
Multimodal Sleep Stage and Sleep Apnea Classification Using Vision Transformer: A Multitask Explainable Learning ApproachSame task: Sleep stagingarXiv preprint · 2025
Models
Datasets
- HeartBEATSame task: Sleep stagingNSRR Heart Biomarker Evaluation in Apnea Treatment (Embletta HSAT + 24h ABPM)318 subjects · PPG · ECG · IMU
- MrOS Sleep Study (Osteoporotic Fractures in Men, NSRR)Same task: Sleep stagingECG · SpO₂ · Resp
- nuMoM2bSame task: Sleep stagingNSRR pregnancy sleep-disordered-breathing substudy3,702 subjects · PPG · PSG
