{"success":true,"database":"eegdash","data":{"_id":"69de3cac897a7725c66ff165","dataset_id":"nm000225","associated_paper_doi":null,"authors":["Mohammad M. Ghassemi","Benjamin E. Moody","Li-wei H. Lehman","Christopher Song","Qiao Li","Haoqi Sun","Roger G. Mark","M. Brandon Westover","Gari D. Clifford"],"bids_version":"1.9.0","canonical_name":null,"contact_info":null,"contributing_labs":null,"data_processed":false,"dataset_doi":"doi:10.13026/6phb-r450","datatypes":["eeg"],"demographics":{"subjects_count":1983,"ages":[59,55,46,43,47,29,63,54,24,43,67,52,49,46,68,63,50,71,67,45,46,46,75,29,69,59,76,52,52,40,65,72,34,24,73,62,31,55,55,63,64,43,68,57,44,41,47,67,56,62,63,41,51,48,50,49,74,53,61,46,52,54,59,73,23,44,56,46,73,46,57,64,59,71,57,35,83,64,75,52,49,35,52,45,45,34,61,63,64,49,32,50,19,62,32,70,69,61,71,55,55,58,53,36,34,60,48,51,58,52,32,48,41,55,53,70,54,18,31,43,24,64,74,44,56,67,77,39,52,21,32,68,65,48,59,44,65,49,29,56,39,39,42,36,50,49,60,56,67,67,64,58,73,50,74,63,55,23,63,62,69,63,50,60,46,66,69,37,56,44,40,69,56,45,64,58,34,30,68,60,57,48,62,56,24,66,63,60,69,43,58,69,48,86,52,55,42,29,45,72,72,72,49,40,34,71,66,41,59,64,54,26,82,58,51,60,75,57,47,68,23,47,84,39,47,36,74,74,61,55,78,57,38,55,54,72,46,59,34,66,35,73,65,55,63,59,27,44,32,49,49,72,40,39,73,42,86,32,54,82,50,53,43,68,25,50,63,37,79,62,34,66,63,58,61,56,30,67,21,27,52,29,50,50,68,49,29,51,30,39,58,54,29,65,46,41,58,54,62,43,49,37,72,55,86,54,53,47,58,28,35,35,59,80,42,45,52,69,44,59,64,67,73,58,57,51,79,54,23,49,63,31,45,59,34,62,65,65,43,46,63,36,46,75,43,86,50,76,43,59,45,44,34,63,52,52,75,66,68,37,49,67,65,50,63,56,63,37,61,71,33,65,71,59,43,75,54,53,37,41,56,59,57,74,57,67,24,59,57,69,76,47,54,45,48,68,66,50,53,54,61,60,70,59,66,75,70,51,27,50,58,31,50,73,47,70,74,43,47,54,70,65,52,42,61,61,53,45,64,67,62,35,31,51,53,39,79,68,62,55,77,36,59,58,51,37,65,46,49,42,25,62,68,63,55,47,72,54,74,51,49,64,57,51,59,73,40,60,51,63,77,68,54,58,51,59,76,27,63,58,63,82,49,76,41,46,27,77,40,57,52,47,51,57,51,71,44,75,36,53,67,55,61,29,44,61,43,72,60,45,50,51,73,47,69,33,58,36,32,39,68,62,41,30,47,48,45,38,64,43,38,49,66,58,49,54,76,39,51,87,68,63,86,57,77,61,65,34,38,43,61,42,47,55,65,67,54,48,90,41,46,71,54,63,60,27,56,70,46,71,46,53,49,56,51,35,75,49,51,52,56,69,78,51,75,58,46,57,66,53,29,56,56,77,55,56,61,59,45,43,73,73,40,23,65,66,50,64,82,71,58,54,65,43,49,56,46,61,66,68,71,20,71,53,30,62,41,67,52,53,22,58,63,72,71,60,54,51,44,56,28,86,74,20,66,64,44,65,49,69,27,57,40,55,58,70,45,52,89,57,48,48,76,49,25,51,56,49,43,40,56,69,75,56,74,65,75,66,48,56,58,31,43,47,34,62,71,61,58,57,68,66,75,77,60,68,65,79,77,52,58,36,46,42,73,42,74,54,41,58,81,65,77,60,48,31,65,61,59,31,78,48,55,70,74,82,66,77,52,56,72,69,23,30,32,78,49,59,58,40,60,79,78,60,56,64,51,62,67,35,47,52,61,66,48,67,71,63,84,59,36,59,54,77,33,71,68,63,55,51,71,59,73,79,65,75,53,52,45,53,54,66,67,65,65,27,38,70,55,48,71,46,59,73,39,75,61,84,84,78,58,57,67,65,38,79,88,72,50,87,59,33,59,49,41,57,53,43,43,68,59,59,75,50,53,79,61,67,73,19,63,43,64,71,35,35,47,55,56,67,41,56,64,82,42,31,73,70,47,33,64,66,31,63,53,62,77,76,60,53,59,41,69,44,50,56,38,72,67,50,46,62,77,51,52,61,56,34,65,74,36,56,27,57,67,57,39,42,18,63,31,48,68,53,23,69,64,56,61,37,45,71,79,43,71,23,34,42,34,56,41,52,40,57,57,72,66,37,52,26,68,45,72,30,57,50,59,55,65,60,64,45,62,68,70,67,69,43,46,78,52,57,30,51,31,69,33,43,56,72,31,82,57,36,68,37,49,54,58,71,57,61,55,61,76,52,50,57,59,71,72,66,63,58,62,48,58,32,66,36,79,69,61,50,63,64,67,57,71,49,62,32,73,80,31,55,50,44,54,64,54,48,46,48,82,29,65,41,46,29,49,52,82,62,51,72,53,81,38,36,60,44,45,72,47,44,65,42,52,59,76,68,53,59,70,70,55,64,50,47,61,49,34,77,40,67,82,55,57,67,66,72,33,73,79,81,63,50,32,68,74,57,44,71,34,64,53,70,66,32,45,20,74,24,52,65,45,53,61,66,62,47,63,45,56,64,59,51,21,51,49,64,31,60,68,50,55,48,50,68,47,48,32,43,55,38,58,55,46,67,67,57,63,46,54,41,44,58,65,43,66,70,34,40,69,35,78,60,45,75,55,38,58,69,40,34,57,40,65,20,56,52,57,38,63,40,47,26,33,56,47,33,72,68,68,41,30,54,40,31,50,39,58,29,62,52,51,54,21,65,40,43,56,52,47,56,44,75,61,57,34,53,26,47,41,58,45,43,47,61,48,63,40,65,65,38,55,40,40,55,44,55,68,74,55,71,42,43,59,46,46,64,64,47,21,45,50,65,76,80,39,48,53,73,40,41,23,58,62,46,52,68,74,71,53,58,34,50,54,46,55,25,74,38,59,34,63,46,34,70,60,60,80,67,55,50,31,32,51,49,63,86,57,20,75,53,49,77,64,41,83,32,49,77,60,36,60,65,32,67,63,38,66,56,59,52,42,44,65,61,50,70,48,53,55,24,81,41,74,74,55,39,56,52,72,67,48,52,72,67,24,71,58,58,63,54,75,70,72,67,64,34,62,54,52,66,65,27,59,27,41,40,62,18,43,36,49,57,54,21,44,82,56,78,59,40,73,56,47,62,56,30,28,50,66,31,60,41,63,33,50,63,69,55,60,53,59,60,37,49,59,30,45,69,50,58,63,53,66,40,63,64,68,50,47,73,61,74,37,36,35,68,65,53,63,52,58,69,49,45,21,46,75,49,69,69,47,80,53,55,83,71,45,42,67,63,50,55,65,43,39,34,72,58,51,62,53,56,54,68,40,37,75,33,53,38,62,50,60,64,75,55,38,65,52,64,72,32,51,56,51,55,77,53,83,79,25,68,69,36,58,68,50,71,64,52,76,58,64,61,72,64,74,43,64,65,50,59,53,52,52,60,61,64,63,59,64,40,51,47,77,75,84,45,63,65,65,49,46,69,40,70,48,68,44,28,57,59,63,32,64,27,52,34,61,83,60,37,53,24,40,38,61,53,36,37,89,63,57,70,20,52,42,42,27,39,42,46,62,41,52,63,60,51,33,80,69,46,54,45,53,64,78,53,53,54,54,63,86,43,68,36,32,62,70,58,40,83,21,52,65,41,51,60,74,63,53,73,68,57,70,57,79,44,52,90,62,67,60,27,33,30,72,33,42,56,36,49,60,62,63,63,35,66,54,36,42,54,52,29,35,46,79,39,48,57,51,72,52,56,57,58,64,78,47,48,50,47,53,63,46,69,68,52,57,46,51,46,52,84,50,35,60,51,46,49,57,56,52,55,49,49,65,67,64,63,61,65,43,87,53,68,50,32,54,37,46,75,43,35,31,52,46,45,54,37,44,48,61,30,34,47,57,61,52,23,48,50,60,59,64,50,45,66,39,66,23,65,77,43,50,62,61,64,73,93,79,62,53,65,40,69,48,78,70,78,67,74,61,62,32,37,64,57,48,50,59,50,75,51,73,76,31,54,56,51,37,67,29,54,26,47,48,53,50,77,51,87,58,67,57,58,64,66,69,45,71,53,49,89,64,59,65,25,70,74,61,63,52,51,38,56,56,48,48,28,62,26,61,38,56,23,69,72,60,55,38,46,59,72,68,53,68,72,52,56,42,74,68,58,59,53,77,68,43,40,43,61,56,51,73,44,45,48,48,73,46,53,69,57,73,49,67,79,40,52,75,76,51,44,53,46,64,72,54,67,52,57,46,57,87,54,75,64,53,63,74,71,68,48,65,58,46,53,64,62,62,37,27,74,71,43,36,74,63,50,50,43,59,71,52,48,35,49,81,52,41,41,44,55,59,67,63,71,57,47,52,67,27,58,50,32,28,48,67,72,38,71,69,51,48,46,19,66,64,74,74,68,58,81,44,73,55,60,73,72,78,50,21,71,52,40,25,55,72,53,65,77,46,49,50,68,72,57,55,53,49,72,32,37,31,34,83,82,22,69,52,82,79,29,61,45,70,66,69,66,30,43,39,55,66,25,72,50,69,49,50,52,87,51,67,53,63,78,56,48,54,83,65,64,36,36,63],"age_min":18,"age_max":93,"age_mean":54.98840141200202,"species":null,"sex_distribution":{"m":1290,"f":693},"handedness_distribution":null},"experimental_modalities":null,"external_links":{"source_url":"https://nemar.org/dataexplorer/detail/nm000225","osf_url":null,"github_url":null,"paper_url":null},"funding":["National Institute of Biomedical Imaging and Bioengineering (NIBIB) U24EB037545","National Institute of Biomedical Imaging and Bioengineering (NIBIB) R01EB030362","The MathWorks (equipment sponsorship)"],"ingestion_fingerprint":"a845cbf27a3bd8b39b1cacedc5672abdc0c30f1a42f8d63b8f5434a35d9da219","license":"Open Data Commons Attribution License v1.0","n_contributing_labs":null,"name":"PhysioNet 2018 Challenge: Sleep Arousal Detection PSG (Training)","readme":"﻿You Snooze You Win: PhysioNet/CinC Challenge 2018 PSG\n=======================================================\nOverview\n--------\n1,983 overnight polysomnographic (PSG) recordings from subjects monitored at\nthe Massachusetts General Hospital (MGH) sleep laboratory for sleep disorder\ndiagnosis. The dataset was created for the PhysioNet/Computing in Cardiology\nChallenge 2018 on automatic arousal detection.\n- Training set: 994 subjects (with expert annotations)\n- Test set: 989 subjects (PSG signals only, no annotations)\n- Demographics: mean age 55 +/- 14 years (range 18-93), 65% male, 35% female\n- Clinical population: subjects with suspected obstructive sleep apnea\nChannels (13 total, all at 200 Hz)\n-----------------------------------\n- EEG (6): F3-M2, F4-M1, C3-M2, C4-M1, O1-M2, O2-M1\n  Referential montage against contralateral mastoids (M1/M2)\n- EOG (1): E1-M2 (left electrooculogram)\n- EMG (1): Chin1-Chin2 (submental chin electromyogram)\n- Respiratory (3): ABD (abdominal effort), CHEST (thoracic effort),\n  AIRFLOW (nasal/oral airflow)\n- SpO2 (1): SaO2 (pulse oximetry, resampled to 200 Hz)\n- ECG (1): ECG (single-lead electrocardiogram)\nAnnotations (training set only, in events.tsv)\n------------------------------------------------\nSleep staging (AASM standard, 30-second contiguous epochs):\n  Wake, N1, N2, N3, REM\nRespiratory events (with onset and duration):\n  resp_obstructiveapnea  — complete upper airway obstruction\n  resp_centralapnea      — absent respiratory effort\n  resp_mixedapnea        — combined obstructive + central\n  resp_hypopnea          — partial airway obstruction (>=30% flow reduction)\nArousal events:\n  arousal_rera           — respiratory effort-related arousal\n  arousal_spontaneous    — spontaneous cortical arousal\n  arousal_snore          — snoring-related arousal\n  arousal_plm            — periodic leg movement arousal\nParticipants metadata (in participants.tsv)\n--------------------------------------------\nPer-subject: age, sex, split (training/test), recording duration, sleep\narchitecture (epoch counts per stage), and respiratory/arousal event counts.\nSessions\n--------\n- ses-training: 994 subjects with PSG + annotations\n- ses-test: 989 subjects with PSG only (no annotations)\nNotes\n-----\n- Original format: WFDB (.mat + .hea + .arousal)\n- All signals originally at 200 Hz; SaO2 was resampled to match\n- Annotators: certified sleep technologists at MGH, following AASM manual\n- Updated arousal annotations (new-arousals.zip) supersede originals\nReference\n---------\nGhassemi, M.M., Moody, B.E., Lehman, L.H., Song, C., Li, Q., Sun, H.,\nMark, R.G., Westover, M.B. & Clifford, G.D. (2018). You Snooze, You Win:\nthe PhysioNet/Computing in Cardiology Challenge 2018. Computing in\nCardiology, 45, 1-4. doi:10.22489/CinC.2018.049\nGoldberger, A. et al. (2000). PhysioBank, PhysioToolkit, and PhysioNet:\nComponents of a new research resource for complex physiologic signals.\nCirculation, 101(23), e215-e220.\nhttps://physionet.org/content/challenge-2018/1.0.0/\nReferences\n----------\nAppelhoff, S., Sanderson, M., Brooks, T., Vliet, M., Quentin, R., Holdgraf, C., Chaumon, M., Mikulan, E., Tavabi, K., Höchenberger, R., Welke, D., Brunner, C., Rockhill, A., Larson, E., Gramfort, A. and Jas, M. (2019). MNE-BIDS: Organizing electrophysiological data into the BIDS format and facilitating their analysis. Journal of Open Source Software 4: (1896).https://doi.org/10.21105/joss.01896\nPernet, C. R., Appelhoff, S., Gorgolewski, K. J., Flandin, G., Phillips, C., Delorme, A., Oostenveld, R. (2019). EEG-BIDS, an extension to the brain imaging data structure for electroencephalography. Scientific Data, 6, 103.https://doi.org/10.1038/s41597-019-0104-8","recording_modality":["eeg"],"senior_author":null,"sessions":["test","training"],"size_bytes":430724611756,"source":"nemar","storage":{"backend":"nemar","base":"s3://nemar/nm000225","raw_key":"dataset_description.json","dep_keys":["README","participants.json","participants.tsv"]},"study_design":null,"study_domain":null,"tasks":["sleep"],"timestamps":{"digested_at":"2026-04-30T14:09:11.120740+00:00","dataset_created_at":null,"dataset_modified_at":"2026-04-10T10:05:10Z"},"total_files":1983,"computed_title":"PhysioNet 2018 Challenge: Sleep Arousal Detection PSG (Training)","nchans_counts":[{"val":13,"count":1983}],"sfreq_counts":[{"val":200.0,"count":1983}],"stats_computed_at":"2026-05-01T13:49:34.660008+00:00","total_duration_s":54940432.085,"author_year":"Ghassemi2018"}}