{"url":"/dataset/moda-dataset","name":"MODA dataset","full_name":"Massive Online Data Annotation Spindle Dataset","description_markdown":"MODA is a large open-source dataset of high quality, human-scored sleep spindles (5342 spindles, from 180 subjects) that was produced by the Massive Online Data Annotation project. Sleep spindles were detected as a consensus of a number of human-expert scorers. With a median number of 5 experts scoring every EEG segment, MODA offers sleep spindle annotations of a quality unseen in previous datasets.\r\n\r\nThe dataset was described and introduced in the following publication:\r\n\r\nLacourse, K., Yetton, B., Mednick, S. et al. Massive online data annotation, crowdsourcing to generate high quality sleep spindle annotations from EEG data. Sci Data 7, 190 (2020). https://doi.org/10.1038/s41597-020-0533-4","description_withheld":null,"homepage":"https://doi.org/10.17605/OSF.IO/8BMA7","introduced_date":"2020-06-19","introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[{"name":"Medical","url":"/datasets/modality/medical"},{"name":"EEG","url":"/datasets/modality/eeg"}],"tasks":[{"name":"Spindle Detection","url":"/task/spindle-detection","datasets_with_task":"/datasets/task/spindle-detection"},{"name":"Sleep spindles detection","url":"/task/sleep-spindles-detection","datasets_with_task":"/datasets/task/sleep-spindles-detection"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["MODA dataset"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/spindle-detection-on-moda-dataset","task":"Spindle Detection","dataset_variant":"MODA dataset","rows":1,"metrics":["F1-score (@IoU = 0.2, all age groups)","F1-score (@IoU = 0.2, older individuals)","F1-score (@IoU = 0.2, young individuals)"],"first_row_in_archive_order":{"model":"SUMO","paper":"/paper/sumo-advanced-sleep-spindle-identification","metrics":{"F1-score (@IoU = 0.2, all age groups)":"0.82","F1-score (@IoU = 0.2, older individuals)":"0.79","F1-score (@IoU = 0.2, young individuals)":"0.84"},"code_links":[{"title":"dslaborg/sumo","url":"https://github.com/dslaborg/sumo"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/sumo-advanced-sleep-spindle-identification","title":"Advanced sleep spindle identification with neural networks","date":"2022-02-06","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}