sleepless.data.EDF#

Sleep-EDF (expanded) dataset for sleep analysis.

The database includes 197 all night PSGs recording in 2 subsets (SC and ST):

ST contains 44 PSG (9-hours-night) of 22 Caucasian (between 18-79 years old), healthy (without medication) but with difficulty to fall asleep.

SC contains 153 PSG (20 hours) of 78 Caucasian (between 25-101 years old), healthy (without medication)

  • Reference: [SLEEP_EDF-2018]

  • Protocol st_subset:

    • Train split: 28 (from ST subset)

    • Validation split: 8 (from ST subset)

    • Test split: 8 (from ST subset)

  • Protocol sc_subset:

    • Train split: 97 (from Sc subset)

    • Validation split: 28 (from SC subset)

    • Test split: 28 (from SC subset)

Module Attributes

dataset

Sleep-EDF dataset object.

Classes

LoaderEdf(transform_parameters, csv_subset, ...)

class sleepless.data.EDF.LoaderEdf(transform_parameters, csv_subset, protocol_name)[source]#

Bases: Loader

sleepless.data.EDF.dataset = <sleepless.data.dataset.JSONDataset object>#

Sleep-EDF dataset object.