sleepless.data.MASS#

Montreal Archive of Sleep Studies (MASS)

This cohort comprises polysomnograms of 200 complete nights recorded (SS1-SS5: 97 males aged 42.9 ± 19.8 years and 103 females aged 38.3 ± 18.9 years; total sample 40.6 ± 19.4 years, age range: 18-76 years).

All recordings feature a sampling frequency of 256 Hz and an electroencephalography (EEG) montage of 4-20 channels plus standard electro-oculography (EOG), electromyography (EMG), electrocardiogra- phy (ECG) and respiratory signals.

SS1 contains 53 recording of 53 different patients

SS2 contains 29 recording of 29 different patients

SS3 contains 62 recording of 62 different patients

SS4 contains 40 recording of 40 different patients

SS5 contains 26 recording of 26 different patients

  • Reference: [MASS-2014]

  • Protocol ss1_subset:

    • Train split: 33 (from SS1 subset)

    • Validation split: 10 (from SS1 subset)

    • Test split: 10 (from SS1 subset)

  • Protocol ss2_subset:

    • Train split: 11 (from SS2 subset)

    • Validation split: 4 (from SS2 subset)

    • Test split: 4 (from SS2 subset)

  • Protocol ss3_subset:

    • Train split: 38 (from SS3 subset)

    • Validation split: 12 (from SS3 subset)

    • Test split: 12 (from SS3 subset)

  • Protocol ss4_subset:

    • Train split: 24 (from SS4 subset)

    • Validation split: 8 (from SS4 subset)

    • Test split: 8 (from SS4 subset)

  • Protocol ss5_subset:

    • Train split: 16 (from SS5 subset)

    • Validation split: 5 (from SS5 subset)

    • Test split: 5 (from SS5 subset)

Module Attributes

dataset

MASS dataset object.

Classes

LoaderMass(transform_parameters, csv_subset, ...)

class sleepless.data.MASS.LoaderMass(transform_parameters, csv_subset, protocol_name)[source]#

Bases: Loader

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

MASS dataset object.