sleepless.configs.datasets.MASS.ss3_filtered_fpz_cz

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.

In this protocol all the raw data have been filtered with a pass band filter [0.3,30] Hz. Fpz-LER and Cz-LER have been computed respectively using the mean of (Fp1-LER and Fp2-LER), (C3-LER and C4-LER). Then 2 Bipolar reference have been computed Fpz-Cz (Fpz-LER and Cz-LER) and Pz-Oz (Fpz-LER and Cz-LER)

• Reference: [MASS-2014]

• Protocol ss3-filtered-fpz-cz:

  • Train split: 38 (from SS3 subset)

  • Validation split: 12 (from SS3 subset)

  • Test split: 12 (from SS3 subset)

from . import raw

dataset = raw.subsets("ss3-filtered-fpz-cz-100Hz")

dataset_as_test = {
    "mass_ss3_train": dataset["train"],
    "mass_ss3_validation": dataset["validation"],
    "mass_ss3_test": dataset["test"],
}