sleepscoring {hdMTD}R Documentation

Data with sleeping patterns

Description

The dataset contains 136,925 rows and 7 columns, representing the sleeping patterns of 151 patients over the course of one night, with measurements taken at 30-second intervals. It is a collection of 151 whole-night polysomno-graphic (PSG) sleep recordings (85 Male, 66 Female, mean age of 53.9 ± 15.4) collected during 2018 at the Haaglanden Medisch Centrum (HMC, The Netherlands) sleep center.

Usage

sleepscoring

Format

A tbl_df object with 136,925 rows representing the sleeping patterns of 151 patients.

Patient

Identifies the patient.

Date

Date when the measurements where made.

Time

Time each measurement was made.

Recorging.onset

Time, in seconds, since the beginning of the recordings.

Duration

The duration of each lag between recordings, in seconds.

SleepStage

The annotated sleeping stage. 'W' refers to wakefulness, 'R' to REM sleep, and 'N1', 'N2', and 'N3' refer to non-REM stages 1, 2, and 3 respectively.

ConscientLevel

A measurement of the level of consciousness during different sleep stages. 0 indicates Wake, 1 represents REM sleep, and 2, 3, and 4 correspond to N1, N2, and N3 stages respectively.

Source

Alvarez-Estevez, D. & Rijsman, R. M. (2022). Haaglanden Medisch Centrum sleep staging database (version 1.1). PhysioNet. doi:10.13026/t79q-fr32

Alvarez-Estevez, D. & Rijsman, R. M. (2021). Inter-database validation of a deep learning approach for automatic sleep scoring. PLOS ONE, 16(8), 1-27. doi:10.1371/journal.pone.0256111

Goldberger, A. L., Amaral, L. A. N., Glass, L., Hausdorff, J. M., Ivanov, P. C., Mark, R. G., Mietus, J. E., Moody, G. B., Peng, C. K. & Stanley, H. E. (2000). PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation, 101(23), e215-e220. doi:10.1161/01.CIR.101.23.e215

Examples

data(sleepscoring)

[Package hdMTD version 0.1.0 Index]