mne.datasets.sleep_physionet.age.fetch_data#

mne.datasets.sleep_physionet.age.fetch_data(subjects, recording=(1, 2), path=None, force_update=False, base_url='https://physionet.org/physiobank/database/sleep-edfx/sleep-cassette/', on_missing='raise', *, verbose=None)[source]#

Get paths to local copies of PhysioNet Polysomnography dataset files.

This will fetch data from the publicly available subjects from PhysioNet’s study of age effects on sleep in healthy subjects 12. This corresponds to a subset of 153 recordings from 37 males and 41 females that were 25-101 years old at the time of the recordings. There are two night recordings per subject except for subjects 13, 36 and 52 which have one record missing each due to missing recording hardware.

See more details in physionet website.

Parameters
subjectslist of int

The subjects to use. Can be in the range of 0-82 (inclusive), however the following subjects are not available: 39, 68, 69, 78 and 79.

recordinglist of int

The night recording indices. Valid values are : [1], [2], or [1, 2]. The following recordings are not available: recording 1 for subject 36 and 52, and recording 2 for subject 13.

pathNone | str

Location of where to look for the PhysioNet data storing location. If None, the environment variable or config parameter PHYSIONET_SLEEP_PATH is used. If it doesn’t exist, the “~/mne_data” directory is used. If the Polysomnography dataset is not found under the given path, the data will be automatically downloaded to the specified folder.

force_updatebool

Force update of the dataset even if a local copy exists.

base_urlstr

The URL root.

on_missing‘raise’ | ‘warn’ | ‘ignore’

What to do if one or several recordings are not available. Valid keys are ‘raise’ | ‘warn’ | ‘ignore’. Default is ‘error’. If on_missing is ‘warn’ it will proceed but warn, if ‘ignore’ it will proceed silently.

verbosebool | str | int | None

Control verbosity of the logging output. If None, use the default verbosity level. See the logging documentation and mne.verbose() for details. Should only be passed as a keyword argument.

Returns
pathslist

List of local data paths of the given type.

Notes

For example, one could do:

>>> from mne.datasets import sleep_physionet
>>> sleep_physionet.age.fetch_data(subjects=[0])  

This would download data for subject 0 if it isn’t there already.

References

1

M. S. Mourtazaev, B. Kemp, A. H. Zwinderman, and H. A. C. Kamphuisen. Age and gender affect different characteristics of slow waves in the sleep EEG. Sleep, 18(7):557–564, 1995. doi:10.1093/sleep/18.7.557.

2

Ary L. Goldberger, Luis A. N. Amaral, Leon Glass, Jeffrey M. Hausdorff, Plamen Ch. Ivanov, Roger G. Mark, Joseph E. Mietus, George B. Moody, Chung-Kang Peng, and H. Eugene Stanley. PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation, 2000. doi:10.1161/01.CIR.101.23.e215.

Examples using mne.datasets.sleep_physionet.age.fetch_data#

Sleep stage classification from polysomnography (PSG) data

Sleep stage classification from polysomnography (PSG) data

Sleep stage classification from polysomnography (PSG) data