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Activity count feature addition #249
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Activity count feature addition #249
simon-p-2000
wants to merge
13
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cbrnr:main
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simon-p-2000:accelerometer_feature_addition
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cbrnr
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Dec 13, 2024
Co-authored-by: Clemens Brunner <clemens.brunner@gmail.com>
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Added the option to download, process and read the activity counts from the mesa dataset. This is done by extending the read_mesa function. The activity counts represent processed accelerometer data and can be used as an additional feature to train the existing classifiers.
The option to download and process the activity counts is integrated into the read_mesa function by a variable activity_source and is set to False by default. As such, unless specified, no activity counts will be used. If either cached activity counts or the actigraphy csv files in the mesa database are used, the SleepRecord which the function returns, contains an additional array with the activity counts for the specified recording.
This new feature is integrated in such a way that it works for both the offline and non offline option provided by the read_mesa function. Since the actigraphy csv files are much smaller than the EDF files, no option to delete the csv files afer downloading them is provided.