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Fitbit_sleepStaging_multiLevelML

This dataset contains data collected from 23 participants (9 women; age = 24.8 \pm 4.4 years) using a Fitbit Charge 2 and a medical sleep monitor named Sleep Scope. Each table contains the following 14 columns:

  • label: the sleep stage labelled by Sleep Scope; used as the 'ground truth'. 4=wakefulness, 3=REM sleep, 2=light sleep, 1=deep sleep.
  • epoch: the epoch ID.
  • fitbit_sleep: the sleep stage labelled by Fitbit proprietary algorithm.
  • sex: 0=self-identified female, 1=self-identified male, 2=others.
  • age: the age of the participant.
  • TST: total sleep timg as measured by Fitbit.
  • WASO: total wake time as measured by Fitbit.
  • SE: sleep efficiency as measured by Fitbit.
  • waker: the ratio of wakefulness as measured by Fitbit.
  • lightr: the ratio of light sleep as measured by Fitbit.
  • deepr: the ratio of deep sleep as measured by Fitbit.
  • REMr: the ratio of REM sleep as measured by Fitbit.
  • PSQI: the score of the Pittsburgh Sleep Quality Index (PSQI) questionnaire.

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