4.8 KiB
4.8 KiB
Fitbit Sleep Summary
Sensor parameters description for [FITBIT_SLEEP_SUMMARY]
:
Key | Description |
---|---|
[CONTAINER] |
Container where your sleep summary data is stored, depending on the data stream you are using this can be a database table, a CSV file, etc. |
RAPIDS provider
!!! info "Available time segments" - Only available for segments that span 1 or more complete days (e.g. Jan 1st 00:00 to Jan 3rd 23:59)
!!! info "File Sequence"
bash - data/raw/{pid}/fitbit_sleep_summary_raw.csv - data/raw/{pid}/fitbit_sleep_summary_with_datetime.csv - data/interim/{pid}/fitbit_sleep_summary_features/fitbit_sleep_summary_{language}_{provider_key}.csv - data/processed/features/{pid}/fitbit_sleep_summary.csv
Parameters description for [FITBIT_SLEEP_SUMMARY][PROVIDERS][RAPIDS]
:
Key | Description |
---|---|
[COMPUTE] |
Set to True to extract FITBIT_SLEEP_SUMMARY features from the RAPIDS provider |
[SLEEP_TYPES] |
Types of sleep to be included in the feature extraction computation. Fitbit provides 3 types of sleep: main , nap , all . |
[FEATURES] |
Features to be computed from sleep summary data, see table below |
Features description for [FITBIT_SLEEP_SUMMARY][PROVIDERS][RAPIDS]
:
Feature | Units | Description |
---|---|---|
countepisodeTYPE | episodes | Number of sleep episodes for a certain sleep type during a time segment. |
avgefficiencyTYPE | scores | Average sleep efficiency for a certain sleep type during a time segment. |
sumdurationafterwakeupTYPE | minutes | Total duration the user stayed in bed after waking up for a certain sleep type during a time segment. |
sumdurationasleepTYPE | minutes | Total sleep duration for a certain sleep type during a time segment. |
sumdurationawakeTYPE | minutes | Total duration the user stayed awake but still in bed for a certain sleep type during a time segment. |
sumdurationtofallasleepTYPE | minutes | Total duration the user spent to fall asleep for a certain sleep type during a time segment. |
sumdurationinbedTYPE | minutes | Total duration the user stayed in bed (sumdurationtofallasleep + sumdurationawake + sumdurationasleep + sumdurationafterwakeup) for a certain sleep type during a time segment. |
avgdurationafterwakeupTYPE | minutes | Average duration the user stayed in bed after waking up for a certain sleep type during a time segment. |
avgdurationasleepTYPE | minutes | Average sleep duration for a certain sleep type during a time segment. |
avgdurationawakeTYPE | minutes | Average duration the user stayed awake but still in bed for a certain sleep type during a time segment. |
avgdurationtofallasleepTYPE | minutes | Average duration the user spent to fall asleep for a certain sleep type during a time segment. |
avgdurationinbedTYPE | minutes | Average duration the user stayed in bed (sumdurationtofallasleep + sumdurationawake + sumdurationasleep + sumdurationafterwakeup) for a certain sleep type during a time segment. |
!!! note "Assumptions/Observations"
1. There are three sleep types (TYPE): `main`, `nap`, `all`. The `all` type contains both main sleep and naps.
2. There are two versions of Fitbit’s sleep API ([version 1](https://dev.fitbit.com/build/reference/web-api/sleep-v1/) and [version 1.2](https://dev.fitbit.com/build/reference/web-api/sleep/)), and each provides raw sleep data in a different format:
- _Count & duration summaries_. `v1` contains `count_awake`, `duration_awake`, `count_awakenings`, `count_restless`, and `duration_restless` fields for every sleep record but `v1.2` does not.
3. _API columns_. Features are computed based on the values provided by Fitbit’s API: `efficiency`, `minutes_after_wakeup`, `minutes_asleep`, `minutes_awake`, `minutes_to_fall_asleep`, `minutes_in_bed`, `is_main_sleep` and `type`.