Fitbit Steps Intraday¶
Sensor parameters description for [FITBIT_STEPS_INTRADAY]:
| Key | Description |
|---|---|
[CONTAINER] |
Container where your steps intraday data is stored, depending on the data stream you are using this can be a database table, a CSV file, etc. |
[EXCLUDE_SLEEP] |
Step data will be excluded if it was logged during sleep periods when at least one [EXCLUDE] flag is set to True. Sleep can be delimited by (1) a fixed period that repeats on every day if [TIME_BASED][EXCLUDE] is True or (2) by Fitbit summary sleep episodes if [FITBIT_BASED][EXCLUDE] is True. If both are True (3), we use all Fitbit sleep episodes as well as the time-based episodes that do not overlap with any Fitbit episodes. If [TIME_BASED][EXCLUDE] is True, make sure Fitbit sleep summary container points to a valid table or file. |
RAPIDS provider¶
Available time segments
- Available for all time segments
File Sequence
- data/raw/{pid}/fitbit_steps_intraday_raw.csv
- data/raw/{pid}/fitbit_steps_intraday_with_datetime.csv
- data/raw/{pid}/fitbit_sleep_summary_raw.csv (Only when [EXCLUDE_SLEEP][EXCLUDE]=True and [EXCLUDE_SLEEP][TYPE]=FITBIT_BASED)
- data/interim/{pid}/fitbit_steps_intraday_with_datetime_exclude_sleep.csv (Only when [EXCLUDE_SLEEP][EXCLUDE]=True)
- data/interim/{pid}/fitbit_steps_intraday_features/fitbit_steps_intraday_{language}_{provider_key}.csv
- data/processed/features/{pid}/fitbit_steps_intraday.csv
Parameters description for [FITBIT_STEPS_INTRADAY][PROVIDERS][RAPIDS]:
| Key | Description |
|---|---|
[COMPUTE] |
Set to True to extract FITBIT_STEPS_INTRADAY features from the RAPIDS provider |
[FEATURES] |
Features to be computed from steps intraday data, see table below |
[THRESHOLD_ACTIVE_BOUT] |
Every minute with Fitbit steps data wil be labelled as sedentary if its step count is below this threshold, otherwise, active. |
[INCLUDE_ZERO_STEP_ROWS] |
Whether or not to include time segments with a 0 step count during the whole day. |
Features description for [FITBIT_STEPS_INTRADAY][PROVIDERS][RAPIDS]:
| Feature | Units | Description |
|---|---|---|
| sumsteps | steps | The total step count during a time segment. |
| maxsteps | steps | The maximum step count during a time segment. |
| minsteps | steps | The minimum step count during a time segment. |
| avgsteps | steps | The average step count during a time segment. |
| stdsteps | steps | The standard deviation of step count during a time segment. |
| countepisodesedentarybout | bouts | Number of sedentary bouts during a time segment. |
| sumdurationsedentarybout | minutes | Total duration of all sedentary bouts during a time segment. |
| maxdurationsedentarybout | minutes | The maximum duration of any sedentary bout during a time segment. |
| mindurationsedentarybout | minutes | The minimum duration of any sedentary bout during a time segment. |
| avgdurationsedentarybout | minutes | The average duration of sedentary bouts during a time segment. |
| stddurationsedentarybout | minutes | The standard deviation of the duration of sedentary bouts during a time segment. |
| countepisodeactivebout | bouts | Number of active bouts during a time segment. |
| sumdurationactivebout | minutes | Total duration of all active bouts during a time segment. |
| maxdurationactivebout | minutes | The maximum duration of any active bout during a time segment. |
| mindurationactivebout | minutes | The minimum duration of any active bout during a time segment. |
| avgdurationactivebout | minutes | The average duration of active bouts during a time segment. |
| stddurationactivebout | minutes | The standard deviation of the duration of active bouts during a time segment. |
Assumptions/Observations
- Active and sedentary bouts. If the step count per minute is smaller than
THRESHOLD_ACTIVE_BOUT(default value is 10), that minute is labelled as sedentary, otherwise, is labelled as active. Active and sedentary bouts are periods of consecutive minutes labelled asactiveorsedentary.