5.4 KiB
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
!!! info "Available time segments" - Available for all time segments
!!! info "File Sequence"
bash - 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 |
[REFERENCE_HOUR] |
The reference point from which firststeptime or laststeptime is to be computed, default is midnight |
[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. |
firststeptime | minutes | Minutes until the first non-zero step count. |
laststeptime | minutes | Minutes until the last non-zero step count. |
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. |
!!! note "Assumptions/Observations"
1. _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 as `active` or `sedentary`.