4.8 KiB
Fitbit Steps Summary
Sensor parameters description for [FITBIT_STEPS_SUMMARY]
:
Key | Description |
---|---|
[TABLE] |
Database table name or file path where the steps summary data is stored. The configuration keys in Device Data Source Configuration control whether this parameter is interpreted as table or file. |
The format of the column(s) containing the Fitbit sensor data can be JSON
or PLAIN_TEXT
. The data in JSON
format is obtained directly from the Fitbit API. We support PLAIN_TEXT
in case you already parsed your data and don't have access to your participants' Fitbit accounts anymore. If your data is in JSON
format then summary and intraday data come packed together.
We provide examples of the input format that RAPIDS expects, note that both examples for JSON
and PLAIN_TEXT
are tabular and the actual format difference comes in the fitbit_data
column (we truncate the JSON
example for brevity).
??? example "Example of the structure of source data"
=== "JSON"
|device_id |fitbit_data |
|---------------------------------------- |--------------------------------------------------------- |
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |"activities-steps":[{"dateTime":"2020-10-07","value":"1775"}],"activities-steps-intraday":{"dataset":[{"time":"00:00:00","value":5},{"time":"00:01:00","value":3},{"time":"00:02:00","value":0},...],"datasetInterval":1,"datasetType":"minute"}}
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |"activities-steps":[{"dateTime":"2020-10-08","value":"3201"}],"activities-steps-intraday":{"dataset":[{"time":"00:00:00","value":14},{"time":"00:01:00","value":11},{"time":"00:02:00","value":10},...],"datasetInterval":1,"datasetType":"minute"}}
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |"activities-steps":[{"dateTime":"2020-10-09","value":"998"}],"activities-steps-intraday":{"dataset":[{"time":"00:00:00","value":0},{"time":"00:01:00","value":0},{"time":"00:02:00","value":0},...],"datasetInterval":1,"datasetType":"minute"}}
=== "PLAIN_TEXT"
|device_id |local_date_time |steps |
|-------------------------------------- |---------------------- |--------- |
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |2020-10-07 |1775 |
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |2020-10-08 |3201 |
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |2020-10-09 |998 |
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_steps_summary_raw.csv - data/raw/{pid}/fitbit_steps_summary_parsed.csv - data/raw/{pid}/fitbit_steps_summary_parsed_with_datetime.csv - data/interim/{pid}/fitbit_steps_summary_features/fitbit_steps_summary_{language}_{provider_key}.csv - data/processed/features/{pid}/fitbit_steps_summary.csv
Parameters description for [FITBIT_STEPS_SUMMARY][PROVIDERS][RAPIDS]
:
Key | Description |
---|---|
[COMPUTE] |
Set to True to extract FITBIT_STEPS_SUMMARY features from the RAPIDS provider |
[FEATURES] |
Features to be computed from steps summary data, see table below |
Features description for [FITBIT_STEPS_SUMMARY][PROVIDERS][RAPIDS]
:
Feature | Units | Description |
---|---|---|
maxsumsteps | steps | The maximum daily step count during a time segment. |
minsumsteps | steps | The minimum daily step count during a time segment. |
avgsumsteps | steps | The average daily step count during a time segment. |
mediansumsteps | steps | The median of daily step count during a time segment. |
stdsumsteps | steps | The standard deviation of daily step count during a time segment. |
!!! note "Assumptions/Observations"
NA