6.9 KiB
Fitbit Heart Rate Intraday
Sensor parameters description for [FITBIT_HEARTRATE_INTRADAY]
:
Key | Description |
---|---|
[TABLE] |
Database table name or file path where the heart rate intraday 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-heart":[{"dateTime":"2020-10-07","value":{"customHeartRateZones":[],"heartRateZones":[{"caloriesOut":1200.6102,"max":88,"min":31,"minutes":1058,"name":"Out of Range"},{"caloriesOut":760.3020,"max":120,"min":86,"minutes":366,"name":"Fat Burn"},{"caloriesOut":15.2048,"max":146,"min":120,"minutes":2,"name":"Cardio"},{"caloriesOut":0,"max":221,"min":148,"minutes":0,"name":"Peak"}],"restingHeartRate":72}}],"activities-heart-intraday":{"dataset":[{"time":"00:00:00","value":68},{"time":"00:01:00","value":67},{"time":"00:02:00","value":67},...],"datasetInterval":1,"datasetType":"minute"}}
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |{"activities-heart":[{"dateTime":"2020-10-08","value":{"customHeartRateZones":[],"heartRateZones":[{"caloriesOut":1100.1120,"max":89,"min":30,"minutes":921,"name":"Out of Range"},{"caloriesOut":660.0012,"max":118,"min":82,"minutes":361,"name":"Fat Burn"},{"caloriesOut":23.7088,"max":142,"min":108,"minutes":3,"name":"Cardio"},{"caloriesOut":0,"max":221,"min":148,"minutes":0,"name":"Peak"}],"restingHeartRate":70}}],"activities-heart-intraday":{"dataset":[{"time":"00:00:00","value":77},{"time":"00:01:00","value":75},{"time":"00:02:00","value":73},...],"datasetInterval":1,"datasetType":"minute"}}
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |{"activities-heart":[{"dateTime":"2020-10-09","value":{"customHeartRateZones":[],"heartRateZones":[{"caloriesOut":750.3615,"max":77,"min":30,"minutes":851,"name":"Out of Range"},{"caloriesOut":734.1516,"max":107,"min":77,"minutes":550,"name":"Fat Burn"},{"caloriesOut":131.8579,"max":130,"min":107,"minutes":29,"name":"Cardio"},{"caloriesOut":0,"max":220,"min":130,"minutes":0,"name":"Peak"}],"restingHeartRate":69}}],"activities-heart-intraday":{"dataset":[{"time":"00:00:00","value":90},{"time":"00:01:00","value":89},{"time":"00:02:00","value":88},...],"datasetInterval":1,"datasetType":"minute"}}
=== "PLAIN_TEXT"
All columns are mandatory, however, all except `device_id` and `local_date_time` can be empty if you don't have that data. Just have in mind that some features will be empty if some of these columns are empty.
|device_id |local_date_time |heartrate |heartrate_zone |
|-------------------------------------- |---------------------- |--------- |--------------- |
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |2020-10-07 00:00:00 |68 |outofrange |
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |2020-10-07 00:01:00 |67 |outofrange |
|a748ee1a-1d0b-4ae9-9074-279a2b6ba524 |2020-10-07 00:02:00 |67 |outofrange |
RAPIDS provider
!!! info "Available time segments" - Available for all time segments
!!! info "File Sequence"
bash - data/raw/{pid}/fitbit_heartrate_intraday_raw.csv - data/raw/{pid}/fitbit_heartrate_intraday_parsed.csv - data/raw/{pid}/fitbit_heartrate_intraday_parsed_with_datetime.csv - data/interim/{pid}/fitbit_heartrate_intraday_features/fitbit_heartrate_intraday_{language}_{provider_key}.csv - data/processed/features/{pid}/fitbit_heartrate_intraday.csv
Parameters description for [FITBIT_HEARTRATE_INTRADAY][PROVIDERS][RAPIDS]
:
Key | Description |
---|---|
[COMPUTE] |
Set to True to extract FITBIT_HEARTRATE_INTRADAY features from the RAPIDS provider |
[FEATURES] |
Features to be computed from heart rate intraday data, see table below |
Features description for [FITBIT_HEARTRATE_INTRADAY][PROVIDERS][RAPIDS]
:
Feature | Units | Description |
---|---|---|
maxhr | beats/mins | The maximum heart rate during a time segment. |
minhr | beats/mins | The minimum heart rate during a time segment. |
avghr | beats/mins | The average heart rate during a time segment. |
medianhr | beats/mins | The median of heart rate during a time segment. |
modehr | beats/mins | The mode of heart rate during a time segment. |
stdhr | beats/mins | The standard deviation of heart rate during a time segment. |
diffmaxmodehr | beats/mins | The difference between the maximum and mode heart rate during a time segment. |
diffminmodehr | beats/mins | The difference between the mode and minimum heart rate during a time segment. |
entropyhr | nats | Shannon’s entropy measurement based on heart rate during a time segment. |
minutesonZONE | minutes | Number of minutes the user’s heart rate fell within each heartrate_zone during a time segment. |
!!! note "Assumptions/Observations"
1. There are four heart rate zones (ZONE): ``outofrange``, ``fatburn``, ``cardio``, and ``peak``. Please refer to [Fitbit documentation](https://help.fitbit.com/articles/en_US/Help_article/1565.htm) for more information about the way they are computed.