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RAPIDS
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Fitbit Heart Rate Intraday
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Setup
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Configuration
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Example Workflows
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Example Workflows
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Minimal
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Analysis
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Behavioral Features
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Behavioral Features
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Phone
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Phone
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Phone Activity Recognition
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Phone Applications Foreground
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Phone Battery
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Phone Bluetooth
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Phone Calls
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Phone Conversation
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Phone Data Yield
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Phone Screen
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Phone WiFI Connected
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Phone WiFI Visible
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Fitbit
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Fitbit
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Fitbit Heart Rate Summary
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Fitbit Heart Rate Intraday
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Fitbit Heart Rate Intraday
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Table of contents
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RAPIDS provider
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Fitbit Sleep Summary
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Fitbit Steps Summary
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Fitbit Steps Intraday
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< svg xmlns = "http://www.w3.org/2000/svg" viewBox = "0 0 24 24" > < path d = "M20.71 7.04c.39-.39.39-1.04 0-1.41l-2.34-2.34c-.37-.39-1.02-.39-1.41 0l-1.84 1.83 3.75 3.75M3 17.25V21h3.75L17.81 9.93l-3.75-3.75L3 17.25z" / > < / svg >
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< h1 id = "fitbit-heart-rate-intraday" > Fitbit Heart Rate Intraday< a class = "headerlink" href = "#fitbit-heart-rate-intraday" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [FITBIT_HEARTRATE_INTRADAY]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [TABLE]< / code > < / td >
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< td > Database table name or file path where the heart rate intraday data is stored. The configuration keys in < a href = "../../setup/configuration/#device-data-source-configuration" > Device Data Source Configuration< / a > control whether this parameter is interpreted as table or file.< / td >
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< / tr >
< / tbody >
< / table >
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< p > The format of the column(s) containing the Fitbit sensor data can be < code > JSON< / code > or < code > PLAIN_TEXT< / code > . The data in < code > JSON< / code > format is obtained directly from the Fitbit API. We support < code > PLAIN_TEXT< / code > in case you already parsed your data and don’ t have access to your participants’ Fitbit accounts anymore. If your data is in < code > JSON< / code > format then summary and intraday data come packed together. < / p >
< p > We provide examples of the input format that RAPIDS expects, note that both examples for < code > JSON< / code > and < code > PLAIN_TEXT< / code > are tabular and the actual format difference comes in the < code > fitbit_data< / code > column (we truncate the < code > JSON< / code > example for brevity).< / p >
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< details class = "example" > < summary > Example of the structure of source data< / summary > < div class = "tabbed-set" data-tabs = "1:2" > < input checked = "checked" id = "__tabbed_1_1" name = "__tabbed_1" type = "radio" / > < label for = "__tabbed_1_1" > JSON< / label > < div class = "tabbed-content" >
< table >
< thead >
< tr >
< th > device_id< / th >
< th > fitbit_data< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > {“ 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” }}< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > {“ 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” }}< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > {“ 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” }}< / td >
< / tr >
< / tbody >
< / table >
< / div >
< input id = "__tabbed_1_2" name = "__tabbed_1" type = "radio" / > < label for = "__tabbed_1_2" > PLAIN_TEXT< / label > < div class = "tabbed-content" >
< table >
< thead >
< tr >
< th > device_id< / th >
< th > local_date_time< / th >
< th > heartrate< / th >
< th > heartrate_zone< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-07 00:00:00< / td >
< td > 68< / td >
< td > outofrange< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-07 00:01:00< / td >
< td > 67< / td >
< td > outofrange< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-07 00:02:00< / td >
< td > 67< / td >
< td > outofrange< / td >
< / tr >
< / tbody >
< / table >
< / div >
< / div >
< / details >
< h2 id = "rapids-provider" > RAPIDS provider< a class = "headerlink" href = "#rapids-provider" title = "Permanent link" > ¶ < / a > < / h2 >
< div class = "admonition info" >
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< p class = "admonition-title" > Available time segments< / p >
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< ul >
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< li > Available for all time segments< / li >
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< / ul >
< / div >
< div class = "admonition info" >
< p class = "admonition-title" > File Sequence< / p >
< div class = "highlight" > < pre > < span > < / span > < code > - data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_heartrate_intraday_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_heartrate_intraday_parsed.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_heartrate_intraday_parsed_with_datetime.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_heartrate_intraday_features/fitbit_heartrate_intraday_< span class = "o" > {< / span > language< span class = "o" > }< / span > _< span class = "o" > {< / span > provider_key< span class = "o" > }< / span > .csv
- data/processed/features/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_heartrate_intraday.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [FITBIT_HEARTRATE_INTRADAY][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [COMPUTE]< / code > < / td >
< td > Set to < code > True< / code > to extract < code > FITBIT_HEARTRATE_INTRADAY< / code > features from the < code > RAPIDS< / code > provider< / td >
< / tr >
< tr >
< td > < code > [FEATURES]< / code > < / td >
< td > Features to be computed from heart rate intraday data, see table below< / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [FITBIT_HEARTRATE_INTRADAY][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > maxhr< / td >
< td > beats/mins< / td >
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< td > The maximum heart rate during a time segment.< / td >
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< / tr >
< tr >
< td > minhr< / td >
< td > beats/mins< / td >
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< td > The minimum heart rate during a time segment.< / td >
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< / tr >
< tr >
< td > avghr< / td >
< td > beats/mins< / td >
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< td > The average heart rate during a time segment.< / td >
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< / tr >
< tr >
< td > medianhr< / td >
< td > beats/mins< / td >
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< td > The median of heart rate during a time segment.< / td >
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< / tr >
< tr >
< td > modehr< / td >
< td > beats/mins< / td >
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< td > The mode of heart rate during a time segment.< / td >
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< / tr >
< tr >
< td > stdhr< / td >
< td > beats/mins< / td >
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< td > The standard deviation of heart rate during a time segment.< / td >
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< / tr >
< tr >
< td > diffmaxmodehr< / td >
< td > beats/mins< / td >
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< td > The difference between the maximum and mode heart rate during a time segment.< / td >
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< / tr >
< tr >
< td > diffminmodehr< / td >
< td > beats/mins< / td >
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< td > The difference between the mode and minimum heart rate during a time segment.< / td >
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< / tr >
< tr >
< td > entropyhr< / td >
< td > nats< / td >
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< td > Shannon’ < / td >
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< / tr >
< tr >
< td > minutesonZONE< / td >
< td > minutes< / td >
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< td > Number of minutes the user’ < code > heartrate_zone< / code > during a time segment.< / td >
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< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li > There are four heart rate zones (ZONE): < code > outofrange< / code > , < code > fatburn< / code > , < code > cardio< / code > , and < code > peak< / code > . Please refer to < a href = "https://help.fitbit.com/articles/en_US/Help_article/1565.htm" > Fitbit documentation< / a > for more information about the way they are computed.< / li >
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