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RAPIDS
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Fitbit Steps Summary
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Initializing search
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carissalow/rapids
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RAPIDS
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carissalow/rapids
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Home
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Setup
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Setup
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File Structure
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Installation
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Configuration
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Execution
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Example Workflows
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Example Workflows
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< li class = "md-nav__item" >
< a href = "../../workflow-examples/minimal/" class = "md-nav__link" >
Minimal
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< li class = "md-nav__item" >
< a href = "../../workflow-examples/analysis/" class = "md-nav__link" >
Analysis
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< li class = "md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested" >
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Behavioral Features
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< nav class = "md-nav" aria-label = "Behavioral Features" data-md-level = "1" >
< label class = "md-nav__title" for = "nav-4" >
< span class = "md-nav__icon md-icon" > < / span >
Behavioral Features
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< li class = "md-nav__item" >
< a href = "../feature-introduction/" class = "md-nav__link" >
Introduction
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< li class = "md-nav__item md-nav__item--nested" >
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< label class = "md-nav__link" for = "nav-4-2" >
Phone
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< nav class = "md-nav" aria-label = "Phone" data-md-level = "2" >
< label class = "md-nav__title" for = "nav-4-2" >
< span class = "md-nav__icon md-icon" > < / span >
Phone
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< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../phone-accelerometer/" class = "md-nav__link" >
Phone Accelerometer
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< li class = "md-nav__item" >
< a href = "../phone-activity-recognition/" class = "md-nav__link" >
Phone Activity Recognition
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< a href = "../phone-applications-crashes/" class = "md-nav__link" >
Phone Applications Crashes
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< a href = "../phone-applications-foreground/" class = "md-nav__link" >
Phone Applications Foreground
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< a href = "../phone-applications-notifications/" class = "md-nav__link" >
Phone Applications Notifications
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< a href = "../phone-aware-log/" class = "md-nav__link" >
Phone Aware Log
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< a href = "../phone-battery/" class = "md-nav__link" >
Phone Battery
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< a href = "../phone-bluetooth/" class = "md-nav__link" >
Phone Bluetooth
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< li class = "md-nav__item" >
< a href = "../phone-calls/" class = "md-nav__link" >
Phone Calls
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< a href = "../phone-conversation/" class = "md-nav__link" >
Phone Conversation
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< li class = "md-nav__item" >
< a href = "../phone-data-yield/" class = "md-nav__link" >
Phone Data Yield
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< li class = "md-nav__item" >
< a href = "../phone-keyboard/" class = "md-nav__link" >
Phone Keyboard
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< a href = "https://github.com/carissalow/rapids/edit/master/docs/features/fitbit-steps-summary.md" title = "Edit this page" class = "md-content__button md-icon" >
< 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 >
< / a >
< h1 id = "fitbit-steps-summary" > Fitbit Steps Summary< a class = "headerlink" href = "#fitbit-steps-summary" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [FITBIT_STEPS_SUMMARY]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [TABLE]< / code > < / td >
< td > Database table name or file path where the steps summary 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 >
< / tr >
< / tbody >
< / table >
< 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 >
< 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-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” }}< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > “ 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” }}< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > “ 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” }}< / 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" >
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< p > All columns are mandatory.< / p >
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< table >
< thead >
< tr >
< th > device_id< / th >
< th > local_date_time< / th >
< th > steps< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-07< / td >
< td > 1775< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-08< / td >
< td > 3201< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-09< / td >
< td > 998< / 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" >
< p class = "admonition-title" > Available time segments< / p >
< ul >
< li > Only available for segments that span 1 or more complete days (e.g. Jan 1< sup > st< / sup > 00:00 to Jan 3< sup > rd< / sup > 23:59)< / li >
< / 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_steps_summary_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_steps_summary_parsed.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_steps_summary_parsed_with_datetime.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_steps_summary_features/fitbit_steps_summary_< 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_steps_summary.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [FITBIT_STEPS_SUMMARY][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_STEPS_SUMMARY< / code > features from the < code > RAPIDS< / code > provider< / td >
< / tr >
< tr >
< td > < code > [FEATURES]< / code > < / td >
< td > Features to be computed from steps summary data, see table below< / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [FITBIT_STEPS_SUMMARY][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > maxsumsteps< / td >
< td > steps< / td >
< td > The maximum daily step count during a time segment.< / td >
< / tr >
< tr >
< td > minsumsteps< / td >
< td > steps< / td >
< td > The minimum daily step count during a time segment.< / td >
< / tr >
< tr >
< td > avgsumsteps< / td >
< td > steps< / td >
< td > The average daily step count during a time segment.< / td >
< / tr >
< tr >
< td > mediansumsteps< / td >
< td > steps< / td >
< td > The median of daily step count during a time segment.< / td >
< / tr >
< tr >
< td > stdsumsteps< / td >
< td > steps< / td >
< td > The standard deviation of daily step count during a time segment.< / td >
< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< p > NA< / p >
< / div >
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