2020-11-09 18:42:20 +01:00
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RAPIDS
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Phone Accelerometer
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Initializing search
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carissalow/rapids
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< a href = "../.." title = "RAPIDS" class = "md-nav__button md-logo" aria-label = "RAPIDS" >
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RAPIDS
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< div class = "md-nav__source" >
< a href = "https://github.com/carissalow/rapids/" title = "Go to repository" class = "md-source" >
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carissalow/rapids
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< li class = "md-nav__item" >
< a href = "../.." class = "md-nav__link" >
Home
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< input class = "md-nav__toggle md-toggle" data-md-toggle = "nav-2" type = "checkbox" id = "nav-2" >
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Setup
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< nav class = "md-nav" aria-label = "Setup" data-md-level = "1" >
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Setup
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< ul class = "md-nav__list" data-md-scrollfix >
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< a href = "../../file-structure/" class = "md-nav__link" >
File Structure
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Installation
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Initial Configuration
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Execution
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Example Workflows
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< nav class = "md-nav" aria-label = "Example Workflows" data-md-level = "1" >
< label class = "md-nav__title" for = "nav-3" >
< span class = "md-nav__icon md-icon" > < / span >
Example Workflows
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< ul class = "md-nav__list" data-md-scrollfix >
< li class = "md-nav__item" >
< a href = "../../workflow-examples/minimal/" class = "md-nav__link" >
Minimal
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< li class = "md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "nav-4" type = "checkbox" id = "nav-4" checked >
< label class = "md-nav__link" for = "nav-4" >
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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< ul class = "md-nav__list" data-md-scrollfix >
< li class = "md-nav__item" >
< a href = "../feature-introduction/" class = "md-nav__link" >
Introduction
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< / li >
< li class = "md-nav__item md-nav__item--active md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "nav-4-2" type = "checkbox" id = "nav-4-2" checked >
< label class = "md-nav__link" for = "nav-4-2" >
Phone
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< 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
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
< li class = "md-nav__item md-nav__item--active" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "toc" type = "checkbox" id = "__toc" >
< label class = "md-nav__link md-nav__link--active" for = "__toc" >
Phone Accelerometer
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< a href = "./" class = "md-nav__link md-nav__link--active" >
Phone Accelerometer
< / a >
< nav class = "md-nav md-nav--secondary" aria-label = "Table of contents" >
< label class = "md-nav__title" for = "__toc" >
< span class = "md-nav__icon md-icon" > < / span >
Table of contents
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< ul class = "md-nav__list" data-md-scrollfix >
< li class = "md-nav__item" >
< a href = "#rapids-provider" class = "md-nav__link" >
RAPIDS provider
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "#panda-provider" class = "md-nav__link" >
PANDA provider
< / a >
< / li >
< / ul >
< / nav >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-activity-recognition/" class = "md-nav__link" >
Phone Activity Recognition
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-applications-foreground/" class = "md-nav__link" >
Phone Applications Foreground
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-battery/" class = "md-nav__link" >
Phone Battery
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-bluetooth/" class = "md-nav__link" >
Phone Bluetooth
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-calls/" class = "md-nav__link" >
Phone Calls
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-conversation/" class = "md-nav__link" >
Phone Conversation
< / a >
< / li >
2020-11-26 01:43:05 +01:00
< li class = "md-nav__item" >
< a href = "../phone-data-yield/" class = "md-nav__link" >
Phone Data Yield
< / a >
< / li >
2020-11-09 18:42:20 +01:00
< li class = "md-nav__item" >
< a href = "../phone-light/" class = "md-nav__link" >
Phone Light
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-locations/" class = "md-nav__link" >
Phone Locations
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-messages/" class = "md-nav__link" >
Phone Messages
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-screen/" class = "md-nav__link" >
Phone Screen
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-wifi-connected/" class = "md-nav__link" >
Phone WiFI Connected
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../phone-wifi-visible/" class = "md-nav__link" >
Phone WiFI Visible
< / a >
< / li >
< / ul >
< / nav >
< / li >
2020-11-19 18:31:39 +01:00
< li class = "md-nav__item md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "nav-4-3" type = "checkbox" id = "nav-4-3" >
< label class = "md-nav__link" for = "nav-4-3" >
Fitbit
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< / label >
< nav class = "md-nav" aria-label = "Fitbit" data-md-level = "2" >
< label class = "md-nav__title" for = "nav-4-3" >
< span class = "md-nav__icon md-icon" > < / span >
Fitbit
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
< li class = "md-nav__item" >
< a href = "../fitbit-heartrate-summary/" class = "md-nav__link" >
Fitbit Heart Rate Summary
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../fitbit-heartrate-intraday/" class = "md-nav__link" >
Fitbit Heart Rate Intraday
< / a >
< / li >
2020-11-23 22:53:20 +01:00
< li class = "md-nav__item" >
< a href = "../fitbit-sleep-summary/" class = "md-nav__link" >
Fitbit Sleep Summary
< / a >
< / li >
2020-11-19 18:31:39 +01:00
< li class = "md-nav__item" >
< a href = "../fitbit-steps-summary/" class = "md-nav__link" >
Fitbit Steps Summary
< / a >
< / li >
< li class = "md-nav__item" >
< a href = "../fitbit-steps-intraday/" class = "md-nav__link" >
Fitbit Steps Intraday
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< / li >
< / ul >
< / nav >
< / li >
2020-11-09 18:42:20 +01:00
< li class = "md-nav__item" >
< a href = "../add-new-features/" class = "md-nav__link" >
Add New Features
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< / li >
< / ul >
< / nav >
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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 = "phone-accelerometer" > Phone Accelerometer< a class = "headerlink" href = "#phone-accelerometer" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [PHONE_ACCELEROMETER]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [TABLE]< / code > < / td >
< td > Database table where the accelerometer data is stored< / td >
< / tr >
< / tbody >
< / table >
< 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 day segments and platforms< / p >
< ul >
< li > Available for all day segments< / li >
< li > Available for Android and iOS< / 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 > /phone_accelerometer_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_accelerometer_with_datetime.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_accelerometer_features/phone_accelerometer_< 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 > /phone_accelerometer.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [PHONE_ACCELEROMETER][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 > PHONE_ACCELEROMETER< / code > features from the < code > RAPIDS< / code > provider< / td >
< / tr >
< tr >
< td > < code > [FEATURES]< / code > < / td >
< td > Features to be computed, see table below< / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [PHONE_ACCELEROMETER][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > maxmagnitude< / td >
< td > m/s< sup > 2< / sup > < / td >
< td > The maximum magnitude of acceleration (< span class = "arithmatex" > \(\|acceleration\| = \sqrt{x^2 + y^2 + z^2}\)< / span > ).< / td >
< / tr >
< tr >
< td > minmagnitude< / td >
< td > m/s< sup > 2< / sup > < / td >
< td > The minimum magnitude of acceleration.< / td >
< / tr >
< tr >
< td > avgmagnitude< / td >
< td > m/s< sup > 2< / sup > < / td >
< td > The average magnitude of acceleration.< / td >
< / tr >
< tr >
< td > medianmagnitude< / td >
< td > m/s< sup > 2< / sup > < / td >
< td > The median magnitude of acceleration.< / td >
< / tr >
< tr >
< td > stdmagnitude< / td >
< td > m/s< sup > 2< / sup > < / td >
< td > The standard deviation of acceleration.< / td >
< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li > Analyzing accelerometer data is a memory intensive task. If RAPIDS crashes is likely because the accelerometer dataset for a participant is to big to fit in memory. We are considering different alternatives to overcome this problem.< / li >
< / ol >
< / div >
< h2 id = "panda-provider" > PANDA provider< a class = "headerlink" href = "#panda-provider" title = "Permanent link" > ¶ < / a > < / h2 >
2020-11-09 19:24:54 +01:00
< p > These features are based on the work by < a href = "../../citation#panda-accelerometer" > Panda et al< / a > .< / p >
2020-11-09 18:42:20 +01:00
< div class = "admonition info" >
< p class = "admonition-title" > Available day segments and platforms< / p >
< ul >
< li > Available for all day segments< / li >
< li > Available for Android and iOS< / 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 > /phone_accelerometer_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_accelerometer_with_datetime.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_accelerometer_features/phone_accelerometer_< 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 > /phone_accelerometer.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [PHONE_ACCELEROMETER][PROVIDERS][PANDA]< / 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 > PHONE_ACCELEROMETER< / code > features from the < code > PANDA< / code > provider< / td >
< / tr >
< tr >
< td > < code > [FEATURES]< / code > < / td >
< td > Features to be computed for exertional and non-exertional activity episodes, see table below< / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [PHONE_ACCELEROMETER][PROVIDERS][PANDA]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > sumduration< / td >
< td > minutes< / td >
< td > Total duration of all exertional or non-exertional activity episodes.< / td >
< / tr >
< tr >
< td > maxduration< / td >
< td > minutes< / td >
< td > Longest duration of any exertional or non-exertional activity episode.< / td >
< / tr >
< tr >
< td > minduration< / td >
< td > minutes< / td >
< td > Shortest duration of any exertional or non-exertional activity episode.< / td >
< / tr >
< tr >
< td > avgduration< / td >
< td > minutes< / td >
< td > Average duration of any exertional or non-exertional activity episode.< / td >
< / tr >
< tr >
< td > medianduration< / td >
< td > minutes< / td >
< td > Median duration of any exertional or non-exertional activity episode.< / td >
< / tr >
< tr >
< td > stdduration< / td >
< td > minutes< / td >
< td > Standard deviation of the duration of all exertional or non-exertional activity episodes.< / td >
< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li > Analyzing accelerometer data is a memory intensive task. If RAPIDS crashes is likely because the accelerometer dataset for a participant is to big to fit in memory. We are considering different alternatives to overcome this problem.< / li >
2020-11-09 19:24:54 +01:00
< li > See < a href = "../../citation#panda-accelerometer" > Panda et al< / a > for a definition of exertional and non-exertional activity episodes< / li >
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