2020-11-09 18:42:20 +01:00
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RAPIDS
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Phone Activity Recognition
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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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2020-12-02 23:28:00 +01:00
Configuration
2020-11-09 18:42:20 +01:00
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Execution
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Example Workflows
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Example Workflows
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Minimal
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Behavioral Features
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Behavioral Features
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Introduction
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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 >
< li class = "md-nav__item" >
< a href = "../phone-accelerometer/" class = "md-nav__link" >
Phone Accelerometer
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< li class = "md-nav__item md-nav__item--active" >
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Phone Activity Recognition
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< a href = "./" class = "md-nav__link md-nav__link--active" >
Phone Activity Recognition
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< 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 >
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< a href = "#rapids-provider" class = "md-nav__link" >
RAPIDS provider
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< li class = "md-nav__item" >
< a href = "../phone-applications-foreground/" class = "md-nav__link" >
Phone Applications Foreground
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< li class = "md-nav__item" >
< a href = "../phone-battery/" class = "md-nav__link" >
Phone Battery
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< li class = "md-nav__item" >
< 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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< li class = "md-nav__item" >
< a href = "../phone-conversation/" class = "md-nav__link" >
Phone Conversation
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< / li >
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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 >
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< li class = "md-nav__item" >
< a href = "../phone-light/" class = "md-nav__link" >
Phone Light
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< li class = "md-nav__item" >
< a href = "../phone-locations/" class = "md-nav__link" >
Phone Locations
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< li class = "md-nav__item" >
< a href = "../phone-messages/" class = "md-nav__link" >
Phone Messages
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< li class = "md-nav__item" >
< a href = "../phone-screen/" class = "md-nav__link" >
Phone Screen
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< / li >
< li class = "md-nav__item" >
< a href = "../phone-wifi-connected/" class = "md-nav__link" >
Phone WiFI Connected
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< li class = "md-nav__item" >
< a href = "../phone-wifi-visible/" class = "md-nav__link" >
Phone WiFI Visible
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< / nav >
< / li >
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< li class = "md-nav__item md-nav__item--nested" >
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< label class = "md-nav__link" for = "nav-4-3" >
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
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< 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
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< / li >
< li class = "md-nav__item" >
< a href = "../fitbit-heartrate-intraday/" class = "md-nav__link" >
Fitbit Heart Rate Intraday
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< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-sleep-summary/" class = "md-nav__link" >
Fitbit Sleep Summary
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< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-steps-summary/" class = "md-nav__link" >
Fitbit Steps Summary
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< li class = "md-nav__item" >
< a href = "../fitbit-steps-intraday/" class = "md-nav__link" >
Fitbit Steps Intraday
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< li class = "md-nav__item" >
< a href = "../add-new-features/" class = "md-nav__link" >
Add New Features
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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-activity-recognition" > Phone Activity Recognition< a class = "headerlink" href = "#phone-activity-recognition" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [PHONE_ACTIVITY_RECOGNITION]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [TABLE][ANDROID]< / code > < / td >
< td > Database table where the activity data from Android devices is stored (the AWARE client saves this data on different tables for Android and iOS)< / td >
< / tr >
< tr >
< td > < code > [TABLE][IOS]< / code > < / td >
< td > Database table where the activity data from iOS devices is stored (the AWARE client saves this data on different tables for Android and iOS)< / td >
< / tr >
< tr >
< td > < code > [EPISODE_THRESHOLD_BETWEEN_ROWS]< / code > < / td >
< td > Difference in minutes between any two rows for them to be considered part of the same activity episode< / 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" >
2020-12-03 00:58:16 +01:00
< p class = "admonition-title" > Available time segments and platforms< / p >
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< ul >
2020-12-03 00:58:16 +01:00
< li > Available for all time segments< / li >
2020-11-09 18:42:20 +01:00
< 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_activity_recognition_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_activity_recognition_with_datetime.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_activity_recognition_with_datetime_unified.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_activity_recognition_episodes.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_activity_recognition_episodes_resampled.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_activity_recognition_episodes_resampled_with_datetime.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_activity_recognition_features/phone_activity_recognition_< 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_activity_recognition.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [PHONE_ACTIVITY_RECOGNITION][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_ACTIVITY_RECOGNITION< / 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 >
< tr >
< td > < code > [ACTIVITY_CLASSES][STATIONARY]< / code > < / td >
< td > An array of the activity labels to be considered in the < code > STATIONARY< / code > category choose any of < code > still< / code > , < code > tilting< / code > < / td >
< / tr >
< tr >
< td > < code > [ACTIVITY_CLASSES][MOBILE]< / code > < / td >
< td > An array of the activity labels to be considered in the < code > MOBILE< / code > category choose any of < code > on_foot< / code > , < code > walking< / code > , < code > running< / code > , < code > on_bicycle< / code > < / td >
< / tr >
< tr >
< td > < code > [ACTIVITY_CLASSES][VEHICLE]< / code > < / td >
< td > An array of the activity labels to be considered in the < code > VEHICLE< / code > category choose any of < code > in_vehicule< / code > < / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [PHONE_ACTIVITY_RECOGNITION][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > count< / td >
< td > rows< / td >
< td > Number of episodes.< / td >
< / tr >
< tr >
< td > mostcommonactivity< / td >
< td > activity type< / td >
< td > The most common activity type (e.g. < code > still< / code > , < code > on_foot< / code > , etc.). If there is a tie, the first one is chosen.< / td >
< / tr >
< tr >
< td > countuniqueactivities< / td >
< td > activity type< / td >
< td > Number of unique activities.< / td >
< / tr >
< tr >
< td > durationstationary< / td >
< td > minutes< / td >
< td > The total duration of < code > [ACTIVITY_CLASSES][STATIONARY]< / code > episodes< / td >
< / tr >
< tr >
< td > durationmobile< / td >
< td > minutes< / td >
< td > The total duration of < code > [ACTIVITY_CLASSES][MOBILE]< / code > episodes of on foot, running, and on bicycle activities< / td >
< / tr >
< tr >
< td > durationvehicle< / td >
< td > minutes< / td >
< td > The total duration of < code > [ACTIVITY_CLASSES][VEHICLE]< / code > episodes of on vehicle activity< / td >
< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li >
< p > iOS Activity Recognition names and types are unified with Android labels: < / p >
< table >
< thead >
< tr >
< th > iOS Activity Name< / th >
< th > Android Activity Name< / th >
< th > Android Activity Type< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > walking< / code > < / td >
< td > < code > walking< / code > < / td >
< td > < code > 7< / code > < / td >
< / tr >
< tr >
< td > < code > running< / code > < / td >
< td > < code > running< / code > < / td >
< td > < code > 8< / code > < / td >
< / tr >
< tr >
< td > < code > cycling< / code > < / td >
< td > < code > on_bicycle< / code > < / td >
< td > < code > 1< / code > < / td >
< / tr >
< tr >
< td > < code > automotive< / code > < / td >
< td > < code > in_vehicle< / code > < / td >
< td > < code > 0< / code > < / td >
< / tr >
< tr >
< td > < code > stationary< / code > < / td >
< td > < code > still< / code > < / td >
< td > < code > 3< / code > < / td >
< / tr >
< tr >
< td > < code > unknown< / code > < / td >
< td > < code > unknown< / code > < / td >
< td > < code > 4< / code > < / td >
< / tr >
< / tbody >
< / table >
< / li >
< li >
2020-11-09 19:24:54 +01:00
< p > In AWARE, Activity Recognition data for Android and iOS are stored in two different database tables, RAPIDS automatically infers what platform each participant belongs to based on their < a href = "../../setup/configuration/#participant-files" > participant file< / a > .< / p >
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