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RAPIDS
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Phone Applications Foreground
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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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Minimal
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< a href = "../../workflow-examples/analysis/" class = "md-nav__link" >
Analysis
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Behavioral Features
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< nav class = "md-nav" aria-label = "Behavioral Features" data-md-level = "1" >
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< span class = "md-nav__icon md-icon" > < / span >
Behavioral Features
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< ul class = "md-nav__list" data-md-scrollfix >
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< a href = "../feature-introduction/" class = "md-nav__link" >
Introduction
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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 >
< 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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< li class = "md-nav__item md-nav__item--active" >
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Phone Applications Foreground
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< a href = "./" class = "md-nav__link md-nav__link--active" >
Phone Applications Foreground
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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-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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< 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 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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< 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 class = "md-nav__item" >
< a href = "../fitbit-steps-summary/" class = "md-nav__link" >
Fitbit Steps Summary
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< a href = "../fitbit-steps-intraday/" class = "md-nav__link" >
Fitbit Steps Intraday
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< li class = "md-nav__item" >
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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-applications-foreground" > Phone Applications Foreground< a class = "headerlink" href = "#phone-applications-foreground" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [PHONE_APPLICATIONS_FOREGROUND]< / code > (these parameters are used by the only provider available at the moment, RAPIDS):< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [TABLE]< / code > < / td >
< td > Database table where the applications foreground data is stored< / td >
< / tr >
< tr >
< td > < code > [APPLICATION_CATEGORIES][CATALOGUE_SOURCE]< / code > < / td >
< td > < code > FILE< / code > or < code > GOOGLE< / code > . If < code > FILE< / code > , app categories (genres) are read from < code > [CATALOGUE_FILE]< / code > . If < code > [GOOGLE]< / code > , app categories (genres) are scrapped from the Play Store< / td >
< / tr >
< tr >
< td > < code > [APPLICATION_CATEGORIES][CATALOGUE_FILE]< / code > < / td >
< td > CSV file with a < code > package_name< / code > and < code > genre< / code > column. By default we provide the catalogue created by < a href = "../../citation#stachl-applications-foreground" > Stachl et al< / a > in < code > data/external/stachl_application_genre_catalogue.csv< / code > < / td >
< / tr >
< tr >
< td > < code > [APPLICATION_CATEGORIES][UPDATE_CATALOGUE_FILE]< / code > < / td >
< td > if < code > [CATALOGUE_SOURCE]< / code > is equal to < code > FILE< / code > , this flag signals whether or not to update < code > [CATALOGUE_FILE]< / code > , if < code > [CATALOGUE_SOURCE]< / code > is equal to < code > GOOGLE< / code > all scraped genres will be saved to < code > [CATALOGUE_FILE]< / code > < / td >
< / tr >
< tr >
< td > < code > [APPLICATION_CATEGORIES][SCRAPE_MISSING_CATEGORIES]< / code > < / td >
< td > This flag signals whether or not to scrape categories (genres) missing from the < code > [CATALOGUE_FILE]< / code > . If < code > [CATALOGUE_SOURCE]< / code > is equal to < code > GOOGLE< / code > , all genres are scraped anyway (this flag is ignored)< / td >
< / tr >
< / tbody >
< / table >
< h2 id = "rapids-provider" > RAPIDS provider< a class = "headerlink" href = "#rapids-provider" title = "Permanent link" > ¶ < / a > < / h2 >
< p > The app category (genre) catalogue used in these features was originally created by < a href = "../../citation#stachl-applications-foreground" > Stachl et al< / a > .< / p >
< div class = "admonition info" >
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< p class = "admonition-title" > Available time segments and platforms< / p >
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< ul >
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< li > Available for all time segments< / li >
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< li > Available for Android only< / 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_applications_foreground_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_applications_foreground_with_datetime.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_applications_foreground_with_datetime_with_categories.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_applications_foreground_features/phone_applications_foreground_< 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_applications_foreground.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [PHONE_APPLICATIONS_FOREGROUND][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_APPLICATIONS_FOREGROUND< / 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 > [SINGLE_CATEGORIES]< / code > < / td >
< td > An array of app categories to be < em > included< / em > in the feature extraction computation. The special keyword < code > all< / code > represents a category with all the apps from each participant. By default we use the category catalogue pointed by < code > [APPLICATION_CATEGORIES][CATALOGUE_FILE]< / code > (see the Sensor parameters description table above)< / td >
< / tr >
< tr >
< td > < code > [MULTIPLE_CATEGORIES]< / code > < / td >
< td > An array of collections representing meta-categories (a group of categories). They key of each element is the name of the < code > meta-category< / code > and the value is an array of member app categories. By default we use the category catalogue pointed by < code > [APPLICATION_CATEGORIES][CATALOGUE_FILE]< / code > (see the Sensor parameters description table above)< / td >
< / tr >
< tr >
< td > < code > [SINGLE_APPS]< / code > < / td >
< td > An array of apps to be < em > included< / em > in the feature extraction computation. Use their package name (e.g. < code > com.google.android.youtube< / code > ) or the reserved keyword < code > top1global< / code > (the most used app by a participant over the whole monitoring study)< / td >
< / tr >
< tr >
< td > < code > [EXCLUDED_CATEGORIES]< / code > < / td >
< td > An array of app categories to be < em > excluded< / em > from the feature extraction computation. By default we use the category catalogue pointed by < code > [APPLICATION_CATEGORIES][CATALOGUE_FILE]< / code > (see the Sensor parameters description table above)< / td >
< / tr >
< tr >
< td > < code > [EXCLUDED_APPS]< / code > < / td >
< td > An array of apps to be excluded from the feature extraction computation. Use their package name, for example: < code > com.google.android.youtube< / code > < / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [PHONE_APPLICATIONS_FOREGROUND][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > count< / td >
< td > apps< / td >
< td > Number of times a single app or apps within a category were used (i.e. they were brought to the foreground either by tapping their icon or switching to it from another app)< / td >
< / tr >
< tr >
< td > timeoffirstuse< / td >
< td > minutes< / td >
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< td > The time in minutes between 12:00am (midnight) and the first use of a single app or apps within a category during a < code > time_segment< / code > < / td >
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< / tr >
< tr >
< td > timeoflastuse< / td >
< td > minutes< / td >
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< td > The time in minutes between 12:00am (midnight) and the last use of a single app or apps within a category during a < code > time_segment< / code > < / td >
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< / tr >
< tr >
< td > frequencyentropy< / td >
< td > nats< / td >
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< td > The entropy of the used apps within a category during a < code > time_segment< / code > (each app is seen as a unique event, the more apps were used, the higher the entropy). This is especially relevant when computed over all apps. Entropy cannot be obtained for a single app< / td >
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< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< p > Features can be computed by app, by apps grouped under a single category (genre) and by multiple categories grouped together (meta-categories). For example, we can get features for < code > Facebook< / code > (single app), for < code > Social Network< / code > apps (a category including Facebook and other social media apps) or for < code > Social< / code > (a meta-category formed by < code > Social Network< / code > and < code > Social Media Tools< / code > categories).< / p >
< p > Apps installed by default like YouTube are considered systems apps on some phones. We do an exact match to exclude apps where “ genre” == < code > EXCLUDED_CATEGORIES< / code > or “ package_name” == < code > EXCLUDED_APPS< / code > .< / p >
< p > We provide three ways of classifying and app within a category (genre): a) by automatically scraping its official category from the Google Play Store, b) by using the catalogue created by Stachl et al. which we provide in RAPIDS (< code > data/external/stachl_application_genre_catalogue.csv< / code > ), or c) by manually creating a personalized catalogue. You can choose a, b or c by modifying < code > [APPLICATION_GENRES]< / code > keys and values (see the Sensor parameters description table above).< / p >
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