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RAPIDS
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Phone Screen
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< nav class = "md-search__options" aria-label = "Search" >
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Initializing search
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< div class = "md-header__source" >
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< a href = "https://github.com/carissalow/rapids/" title = "Go to repository" class = "md-source" data-md-component = "source" >
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< svg xmlns = "http://www.w3.org/2000/svg" viewBox = "0 0 448 512" > < path d = "M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z" / > < / svg >
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carissalow/rapids
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< nav class = "md-nav md-nav--primary" aria-label = "Navigation" data-md-level = "0" >
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RAPIDS
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< a href = "https://github.com/carissalow/rapids/" title = "Go to repository" class = "md-source" data-md-component = "source" >
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carissalow/rapids
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< a href = "../.." class = "md-nav__link" >
Home
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Setup
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< span class = "md-nav__icon md-icon" > < / span >
Setup
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File Structure
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Installation
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< li class = "md-nav__item" >
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Configuration
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< li class = "md-nav__item" >
< a href = "../../setup/execution/" class = "md-nav__link" >
Execution
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< / ul >
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< / li >
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< li class = "md-nav__item md-nav__item--section md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "__nav_3" type = "checkbox" id = "__nav_3" >
< label class = "md-nav__link" for = "__nav_3" >
Example Workflows
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< / label >
< 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 >
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< li class = "md-nav__item" >
< a href = "../../workflow-examples/minimal/" class = "md-nav__link" >
Minimal
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< / li >
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< li class = "md-nav__item" >
< a href = "../../workflow-examples/analysis/" class = "md-nav__link" >
Analysis
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< / ul >
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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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< label class = "md-nav__link" for = "__nav_4" >
Behavioral Features
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< 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
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../feature-introduction/" class = "md-nav__link" >
Introduction
< / a >
< / li >
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< 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 >
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< li class = "md-nav__item" >
< a href = "../phone-accelerometer/" class = "md-nav__link" >
Phone Accelerometer
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-activity-recognition/" class = "md-nav__link" >
Phone Activity Recognition
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-applications-foreground/" class = "md-nav__link" >
Phone Applications Foreground
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-battery/" class = "md-nav__link" >
Phone Battery
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-bluetooth/" class = "md-nav__link" >
Phone Bluetooth
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-calls/" class = "md-nav__link" >
Phone Calls
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-conversation/" class = "md-nav__link" >
Phone Conversation
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-data-yield/" class = "md-nav__link" >
Phone Data Yield
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-light/" class = "md-nav__link" >
Phone Light
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-locations/" class = "md-nav__link" >
Phone Locations
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-messages/" class = "md-nav__link" >
Phone Messages
< / a >
< / li >
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< li class = "md-nav__item md-nav__item--active" >
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< 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 Screen
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< a href = "./" class = "md-nav__link md-nav__link--active" >
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Phone Screen
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< / a >
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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
< / label >
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< ul class = "md-nav__list" data-md-component = "toc" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "#rapids-provider" class = "md-nav__link" >
RAPIDS provider
< / a >
< / li >
< / ul >
< / nav >
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< / li >
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< li class = "md-nav__item" >
< a href = "../phone-wifi-connected/" class = "md-nav__link" >
Phone WiFI Connected
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-wifi-visible/" class = "md-nav__link" >
Phone WiFI Visible
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< 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
< span class = "md-nav__icon md-icon" > < / span >
< / 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 >
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< li class = "md-nav__item" >
< a href = "../fitbit-heartrate-summary/" class = "md-nav__link" >
Fitbit Heart Rate Summary
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-heartrate-intraday/" class = "md-nav__link" >
Fitbit Heart Rate Intraday
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-sleep-summary/" class = "md-nav__link" >
Fitbit Sleep Summary
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-steps-summary/" class = "md-nav__link" >
Fitbit Steps Summary
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-steps-intraday/" class = "md-nav__link" >
Fitbit Steps Intraday
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< li class = "md-nav__item" >
< a href = "../add-new-features/" class = "md-nav__link" >
Add New Features
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< li class = "md-nav__item md-nav__item--section md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "__nav_5" type = "checkbox" id = "__nav_5" >
< label class = "md-nav__link" for = "__nav_5" >
Visualizations
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Visualizations" data-md-level = "1" >
< label class = "md-nav__title" for = "__nav_5" >
< span class = "md-nav__icon md-icon" > < / span >
Visualizations
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../../visualizations/data-quality-visualizations/" class = "md-nav__link" >
Data Quality
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../visualizations/feature-visualizations/" class = "md-nav__link" >
Features
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< li class = "md-nav__item md-nav__item--section md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "__nav_6" type = "checkbox" id = "__nav_6" >
< label class = "md-nav__link" for = "__nav_6" >
Developers
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Developers" data-md-level = "1" >
< label class = "md-nav__title" for = "__nav_6" >
< span class = "md-nav__icon md-icon" > < / span >
Developers
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../../developers/git-flow/" class = "md-nav__link" >
Git Flow
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/remote-support/" class = "md-nav__link" >
Remote Support
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/virtual-environments/" class = "md-nav__link" >
Virtual Environments
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/documentation/" class = "md-nav__link" >
Documentation
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/testing/" class = "md-nav__link" >
Testing
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/test-cases/" class = "md-nav__link" >
Test cases
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< li class = "md-nav__item md-nav__item--section md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "__nav_7" type = "checkbox" id = "__nav_7" >
< label class = "md-nav__link" for = "__nav_7" >
Others
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Others" data-md-level = "1" >
< label class = "md-nav__title" for = "__nav_7" >
< span class = "md-nav__icon md-icon" > < / span >
Others
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../../migrating-from-old-versions/" class = "md-nav__link" >
Migrating from beta
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../code_of_conduct/" class = "md-nav__link" >
Code of Conduct
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../faq/" class = "md-nav__link" >
FAQ
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../team/" class = "md-nav__link" >
Team
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../change-log/" class = "md-nav__link" >
Change Log
< / a >
< / li >
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2020-12-12 23:19:03 +01:00
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< li class = "md-nav__item" >
< a href = "../../citation/" class = "md-nav__link" >
Citation
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< / ul >
< / nav >
< / div >
< / div >
< / div >
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< div class = "md-sidebar md-sidebar--secondary" data-md-component = "sidebar" data-md-type = "toc" >
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< div class = "md-sidebar__scrollwrap" >
< div class = "md-sidebar__inner" >
< 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
< / label >
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< ul class = "md-nav__list" data-md-component = "toc" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "#rapids-provider" class = "md-nav__link" >
RAPIDS provider
< / a >
< / li >
< / ul >
< / nav >
< / div >
< / div >
< / div >
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< div class = "md-content" data-md-component = "content" >
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< article class = "md-content__inner md-typeset" >
< a href = "https://github.com/carissalow/rapids/edit/master/docs/features/phone-screen.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 = "phone-screen" > Phone Screen< a class = "headerlink" href = "#phone-screen" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [PHONE_SCREEN]< / 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 screen 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 time segments and platforms< / p >
< ul >
< li > Available for all time 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_screen_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_screen_with_datetime.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_screen_with_datetime_unified.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_screen_episodes.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_screen_episodes_resampled.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_screen_episodes_resampled_with_datetime.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_screen_features/phone_screen_< 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_screen.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [PHONE_SCREEN][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_SCREEN< / 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 > [REFERENCE_HOUR_FIRST_USE]< / code > < / td >
< td > The reference point from which < code > firstuseafter< / code > is to be computed, default is midnight< / td >
< / tr >
< tr >
< td > < code > [IGNORE_EPISODES_SHORTER_THAN]< / code > < / td >
< td > Ignore episodes that are shorter than this threshold (minutes). Set to 0 to disable this filter.< / td >
< / tr >
< tr >
< td > < code > [IGNORE_EPISODES_LONGER_THAN]< / code > < / td >
< td > Ignore episodes that are longer than this threshold (minutes). Set to 0 to disable this filter.< / td >
< / tr >
< tr >
< td > < code > [EPISODE_TYPES]< / code > < / td >
< td > Currently we only support < code > unlock< / code > episodes (from when the phone is unlocked until the screen is off)< / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [PHONE_SCREEN][PROVIDERS][RAPIDS]< / 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 unlock episodes.< / td >
< / tr >
< tr >
< td > maxduration< / td >
< td > minutes< / td >
< td > Longest duration of any unlock episode.< / td >
< / tr >
< tr >
< td > minduration< / td >
< td > minutes< / td >
< td > Shortest duration of any unlock episode.< / td >
< / tr >
< tr >
< td > avgduration< / td >
< td > minutes< / td >
< td > Average duration of all unlock episodes.< / td >
< / tr >
< tr >
< td > stdduration< / td >
< td > minutes< / td >
< td > Standard deviation duration of all unlock episodes.< / td >
< / tr >
< tr >
< td > countepisode< / td >
< td > episodes< / td >
< td > Number of all unlock episodes< / td >
< / tr >
< / tbody >
< / table >
<!-- |episodepersensedminutes |episodes/minute |The ratio between the total number of episodes in an epoch divided by the total time (minutes) the phone was sensing data. -->
< p > |firstuseafter |minutes |Minutes until the first unlock episode.< / p >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li >
< p > In Android, < code > lock< / code > events can happen right after an < code > off< / code > event, after a few seconds of an < code > off< / code > event, or never happen depending on the phone's settings, therefore, an < code > unlock< / code > episode is defined as the time between an < code > unlock< / code > and a < code > off< / code > event. In iOS, < code > on< / code > and < code > off< / code > events do not exist, so an < code > unlock< / code > episode is defined as the time between an < code > unlock< / code > and a < code > lock< / code > event.< / p >
< / li >
< li >
< p > Events in iOS are recorded reliably albeit some duplicated < code > lock< / code > events within milliseconds from each other, so we only keep consecutive unlock/lock pairs. In Android you cand find multiple consecutive < code > unlock< / code > or < code > lock< / code > events, so we only keep consecutive unlock/off pairs. In our experiments these cases are less than 10% of the screen events collected and this happens because < code > ACTION_SCREEN_OFF< / code > and < code > ACTION_SCREEN_ON< / code > are < code > sent when the device becomes non-interactive which may have nothing to do with the screen turning off< / code > . In addition to unlock/off episodes, in Android it is possible to measure the time spent on the lock screen before an < code > unlock< / code > event as well as the total screen time (i.e. < code > ON< / code > to < code > OFF< / code > ) but these are not implemented at the moment.< / p >
< / li >
< li >
< p > We transform iOS screen events to match Android’ s format, we replace < code > lock< / code > episodes with < code > off< / code > episodes (2 with 0) in iOS. However, as mentioned above this is still computing < code > unlock< / code > to < code > lock< / code > episodes.< / p >
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