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RAPIDS
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Phone Battery
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Initializing search
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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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carissalow/rapids
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Home
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Setup
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Setup
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< li class = "md-nav__item" >
< a href = "../../file-structure/" class = "md-nav__link" >
File Structure
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Installation
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< a href = "../../setup/configuration/" class = "md-nav__link" >
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Configuration
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< li class = "md-nav__item" >
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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 >
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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 >
< / nav >
< / li >
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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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< / 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
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< 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
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< / li >
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< li class = "md-nav__item md-nav__item--active md-nav__item--nested" >
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< 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
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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 >
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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 >
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< li class = "md-nav__item" >
< a href = "../phone-applications-crashes/" class = "md-nav__link" >
Phone Applications Crashes
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< / li >
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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 >
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< li class = "md-nav__item" >
< a href = "../phone-applications-notifications/" class = "md-nav__link" >
Phone Applications Notifications
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< li class = "md-nav__item" >
< a href = "../phone-aware-log/" class = "md-nav__link" >
Phone Aware Log
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< / li >
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< 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 Battery
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< a href = "./" class = "md-nav__link md-nav__link--active" >
Phone Battery
< / 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
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< / li >
< / ul >
< / nav >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-bluetooth/" class = "md-nav__link" >
Phone Bluetooth
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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-battery" > Phone Battery< a class = "headerlink" href = "#phone-battery" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [PHONE_BATTERY]< / 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 battery data is stored< / 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 battery charge or discharge episode< / td >
< / tr >
< / tbody >
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< h2 id = "rapids-provider" > RAPIDS provider< a class = "headerlink" href = "#rapids-provider" title = "Permanent link" > ¶ < / a > < / h2 >
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< p class = "admonition-title" > Available time segments and platforms< / p >
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< li > Available for all time segments< / li >
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< li > Available for Android and iOS< / li >
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< 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_battery_raw.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_battery_episodes.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_battery_episodes_resampled.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_battery_episodes_resampled_with_datetime.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_battery_features/phone_battery_< 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_battery.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [PHONE_BATTERY][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_BATTERY< / 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_BATTERY][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > countdischarge< / td >
< td > episodes< / td >
< td > Number of discharging episodes.< / td >
< / tr >
< tr >
< td > sumdurationdischarge< / td >
< td > minutes< / td >
< td > The total duration of all discharging episodes.< / td >
< / tr >
< tr >
< td > countcharge< / td >
< td > episodes< / td >
< td > Number of battery charging episodes.< / td >
< / tr >
< tr >
< td > sumdurationcharge< / td >
< td > minutes< / td >
< td > The total duration of all charging episodes.< / td >
< / tr >
< tr >
< td > avgconsumptionrate< / td >
< td > episodes/minutes< / td >
< td > The average of all episodes’ consumption rates. An episode’ s consumption rate is defined as the ratio between its battery delta and duration< / td >
< / tr >
< tr >
< td > maxconsumptionrate< / td >
< td > episodes/minutes< / td >
< td > The highest of all episodes’ consumption rates. An episode’ s consumption rate is defined as the ratio between its battery delta and duration< / td >
< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li > We convert battery data collected with iOS client v1 (autodetected because battery status < code > 4< / code > do not exist) to match Android battery format: we swap status < code > 3< / code > for < code > 5< / code > and < code > 1< / code > for < code > 3< / code > < / li >
< li > We group battery data into discharge or charge episodes considering any contiguous rows with consecutive reductions or increases of the battery level if they are logged within < code > [EPISODE_THRESHOLD_BETWEEN_ROWS]< / code > minutes from each other.< / li >
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