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1834 lines
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RAPIDS
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Feature introduction example
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carissalow/rapids
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Home
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Setup
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Overview
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Minimal Example
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Installation
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Configuration
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Execution
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Citation
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Data Streams
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Data Streams
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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">
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Phone
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<li class="md-nav__item">
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<a href="../../datastreams/aware-mysql/" class="md-nav__link">
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aware_mysql
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../datastreams/aware-csv/" class="md-nav__link">
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aware_csv
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../datastreams/aware-influxdb/" class="md-nav__link">
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aware_influxdb (beta)
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../datastreams/mandatory-phone-format/" class="md-nav__link">
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Mandatory Phone Format
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</ul>
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<label class="md-nav__link" for="__nav_3_3">
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Fitbit
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<nav class="md-nav" aria-label="Fitbit" data-md-level="2">
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<label class="md-nav__title" for="__nav_3_3">
|
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<span class="md-nav__icon md-icon"></span>
|
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Fitbit
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
|
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|
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<li class="md-nav__item">
|
|
<a href="../../datastreams/fitbitjson-mysql/" class="md-nav__link">
|
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fitbitjson_mysql
|
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</a>
|
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</li>
|
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<li class="md-nav__item">
|
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<a href="../../datastreams/fitbitjson-csv/" class="md-nav__link">
|
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fitbitjson_csv
|
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</a>
|
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</li>
|
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<li class="md-nav__item">
|
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<a href="../../datastreams/fitbitparsed-mysql/" class="md-nav__link">
|
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fitbitparsed_mysql
|
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</a>
|
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</li>
|
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|
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<li class="md-nav__item">
|
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<a href="../../datastreams/fitbitparsed-csv/" class="md-nav__link">
|
|
fitbitparsed_csv
|
|
</a>
|
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</li>
|
|
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|
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<li class="md-nav__item">
|
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<a href="../../datastreams/mandatory-fitbit-format/" class="md-nav__link">
|
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Mandatory Fitbit Format
|
|
</a>
|
|
</li>
|
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|
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|
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|
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</ul>
|
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</nav>
|
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_4" type="checkbox" id="__nav_3_4" >
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_3_4">
|
|
Empatica
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" aria-label="Empatica" data-md-level="2">
|
|
<label class="md-nav__title" for="__nav_3_4">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Empatica
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/empatica-zip/" class="md-nav__link">
|
|
empatica_zip
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/mandatory-empatica-format/" class="md-nav__link">
|
|
Mandatory Empatica Format
|
|
</a>
|
|
</li>
|
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|
|
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|
|
|
|
</ul>
|
|
</nav>
|
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</li>
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/add-new-data-streams/" class="md-nav__link">
|
|
Add New Data Streams
|
|
</a>
|
|
</li>
|
|
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|
|
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|
|
|
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</ul>
|
|
</nav>
|
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</li>
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|
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
|
|
|
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|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_4" type="checkbox" id="__nav_4" >
|
|
|
|
|
|
|
|
|
|
<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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|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/feature-introduction/" class="md-nav__link">
|
|
Introduction
|
|
</a>
|
|
</li>
|
|
|
|
|
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<li class="md-nav__item md-nav__item--nested">
|
|
|
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|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_4_2" type="checkbox" id="__nav_4_2" >
|
|
|
|
|
|
|
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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
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-accelerometer/" class="md-nav__link">
|
|
Phone Accelerometer
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-activity-recognition/" class="md-nav__link">
|
|
Phone Activity Recognition
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
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|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-applications-crashes/" class="md-nav__link">
|
|
Phone Applications Crashes
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
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|
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|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-applications-foreground/" class="md-nav__link">
|
|
Phone Applications Foreground
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-applications-notifications/" class="md-nav__link">
|
|
Phone Applications Notifications
|
|
</a>
|
|
</li>
|
|
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|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-battery/" class="md-nav__link">
|
|
Phone Battery
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-bluetooth/" class="md-nav__link">
|
|
Phone Bluetooth
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
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|
|
|
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|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-calls/" class="md-nav__link">
|
|
Phone Calls
|
|
</a>
|
|
</li>
|
|
|
|
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|
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|
|
|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-conversation/" class="md-nav__link">
|
|
Phone Conversation
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-data-yield/" class="md-nav__link">
|
|
Phone Data Yield
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-keyboard/" class="md-nav__link">
|
|
Phone Keyboard
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-light/" class="md-nav__link">
|
|
Phone Light
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-locations/" class="md-nav__link">
|
|
Phone Locations
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-log/" class="md-nav__link">
|
|
Phone Log
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-messages/" class="md-nav__link">
|
|
Phone Messages
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-screen/" class="md-nav__link">
|
|
Phone Screen
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-wifi-connected/" class="md-nav__link">
|
|
Phone WiFI Connected
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-wifi-visible/" class="md-nav__link">
|
|
Phone WiFI Visible
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<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>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-calories-intraday/" class="md-nav__link">
|
|
Fitbit Calories Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-data-yield/" class="md-nav__link">
|
|
Fitbit Data Yield
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-heartrate-summary/" class="md-nav__link">
|
|
Fitbit Heart Rate Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-heartrate-intraday/" class="md-nav__link">
|
|
Fitbit Heart Rate Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-sleep-summary/" class="md-nav__link">
|
|
Fitbit Sleep Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-sleep-intraday/" class="md-nav__link">
|
|
Fitbit Sleep Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-steps-summary/" class="md-nav__link">
|
|
Fitbit Steps Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-steps-intraday/" class="md-nav__link">
|
|
Fitbit Steps Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_4_4" type="checkbox" id="__nav_4_4" >
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_4_4">
|
|
Empatica
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" aria-label="Empatica" data-md-level="2">
|
|
<label class="md-nav__title" for="__nav_4_4">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Empatica
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-accelerometer/" class="md-nav__link">
|
|
Empatica Accelerometer
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-heartrate/" class="md-nav__link">
|
|
Empatica Heart Rate
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-temperature/" class="md-nav__link">
|
|
Empatica Temperature
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-electrodermal-activity/" class="md-nav__link">
|
|
Empatica Electrodermal Activity
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-blood-volume-pulse/" class="md-nav__link">
|
|
Empatica Blood Volume Pulse
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-inter-beat-interval/" class="md-nav__link">
|
|
Empatica Inter Beat Interval
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-tags/" class="md-nav__link">
|
|
Empatica Tags
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/add-new-features/" class="md-nav__link">
|
|
Add New Features
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
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<h1>Feature introduction example</h1>
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<ol>
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<li>
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<p><strong>Sensor section</strong></p>
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<p>Each sensor (accelerometer, screen, etc.) of every supported device (smartphone, Fitbit, etc.) has a section in the <code>config.yaml</code> with <code>parameters</code> and feature <code>PROVIDERS</code>.</p>
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<p>Each sensor section has one or more parameters. These are parameters that affect different aspects of how the raw data is pulled, and processed.</p>
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<p>The <code>CONTAINER</code> parameter exists for every sensor, but some sensors will have extra parameters like <a href="../phone-locations/"><code>[PHONE_LOCATIONS]</code></a>.</p>
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<p><strong>Sensor Providers</strong></p>
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<p>Each object in this list represents a feature <code>PROVIDER</code>. Each sensor can have zero, one, or more providers.</p>
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<p>A <code>PROVIDER</code> is a script that creates behavioral features for a specific sensor. Providers are created by the core RAPIDS team or by the community, which are named after its first author like <a href="../../features/phone-locations/#doryab-provider">[PHONE_LOCATIONS][DORYAB]</a>.</p>
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<p>In this example, there are two accelerometer feature providers <code>RAPIDS</code> and <code>PANDA</code>.</p>
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<p><strong><code>PROVIDER</code> Parameters</strong></p>
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<p>These parameters include at least a <code>[COMPUTE]</code> flag that you switch to <code>True</code> to extract a provider’s behavioral features. </p>
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<p><strong><code>PROVIDER</code> Features</strong></p>
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<p>Each <code>PROVIDER</code> offers a set of behavioral features.</p>
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<p>These features are grouped in an array for some providers, like those for <code>RAPIDS</code> provider. For others, they are grouped in a collection of arrays, like those for <code>PANDAS</code> provider.</p>
|
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<p>In either case, you can delete the features you are not interested in, and they will not be included in the sensor’s output feature file. </p>
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<p>We explain each behavioral feature in a table under the <code>Features description</code> heading on each provider documentation page.</p>
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<p><strong><code>PROVIDER</code> script</strong></p>
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<p>Each <code>PROVIDER</code> has a <code>SRC_SCRIPT</code> that points to the script implementing its behavioral features.</p>
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<p>It has to be a relative path from RAPIDS’ root folder and the script’s parent folder should be named after the provider, e.g. <code>panda</code>.</p>
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