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<title>Phone Activity Recognition - RAPIDS</title>
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RAPIDS
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Phone Activity Recognition
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2020-12-21 00:38:09 +01:00
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Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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Minimal
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Analysis
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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2021-03-29 16:39:04 +02:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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2021-03-29 16:39:04 +02:00
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Introduction
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item md-nav__item--active md-nav__item--nested">
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
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Phone
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Phone
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-accelerometer/" class="md-nav__link">
Phone Accelerometer
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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 Activity Recognition
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</label>
<a href="./" class="md-nav__link md-nav__link--active">
Phone Activity Recognition
</a>
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
<li class="md-nav__item">
<a href="#rapids-provider" class="md-nav__link">
RAPIDS provider
</a>
</li>
</ul>
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Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-applications-foreground/" class="md-nav__link">
Phone Applications Foreground
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-battery/" class="md-nav__link">
Phone Battery
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-bluetooth/" class="md-nav__link">
Phone Bluetooth
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-calls/" class="md-nav__link">
Phone Calls
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-conversation/" class="md-nav__link">
Phone Conversation
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-data-yield/" class="md-nav__link">
Phone Data Yield
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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2020-12-21 00:38:09 +01:00
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2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-light/" class="md-nav__link">
Phone Light
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-locations/" class="md-nav__link">
Phone Locations
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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2020-12-21 00:38:09 +01:00
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2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-messages/" class="md-nav__link">
Phone Messages
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
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2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-screen/" class="md-nav__link">
Phone Screen
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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<li class="md-nav__item">
<a href="../phone-wifi-connected/" class="md-nav__link">
Phone WiFI Connected
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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2020-12-21 00:38:09 +01:00
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2021-03-29 16:39:04 +02:00
<li class="md-nav__item">
<a href="../phone-wifi-visible/" class="md-nav__link">
Phone WiFI Visible
</a>
</li>
Deployed 29e3d9b to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2020-12-21 00:38:09 +01:00
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2021-03-29 16:39:04 +02:00
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2020-12-21 00:38:09 +01:00
Deployed ee2882f to 0.3 with MkDocs 1.1.2 and mike 0.5.5
2021-03-29 16:39:04 +02:00
</ul>
</nav>
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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">&para;</a></h1>
<p>Sensor parameters description for <code>[PHONE_ACTIVITY_RECOGNITION]</code>:</p>
<table>
<thead>
<tr>
<th>Key&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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">&para;</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_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&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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>
<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>
</li>
</ol>
</div>
</article>
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