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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>
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