rapids/1.3/features/fitbit-steps-intraday/index.html

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<h1 id="fitbit-steps-intraday">Fitbit Steps Intraday<a class="headerlink" href="#fitbit-steps-intraday" title="Permanent link">&para;</a></h1>
<p>Sensor parameters description for <code>[FITBIT_STEPS_INTRADAY]</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>[CONTAINER]</code></td>
<td>Container where your steps intraday data is stored, depending on the data stream you are using this can be a database table, a CSV file, etc.</td>
</tr>
<tr>
<td><code>[EXCLUDE_SLEEP]</code></td>
<td>Step data will be excluded if it was logged during sleep periods when at least one <code>[EXCLUDE]</code> flag is set to <code>True</code>. Sleep can be delimited by (1) a fixed period that repeats on every day if <code>[TIME_BASED][EXCLUDE]</code> is True or (2) by Fitbit summary sleep episodes if <code>[FITBIT_BASED][EXCLUDE]</code> is True. If both are True (3), we use all Fitbit sleep episodes as well as the time-based episodes that do not overlap with any Fitbit episodes. If <code>[TIME_BASED][EXCLUDE]</code> is True, make sure Fitbit sleep summary container points to a valid table or file.</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</p>
<ul>
<li>Available for all time segments</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>/fitbit_steps_intraday_raw.csv
- data/raw/<span class="o">{</span>pid<span class="o">}</span>/fitbit_steps_intraday_with_datetime.csv
- data/raw/<span class="o">{</span>pid<span class="o">}</span>/fitbit_sleep_summary_raw.csv <span class="o">(</span>Only when <span class="o">[</span>EXCLUDE_SLEEP<span class="o">][</span>EXCLUDE<span class="o">]=</span>True and <span class="o">[</span>EXCLUDE_SLEEP<span class="o">][</span>TYPE<span class="o">]=</span>FITBIT_BASED<span class="o">)</span>
- data/interim/<span class="o">{</span>pid<span class="o">}</span>/fitbit_steps_intraday_with_datetime_exclude_sleep.csv <span class="o">(</span>Only when <span class="o">[</span>EXCLUDE_SLEEP<span class="o">][</span>EXCLUDE<span class="o">]=</span>True<span class="o">)</span>
- data/interim/<span class="o">{</span>pid<span class="o">}</span>/fitbit_steps_intraday_features/fitbit_steps_intraday_<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>/fitbit_steps_intraday.csv
</code></pre></div>
</div>
<p>Parameters description for <code>[FITBIT_STEPS_INTRADAY][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>FITBIT_STEPS_INTRADAY</code> features from the <code>RAPIDS</code> provider</td>
</tr>
<tr>
<td><code>[FEATURES]</code></td>
<td>Features to be computed from steps intraday data, see table below</td>
</tr>
<tr>
<td><code>[THRESHOLD_ACTIVE_BOUT]</code></td>
<td>Every minute with Fitbit steps data wil be labelled as <code>sedentary</code> if its step count is below this threshold, otherwise, <code>active</code>.</td>
</tr>
<tr>
<td><code>[INCLUDE_ZERO_STEP_ROWS]</code></td>
<td>Whether or not to include time segments with a 0 step count during the whole day.</td>
</tr>
</tbody>
</table>
<p>Features description for <code>[FITBIT_STEPS_INTRADAY][PROVIDERS][RAPIDS]</code>:</p>
<table>
<thead>
<tr>
<th>Feature</th>
<th>Units</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>sumsteps</td>
<td>steps</td>
<td>The total step count during a time segment.</td>
</tr>
<tr>
<td>maxsteps</td>
<td>steps</td>
<td>The maximum step count during a time segment.</td>
</tr>
<tr>
<td>minsteps</td>
<td>steps</td>
<td>The minimum step count during a time segment.</td>
</tr>
<tr>
<td>avgsteps</td>
<td>steps</td>
<td>The average step count during a time segment.</td>
</tr>
<tr>
<td>stdsteps</td>
<td>steps</td>
<td>The standard deviation of step count during a time segment.</td>
</tr>
<tr>
<td>countepisodesedentarybout</td>
<td>bouts</td>
<td>Number of sedentary bouts during a time segment.</td>
</tr>
<tr>
<td>sumdurationsedentarybout</td>
<td>minutes</td>
<td>Total duration of all sedentary bouts during a time segment.</td>
</tr>
<tr>
<td>maxdurationsedentarybout</td>
<td>minutes</td>
<td>The maximum duration of any sedentary bout during a time segment.</td>
</tr>
<tr>
<td>mindurationsedentarybout</td>
<td>minutes</td>
<td>The minimum duration of any sedentary bout during a time segment.</td>
</tr>
<tr>
<td>avgdurationsedentarybout</td>
<td>minutes</td>
<td>The average duration of sedentary bouts during a time segment.</td>
</tr>
<tr>
<td>stddurationsedentarybout</td>
<td>minutes</td>
<td>The standard deviation of the duration of sedentary bouts during a time segment.</td>
</tr>
<tr>
<td>countepisodeactivebout</td>
<td>bouts</td>
<td>Number of active bouts during a time segment.</td>
</tr>
<tr>
<td>sumdurationactivebout</td>
<td>minutes</td>
<td>Total duration of all active bouts during a time segment.</td>
</tr>
<tr>
<td>maxdurationactivebout</td>
<td>minutes</td>
<td>The maximum duration of any active bout during a time segment.</td>
</tr>
<tr>
<td>mindurationactivebout</td>
<td>minutes</td>
<td>The minimum duration of any active bout during a time segment.</td>
</tr>
<tr>
<td>avgdurationactivebout</td>
<td>minutes</td>
<td>The average duration of active bouts during a time segment.</td>
</tr>
<tr>
<td>stddurationactivebout</td>
<td>minutes</td>
<td>The standard deviation of the duration of active bouts during a time segment.</td>
</tr>
</tbody>
</table>
<div class="admonition note">
<p class="admonition-title">Assumptions/Observations</p>
<ol>
<li><em>Active and sedentary bouts</em>. If the step count per minute is smaller than <code>THRESHOLD_ACTIVE_BOUT</code> (default value is 10), that minute is labelled as sedentary, otherwise, is labelled as active. Active and sedentary bouts are periods of consecutive minutes labelled as <code>active</code> or <code>sedentary</code>.</li>
</ol>
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