.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples/data/_03_dmo_data.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_auto_examples_data__03_dmo_data.py>`
        to download the full example code

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_auto_examples_data__03_dmo_data.py:


Loading Digital Mobility Outcome (DMO) data
===========================================

Besides raw data, mobgap also has utilities to load pre-calculated DMO data in the format published by Mobilise-D.
Specifically, this is the data of the TVS (=technical validation study) and the
individual CVS (=clinical validation study) visits.
For each CVS visit data is available as a single CSV file, which contains the DMO data for all walking bouts of all
participants.

In addition, you might have access to the weartime reports, published by McRoberts.
They can be loaded optionally together with the DMO data (see below).

To get started, the data should be organised as follows:

1. The main dmo file with a name like ``cvs-T1-wb-dmo-27-11-2023.csv``.
   The important part is that the second element (separated by ``-``) indicates the visit-id (T1, T2, ...).
2. A file that contains the mapping from the p-id to the measurement site. This file should have at least the columns
    ``Local.Participant`` and ``Participant.Site``.
3. If you are planning to load the weartime reports, you need to have a folder with the individual weartime reports and
   a "compliance report" that contains the total weartime per day.
   The file should follow the naming schema ``CVS-wear-complicance-*.xlsx`` and should be placed in the same folder as
   the weartime reports.

If the data is organised as described above, you can load the data using the :class:`MobilisedCvsDmoDataset` class.
Below, we will use some example data that is included in the mobgap package containing the data from two participants.

Loading data using these classes handles a lot of common edgecases, in particular the correct handling of timezones and
is hence, the recommended way to load the data.

We will only show loading the data without the weartime reports, as no example weartime reports are included in the
package at the moment.

.. GENERATED FROM PYTHON SOURCE LINES 34-46

.. code-block:: default


    from mobgap.data import MobilisedCvsDmoDataset, get_example_cvs_dmo_data_path

    example_data_base_path = get_example_cvs_dmo_data_path()
    dmo_data_path = example_data_base_path / "cvs-T1-test_data.csv"
    mapping_path = example_data_base_path / "cvs-T1-test_data_mapping.csv"

    dataset = MobilisedCvsDmoDataset(
        dmo_path=dmo_data_path, site_pid_map_path=mapping_path
    )
    dataset






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <h4 style="margin-bottom: 0.1em;">MobilisedCvsDmoDataset [14 groups/rows]</h3>
    <div style="margin-top: 0em">
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table style="margin-left: 3em;">
      <thead>
        <tr style="text-align: right;">
          <th style="text-align: center;"></th>
          <th style="text-align: center;">visit_type</th>
          <th style="text-align: center;">participant_id</th>
          <th style="text-align: center;">measurement_date</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th style="text-align: center;">0</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-13</td>
        </tr>
        <tr>
          <th style="text-align: center;">1</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-14</td>
        </tr>
        <tr>
          <th style="text-align: center;">2</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-15</td>
        </tr>
        <tr>
          <th style="text-align: center;">3</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-16</td>
        </tr>
        <tr>
          <th style="text-align: center;">4</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-17</td>
        </tr>
        <tr>
          <th style="text-align: center;">5</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-18</td>
        </tr>
        <tr>
          <th style="text-align: center;">6</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-19</td>
        </tr>
        <tr>
          <th style="text-align: center;">7</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-14</td>
        </tr>
        <tr>
          <th style="text-align: center;">8</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-15</td>
        </tr>
        <tr>
          <th style="text-align: center;">9</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-16</td>
        </tr>
        <tr>
          <th style="text-align: center;">10</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-17</td>
        </tr>
        <tr>
          <th style="text-align: center;">11</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-18</td>
        </tr>
        <tr>
          <th style="text-align: center;">12</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-19</td>
        </tr>
        <tr>
          <th style="text-align: center;">13</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-20</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 47-51

We can access all dmo data (i.e. all individual dmos per walking bout) of the entire dataset using the following
line.
This might take a second, as the data is loaded from the CSV file (in particular when using the full dataset instead
of the example data).

.. GENERATED FROM PYTHON SOURCE LINES 51-54

.. code-block:: default

    dataset.data







.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th>wbday</th>
          <th>duration_s</th>
          <th>n_steps</th>
          <th>n_turns</th>
          <th>cadence_spm</th>
          <th>walking_speed_mps</th>
          <th>stride_length_m</th>
          <th>stride_duration_s</th>
          <th>visit_date_utc</th>
          <th>site</th>
          <th>timezone</th>
        </tr>
        <tr>
          <th>visit_type</th>
          <th>participant_id</th>
          <th>measurement_date</th>
          <th>wb_id</th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th rowspan="11" valign="top">T1</th>
          <th rowspan="5" valign="top">10004</th>
          <th rowspan="5" valign="top">2021-04-13</th>
          <th>wb_2021_4_13_0001_1</th>
          <td>1</td>
          <td>4.823538</td>
          <td>8</td>
          <td>0</td>
          <td>90.888440</td>
          <td>0.530627</td>
          <td>0.774706</td>
          <td>1.383975</td>
          <td>2021-04-12 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>wb_2021_4_13_0002_1</th>
          <td>1</td>
          <td>8.039229</td>
          <td>11</td>
          <td>0</td>
          <td>80.188857</td>
          <td>0.529198</td>
          <td>0.876706</td>
          <td>1.634663</td>
          <td>2021-04-12 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>wb_2021_4_13_0003_1</th>
          <td>1</td>
          <td>13.817425</td>
          <td>19</td>
          <td>1</td>
          <td>91.352944</td>
          <td>0.708731</td>
          <td>1.027429</td>
          <td>1.481877</td>
          <td>2021-04-12 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>wb_2021_4_13_0004_1</th>
          <td>1</td>
          <td>13.264728</td>
          <td>21</td>
          <td>0</td>
          <td>99.749524</td>
          <td>0.668984</td>
          <td>0.894819</td>
          <td>1.420747</td>
          <td>2021-04-12 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>wb_2021_4_13_0005_1</th>
          <td>1</td>
          <td>32.207162</td>
          <td>37</td>
          <td>1</td>
          <td>79.089075</td>
          <td>0.609849</td>
          <td>1.029953</td>
          <td>1.495227</td>
          <td>2021-04-12 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>...</th>
          <th>...</th>
          <th>...</th>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
        </tr>
        <tr>
          <th rowspan="5" valign="top">10005</th>
          <th rowspan="5" valign="top">2021-04-20</th>
          <th>wb_2021_4_20_0366_7</th>
          <td>7</td>
          <td>4.748170</td>
          <td>6</td>
          <td>0</td>
          <td>87.497580</td>
          <td>0.459190</td>
          <td>0.694687</td>
          <td>0.994593</td>
          <td>2021-04-19 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>wb_2021_4_20_0367_7</th>
          <td>7</td>
          <td>7.360919</td>
          <td>10</td>
          <td>1</td>
          <td>78.690165</td>
          <td>0.546124</td>
          <td>0.908011</td>
          <td>1.445640</td>
          <td>2021-04-19 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>wb_2021_4_20_0368_7</th>
          <td>7</td>
          <td>7.788003</td>
          <td>12</td>
          <td>0</td>
          <td>85.342554</td>
          <td>0.734981</td>
          <td>1.124061</td>
          <td>1.320190</td>
          <td>2021-04-19 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>wb_2021_4_20_0369_7</th>
          <td>7</td>
          <td>9.194868</td>
          <td>10</td>
          <td>1</td>
          <td>81.725056</td>
          <td>0.752255</td>
          <td>1.202214</td>
          <td>1.651615</td>
          <td>2021-04-19 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
        <tr>
          <th>wb_2021_4_20_0370_7</th>
          <td>7</td>
          <td>11.254921</td>
          <td>10</td>
          <td>7</td>
          <td>76.918853</td>
          <td>1.290913</td>
          <td>2.199377</td>
          <td>2.174182</td>
          <td>2021-04-19 22:00:00+00:00</td>
          <td>CAU</td>
          <td>Europe/Berlin</td>
        </tr>
      </tbody>
    </table>
    <p>4753 rows × 11 columns</p>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 55-60

We can also access a ``data_mask`` that represents potential data quality issues in the data.
If the value is ``False`` the specific value of the DMO is outside expert defined thresholds.
Depending on the analysis, you might want to exclude these values from the analysis.
Further methods like the :class:`MobilisedAggregator` allow to pass this data mask to exclude these values correctly
from further analysis.

.. GENERATED FROM PYTHON SOURCE LINES 60-62

.. code-block:: default

    dataset.data_mask






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th>duration_s</th>
          <th>n_steps</th>
          <th>n_turns</th>
          <th>cadence_spm</th>
          <th>walking_speed_mps</th>
          <th>stride_length_m</th>
          <th>stride_duration_s</th>
        </tr>
        <tr>
          <th>visit_type</th>
          <th>participant_id</th>
          <th>measurement_date</th>
          <th>wb_id</th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th rowspan="11" valign="top">T1</th>
          <th rowspan="5" valign="top">10004</th>
          <th rowspan="5" valign="top">2021-04-13</th>
          <th>wb_2021_4_13_0001_1</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>wb_2021_4_13_0002_1</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>wb_2021_4_13_0003_1</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>wb_2021_4_13_0004_1</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>wb_2021_4_13_0005_1</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>...</th>
          <th>...</th>
          <th>...</th>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
        </tr>
        <tr>
          <th rowspan="5" valign="top">10005</th>
          <th rowspan="5" valign="top">2021-04-20</th>
          <th>wb_2021_4_20_0366_7</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>wb_2021_4_20_0367_7</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>wb_2021_4_20_0368_7</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>wb_2021_4_20_0369_7</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>wb_2021_4_20_0370_7</th>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
          <td>True</td>
        </tr>
      </tbody>
    </table>
    <p>4753 rows × 7 columns</p>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 63-66

We can see in the index that each day of the recording is listed as a separate entry in the dataset index and hence
can be easily accessed individually.


.. GENERATED FROM PYTHON SOURCE LINES 66-68

.. code-block:: default

    dataset






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <h4 style="margin-bottom: 0.1em;">MobilisedCvsDmoDataset [14 groups/rows]</h3>
    <div style="margin-top: 0em">
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table style="margin-left: 3em;">
      <thead>
        <tr style="text-align: right;">
          <th style="text-align: center;"></th>
          <th style="text-align: center;">visit_type</th>
          <th style="text-align: center;">participant_id</th>
          <th style="text-align: center;">measurement_date</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th style="text-align: center;">0</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-13</td>
        </tr>
        <tr>
          <th style="text-align: center;">1</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-14</td>
        </tr>
        <tr>
          <th style="text-align: center;">2</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-15</td>
        </tr>
        <tr>
          <th style="text-align: center;">3</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-16</td>
        </tr>
        <tr>
          <th style="text-align: center;">4</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-17</td>
        </tr>
        <tr>
          <th style="text-align: center;">5</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-18</td>
        </tr>
        <tr>
          <th style="text-align: center;">6</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-19</td>
        </tr>
        <tr>
          <th style="text-align: center;">7</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-14</td>
        </tr>
        <tr>
          <th style="text-align: center;">8</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-15</td>
        </tr>
        <tr>
          <th style="text-align: center;">9</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-16</td>
        </tr>
        <tr>
          <th style="text-align: center;">10</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-17</td>
        </tr>
        <tr>
          <th style="text-align: center;">11</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-18</td>
        </tr>
        <tr>
          <th style="text-align: center;">12</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-19</td>
        </tr>
        <tr>
          <th style="text-align: center;">13</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10005</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-20</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 69-72

.. code-block:: default

    single_participant = dataset.get_subset(participant_id="10004")
    single_participant






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <h4 style="margin-bottom: 0.1em;">MobilisedCvsDmoDataset [7 groups/rows]</h3>
    <div style="margin-top: 0em">
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table style="margin-left: 3em;">
      <thead>
        <tr style="text-align: right;">
          <th style="text-align: center;"></th>
          <th style="text-align: center;">visit_type</th>
          <th style="text-align: center;">participant_id</th>
          <th style="text-align: center;">measurement_date</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th style="text-align: center;">0</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-13</td>
        </tr>
        <tr>
          <th style="text-align: center;">1</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-14</td>
        </tr>
        <tr>
          <th style="text-align: center;">2</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-15</td>
        </tr>
        <tr>
          <th style="text-align: center;">3</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-16</td>
        </tr>
        <tr>
          <th style="text-align: center;">4</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-17</td>
        </tr>
        <tr>
          <th style="text-align: center;">5</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-18</td>
        </tr>
        <tr>
          <th style="text-align: center;">6</th>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">T1</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">10004</td>
          <td style="text-align: center; padding-left: 2em; padding-right: 2em;">2021-04-19</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 73-76

This allows to access the measurement site and timezone of the participant.
Note, that this is usually not that important, as the class handles timezone conversions internally and provides all
time values (e.g. the start of a walking bout) in the local time of the measurement site.

.. GENERATED FROM PYTHON SOURCE LINES 76-78

.. code-block:: default

    single_participant.measurement_site





.. rst-class:: sphx-glr-script-out

 .. code-block:: none


    'CAU'



.. GENERATED FROM PYTHON SOURCE LINES 79-80

.. code-block:: default

    single_participant.timezone




.. rst-class:: sphx-glr-script-out

 .. code-block:: none


    'Europe/Berlin'




.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 1.309 seconds)

**Estimated memory usage:**  10 MB


.. _sphx_glr_download_auto_examples_data__03_dmo_data.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example




    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: _03_dmo_data.py <_03_dmo_data.py>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: _03_dmo_data.ipynb <_03_dmo_data.ipynb>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_