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docs/features/extracted.rst
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@ -439,7 +439,6 @@ See `Applications Foreground Config Code`_
**Available Platforms:**
- Android
- iOS
**Snakefile entry:**
@ -481,12 +480,12 @@ See `Applications Foreground Config Code`_
Name Description
==================== ===================
day_segment The particular ``day_segment`` that will be analyzed. The available options are ``daily``, ``morning``, ``afternoon``, ``evening``, ``night``
single_categories A single category of apps that will be included for the data collection. The available categories can be defined in the ``APPLICATION_GENRES`` in the ``config`` file. See :ref:`Assumtions and Observations <applications-foreground-observations>`.
multiple_categories Categories of apps that will be included for the data collection. The available categories can be defined in the ``APPLICATION_GENRES`` in the ``config`` file. See :ref:`Assumtions and Observations <applications-foreground-observations>`.
single_apps Any Android app can be included in the list of apps used to collect data by adding the package name to this list. (E.g. Youtube)
excluded_categories Categories of apps that will be excluded for the data collection. The available categories can be defined in the ``APPLICATION_GENRES`` in the ``config`` file. See :ref:`Assumtions and Observations <applications-foreground-observations>`.
excluded_apps Any Android app can be excluded from the list of apps used to collect data by adding the package name to this list.
features The different measures that can be retrieved from the dataset. See :ref:`Available Applications Foreground Features <applications-foreground-available-features>` Table below
single_categories App categories to be included in the feature extraction computation. See ``APPLICATION_GENRES`` in this file to add new categories or use the catalogue we provide and read :ref:`Assumtions and Observations <applications-foreground-observations>` for more information.
multiple_categories You can group multiple categories into meta categories, for example ``social: ["socialnetworks", "socialmediatools"]``.
single_apps Apps to be included in the feature extraction computation. Use their package name, for example, ``com.google.android.youtube`` or the reserved word ``top1global`` (the most used app by a participant over the whole monitoring study).
excluded_categories App categories to be excluded in the feature extraction computation. See ``APPLICATION_GENRES`` in this file to add new categories or use the catalogue we provide and read :ref:`Assumtions and Observations <applications-foreground-observations>` for more information.
excluded_apps Apps to be excluded in the feature extraction computation. Use their package name, for example: ``com.google.android.youtube``
features The features to be extracted. See :ref:`Available Applications Foreground Features <applications-foreground-available-features>` Table below
==================== ===================
.. _applications-foreground-available-features:
@ -508,9 +507,11 @@ frequencyentropy nats The entropy of the used apps within a category
**Assumptions/Observations:**
The ``APPLICATION_GENRES`` configuration (See `Application Genres Config`_ setting defines that catalogue of categories of apps that available for the pipeline. The ``CATALOGUE_SOURCE`` defines the source of the catalogue which can be ``FILE`` i.e. a custom file like the file provided with this project (See `Custom Catalogue File`_) or ``GOOGLE`` which is category classifications provided by Google. The ``CATALOGUE_FILE`` variable defines the path to the location of the custom file that contains the custom app catalogue. If ``CATALOGUE_SOURCE`` is equal to ``FILE``, the ``UPDATE_CATALOGUE_FILE`` variable specifies (``TRUE`` or ``FALSE``) whether or not to update ``CATALOGUE_FILE``, if ``CATALOGUE_SOURCE`` is equal to ``GOOGLE`` all scraped genres will be saved to ``CATALOGUE_FILE``. The ``SCRAPE_MISSING_GENRES`` is a ``TRUE`` or ``FALSE`` variable that specifies whether or not to scrape missing genres, only effective if ``CATALOGUE_SOURCE`` is equal to ``FILE``. If ``CATALOGUE_SOURCE`` is equal to ``GOOGLE``, all genres are scraped anyway. It should be noted that the ``top1global`` option finds and uses the most used app for that participant for the study.
Features can be computed by app, by apps grouped under a single category (genre) and by multiple categories grouped together (meta categories). For example, we can get features for Facebook, for Social Network Apps (including Facebook and others) or for a meta category called Social formed by Social Network and Social Media Tools categories.
We provide three ways of classifying and app within a category (genre): a) by automatically scraping its official category from the Google Play Store, b) by using the catalogue created by Stachl et al. which we provide in RAPIDS (``data/external/``), or c) by manually creating a personalized catalogue.
The way you choose strategy a, b or c is by modifying ``APPLICATION_GENRES`` keys and values. Set ``CATALOGUE_SOURCE`` to ``FILE`` if you want to use a CSV file as catalogue or to ``GOOGLE`` if you want to scrape the genres from the Play Store. By default``CATALOGUE_FILE`` points to the catalogue created by Stachl et al. and you can change this path to your own catalogue that follows the same format. In addition, set ``SCRAPE_MISSING_GENRES`` to true if you are using a FILE catalogue and you want to scrape from the Play Store any missing genres and ``UPDATE_CATALOGUE_FILE`` to true if you want to save those scrapped genres back into the FILE.
.. _battery-sensor-doc:
@ -1201,4 +1202,4 @@ stddurationactivebout minutes Std duration active bout: The standard
.. _`Custom Catalogue File`: https://github.com/carissalow/rapids/blob/master/data/external/stachl_application_genre_catalogue.csv
.. _top1global: https://github.com/carissalow/rapids/blob/765bb462636d5029a05f54d4c558487e3786b90b/config.yaml#L108
.. _`Beiwe Summary Statistics`: http://wiki.beiwe.org/wiki/Summary_Statistics
.. _`Pause-Flight Model`: https://academic.oup.com/biostatistics/advance-article/doi/10.1093/biostatistics/kxy059/5145908
.. _`Pause-Flight Model`: https://academic.oup.com/biostatistics/advance-article/doi/10.1093/biostatistics/kxy059/5145908