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        "author": "Sebastian Bank",
        "author_email": "sebastian.bank@uni-leipzig.de",
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        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 2",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Scientific/Engineering :: Information Analysis",
            "Topic :: Scientific/Engineering :: Visualization"
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        "description": "Features\r\n========\r\n\r\n|PyPI version| |License| |Supported Python| |Format| |Docs|\r\n\r\n|Travis| |Codecov|\r\n\r\nFeatures is a simple implementation of **feature set algebra** in Python.\r\n\r\nLinguistic analyses commonly use sets of **binary or privative features** to\r\nrefer to different groups of linguistic objects: for example a group of\r\n*phonemes* that share some phonological features like ``[-consonantal, +high]``\r\nor a set of *morphemes* that occur in context of a specific person/number\r\ncombination like ``[-participant, GROUP]``. Usually, the features are applied in\r\na way such that only **some of their combinations are valid**, while others are\r\nimpossible (i.e. refer to no object) |--| for example ``[+high, +low]``, or\r\n``[-participant, +speaker]``.\r\n\r\nWith this package, such feature systems can be defined with a simple contingency\r\n**table definition** (feature matrix) and stored under a section name in a\r\nsimple clear-text **configuration file**. Each feature system can then be\r\n**loaded** by its name and provides its own ``FeatureSet`` subclass that\r\nimplements all **comparisons and operations** between its feature sets according\r\nto the given definition (compatibility, entailment, intersection, unification,\r\netc.).\r\n\r\nFeatures creates the **complete lattice** structure between the possible feature\r\nsets of each feature system and lets you navigate and **visualize their\r\nrelations** using the `Graphviz graph layout software`_.\r\n\r\n\r\nLinks\r\n-----\r\n\r\n- GitHub: https://github.com/xflr6/features\r\n- PyPI: https://pypi.org/project/features/\r\n- Documentation: https://features.readthedocs.io\r\n- Changelog: https://features.readthedocs.io/en/latest/changelog.html\r\n- Issue Tracker: https://github.com/xflr6/features/issues\r\n- Download: https://pypi.org/project/features/#files\r\n\r\n\r\nInstallation\r\n------------\r\n\r\nThis package runs under Python 2.7 and 3.5+, use pip_ to install:\r\n\r\n.. code:: bash\r\n\r\n    $ pip install features\r\n\r\nThis will also install the concepts_ package from PyPI providing the `Formal\r\nConcept Analysis`_ (FCA) algorithms on which this package is based.\r\n\r\n\r\nQuickstart\r\n----------\r\n\r\nLoad a **predefined feature system** by name (in this case features for a\r\nsix-way person/number distinction, cf. the definitions in the bundled\r\n``config.ini`` in the `source repository`_). \r\n\r\n.. code:: python\r\n\r\n    >>> import features\r\n\r\n    >>> fs = features.FeatureSystem('plural')\r\n\r\n    >>> print(fs.context)  # doctest: +ELLIPSIS\r\n    <Context object mapping 6 objects to 10 properties [3011c283] at 0x...>\r\n          |+1|-1|+2|-2|+3|-3|+sg|+pl|-sg|-pl|\r\n        1s|X |  |  |X |  |X |X  |   |   |X  |\r\n        1p|X |  |  |X |  |X |   |X  |X  |   |\r\n        2s|  |X |X |  |  |X |X  |   |   |X  |\r\n        2p|  |X |X |  |  |X |   |X  |X  |   |\r\n        3s|  |X |  |X |X |  |X  |   |   |X  |\r\n        3p|  |X |  |X |X |  |   |X  |X  |   |\r\n\r\n\r\nCreate **feature sets** from strings or string sequences. Use **feature string\r\nparsing**, get back string sequences and feature or extent strings in\r\ntheir canonical order (definition order):\r\n\r\n.. code:: python\r\n\r\n    >>> fs('+1 +sg'), fs(['+2', '+2', '+sg']), fs(['+sg', '+3'])\r\n    (FeatureSet('+1 +sg'), FeatureSet('+2 +sg'), FeatureSet('+3 +sg'))\r\n\r\n    >>> fs('SG1').concept.intent\r\n    ('+1', '-2', '-3', '+sg', '-pl')\r\n\r\n    >>> fs('1').string, fs('1').string_maximal, fs('1').string_extent\r\n    ('+1', '+1 -2 -3', '1s 1p')\r\n\r\n\r\nUse **feature algebra**: intersection (`join`) , union/unification (`meet`),\r\nset inclusion (`extension/subsumption`). Do feature set comparisons\r\n(`logical connectives`_).\r\n\r\n.. code:: python\r\n\r\n    >>> fs('+1 +sg') % fs('+2 +sg')\r\n    FeatureSet('-3 +sg')\r\n\r\n    >>> fs('-3') ^ fs('+1') ^ fs('-pl')\r\n    FeatureSet('+1 +sg')\r\n\r\n    >>> fs('+3') > fs('-1') and fs('+pl') < fs('+2 -sg')\r\n    True\r\n\r\n    >>> fs('+1').incompatible_with(fs('+3')) and fs('+sg').complement_of(fs('+pl'))\r\n    True\r\n\r\n\r\nNavigate the created subsumption lattice_ (`Hasse graph`_) of **all valid\r\nfeature sets**:\r\n\r\n.. code:: python\r\n\r\n    >>> fs('+1').upper_neighbors, fs('+1').lower_neighbors\r\n    ([FeatureSet('-3'), FeatureSet('-2')], [FeatureSet('+1 +sg'), FeatureSet('+1 +pl')])\r\n\r\n    >>> fs('+1').upset()\r\n    [FeatureSet('+1'), FeatureSet('-3'), FeatureSet('-2'), FeatureSet('')]\r\n\r\n    >>> for f in fs:  # doctest: +ELLIPSIS\r\n    ...     print('[%s] <-> {%s}' % (f.string_maximal, f.string_extent))\r\n    [+1 -1 +2 -2 +3 -3 +sg +pl -sg -pl] <-> {}\r\n    [+1 -2 -3 +sg -pl] <-> {1s}\r\n    ...\r\n    [-1] <-> {2s 2p 3s 3p}\r\n    [] <-> {1s 1p 2s 2p 3s 3p}\r\n\r\n\r\nSee `the docs`_ on how to define, load, and use **your own feature systems**.\r\n\r\n\r\nFurther reading\r\n---------------\r\n\r\n- https://en.wikipedia.org/wiki/Join_and_meet\r\n- https://en.wikipedia.org/wiki/Formal_concept_analysis\r\n- http://www.upriss.org.uk/fca/\r\n\r\n\r\nSee also\r\n--------\r\n\r\n- concepts_ |--| Formal Concept Analysis with Python\r\n- fileconfig_ |--| Config file sections as objects\r\n- graphviz_ |--| Simple Python interface for Graphviz\r\n\r\n\r\nLicense\r\n-------\r\n\r\nFeatures is distributed under the `MIT license`_.\r\n\r\n\r\n.. _pip: https://pip.readthedocs.io\r\n\r\n.. _Graphviz graph layout software: http://www.graphviz.org\r\n.. _Formal Concept Analysis: https://en.wikipedia.org/wiki/Formal_concept_analysis\r\n.. _source repository: https://github.com/xflr6/features/blob/master/features/config.ini\r\n.. _logical connectives: https://en.wikipedia.org/wiki/Template:Logical_connectives_table_and_Hasse_diagram\r\n.. _lattice: https://en.wikipedia.org/wiki/Lattice_(order)\r\n.. _Hasse graph: https://en.wikipedia.org/wiki/Hasse_diagram\r\n.. _the docs: https://features.readthedocs.io/en/stable/manual.html\r\n\r\n.. _concepts: https://pypi.org/project/concepts/\r\n.. _fileconfig: https://pypi.org/project/fileconfig/\r\n.. _graphviz: https://pypi.org/project/graphviz/\r\n\r\n.. _MIT license: https://opensource.org/licenses/MIT\r\n\r\n\r\n.. |--| unicode:: U+2013\r\n\r\n\r\n.. |PyPI version| image:: https://img.shields.io/pypi/v/features.svg\r\n    :target: https://pypi.org/project/features/\r\n    :alt: Latest PyPI Version\r\n.. |License| image:: https://img.shields.io/pypi/l/features.svg\r\n    :target: https://pypi.org/project/features/\r\n    :alt: License\r\n.. |Supported Python| image:: https://img.shields.io/pypi/pyversions/features.svg\r\n    :target: https://pypi.org/project/features/\r\n    :alt: Supported Python Versions\r\n.. |Format| image:: https://img.shields.io/pypi/format/features.svg\r\n    :target: https://pypi.org/project/features/\r\n    :alt: Format\r\n.. |Docs| image:: https://readthedocs.org/projects/features/badge/?version=stable\r\n    :target: https://features.readthedocs.io/en/stable/\r\n    :alt: Readthedocs\r\n.. |Travis| image:: https://img.shields.io/travis/xflr6/features.svg\r\n    :target: https://travis-ci.org/xflr6/features\r\n    :alt: Travis\r\n.. |Codecov| image:: https://codecov.io/gh/xflr6/features/branch/master/graph/badge.svg\r\n    :target: https://codecov.io/gh/xflr6/features\r\n    :alt: Codecov\r\n\r\n\r\n",
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