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        "author": "S. Andrew Sheppard",
        "author_email": "andrew@wq.io",
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            "Development Status :: 5 - Production/Stable",
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            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Natural Language :: English",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Topic :: Scientific/Engineering :: GIS",
            "Topic :: Software Development :: Libraries :: Application Frameworks",
            "Topic :: Text Processing :: Markup :: XML",
            "Topic :: Utilities"
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        "description": "|wq.io|\n\n`wq.io <https://wq.io/wq.io>`__ is a Pythonic library for consuming\n(input), iterating over, and generating (output) external data resources\nin various formats. wq.io facilitates interoperability between the `wq\nframework <https://wq.io/>`__ and other systems and formats.\n\nwq.io is `designed to be customized <https://wq.io/docs/custom-io>`__,\nwith a `base class <https://wq.io/docs/base-io>`__ and modular mixin\nclasses that handle `loading <https://wq.io/docs/loaders>`__,\n`parsing <https://wq.io/docs/parsers>`__, and\n`mapping <https://wq.io/docs/mappers>`__ external data to a convenient\nAPI.\n\n|Latest PyPI Release| |Release Notes| |Documentation| |License| |GitHub\nStars| |GitHub Forks| |GitHub Issues|\n\n|Travis Build Status| |Python Support|\n\n    Somewhat coincidentally, https://wq.io is also the URL for the\n    website describing the wq framework as a whole. The documentation\n    for wq.io (the library) is available on wq.io (the website) at\n    https://wq.io/wq.io.\n\nGetting Started\n---------------\n\n.. code:: bash\n\n    # Recommended: create virtual environment\n    # python3 -m venv venv\n    # . venv/bin/activate\n\n    # Install entire wq suite (recommended)\n    pip install wq\n\n    # Install only wq.io\n    pip install wq.io\n\n    # To enable wq.io's GIS support\n    pip install geopandas # includes Shapely & Fiona\n\n    # To enable wq.io's Excel write support\n    pip install xlwt # xls support\n    pip install xlsxwriter # xlsx support\n    # (xls/xlsx read support is enabled by default)\n\nSee `the wq documentation <https://wq.io/docs/>`__ for more information.\n\nFeatures\n--------\n\nwq.io provides a general purpose API for loading, iterating over, and\nwriting tabular datasets. The basic idea is to avoid needing to remember\nthe unique usage of e.g.\n`csv <https://docs.python.org/3/library/csv.html>`__,\n`xlrd <http://www.python-excel.org/>`__, or\n`xml.etree <https://docs.python.org/3/library/xml.etree.elementtree.html>`__\nevery time one needs to work with external data. Instead, wq.io\nabstracts these libraries into a consistent interface that works as an\n`iterable <https://docs.python.org/3/glossary.html#term-iterable>`__ of\n`namedtuples <https://docs.python.org/3/library/collections.html#collections.namedtuple>`__.\nWhenever possible, the field names for a dataset are automatically\ndetermined from the source file, e.g. the column headers in an Excel\nspreadsheet.\n\n.. code:: python\n\n    from wq.io import ExcelFileIO\n    data = ExcelFileIO(filename='example.xls')\n    for row in data:\n        print(row.name, row.date)\n\nwq.io provides a number of built-in classes like the above, including a\n``CsvFileIO``, ``XmlFileIO``, and ``JsonFileIO``. There is also a\nconvenience function, ``load_file()``, that attempts to automatically\ndetermine which class to use for a given file.\n\n.. code:: python\n\n    from wq.io import load_file\n    data = load_file('example.csv')\n    for row in data:\n        print(row.name, row.date)\n\nAll of the included ``*FileIO`` classes support both reading and writing\nto external files, though write support for Excel files requires\nadditional libraries (`xlwt <http://www.python-excel.org/>`__ and\n`xlsxwriter <https://xlsxwriter.readthedocs.org/>`__) that aren't listed\nas dependencies.\n\nNetwork Client\n~~~~~~~~~~~~~~\n\nwq.io also provides network-capable equivalents of each of the above\nclasses, to facilitate loading data from third party webservices.\n\n.. code:: python\n\n    from wq.io import JsonNetIO\n    class WebServiceIO(JsonNetIO):\n        url = \"http://example.com/api\"\n        \n    data = WebServiceIO(params={'type': 'all'})\n    for row in data:\n        print(row.timestamp, row.value)\n\nThe powerful `requests <http://python-requests.org/>`__ library is used\ninternally to load data over HTTP.\n\nPandas Analysis\n~~~~~~~~~~~~~~~\n\nWhen `Pandas <http://pandas.pydata.org/>`__ is installed, the\n``as_dataframe()`` method on wq.io classes can be used to create a\n`DataFrame <http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html>`__,\nenabling more extensive analysis possibilities.\n\n.. code:: python\n\n    instance = WebServiceIO(params={'type': 'all'})\n    df = instance.as_dataframe()\n    print(df.value.mean())\n\nGIS Support\n~~~~~~~~~~~\n\nWhen `Fiona <https://github.com/Toblerity/Fiona>`__ and\n`Shapely <https://github.com/Toblerity/Shapely>`__ are installed, wq.io\ncan also open and create shapefiles and other OGR-compatible geographic\ndata formats.\n\n.. code:: python\n\n    from wq.io import ShapeIO\n    data = ShapeIO(filename='sites.shp')\n    for id, site in data.items():\n        print(id, site.geometry.wkt)\n\nExtending wq.io\n~~~~~~~~~~~~~~~\n\nEach ``IO`` class is composed of mixin classes\n(`loaders <https://wq.io/docs/loaders>`__,\n`parsers <https://wq.io/docs/parsers>`__, and\n`mappers <https://wq.io/docs/mappers>`__) that handle the various steps\nof the process. By extending these mixin or the pre-mixed classes above,\nit is straightforward to `extend wq.io <https://wq.io/docs/custom-io>`__\nto support arbitrary formats. The `climata\nlibrary <https://github.com/heigeo/climata>`__ provides a number of\nexamples of custom ``IO`` classes for loading climate and hydrology\ndata.\n\n.. |wq.io| image:: https://raw.github.com/wq/wq/master/images/256/wq.io.png\n   :target: https://wq.io/wq.io\n.. |Latest PyPI Release| image:: https://img.shields.io/pypi/v/wq.io.svg\n   :target: https://pypi.org/project/wq.io\n.. |Release Notes| image:: https://img.shields.io/github/release/wq/wq.io.svg\n   :target: https://github.com/wq/wq.io/releases\n.. |Documentation| image:: https://img.shields.io/badge/Docs-1.1-blue.svg\n   :target: https://wq.io/wq.io\n.. |License| image:: https://img.shields.io/pypi/l/wq.io.svg\n   :target: https://wq.io/license\n.. |GitHub Stars| image:: https://img.shields.io/github/stars/wq/wq.io.svg\n   :target: https://github.com/wq/wq.io/stargazers\n.. |GitHub Forks| image:: https://img.shields.io/github/forks/wq/wq.io.svg\n   :target: https://github.com/wq/wq.io/network\n.. |GitHub Issues| image:: https://img.shields.io/github/issues/wq/wq.io.svg\n   :target: https://github.com/wq/wq.io/issues\n.. |Travis Build Status| image:: https://img.shields.io/travis/wq/wq.io.svg\n   :target: https://travis-ci.org/wq/wq.io\n.. |Python Support| image:: https://img.shields.io/pypi/pyversions/wq.io.svg\n   :target: https://pypi.python.org/pypi/wq.io\n",
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