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        "author": "Meteorological Service of Canada",
        "author_email": "ec.woudc.ec@canada.ca",
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            "Development Status :: 4 - Beta",
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            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Topic :: Scientific/Engineering :: Atmospheric Science"
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        "description": "|Build Status| |Build status| |Downloads this month on PyPI| |Latest\nrelease| |License|\n\nWOUDC Quality Assessment library\n================================\n\nPython package for automatically quality assessing\n`WOUDC <https://woudc.org>`__ data based on defined rules.\n\nInstallation\n------------\n\nRequirements\n~~~~~~~~~~~~\n\nwoudc-qa requires Python 2.7.\n\nDependencies\n~~~~~~~~~~~~\n\nSee ``requirements.txt``.\n\nInstalling the Package\n~~~~~~~~~~~~~~~~~~~~~~\n\n.. code:: bash\n\n    # via distutils\n    pip install -r requirements.txt\n    python setup.py install\n\nUsage\n-----\n\nCommand line interface\n~~~~~~~~~~~~~~~~~~~~~~\n\n.. code:: bash\n\n    usage: woudc-qa.py [-h] --file FILE\n\n    Execute Qa.\n\n    optional arguments:\n      -h, --help   show this help message and exit\n      --file FILE  Path to extended CSV file to be quality assessed.\n\nExamples\n--------\n\n.. code:: python\n\n    from woudc_qa import qa\n    file_s = open(<path to your extended CSV file.>).read()\n    qa_results = qa(file_s)\n    # qa_results is a dictionary as such:\n    # qa_results: {\n    #     filename: {\n    #        test_id: {\n    #            row : {\n    #                result: result of this test, pass/fail/None/NR,\n    #                table: table name,\n    #                table_index: table_index,\n    #                element: element name,\n    #                related_test_id: test_id,\n    #                related_test_result: related tests result, pass/fail/None/NR\n    #                precond : precondition result: pass/fail/None/NR\n    #            }\n    #        }\n    #    }\n    # }\n    # where,\n    # 'filename' is the name of the file, default it to 'file1'\n    # 'test_id' is the test identifier from the test definition\n    # 'row' is the row number of the element under assessmet. Always 1 for non profile/payload element\n    # 'result', is the result of the assessment for the element at the indicated row for the given test\n    # 'table' is the name of the table where the element under assessment is found\n    # 'table_index' is the index of the above table. Default to 1, index will be incremented by 1 to handle multicipity\n    # 'element' is the element under assessment\n    # 'related_test_id' is a listing of any related test to this test\n    # 'related_test_result' is a aggregated result of all related tests to this test\n    # 'precond' is the aggregated result of any precondition checks\n    #\n    # from collections import OrderedDict\n    # test_result = qa_result[<filename>][<test_id>]\n    # iterate over test results by row:\n    # for row, result in test_result.iteritems():\n    #    print row, result\n    # get result of assessment at a specific row\n    # row_result = qa_results[<filename>][<test_id>][<row number>]['result']\n\nDevelopment\n-----------\n\nFor development environments, install in a Python\n`virtualenv <http://virtualenv.org>`__:\n\n.. code:: bash\n\n    virtualenv foo\n    cd foo\n    . bin/activate\n    # fork master\n    # fork http://github.com/woudc/woudc-qa on GitHub\n    # clone your fork to create a branch\n    git clone https://github.com/{your GitHub username}/woudc-qa.git\n    cd woudc-qa\n    # install dev packages\n    pip install -r requirements.txt\n    python setup.py install\n    # create upstream remote\n    git remote add upstream https://github.com/woudc/woudc-qa.git\n    git pull upstream master\n    git branch my-cool-feature\n    git checkout my-cool-feature\n    # start dev\n    git commit -m 'implement cool feature'\n    # push to your fork\n    git push origin my-cool-feature\n    # issue Pull Request on GitHub\n    git checkout master\n    # cleanup/update once your branch is merged on GitHub\n    # remove branch\n    git branch -D my-cool-feature\n    # update your fork\n    git pull upstream master\n    git push origin master\n\nRunning Tests\n~~~~~~~~~~~~~\n\n.. code:: bash\n\n    # via distutils\n    python setup.py test\n    # manually\n    python run_tests.py\n    # report test coverage\n    coverage run --source woudc_qa setup.py test\n    coverage report -m\n\nCode Conventions\n~~~~~~~~~~~~~~~~\n\nwoudc\\_qa code conventions are as per\n`PEP8 <https://www.python.org/dev/peps/pep-0008>`__.\n\n.. code:: bash\n\n    # code should always pass the following\n    find -type f -name \"*.py\" | xargs flake8\n\nIssues\n------\n\nAll bugs, enhancements and issues are managed on\n`GitHub <https://github.com/woudc/woudc-qa/issues>`__.\n\nHistory\n-------\n\nContact\n-------\n\n-  `Thinesh\n   Sornalingam <http://geds20-sage20.ssc-spc.gc.ca/en/GEDS20/?pgid=015&dn=CN%3Dthinesh.sornalingam%40canada.ca%2COU%3DDAT-GES%2COU%3DMON-STR%2COU%3DMON-DIR%2COU%3DMSCB-DGSMC%2COU%3DDMO-CSM%2COU%3DEC-EC%2CO%3DGC%2CC%3DCA>`__\n\n.. |Build Status| image:: https://travis-ci.org/woudc/woudc-qa.png?branch=master\n   :target: https://travis-ci.org/woudc/woudc-qa\n.. |Build status| image:: https://ci.appveyor.com/api/projects/status/02koln2pe4ap5kvd/branch/master?svg=true\n   :target: https://ci.appveyor.com/project/tomkralidis/woudc-qa\n.. |Downloads this month on PyPI| image:: https://img.shields.io/pypi/dm/woudc-qa.svg\n   :target: http://pypi.python.org/pypi/woudc-qa\n.. |Latest release| image:: https://img.shields.io/pypi/v/woudc-qa.svg\n   :target: http://pypi.python.org/pypi/woudc-qa\n.. |License| image:: https://img.shields.io/github/license/woudc/woudc-qa.svg\n   :target: https://github.com/woudc/woudc-qa\n",
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