{
    "info": {
        "author": "Tsuyoshi Hombashi",
        "author_email": "tsuyoshi.hombashi@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "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",
            "Programming Language :: Python :: 3.8",
            "Topic :: Software Development :: Libraries",
            "Topic :: Software Development :: Libraries :: Python Modules"
        ],
        "description": ".. contents:: **DataProperty**\n   :backlinks: top\n   :local:\n\n\nSummary\n=======\nA Python library for extract property from data.\n\n\n.. image:: https://badge.fury.io/py/DataProperty.svg\n    :target: https://badge.fury.io/py/DataProperty\n    :alt: PyPI package version\n\n.. image:: https://img.shields.io/pypi/pyversions/DataProperty.svg\n   :target: https://pypi.org/project/DataProperty\n    :alt: Supported Python versions\n\n.. image:: https://img.shields.io/travis/thombashi/DataProperty/master.svg?label=Linux/macOS%20CI\n    :target: https://travis-ci.org/thombashi/DataProperty\n    :alt: Linux/macOS CI status\n\n.. image:: https://img.shields.io/appveyor/ci/thombashi/dataproperty/master.svg?label=Windows%20CI\n    :target: https://ci.appveyor.com/project/thombashi/dataproperty\n    :alt: Windows CI status\n\n.. image:: https://coveralls.io/repos/github/thombashi/DataProperty/badge.svg?branch=master\n    :target: https://coveralls.io/github/thombashi/DataProperty?branch=master\n    :alt: Test coverage\n\n\nUsage\n=====\n\nExtract property of data\n------------------------\n\ne.g. Extract a ``float`` value property\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n.. code:: python\n\n    >>> from dataproperty import DataProperty\n    >>> DataProperty(-1.1)\n    data=-1.1, type=REAL_NUMBER, align=right, ascii_width=4, int_digits=1, decimal_places=1, extra_len=1\n\ne.g. Extract a ``int`` value property\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n.. code:: python\n\n    >>> from dataproperty import DataProperty\n    >>> DataProperty(123456789)\n    data=123456789, type=INTEGER, align=right, ascii_width=9, int_digits=9, decimal_places=0, extra_len=0\n\ne.g. Extract a ``str`` (ascii) value property\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n.. code:: python\n\n    >>> from dataproperty import DataProperty\n    >>> DataProperty(\"sample string\")\n    data=sample string, type=STRING, align=left, length=13, ascii_width=13, extra_len=0\n\ne.g. Extract a ``str`` (multi-byte) value property\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n.. code:: python\n\n    >>> import six\n    >>> from dataproperty import DataProperty\n    >>> six.text_type(DataProperty(\"\u543e\u8f29\u306f\u732b\u3067\u3042\u308b\"))\n    data=\u543e\u8f29\u306f\u732b\u3067\u3042\u308b, type=STRING, align=left, length=7, ascii_width=14, extra_len=0\n\ne.g. Extract a time (``datetime``) value property\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n.. code:: python\n\n    >>> import datetime\n    >>> from dataproperty import DataProperty\n    >>> DataProperty(datetime.datetime(2017, 1, 1, 0, 0, 0))\n    data=2017-01-01 00:00:00, type=DATETIME, align=left, ascii_width=19, extra_len=0\n\ne.g. Extract a ``bool`` value property\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n.. code:: python\n\n    >>> from dataproperty import DataProperty\n    >>> DataProperty(True)\n    data=True, type=BOOL, align=left, ascii_width=4, extra_len=0\n\n\nExtract data property for each element from a matrix\n----------------------------------------------------\n``DataPropertyExtractor.to_dp_matrix`` method returns a matrix of ``DataProperty`` instances from a data matrix.\nAn example data set and the result are as follows:\n\n:Sample Code:\n    .. code:: python\n\n        import datetime\n        from dataproperty import DataPropertyExtractor\n\n        dp_extractor = DataPropertyExtractor()\n        dt = datetime.datetime(2017, 1, 1, 0, 0, 0)\n        inf = float(\"inf\")\n        nan = float(\"nan\")\n\n        dp_matrix = dp_extractor.to_dp_matrix([\n            [1, 1.1, \"aa\", 1, 1, True, inf, nan, dt],\n            [2, 2.2, \"bbb\", 2.2, 2.2, False, \"inf\", \"nan\", dt],\n            [3, 3.33, \"cccc\", -3, \"ccc\", \"true\", inf, \"NAN\", \"2017-01-01T01:23:45+0900\"],\n        ])\n\n        for row, dp_list in enumerate(dp_matrix):\n            for col, dp in enumerate(dp_list):\n                print(\"row={:d}, col={:d}, {}\".format(row, col, str(dp)))\n\n:Output:\n    ::\n\n        row=0, col=0, data=1, type=INTEGER, align=right, ascii_width=1, int_digits=1, decimal_places=0, extra_len=0\n        row=0, col=1, data=1.1, type=REAL_NUMBER, align=right, ascii_width=3, int_digits=1, decimal_places=1, extra_len=0\n        row=0, col=2, data=aa, type=STRING, align=left, ascii_width=2, length=2, extra_len=0\n        row=0, col=3, data=1, type=INTEGER, align=right, ascii_width=1, int_digits=1, decimal_places=0, extra_len=0\n        row=0, col=4, data=1, type=INTEGER, align=right, ascii_width=1, int_digits=1, decimal_places=0, extra_len=0\n        row=0, col=5, data=True, type=BOOL, align=left, ascii_width=4, extra_len=0\n        row=0, col=6, data=Infinity, type=INFINITY, align=left, ascii_width=8, extra_len=0\n        row=0, col=7, data=NaN, type=NAN, align=left, ascii_width=3, extra_len=0\n        row=0, col=8, data=2017-01-01 00:00:00, type=DATETIME, align=left, ascii_width=19, extra_len=0\n        row=1, col=0, data=2, type=INTEGER, align=right, ascii_width=1, int_digits=1, decimal_places=0, extra_len=0\n        row=1, col=1, data=2.2, type=REAL_NUMBER, align=right, ascii_width=3, int_digits=1, decimal_places=1, extra_len=0\n        row=1, col=2, data=bbb, type=STRING, align=left, ascii_width=3, length=3, extra_len=0\n        row=1, col=3, data=2.2, type=REAL_NUMBER, align=right, ascii_width=3, int_digits=1, decimal_places=1, extra_len=0\n        row=1, col=4, data=2.2, type=REAL_NUMBER, align=right, ascii_width=3, int_digits=1, decimal_places=1, extra_len=0\n        row=1, col=5, data=False, type=BOOL, align=left, ascii_width=5, extra_len=0\n        row=1, col=6, data=Infinity, type=INFINITY, align=left, ascii_width=8, extra_len=0\n        row=1, col=7, data=NaN, type=NAN, align=left, ascii_width=3, extra_len=0\n        row=1, col=8, data=2017-01-01 00:00:00, type=DATETIME, align=left, ascii_width=19, extra_len=0\n        row=2, col=0, data=3, type=INTEGER, align=right, ascii_width=1, int_digits=1, decimal_places=0, extra_len=0\n        row=2, col=1, data=3.33, type=REAL_NUMBER, align=right, ascii_width=4, int_digits=1, decimal_places=2, extra_len=0\n        row=2, col=2, data=cccc, type=STRING, align=left, ascii_width=4, length=4, extra_len=0\n        row=2, col=3, data=-3, type=INTEGER, align=right, ascii_width=2, int_digits=1, decimal_places=0, extra_len=1\n        row=2, col=4, data=ccc, type=STRING, align=left, ascii_width=3, length=3, extra_len=0\n        row=2, col=5, data=True, type=BOOL, align=left, ascii_width=4, extra_len=0\n        row=2, col=6, data=Infinity, type=INFINITY, align=left, ascii_width=8, extra_len=0\n        row=2, col=7, data=NaN, type=NAN, align=left, ascii_width=3, extra_len=0\n        row=2, col=8, data=2017-01-01T01:23:45+0900, type=STRING, align=left, ascii_width=24, length=24, extra_len=0\n\n\nFull example source code can be found at *examples/py/to_dp_matrix.py*\n\n\nExtract property for each column from a matrix\n------------------------------------------------------\n``DataPropertyExtractor.to_column_dp_list`` method returns a list of ``DataProperty`` instances from a data matrix. The list represents the properties for each column.\nAn example data set and the result are as follows:\n\nExample data set and result are as follows:\n\n:Sample Code:\n    .. code:: python\n\n        import datetime\n        from dataproperty import DataPropertyExtractor\n\n        dp_extractor = DataPropertyExtractor()\n        dt = datetime.datetime(2017, 1, 1, 0, 0, 0)\n        inf = float(\"inf\")\n        nan = float(\"nan\")\n\n        data_matrix = [\n            [1, 1.1,  \"aa\",   1,   1,     True,   inf,   nan,   dt],\n            [2, 2.2,  \"bbb\",  2.2, 2.2,   False,  \"inf\", \"nan\", dt],\n            [3, 3.33, \"cccc\", -3,  \"ccc\", \"true\", inf,   \"NAN\", \"2017-01-01T01:23:45+0900\"],\n        ]\n\n        dp_extractor.headers = [\"int\", \"float\", \"str\", \"num\", \"mix\", \"bool\", \"inf\", \"nan\", \"time\"]\n        col_dp_list = dp_extractor.to_column_dp_list(dp_extractor.to_dp_matrix(dp_matrix))\n\n        for col_idx, col_dp in enumerate(col_dp_list):\n            print(str(col_dp))\n\n:Output:\n    ::\n\n        column=0, type=INTEGER, align=right, ascii_width=3, bit_len=2, int_digits=1, decimal_places=0\n        column=1, type=REAL_NUMBER, align=right, ascii_width=5, int_digits=1, decimal_places=(min=1, max=2)\n        column=2, type=STRING, align=left, ascii_width=4\n        column=3, type=REAL_NUMBER, align=right, ascii_width=4, int_digits=1, decimal_places=(min=0, max=1), extra_len=(min=0, max=1)\n        column=4, type=STRING, align=left, ascii_width=3, int_digits=1, decimal_places=(min=0, max=1)\n        column=5, type=BOOL, align=left, ascii_width=5\n        column=6, type=INFINITY, align=left, ascii_width=8\n        column=7, type=NAN, align=left, ascii_width=3\n        column=8, type=STRING, align=left, ascii_width=24\n\n\nFull example source code can be found at *examples/py/to_column_dp_list.py*\n\n\nInstallation\n============\n\nInstall from PyPI\n------------------------------\n::\n\n    pip install DataProperty\n\nInstall from PPA (for Ubuntu)\n------------------------------\n::\n\n    sudo add-apt-repository ppa:thombashi/ppa\n    sudo apt update\n    sudo apt install python3-dataproperty\n\n\nDependencies\n============\nPython 2.7+ or 3.5+\n\n- `mbstrdecoder <https://github.com/thombashi/mbstrdecoder>`__\n- `six <https://pypi.org/project/six/>`__\n- `typepy <https://github.com/thombashi/typepy>`__\n\nOptional dependencies\n---------------------\n- `logbook <https://logbook.readthedocs.io/en/stable/>`__\n    - Logging using logbook if the package installed\n\nTest dependencies\n-----------------\n- `pytest <https://pypi.org/project/pytest>`__\n- `pytest-runner <https://github.com/pytest-dev/pytest-runner>`__\n- `tox <https://pypi.org/project/tox>`__\n\n\n",
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