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    "info": {
        "author": "Andrey Mikhaylenko",
        "author_email": "neithere@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "License :: OSI Approved :: GNU Library or Lesser General Public License (LGPL)",
            "Programming Language :: Python",
            "Programming Language :: Python :: 2",
            "Programming Language :: Python :: 2.6",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.2",
            "Programming Language :: Python :: 3.3",
            "Programming Language :: Python :: Implementation :: CPython",
            "Programming Language :: Python :: Implementation :: PyPy",
            "Topic :: Database :: Front-Ends",
            "Topic :: Software Development :: Libraries",
            "Topic :: Software Development :: Libraries :: Python Modules"
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        "description": "~~~~\nMonk\n~~~~\n\n.. image:: https://badge.fury.io/py/monk.png\n   :target: http://badge.fury.io/py/monk\n\n.. image:: https://travis-ci.org/neithere/monk.png?branch=master\n   :target: https://travis-ci.org/neithere/monk\n\nAn unobtrusive data modeling, manipulation and validation library.\n\nSupports MongoDB out of the box. Can be used for any other DB (or even without one).\n\nInstallation\n------------\n\n    $  pip install monk\n\nDependencies\n------------\n\n`Monk` is tested against the following versions of Python:\n\n* CPython 2.6, 2.7, 3.2, 3.4\n* PyPy 2.0\n\nOptional dependencies:\n\n* The MongoDB extension requires `pymongo`.\n\nDocumentation\n-------------\n\nSee the complete `documentation`_ for details.\n\nExamples\n--------\n\nModeling\n........\n\nThe schema is defined as a template using native Python data types::\n\n    # we will reuse this structure in examples below\n\n    spec = {\n        'title': 'Untitled',\n        'comments': [\n            {\n                'author': str,\n                'date': datetime.datetime.utcnow,\n                'text': str\n            }\n        ],\n    }\n\nYou are free to design as complex a document as you need.\nThe `manipulation` and `validation` functions (described below) support\narbitrary nested structures.\n\nWhen this \"natural\" pythonic approach is not sufficient, you can mix it with\na more verbose notation, e.g.::\n\n    title_spec = IsA(str, default='Untitled') | Equals(None)\n\nThere are also neat shortcuts::\n\n    spec = {\n        'url': nullable(str),\n        'status': one_of(['new', 'in progress', 'closed']),\n        'comments': [str],\n        'blob': None,\n    }\n\nThis could be written a bit more verbosely::\n\n    spec = {\n        'url': IsA(str) | Equals(None),\n        'status': Equals('new') | Equals('in progress') | Equals('closed'),\n        'comments': ListOf(IsA(str)),\n        'blob': Anything(),\n    }\n\nIt is even possible to define schemata for dictionary keys::\n\n    CATEGORIES = ['books', 'films', 'toys']\n    spec = {\n        'title': str,\n        optional('price'): float,    # key is optional; value is mandatory\n        'similar_items': {\n            one_of(CATEGORIES): [    # suggestions grouped by category\n                {'url': str, 'title': str}\n            ],\n        }\n    }\n\n    # (what if the categories should be populated dynamically?\n    #  well, the schema is plain Python data, just copy/update on the fly.)\n\nAnd, yes, you can mix notations.  See FAQ.\n\nThis very short intro shows that Monk requires almost **zero learning to\nstart** and then provides very **powerful tools when you need them**;\nyou won't have to rewrite the \"intuitive\" code, only augment complexity\nexactly in places where it's inevitable.\n\nManipulation\n............\n\nThe schema can be used to create full documents from incomplete data:\n\n.. code-block:: python\n\n    from monk import merge_defaults\n\n    # default values are set for missing keys\n\n    >>> merge_defaults(spec, {})\n    {\n        'title': 'Untitled',\n        'comments': [],\n    }\n\n    # it's easy to override the defaults\n\n    >>> merge_defaults(spec, {'title': 'Hello'})\n    {\n        'title': 'Hello',\n        'comments': [],\n    }\n\n    # nested lists of dictionaries can be auto-filled, too.\n    # by the way, note the date.\n\n    >>> merge_defaults(spec, {'comments': [{'author': 'john'}]})\n    {\n        'title': 'Untitled',\n        'comments': [\n            {\n                'author': 'john',\n                'date': datetime.datetime(2013, 3, 3, 1, 8, 4, 152113),\n                'text': None,\n            }\n        ]\n    }\n\nValidation\n..........\n\nThe same schema can be used to ensure that the document has correct structure\nand the values are of correct types:\n\n.. code-block:: python\n\n    from monk.validation import validate\n\n    # correct data: staying silent\n\n    >>> validate(spec, data)\n\n    # a key is missing\n\n    >>> validate(spec, {'title': 'Hello'})\n    Traceback (most recent call last):\n       ...\n    MissingKey: 'comments'\n\n    # a key is missing in a dictionary in a nested list\n\n    >>> validate(spec, {'comments': [{'author': 'john'}]}\n    Traceback (most recent call last):\n       ...\n    MissingKey: 'comments': #0: 'date'\n\n    # type check; also works with functions and methods (by return value)\n\n    >>> validate(spec, {'title': 123, 'comments': []})\n    Traceback (most recent call last):\n        ...\n    ValidationError: 'title': must be str\n\nCustom validators can be used.  Behaviour can be fine-tuned.\n\nThe `validate()` function translates the \"natural\" notation to a validator\nobject under the hood.  To improve performance you can \"compile\" the validator\nonce (using `translate()` function or by creating a validator instance in place)\nand use it multiple times to validate different values::\n\n    >>> from monk import *\n    >>> translate(str) == IsA(str)\n    True\n    >>> validator = IsA(str) | IsA(int)\n    >>> validator('hello')\n    >>> validator(123)\n    >>> validator(5.5)\n    Traceback (most recent call last):\n        ...\n    AllFailed: 5.5 (must be str; must be int)\n\nThe library can be also viewed as a framework for building ODMs\n(object-document mappers).  See the MongoDB extension and note how it reuses\nmixins provided by DB-agnostic modules.\n\nHere's an example of the MongoDB ODM bundled with Monk::\n\n    from monk.mongo import Document\n\n    class Item(Document):\n        structure = dict(text=unicode, slug=unicode)\n        indexes = dict(text=None, slug=dict(unique=True))\n\n    # this involves manipulation (inserting missing fields)\n    item = Item(text=u'foo', slug=u'bar')\n\n    # this involves validation\n    item.save(db)\n\nLinks\n-----\n\n* `Project home page`_ (Github)\n* `Documentation`_ (Read the Docs)\n* `Package distribution`_ (PyPI)\n* Questions, requests, bug reports, etc.:\n\n  * `Issue tracker`_\n  * Direct e-mail (neithere at gmail com)\n\n.. _project home page: http://github.com/neithere/monk/\n.. _documentation: http://monk.readthedocs.org\n.. _package distribution: http://pypi.python.org/pypi/monk\n.. _issue tracker: http://github.com/neithere/monk/issues/\n\nAuthor\n------\n\nOriginally written by Andrey Mikhaylenko since 2011.\n\nPlease feel free to submit patches, report bugs or request features:\n\n    http://github.com/neithere/monk/issues/\n\nLicensing\n---------\n\nMonk is free software: you can redistribute it and/or modify\nit under the terms of the GNU Lesser General Public License as published\nby the Free Software Foundation, either version 3 of the License, or\n(at your option) any later version.\n\nMonk is distributed in the hope that it will be useful,\nbut WITHOUT ANY WARRANTY; without even the implied warranty of\nMERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the\nGNU Lesser General Public License for more details.\n\nYou should have received a copy of the GNU Lesser General Public License\nalong with Monk.  If not, see <http://gnu.org/licenses/>.",
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