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            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "License :: OSI Approved :: Apache Software License",
            "Natural Language :: English",
            "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 :: Implementation :: CPython",
            "Programming Language :: Python :: Implementation :: PyPy",
            "Topic :: Security :: Cryptography"
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        "description": "# CLK Hash\n\nPython implementation of cryptographic longterm key hashing. Supports Python versions 2.7+, 3.5+\n\nThis is as described by Rainer Schnell, Tobias Bachteler, and J\u00f6rg Reiher in\n[A Novel Error-Tolerant Anonymous Linking Code](http://grlc.german-microsimulation.de/wp-content/uploads/2017/05/downloadwp-grlc-2011-02.pdf)\n\n[![codecov](https://codecov.io/gh/data61/clkhash/branch/master/graph/badge.svg)](https://codecov.io/gh/data61/clkhash)\n[![Documentation Status](https://readthedocs.org/projects/clkhash/badge/?version=latest)](http://clkhash.readthedocs.io/en/latest/?badge=latest)\n[![Build Status](https://travis-ci.org/data61/clkhash.svg?branch=master)](https://travis-ci.org/data61/clkhash)\n[![Requirements Status](https://requires.io/github/data61/clkhash/requirements.svg?branch=master)](https://requires.io/github/data61/clkhash/requirements/?branch=master)\n[![Downloads](https://pepy.tech/badge/clkhash)](https://pepy.tech/project/clkhash)\n\n## Installation\n\nInstall clkhash with all dependencies using pip:\n\n    pip install clkhash\n\nIf the installation of `bitarray` fails on Windows you may need to install the appropriate\n[Visual Studio C++ compiler](https://wiki.python.org/moin/WindowsCompilers) for your version\nof Python; this is required because the `bitarray` library compiles a C extension.\n\n## Documentation\n\n[https://clkhash.readthedocs.io](https://clkhash.readthedocs.io/en/latest/)\n\n\n## CLI Tool\n\nAfter installation of the clkhash library you should have a `clkutil` program in your path.\nAlternatively you can use `python -m clkhash.cli`.\n\nThis command line tool can be used to process PII data into Cryptographic Longterm Keys.\nThe tool also has an option for generating fake PII data, and commands to upload hashes to an entity matching service.\n\n```\n$ clkutil generate 1000 fake-pii-out.csv\n$ head -n 4  fake-pii-out.csv\nINDEX,NAME freetext,DOB YYYY/MM/DD,GENDER M or F\n0,Libby Slemmer,1933/09/13,F\n1,Garold Staten,1928/11/23,M\n2,Yaritza Edman,1972/11/30,F\n```\n\nA schema is required to hash this data. You can retrieve the default schema with\n\n    $ clkutil generate-default-schema fake-pii-schema.json\n\nor you can make your own.\n\nTo hash this data using its schema, with the shared secret keys `horse` and `staple`:\n\n    $ clkutil hash fake-pii-out.csv horse staple fake-pii-schema.json /tmp/fake-clk.json\n    CLK data written to /tmp/fake-clk.json\n\n\nNote the keys should only be shared with the other entity - and not with anyone carrying out\nthe record linkage.\n\nTo use the command line tool without installing `clkhash`, install the dependencies, then run:\n\n    python -m clkhash.cli\n\n## clkhash api\n\nTo hash a CSV file of entities using the default schema:\n\n```python\nfrom clkhash import clk, randomnames\nfake_pii_schema = randomnames.NameList.SCHEMA\nclks = clk.generate_clk_from_csv(open('fake-pii-out.csv','r'), ('key1', 'key2'), fake_pii_schema)\n```\n\n\n",
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        "keywords": "",
        "license": "Apache",
        "maintainer": "",
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