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            "License :: OSI Approved :: MIT License",
            "Natural Language :: English",
            "Programming Language :: Python :: 2",
            "Programming Language :: Python :: 2.7",
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        "description": "# os-fast-reservoir\n[![Build Status](https://www.travis-ci.org/cfhamlet/os-fast-reservoir.svg?branch=master)](https://www.travis-ci.org/cfhamlet/os-fast-reservoir)\n[![codecov](https://codecov.io/gh/cfhamlet/os-fast-reservoir/branch/master/graph/badge.svg)](https://codecov.io/gh/cfhamlet/os-fast-reservoir)\n[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/os-fast-reservoir.svg)](https://pypi.python.org/pypi/os-fast-reservoir)\n[![PyPI](https://img.shields.io/pypi/v/os-fast-reservoir.svg)](https://pypi.python.org/pypi/os-fast-reservoir)\n\nPython implementation of fast approximation reservioir sampling.\n\n# Install\n  `$ pip install os-fast-reservoir`\n\n# Usage\n  * API\n  ```\n    from os_fast_reservoir import ReservoirSampling\n\n    rs = ReservoirSampling(100)\n\n    for i in range(1000):\n        rs.sample(i)\n\n    for i in rs:\n        print i\n  ```\n  * Command line\n  ```\n    $ os-fast-reservoir -h\n    usage: os-fast-reservoir [-h] [-v] [-f INPUT_FILE] -n NUM\n\n    Reservoir sample tool.\n\n    optional arguments:\n      -h, --help            show this help message and exit\n      -v, --version         show program's version number and exit\n      -f INPUT_FILE, --file INPUT_FILE\n                            file to be sampled (default: stdin)\n      -n NUM, --num NUM     sample number\n  ```\n\n# Algorithm\n  * [Reservoir sampling](https://en.wikipedia.org/wiki/Reservoir_sampling)\n  * [Faster Random Samples With Gap Sampling](http://erikerlandson.github.io/blog/2014/09/11/faster-random-samples-with-gap-sampling/)\n  * [Very Fast Reservoir Sampling](http://erikerlandson.github.io/blog/2015/11/20/very-fast-reservoir-sampling/)\n  * Another implementation: [alexprengere/reservoir](https://github.com/alexprengere/reservoir)\n\n# Unit Tests\n  `$ tox`\n\n# License\n  MIT licensed.",
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