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            "License :: OSI Approved :: MIT License",
            "Operating System :: MacOS :: MacOS X",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX",
            "Programming Language :: Python :: 2",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: Implementation :: CPython",
            "Programming Language :: Python :: Implementation :: PyPy",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Text Processing :: Linguistic",
            "Topic :: Utilities"
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        "description": "=========================\n Google ngram downloader\n=========================\n\n.. image:: https://travis-ci.org/dimazest/google-ngram-downloader.png?branch=master\n    :target: https://travis-ci.org/dimazest/google-ngram-downloader\n\n.. image:: https://coveralls.io/repos/dimazest/google-ngram-downloader/badge.png?branch=master\n    :target: https://coveralls.io/r/dimazest/google-ngram-downloader?branch=master\n\n.. image:: https://zenodo.org/badge/4321/dimazest/google-ngram-downloader.png\n    :target: http://dx.doi.org/10.5281/zenodo.11884\n    :alt: Zenodo doi.\n\n`The Google Books Ngram Viewer dataset`__ is a freely available resource under\na `Creative Commons Attribution 3.0 Unported License`__ which provides ngram\ncounts over books scanned by Google.\n\n__ http://storage.googleapis.com/books/ngrams/books/datasetsv2.html\n__ http://creativecommons.org/licenses/by/3.0/\n\nThe data is so big, that storing it is almost impossible. However, sometimes\nyou need an aggregate data over the dataset. For example to build a\nco-occurrence matrix.\n\nThis package provides an iterator over the dataset stored at Google. It\ndecompresses the data on the fly and provides you the access to the underlying\ndata.\n\nFeatures\n========\n\n* Download ngrams of various length and languages.\n* Access to part of ngrams, e.g. ones that start with an 'a'.\n\nInstallation\n============\n\n::\n\n    pip install google-ngram-downloader\n\n\nThe command line tool\n=====================\n\nIt also provides a simple command line tool to download the ngrams called\n`google-ngram-downloader`. Refer to the help to see available actions::\n\n    google-ngram-downloader help\n    usage: google-ngram-downloader <command> [options]\n\n    commands:\n\n     cooccurrence  Write the cooccurrence frequencies of a word and its contexts.\n     download      Download The Google Books Ngram Viewer dataset version 20120701.\n     help          Show help for a given help topic or a help overview.\n     readline      Print the raw content.\n\n\nExample use of the API\n======================\n\n>>> from google_ngram_downloader import readline_google_store\n>>>\n>>> fname, url, records = next(readline_google_store(ngram_len=5))\n>>> fname\n'googlebooks-eng-all-5gram-20120701-0.gz'\n>>> url\n'http://storage.googleapis.com/books/ngrams/books/googlebooks-eng-all-5gram-20120701-0.gz'\n>>> next(records)\nRecord(ngram=u'0 \" A most useful', year=1860, match_count=1, volume_count=1)\n\nChanges\n=======\n\nVersion 4.0.1\n-------------\n\n* Citation information.\n* Tests are correctly packaged for a release.\n\nVersion 4.0.0\n-------------\n\n* Added 'indices' keyword. Thanks to neocortex.\n* Added 'language' flat. Thanks to Ray Powell (rpowellgit).\n\nVersion 3.1.1\n-------------\n\n* Non-unique contexts are taken into account inside of an ngram.\n\nVersion 3.1\n-----------\n\n* The ``cooccurrence`` command does not perform any ngram modification.\n\nVersion 3.0\n-----------\n\n* `download`, `readile` and `cooccurrence` subcommands.\n* `readline_google_store` transforms lines to `Record` in several processes.",
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