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    "info": {
        "author": "Aron Culotta",
        "author_email": "aronwc@gmail.com",
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        "classifiers": [
            "Development Status :: 2 - Pre-Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: BSD License",
            "Natural Language :: English",
            "Programming Language :: Python :: 2",
            "Programming Language :: Python :: 2.6",
            "Programming Language :: Python :: 2.7",
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        "description": "purpletag\n=========\n\nA tool to track polarized hashtags used by members of the U.S. congress.\n\nInstall\n-------\n\n``pip install purpletag``\n\nor, from source:\n\n::\n\n    git clone https://github.com/casmlab/purpletag.git\n    cd purpletag\n    python setup.py install\n\nConfiguration\n-------------\n\npurpletag depends on `twutil <https://github.com/tapilab/twutil>`__ for\ncollecting data from Twitter. You'll need to put your credentials in the\nfollowing environmental variables:\n\n-  ``TW_CONSUMER_KEY``\n-  ``TW_CONSUMER_SECRET``\n-  ``TW_ACCESS_TOKEN``\n-  ``TW_ACCESS_TOKEN_SECRET``\n\npurpletag also depends on a configuration file (see\n```sample.cfg`` <sample.cfg>`__ for an example). By default, it is\nassumed to be in ``~/.purpletag``, but you can specify a custom location\nby setting the ``PURPLE_CFG`` environmental variable.\n\nBy default, all data will be written to ``/data/purpletag``, but you can\nchange this in the config file.\n\npurpletag fetches the list of legislators and their Twitter handles from\nhttp://www.govtrack.us/; these URLs are also specified in the config.\n\nGetting started\n---------------\n\npurpletag consists of a number of command-line tools to collect, parse,\nand analyze tweets sent by members of Congress.\n\nTo see the list of commands:\n\n::\n\n    $ purpletag -h\n    usage: purpletag [--help] <command> [<args>...]\n\n    The most commonly used purpletag commands are:\n         collect    Collect tweets from members of congress, stored in json\n         parse      Parse tweet json\n         score      Create score files containing polarization scores for hashtags and MOCs.\n         serve      Launch a web service to visualize results.\n    See 'purpletag help <command>' for more information on a specific command.\n\nThe expected use case is that ``collect`` is run continuously, then\n``parse``, ``score``, ``serve`` are run once daily. There is also\nsupport for using historical data (see the ``-s`` option of ``collect``\nand the ``-d`` option of ``parse``).\n\n``collect``\n~~~~~~~~~~~\n\nThis command will fetch tweets from all members of congress listed in\n``twitter.yaml``.\n\n::\n\n    purpletag collect -h\n    usage:\n        purpletag collect [options]\n        purpletag collect (-t | --track | -s | --search) [options]\n\n    Options\n        -h, --help\n        -o, --output <file>        output path\n        -r, --refresh-handles      fetch latest twitter handles for politicians\n        -t, --track                collect tweets in real time using streaming API\n        -s, --search               search historical tweets using search API\n\nThere are two modes of operation:\n\n-  ``track``: Use the Twitter Streaming API to collect tweets in\n   real-time.\n-  ``search``: Use the Twitter REST API to collect the most recent 3,200\n   tweets from each legislator.\n\nOutput is stored in ``/data/purpletag/jsons``.\n\nYou probably want to use ``search`` to first collect all historical\ntweets, then run ``track`` to collect all tweets going forward.\n**Note:** ``search`` will take a long time to run (hours), since the\nscript sleeps to wait out the rate limits imposed by the REST API.\n\n``parse``\n~~~~~~~~~\n\nThis command will parse all the collected tweets in\n``/data/purpletag/jsons`` and extract the hashtags used by each\nlegislator.\n\n::\n\n    purpletag parse -h\n    usage: purpletag parse [options]\n\n    Parse .json files into .tags files.\n\n    Options\n        -h, --help                 help\n        -t <timespans>             sliding window timespans [default: 1,7,30]\n        -d <days>                  number of historical days to simulate [default: 1]\n\nThe output looks like this:\n\n::\n\n    markwarner whistleblowers:1 studentdebt:1 nova:1 f22:1\n    repwestmoreland jobs:1 nationaldayofprayer:2 benghazi:3\n\nFor example, this indicates that Lynn Westmoreland used the hashtag\n#jobs once, #nationaldayofprayer twice, and #benghazi three times.\n\nThe ``-t`` parameter indicates a list of timespans to use when\naggregating these statistics. For example ``purpletag parse -t 30`` will\nparse all tweets posted in the past 30 days and compute output like the\nexample above. The file name itself will indicate this. For example,\n``2014-05-02.30.tags`` is a tags file created when running this command\non May 2, 2014, collecting statistics for the past 30 days.\n\nThe ``-d`` parameter allows you to simulate running this for a number of\ndays in the past. This is useful after running ``purpletag collect -s``\nto collect all historical data (up to 3,200 per legislator), then\ngenerating tags files as if you had been running this daily.\n\nOutput is stored in ``/data/purpletag/tags``.\n\n``score``\n~~~~~~~~~\n\nThis command scores hashtags according to their polarity.\n\n::\n\n    purpletag score -h\n    usage: purpletag score [options]\n\n    Compute polarity scores for all .tags files that we haven't yet processed.\n\n    Options\n        -h, --help             help\n        -r, --refresh-mocs     fetch latest legislator information from GovTrack\n        -c, --counts           use hashtag count features instead of binary features\n        -o, --overwrite        overwrite existing .scores files\n\nThese produce ``.scores`` files, one per ``.tags`` file. E.g.,\n``2014-05-02.365.scores`` contains the scores for the hashtags used for\nthe 365 days prior to May 2, 2014. The scores range from -1 (liberal) to\n+1 (conservative).\n\n::\n\n    demandavote -0.004258\n    getcovered -0.003548\n    raisethewage -0.003548\n    .\n    .\n    .\n    senatemustact 0.001499\n    fairnessforall 0.001799\n    tcot 0.002249\n\nOutput is stored in ``/data/purpletag/scores``.\n\n``serve``\n~~~~~~~~~\n\nThis command will launch a simple web server to visualize tag polarity\nover time, using ```dygraphs`` <http://dygraphs.com/>`__\n\n::\n\n    purpletag serve -h\n    usage: purpletag serve [options]\n\n    Launch a web service to visualize results.\n\n    Options\n        -h, --help             help\n        -n <tags>              number of tags to show from each party [default: 100]\n\nThe web data is stored in ``/data/purpletag/web``. The default port is\nset by the config file. So http://0.0.0.0:8000/1.html might look\nsomething like this:\n\n.. figure:: https://raw.githubusercontent.com/casmlab/purpletag/master/docs/sample-graph.png\n   :alt: sample\n\n   sample\n\n\n\n\n\nHistory\n-------\n\n0.1.3 (2014-05-22)\n++++++++++++++++++\n* Bug fixes in parse\n* Install web data\n* Enable time series selection\n* Graph ranks instead of scores\n* UI tweaks\n\n0.1.1 (2014-05-15)\n++++++++++++++++++\n\n* Add UI support\n* Bug fixes\n* standardize Chi-square scores\n* support historical parsing\n\n\n0.1.0 (2014-05-02)\n++++++++++++++++++\n\n* First release on PyPI.",
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