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        "author_email": "amix@amix.dk",
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            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: BSD License",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Programming Language :: Python :: 2",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Topic :: Software Development :: Libraries :: Python Modules"
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        "description": "bitmapist\n---------------\nImplements a powerful analytics library using Redis bitmaps.\n\nThis library makes it possible to implement real-time, highly scalable analytics that can answer following questions:\n\n* Has user 123 been online today? This week? This month?\n* Has user 123 performed action \"X\"?\n* How many users have been active have this month? This hour?\n* How many unique users have performed action \"X\" this week?\n* How many % of users that were active last week are still active?\n* How many % of users that were active last month are still active this month?\n\nThis library is very easy to use and enables you to create your own reports easily.\n\nUsing Redis bitmaps you can store events for millions of users in a very little amount of memory (megabytes).\nYou should be careful about using huge ids (e.g. 2^32 or bigger) as this could require larger amounts of memory.\n\nNow with Cohort charts! Read more here:\n\n* Releasing bitmapist.cohort - or how we saved over $2000/month: http://amix.dk/blog/post/19718\n\nIf you want to read more about bitmaps please read following:\n\n* http://blog.getspool.com/2011/11/29/fast-easy-realtime-metrics-using-redis-bitmaps/\n* http://redis.io/commands/setbit\n* http://en.wikipedia.org/wiki/Bit_array\n* http://www.slideshare.net/crashlytics/crashlytics-on-redis-analytics\n* http://amix.dk/blog/post/19714 [my blog post]\n\nRequires Redis 2.6+ and newest version of redis-py.\n\nExamples\n---------------\n\nSetting things up::\n\n    from datetime import datetime, timedelta\n    from bitmapist import setup_redis, delete_all_events, mark_event,                          MonthEvents, WeekEvents, DayEvents, HourEvents,                          BitOpAnd, BitOpOr\n\n    now = datetime.utcnow()\n    last_month = datetime.utcnow() - timedelta(days=30)\n\nMark user 123 as active and has played a song::\n\n    mark_event('active', 123)\n    mark_event('song:played', 123)\n\nAnswer if user 123 has been active this month::\n\n    assert 123 in MonthEvents('active', now.year, now.month)\n    assert 123 in MonthEvents('song:played', now.year, now.month)\n    assert MonthEvents('active', now.year, now.month).has_events_marked() == True\n\nHow many users have been active this week?::\n\n    print len(WeekEvents('active', now.year, now.isocalendar()[1]))\n\nPerform bit operations. How many users that have been active last month are still active this month?::\n\n    active_2_months = BitOpAnd(\n        MonthEvents('active', last_month.year, last_month.month),\n        MonthEvents('active', now.year, now.month)\n    )\n    print len(active_2_months)\n\n    # Is 123 active for 2 months?\n    assert 123 in active_2_months\n\nWork with nested bit operations (imagine what you can do with this ;-))::\n\n    active_2_months = BitOpAnd(\n        BitOpAnd(\n            MonthEvents('active', last_month.year, last_month.month),\n            MonthEvents('active', now.year, now.month)\n        ),\n        MonthEvents('active', now.year, now.month)\n    )\n    print len(active_2_months)\n    assert 123 in active_2_months\n\n    # Delete the temporary AND operation\n    active_2_months.delete()\n\nAs something new tracking hourly is disabled (to save memory!) To enable it as default do::\n\n    import bitmapist\n    bitmapist.TRACK_HOURLY = True\n\nAdditionally you can supply an extra argument to mark_event to bypass the default value::\n\n    mark_event('active', 123, track_hourly=False)\n\nCopyright: 2012 by Doist Ltd.\n\nDeveloper: Amir Salihefendic ( http://amix.dk )\n\nLicense: BSD",
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