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    "info": {
        "author": "Ran Aroussi",
        "author_email": "ran@aroussi.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: Apache Software License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Topic :: Office/Business :: Financial",
            "Topic :: Office/Business :: Financial :: Investment",
            "Topic :: Software Development :: Libraries",
            "Topic :: Software Development :: Libraries :: Python Modules"
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        "description": "QTPyLib, Pythonic Algorithmic Trading\n=====================================\n\n.. image:: https://img.shields.io/badge/python-3.4+-blue.svg?style=flat\n    :target: https://pypi.python.org/pypi/qtpylib\n    :alt: Python version\n\n.. image:: https://img.shields.io/pypi/v/qtpylib.svg?maxAge=60\n    :target: https://pypi.python.org/pypi/qtpylib\n    :alt: PyPi version\n\n.. image:: https://img.shields.io/pypi/status/qtpylib.svg?maxAge=60\n    :target: https://pypi.python.org/pypi/qtpylib\n    :alt: PyPi status\n\n.. image:: https://img.shields.io/travis/ranaroussi/qtpylib/master.svg?maxAge=1\n    :target: https://travis-ci.org/ranaroussi/qtpylib\n    :alt: Travis-CI build status\n\n.. image:: https://img.shields.io/badge/docs-latest-brightgreen.svg?style=flat\n    :target: http://qtpylib.io/docs/latest/?badge=latest\n    :alt: Documentation Status\n\n.. image:: https://img.shields.io/github/stars/ranaroussi/qtpylib.svg?style=social&label=Star&maxAge=60\n    :target: https://github.com/ranaroussi/qtpylib\n    :alt: Star this repo\n\n.. image:: https://img.shields.io/twitter/follow/aroussi.svg?style=social&label=Follow&maxAge=60\n    :target: https://twitter.com/aroussi\n    :alt: Follow me on twitter\n\n\\\n\nQTPyLib (**Q**\\ uantitative **T**\\ rading **Py**\\ thon **Lib**\\ rary)\nis a simple, **event-driven algorithmic trading library** written in Python,\nthat supports backtesting, as well as paper and live trading via\n`Interactive Brokers <https://www.interactivebrokers.com>`_.\n\nI developed QTPyLib because I wanted for a simple,\nyet powerful, trading library that will let me focus on the\ntrading logic itself and ignore everything else.\n\n`Full Documentation \u00bb <http://www.qtpylib.io/>`_\n\n`Changelog \u00bb <./CHANGELOG.rst>`_\n\n-----\n\nFeatures\n========\n\n- A continuously-running Blotter that lets you capture market data even when your algos aren't running.\n- Tick, Bar and Trade data is stored in MySQL for later analysis and backtesting.\n- Using pub/sub architecture using `\u00d8MQ <http://zeromq.org>`_ (ZeroMQ) for communicating between the Algo and the Blotter allows for a single Blotter/multiple Algos running on the same machine.\n- **Support for Order Book, Quote, Time, Tick or Volume based strategy resolutions**.\n- Includes many common indicators that you can seamlessly use in your algorithm.\n- **Market data events use asynchronous, non-blocking architecture**.\n- Have orders delivered to your mobile via SMS (requires a `Nexmo <https://www.nexmo.com/>`_ or `Twilio <https://www.twilio.com/>`_ account).\n- Full integration with `TA-Lib <http://ta-lib.org>`_ via dedicated module (`see documentation <http://qtpylib.io/docs/latest/indicators.html#ta-lib-integration>`_).\n- Ability to import any Python library (such as `scikit-learn <http://scikit-learn.org>`_ or `TensorFlow <https://www.tensorflow.org>`_) to use them in your algorithms.\n\n-----\n\nQuickstart\n==========\n\nThere are 5 main components to QTPyLib:\n\n1. ``Blotter`` - handles market data retrieval and processing.\n2. ``Broker`` - sends and process orders/positions (abstracted layer).\n3. ``Algo`` - (sub-class of ``Broker``) communicates with the ``Blotter`` to pass market data to your strategies, and process/positions orders via ``Broker``.\n4. ``Reports`` - provides real-time monitoring of trades and open positions via Web App, as well as a simple REST API for trades, open positions, and market data.\n5. Lastly, **Your Strategies**, which are sub-classes of ``Algo``, handle the trading logic/rules. This is where you'll write most of your code.\n\n\n1. Get Market Data\n------------------\n\nTo get started, you need to first create a Blotter script:\n\n.. code:: python\n\n    # blotter.py\n    from qtpylib.blotter import Blotter\n\n    class MainBlotter(Blotter):\n        pass # we just need the name\n\n    if __name__ == \"__main__\":\n        blotter = MainBlotter()\n        blotter.run()\n\nThen, with IB TWS/GW running, run the Blotter from the command line:\n\n.. code:: bash\n\n    $ python blotter.py\n\nIf your strategy needs order book / market depth data, add the ``--orderbook`` flag to the command:\n\n.. code:: bash\n\n    $ python blotter.py --orderbook\n\n\n2. Write your Algorithm\n-----------------------\n\nWhile the Blotter running in the background, write and execute your algorithm:\n\n.. code:: python\n\n    # strategy.py\n    from qtpylib.algo import Algo\n\n    class CrossOver(Algo):\n\n        def on_start(self):\n            pass\n\n        def on_fill(self, instrument, order):\n            pass\n\n        def on_quote(self, instrument):\n            pass\n\n        def on_orderbook(self, instrument):\n            pass\n\n        def on_tick(self, instrument):\n            pass\n\n        def on_bar(self, instrument):\n            # get instrument history\n            bars = instrument.get_bars(window=100)\n\n            # or get all instruments history\n            # bars = self.bars[-20:]\n\n            # skip first 20 days to get full windows\n            if len(bars) < 20:\n                return\n\n            # compute averages using internal rolling_mean\n            bars['short_ma'] = bars['close'].rolling_mean(window=10)\n            bars['long_ma']  = bars['close'].rolling_mean(window=20)\n\n            # get current position data\n            positions = instrument.get_positions()\n\n            # trading logic - entry signal\n            if bars['short_ma'].crossed_above(bars['long_ma'])[-1]:\n                if not instrument.pending_orders and positions[\"position\"] == 0:\n\n                    # buy one contract\n                    instrument.buy(1)\n\n                    # record values for later analysis\n                    self.record(ma_cross=1)\n\n            # trading logic - exit signal\n            elif bars['short_ma'].crossed_below(bars['long_ma'])[-1]:\n                if positions[\"position\"] != 0:\n\n                    # exit / flatten position\n                    instrument.exit()\n\n                    # record values for later analysis\n                    self.record(ma_cross=-1)\n\n\n    if __name__ == \"__main__\":\n        strategy = CrossOver(\n            instruments = [ (\"ES\", \"FUT\", \"GLOBEX\", \"USD\", 201609, 0.0, \"\") ], # ib tuples\n            resolution  = \"1T\", # Pandas resolution (use \"K\" for tick bars)\n            tick_window = 20, # no. of ticks to keep\n            bar_window  = 5, # no. of bars to keep\n            preload     = \"1D\", # preload 1 day history when starting\n            timezone    = \"US/Central\" # convert all ticks/bars to this timezone\n        )\n        strategy.run()\n\n\nTo run your algo in a **live** enviroment, from the command line, type:\n\n.. code:: bash\n\n    $ python strategy.py --logpath ~/qtpy/\n\n\nThe resulting trades be saved in ``~/qtpy/STRATEGY_YYYYMMDD.csv`` for later analysis.\n\n\n3. Viewing Live Trades\n----------------------\n\nWhile the Blotter running in the background, write the dashboard:\n\n.. code:: python\n\n    # dashboard.py\n    from qtpylib.reports import Reports\n\n    class Dashboard(Reports):\n        pass # we just need the name\n\n    if __name__ == \"__main__\":\n        dashboard = Dashboard(port = 5000)\n        dashboard.run()\n\n\nTo run your dashboard, run it from the command line:\n\n.. code:: bash\n\n    $ python dashboard.py\n\n    >>> Dashboard password is: a0f36d95a9\n    >>> Running on http://0.0.0.0:5000/ (Press CTRL+C to quit)\n\nNow, point your browser to http://localhost:5000 and use the password generated to access your dashboard.\n\n-----\n\n\n.. note::\n\n    You can find other examples in the ``qtpylib/examples directory``.\n    Please refer to the `Full Documentation <http://www.qtpylib.io/>`_ to learn\n    how to enable SMS notifications, use the bundled Indicators, and more.\n\n\n\nInstallation\n============\n\nInstall using ``pip``:\n\n.. code:: bash\n\n    $ pip install qtpylib --upgrade --no-cache-dir\n\n\nRequirements\n------------\n\n* `Python <https://www.python.org>`_ >=3.4\n* `Pandas <https://github.com/pydata/pandas>`_ (tested to work with >=0.18.1)\n* `Numpy <https://github.com/numpy/numpy>`_ (tested to work with >=1.11.1)\n* `PyZMQ <https://github.com/zeromq/pyzmq>`_ (tested to work with >=15.2.1)\n* `PyMySQL <https://github.com/PyMySQL/PyMySQL>`_ (tested to work with >=0.7.6)\n* `pytz <http://pytz.sourceforge.net>`_ (tested to work with >=2016.6.1)\n* `dateutil <https://pypi.python.org/pypi/python-dateutil>`_ (tested to work with >=2.5.1)\n* `Nexmo-Python <https://github.com/Nexmo/nexmo-python>`_ for SMS support (tested to work with >=1.2.0)\n* `Twilio-Python <https://github.com/twilio/twilio-python>`_ for SMS support (tested to work with >=5.4.0)\n* `Flask <http://flask.pocoo.org>`_ for the Dashboard (tested to work with >=0.11)\n* `Requests <https://github.com/kennethreitz/requests>`_ (tested to work with >=2.10.0)\n* `IbPy2 <https://github.com/blampe/IbPy>`_ (tested to work with >=0.8.0)\n* `ezIBpy <https://github.com/ranaroussi/ezibpy>`_ (IbPy wrapper, tested to work with >=1.12.66)\n* Latest Interactive Brokers\u2019 `TWS <https://www.interactivebrokers.com/en/index.php?f=15875>`_ or `IB Gateway <https://www.interactivebrokers.com/en/index.php?f=16457>`_ installed and running on the machine\n* `MySQL Server <https://www.mysql.com/>`_ installed and running with a database for QTPyLib\n\n-----\n\nLegal Stuff\n===========\n\nQTPyLib is licensed under the **Apache License, Version 2.0**. A copy of which is included in LICENSE.txt.\n\nQTPyLib is not a product of Interactive Brokers, nor is it affiliated with Interactive Brokers.\n\n\n\nP.S.\n----\n\nI'm very interested in your experience with QTPyLib. Please drop me a note with any feedback you have.\n\n**Ran**\n",
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