{ "metadata": { "kernelspec": { "codemirror_mode": { "name": "ipython", "version": 2 }, "display_name": "IPython (Python 2)", "language": "python", "name": "python2" }, "name": "", "signature": "sha256:aecd4e69b599439952f16ff1ce8d68dc947f5de55596124445010187cd80bc87" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Backtesting with Zipline:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Zipline is the engine that powers both backtesting and live trading on Quantopian.\n", "* The open source portion of Zipline supports nearly all the features that are \n", " available on the Quantopian platform.\n", " * The major exceptions are features that depend on proprietary data.\n", "* Zipline supplies functions similar to `pandas.io.data.get_data_yahoo` to create\n", " datasources in the format that it expects. (Main differences are slightly different key names,\n", " and dates are in UTC.)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import zipline\n", "from zipline import TradingAlgorithm\n", "from zipline.data.loader import load_bars_from_yahoo" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "# Uncomment and run these lines to create a cache file of benchmarks \n", "# and historical treasury rates in your ~/.zipline directory.\n", "# You should only have to do this once unless you delete the cache.\n", "\n", "# zipline.data.loader.dump_treasury_curves()\n", "# zipline.data.loader.dump_benchmarks('SPY')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "start = pd.Timestamp('2008-01-01', tz='UTC')\n", "end = pd.Timestamp('2013-01-01', tz='UTC')\n", "\n", "input_data = load_bars_from_yahoo(\n", " stocks=['AAPL', 'MSFT'],\n", " start=start,\n", " end=end,\n", ")\n", "input_data" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "AAPL\n", "MSFT\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "\n", "Dimensions: 2 (items) x 1259 (major_axis) x 6 (minor_axis)\n", "Items axis: AAPL to MSFT\n", "Major_axis axis: 2008-01-02 00:00:00+00:00 to 2012-12-31 00:00:00+00:00\n", "Minor_axis axis: open to price" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "input_data.loc[:,:,'price'].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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xTGswve3KVcAz4P0kq97y6DhvKXgLqq1Oadq0bPiQjPwGSeTzDtmfVIbsT5Cx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\nyGtUpZO2r0RuikeB2chNsYAo1rXUMLpiSKIuXKw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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "volumes = input_data.loc[:,:,'volume']\n", "volumes.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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RUH2ZTVkb7Rrz/CFc28oacxHbf97ixc1EQRuzagdORVx4WwhqR6Sclm7KSOaj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\nUDeaXN6w9n9H7Do3rs66CTcjLd4TkBlutCjS3pkQ86+qLXs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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "# Quarterly volumes. Resampling is awesome!\n", "volumes.resample('1Q', how='sum').plot(kind='bar', stacked=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "# A very simple example algo, using the TradingAlgorithm subclass interface.\n", "class BuyAndHoldAlgorithm(TradingAlgorithm):\n", " \n", " def initialize(self):\n", " self.has_ordered = False\n", " \n", " def handle_data(self, data):\n", " \"\"\"\n", " Buy 100 shares of every stock in our universe at the start of \n", " the simulation.\n", " \"\"\"\n", " if not self.has_ordered:\n", " for stock in data:\n", " self.order(stock, 100)\n", " self.has_ordered = True" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "my_algo = BuyAndHoldAlgorithm()\n", "results = my_algo.run(input_data)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "[2014-09-19 20:31] INFO: Performance: Simulated 1259 trading days out of 1259.\n", "[2014-09-19 20:31] INFO: Performance: first open: 2008-01-02 14:31:00+00:00\n", "[2014-09-19 20:31] INFO: Performance: last close: 2012-12-31 21:00:00+00:00\n" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "# Results has very fine-grained info on what your algorithm did.\n", "# These are the raw values that we used to create our displays\n", "# on Quantopian.\n", "list(results.columns)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "['capital_used',\n", " 'ending_cash',\n", " 'ending_value',\n", " 'orders',\n", " 'period_close',\n", " 'period_open',\n", " 'pnl',\n", " 'portfolio_value',\n", " 'positions',\n", " 'returns',\n", " 'starting_cash',\n", " 'starting_value',\n", " 'transactions']" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "# My algo's positions, on days 0 and 1.\n", "list(results.positions[[0,1]])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "[[],\n", " [{'amount': 100,\n", " 'cost_basis': 26.6500000000006,\n", " 'last_sale_price': 26.62,\n", " 'sid': 'AAPL'},\n", " {'amount': 100,\n", " 'cost_basis': 30.160000000012246,\n", " 'last_sale_price': 30.13,\n", " 'sid': 'MSFT'}]]" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "results.portfolio_value.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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LmEjeC1iCGqaXmpbV0F39llDaxZoEXNOLpjnAI+ZeAdxBXvBZOn7v937v99XuP6yXb77d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\nWlqO0weSwNTRdB8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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "%%zipline --symbols=AAPL --start=2009-01-01 --end=2013-01-01 -o outvar\n", "# This is an IPython cell magic. It's essentially a way to pass the contents\n", "# of a cell into another program. The %%zipline cell magic runs a a simulation using\n", "# the initialize and handle_data functions defined in the cell, binding its output\n", "# to the name passed to the -o flag.\n", "\n", "# Unlike on Quantopian, you need to import magic functions into your namespace.\n", "from zipline.api import (\n", " add_history,\n", " history,\n", " order_target,\n", " record,\n", " symbol,\n", ")\n", "\n", "def initialize(context):\n", " # Register 2 histories that track daily prices,\n", " # one with a 100 window and one with a 300 day window\n", " add_history(20, '1d', 'price')\n", " add_history(80, '1d', 'price')\n", "\n", " context.i = 0\n", "\n", "\n", "def handle_data(context, data):\n", " # Skip first 300 days to get full windows\n", " context.i += 1\n", " if context.i < 80:\n", " return\n", "\n", " # Compute averages\n", " # history() has to be called with the same params\n", " # from above and returns a DataFrame with a DatetimeIndex\n", " # and columns given by the securities in the backtest.\n", " short_mavg = history(20, '1d', 'price').mean()\n", " long_mavg = history(80, '1d', 'price').mean()\n", "\n", " # Trading logic\n", " if short_mavg['AAPL'] > long_mavg['AAPL']:\n", " # order_target orders as many shares as needed to\n", " # achieve the desired number of shares.\n", " order_target('AAPL', 100)\n", " \n", " elif short_mavg['AAPL'] < long_mavg['AAPL']:\n", " order_target('AAPL', 0)\n", "\n", " # Save values for later inspection\n", " record(AAPL=data['AAPL'].price,\n", " short_mavg=short_mavg['AAPL'],\n", " long_mavg=long_mavg['AAPL'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "[2014-09-19 20:34] INFO: Performance: Simulated 1006 trading days out of 1006.\n", "[2014-09-19 20:34] INFO: Performance: first open: 2009-01-02 14:31:00+00:00\n", "[2014-09-19 20:34] INFO: Performance: last close: 2012-12-31 21:00:00+00:00\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "AAPL\n" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "output = outvar.dropna(how='any')\n", "\n", "import matplotlib.pyplot as plt\n", "fig = plt.figure()\n", "aapl_subplot = fig.add_subplot('211', xlabel='Date', ylabel='Price')\n", "position_value_subplot = fig.add_subplot('212', xlabel='Date', ylabel='Value')\n", "\n", "output['AAPL'].plot(ax=aapl_subplot)\n", "output['portfolio_value'].plot(ax=position_value_subplot)\n", "\n", "plt.gcf().set_size_inches(14, 10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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11VZbbbVr234GWBZ+fl1a18/+CuvD1c/Cdq8Br8GJWwIf0DliFOC0p+Hg04HhsOQXYea7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\n5XHh8XIqx6J/XzuDS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