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IPython notebook used in my PyData NYC'12 presentation.
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{
"metadata": {
"name": "zipline pydata12"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"plt.figsize(14,8)\n",
"\n",
"from zipline.algorithm import TradingAlgorithm\n",
"from zipline.transforms import MovingAverage, batch_transform\n",
"from zipline.utils.factory import load_from_yahoo"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = pd.load('talk_px.dat') #data = load_from_yahoo(stocks=['AAPL', 'PEP', 'KO']); data.save('talk_px.dat')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data['AAPL'].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.axes.AxesSubplot at 0xa80784c>"
]
},
{
"output_type": "display_data",
"png": 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WnXTHwHhTKXtTKDdXgdm1S/rOd6z7WVtJYDhvs69VY2Aef/xxnXvuuZKk9evXq3///nvv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\n/5628P18+kpIAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Simplest possible algorithm\n",
"class BuyApple(TradingAlgorithm): # inherit from TradingAlgorithm\n",
" def handle_data(self, data): # overload handle_data() method\n",
" self.order('AAPL', 1) # stock (='AAPL') to order and amount (=1 shares)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"my_algo = BuyApple() # Instantiate our algorithm\n",
"results_buy_apple = my_algo.run(data) # Backtest algorithm on dataframe."
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:19] INFO: Performance: Simulated 2267.0 trading days out of 2268.\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:19] INFO: Performance: first open: 1993-01-04 14:30:00+00:00\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print results_buy_apple"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 2267 entries, 1993-01-04 21:00:00 to 2001-12-28 21:00:00\n",
"Data columns:\n",
"capital_used 2267 non-null values\n",
"cumulative_capital_used 2267 non-null values\n",
"ending_cash 2267 non-null values\n",
"ending_value 2267 non-null values\n",
"max_capital_used 2267 non-null values\n",
"max_leverage 2267 non-null values\n",
"period_close 2267 non-null values\n",
"period_open 2267 non-null values\n",
"pnl 2267 non-null values\n",
"portfolio_value 2267 non-null values\n",
"positions 2267 non-null values\n",
"returns 2267 non-null values\n",
"starting_cash 2267 non-null values\n",
"starting_value 2267 non-null values\n",
"transactions 2267 non-null values\n",
"dtypes: float64(11), object(4)\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"results_buy_apple.portfolio_value.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<matplotlib.axes.AxesSubplot at 0xaf2c20c>"
]
},
{
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TSPv8fetbv28PHQJCQmT/m2/k/o4dmz4+NBQoKpJ9IAVjxwLr1tn2feHn577v7x84cMDa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\n6/8B+W1hY3hbS+sAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class DualMovingAverage(TradingAlgorithm):\n",
" \"\"\"Dual Moving Average Crossover algorithm.\n",
"\n",
" This algorithm buys apple once its short moving average crosses\n",
" its long moving average (indicating upwards momentum) and sells\n",
" its shares once the averages cross again (indicating downwards\n",
" momentum).\n",
"\n",
" \"\"\"\n",
" def initialize(self):\n",
" # Add 2 mavg transforms, one with a long window, one\n",
" # with a short window.\n",
" self.add_transform(MovingAverage, 'short_mavg', ['price'],\n",
" days=200)\n",
"\n",
" self.add_transform(MovingAverage, 'long_mavg', ['price'],\n",
" days=400)\n",
" \n",
" # To keep track of whether we invested in the stock or not\n",
" self.invested = False\n",
" \n",
" self.short_mavg = []\n",
" self.long_mavg = []\n",
" self.buy_orders = []\n",
" self.sell_orders = []\n",
"\n",
" def handle_data(self, data):\n",
" if (data['AAPL'].short_mavg['price'] > data['AAPL'].long_mavg['price']) and not self.invested:\n",
" self.order('AAPL', 200)\n",
" self.invested = True\n",
" self.buy_orders.append(data['AAPL'].datetime)\n",
" print \"{dt}: Buying 100 AAPL shares.\".format(dt=data['AAPL'].datetime)\n",
" elif (data['AAPL'].short_mavg['price'] < data['AAPL'].long_mavg['price']) and self.invested:\n",
" self.order('AAPL', -200)\n",
" self.invested = False\n",
" self.sell_orders.append(data['AAPL'].datetime)\n",
" print \"{dt}: Selling 100 AAPL shares.\".format(dt=data['AAPL'].datetime)\n",
" \n",
" # Save mavgs for later analysis.\n",
" self.short_mavg.append(data['AAPL'].short_mavg['price'])\n",
" self.long_mavg.append(data['AAPL'].long_mavg['price'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dma = DualMovingAverage()\n",
"results = dma.run(data)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:19] INFO: Transform: Running StatefulTransform [short_mavg]\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:19] INFO: Transform: Running StatefulTransform [long_mavg]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1994-07-01 00:00:00+00:00: Buying 100 AAPL shares.\n",
"1996-01-09 00:00:00+00:00: Selling 100 AAPL shares."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"1997-12-22 00:00:00+00:00: Buying 100 AAPL shares."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"2000-09-13 00:00:00+00:00: Selling 100 AAPL shares."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"2001-10-26 00:00:00+00:00: Buying 100 AAPL shares."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"2001-11-26 00:00:00+00:00: Selling 100 AAPL shares."
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:19] INFO: Transform: Finished StatefulTransform [long_mavg]\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:19] INFO: Transform: Finished StatefulTransform [short_mavg]\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:19] INFO: Performance: Simulated 2267.0 trading days out of 2268.\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:19] INFO: Performance: first open: 1993-01-04 14:30:00+00:00\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax1 = plt.subplot(211)\n",
"data['short'] = dma.short_mavg\n",
"data['long'] = dma.long_mavg\n",
"data[['AAPL', 'short', 'long']].plot(ax=ax1)\n",
"plt.plot(dma.buy_orders, data['short'].ix[dma.buy_orders], '^', c='m', markersize=10, label='buy')\n",
"plt.plot(dma.sell_orders, data['short'].ix[dma.sell_orders], 'v', c='k', markersize=10, label='sell')\n",
"plt.legend(loc=0)\n",
"\n",
"ax2 = plt.subplot(212)\n",
"results.portfolio_value.plot(ax=ax2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.axes.AxesSubplot at 0xbac262c>"
]
},
{
"output_type": "display_data",
"png": 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WwZB1Qxjz5BiauDcxuX3lypCYaHidNVOlX3/I1GDI0d6RzQM2M2PnDLb9s83k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\nxhhjjDHGFqX/AayHIuoBKikZAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data[['KO', 'PEP']].plot(); plt.ylabel('price')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 12,
"text": [
"<matplotlib.text.Text at 0xcbfc8ec>"
]
},
{
"output_type": "display_data",
"png": 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5eMsWWaqKUVVV0nnp7Y3u7O2DhaFrsUF1gq+6Krzy5IlOe7smcJTgiUcGU3lN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\nkDajCjrDh8scO4lKj6MHxTnSi6wuqMaq3avg6Pceyux2dOO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wSXuwIzoKhaNjWUth52I/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\nAAAAwHH+B+LTYI70j2IpAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import statsmodels.api as sm\n",
"\n",
"WINDOW_LENGTH = 100\n",
"\n",
"@batch_transform\n",
"def ols_transform(data): # receives constantly updated dataframe\n",
" \"\"\"Computes regression coefficient (slope and intercept)\n",
" via Ordinary Least Squares between two SIDs.\n",
" \"\"\"\n",
" p0 = data.price['PEP']\n",
" p1 = sm.add_constant(data.price['KO'], prepend=False)\n",
" slope, intercept = sm.OLS(p0, p1).fit().params\n",
"\n",
" return slope, intercept\n",
"\n",
"class Pairtrade(TradingAlgorithm):\n",
" def initialize(self):\n",
" self.ols_transform = ols_transform(refresh_period=WINDOW_LENGTH, days=WINDOW_LENGTH)\n",
" \n",
" self.spreads = []\n",
" self.zscores = []\n",
" self.invested = False\n",
" self.buy_orders = []\n",
" self.sell_orders = []\n",
"\n",
" def handle_data(self, data):\n",
" ######################################################\n",
" # 1. Compute regression coefficients between PEP and KO\n",
" params = self.ols_transform.handle_data(data)\n",
" if params is None: # Still in the warm-up period?\n",
" return\n",
" slope, intercept = params\n",
" \n",
" ######################################################\n",
" # 2. Compute zscore of spread (remove mean and divide by std)\n",
" zscore = self.compute_zscore(data, slope, intercept)\n",
" self.zscores.append(zscore)\n",
" \n",
" ######################################################\n",
" # 3. Place orders\n",
" self.place_orders(data, zscore)\n",
"\n",
" \n",
" def compute_zscore(self, data, slope, intercept):\n",
" \"\"\"1. Compute the spread given slope and intercept.\n",
" 2. zscore the spread.\n",
" \"\"\"\n",
" spread = (data['PEP'].price - (slope * data['KO'].price + intercept))\n",
" self.spreads.append(spread)\n",
" zscore = (spread - np.mean(self.spreads[-WINDOW_LENGTH:])) / np.std(self.spreads[-WINDOW_LENGTH:])\n",
" return zscore\n",
"\n",
" \n",
" def place_orders(self, data, zscore):\n",
" \"\"\"Buy spread if zscore is > 2, sell if zscore < .5.\n",
" \"\"\"\n",
" if zscore >= 2.0 and not self.invested:\n",
" self.order('PEP', int(100 / data['PEP'].price))\n",
" self.order('KO', -int(100 / data['KO'].price))\n",
" self.invested = True\n",
" self.buy_orders.append(data['PEP'].datetime)\n",
" elif zscore <= -2.0 and not self.invested:\n",
" self.order('KO', -int(100 / data['KO'].price))\n",
" self.order('PEP', int(100 / data['PEP'].price))\n",
" self.invested = True\n",
" self.buy_orders.append(data['PEP'].datetime)\n",
" elif abs(zscore) < .5 and self.invested:\n",
" self.sell_spread()\n",
" self.invested = False\n",
" self.sell_orders.append(data['PEP'].datetime)\n",
" \n",
" def sell_spread(self):\n",
" \"\"\"\n",
" decrease exposure, regardless of position long/short.\n",
" buy for a short position, sell for a long.\n",
" \"\"\"\n",
" ko_amount = self.portfolio.positions['KO'].amount\n",
" self.order('KO', -1 * ko_amount)\n",
" pep_amount = self.portfolio.positions['PEP'].amount\n",
" self.order('KO', -1 * pep_amount)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pairtrade = Pairtrade()\n",
"stats = pairtrade.run(data)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:21] INFO: Performance: Simulated 2267.0 trading days out of 2268.\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2012-10-26 15:21] INFO: Performance: first open: 1993-01-04 14:30:00+00:00\n"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data['zscores'] = np.nan\n",
"data.zscores[70:] = pairtrade.zscores\n",
"\n",
"ax1 = plt.subplot(311)\n",
"data[['PEP', 'KO']].plot(ax=ax1)\n",
"plt.ylabel('price')\n",
"plt.setp(ax1.get_xticklabels(), visible=False)\n",
"\n",
"ax2 = plt.subplot(312, sharex=ax1)\n",
"data.zscores.plot(ax=ax2, color='r')\n",
"plt.plot(pairtrade.buy_orders, data.zscores.ix[pairtrade.buy_orders], '^', c='m', markersize=10, label='buy')\n",
"plt.plot(pairtrade.sell_orders, data.zscores.ix[pairtrade.sell_orders], 'v', c='k', markersize=10, label='sell')\n",
"plt.ylabel('zscore of spread')\n",
"plt.setp(ax2.get_xticklabels(), visible=False)\n",
"plt.legend()\n",
"\n",
"ax3 = plt.subplot(313, sharex=ax1)\n",
"stats.portfolio_value.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 18,
"text": [
"<matplotlib.axes.AxesSubplot at 0xe83afec>"
]
},
{
"output_type": "display_data",
"png": 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8kZHaxUzc3d25deuW/Hjw4MG13SWgjowMCYJQd1xJvsLEoInlPqc5icwtyuVW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\nAUCfHX1QsmhJLGi9IN0vJUEQcgbGRsb4qPxHKGR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lrkdfRcKh6hg9mj1PFExN+T8AoHHn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\n6ETp0mxjWJhdjyG773EUFDDm5UWeKIyR1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PH3oaTbnS3gG6W3NzG4Q4YQ4S5bFvjf/6Rm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KMX68vH74MCUn0jGl7bNny7VuNWtSDVbLlvL9AwbQslEjujKZn0/HKCwU4vhxSpokTz0lxNSp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\n"
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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