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@akloboucnik
Last active January 2, 2016 09:09
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Pandas 010
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pandas intro 101\n",
"\n",
"## Some references\n",
"\n",
"* http://pandas.pydata.org/\n",
"* [10 Minutes introduction to Pandas](http://pandas.pydata.org/pandas-docs/dev/10min.html)\n",
"* [NumPy reference](http://docs.scipy.org/doc/numpy/reference/)\n",
"\n",
"\n",
"## Here we go with most simple example:\n",
"\n",
"First, import `pandas`, `numpy` and `pyplot`"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate a date range (`TODO`: what is the relation to `Series` class?)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rng = pd.date_range('1/1/2013', '12/31/2013 23:59', freq='Min') # could also be freq='T', 'Min' is just fanciness of pandas I think"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"View what we have in here:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rng"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<class 'pandas.tseries.index.DatetimeIndex'>\n",
"[2013-01-01 00:00:00, ..., 2013-12-31 23:59:00]\n",
"Length: 525600, Freq: T, Timezone: None"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I wonder why `rng.cumsum()` doesn't work\n",
"\n",
"Now generate a `DataFrame` - with some random series from normal distribution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.DataFrame(abs(3.5 * np.random.randn(rng.size, 1)), index=rng, columns=['SP500 index'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.head(5)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SP500 index</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2013-01-01 00:00:00</th>\n",
" <td> 0.262251</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-01-01 00:01:00</th>\n",
" <td> 1.342663</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-01-01 00:02:00</th>\n",
" <td> 4.793994</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-01-01 00:03:00</th>\n",
" <td> 6.204346</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-01-01 00:04:00</th>\n",
" <td> 2.328805</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
" SP500 index\n",
"2013-01-01 00:00:00 0.262251\n",
"2013-01-01 00:01:00 1.342663\n",
"2013-01-01 00:02:00 4.793994\n",
"2013-01-01 00:03:00 6.204346\n",
"2013-01-01 00:04:00 2.328805"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"figsize(15,8) # just for iPython notebook to render bigger chart\n",
"df[1000:1200].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.axes.AxesSubplot at 0x111151290>"
]
},
{
"metadata": {},
"output_type": "display_data",
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KOdFXv9rdaxI9n/wk8Jd/Cdx8s3hPLrzQ9xERFVWaaKrJL/3617+On/iJn8DZZ5+NmZkZ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\numHFjSrztOkRA7oVYk0dsSZhHYDb96lNfH1IQuzUKSHGXPaIpbqhc91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jTF7UXQuLi4vW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\nptEC97ZtuccOH04VMVNIiZgNzz33HE466STU1tZi5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bTgden1nmzoHncgvd5LHSkRixGe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\n7Zw2AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11106b890>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Remote data\n",
"\n",
"`pandas` have reader from free trading data - e.g. yahoo finance or google finance, lets try it\n",
"\n",
"Here I will get *SP 500 Index* data from Yahoo finance and plot closing values of whole time frame."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import datetime\n",
"import pandas.io.data as web\n",
"\n",
"start = datetime.datetime(2008, 1, 1)\n",
"end = datetime.datetime(2013, 12, 31)\n",
"sp500 = web.DataReader('^gspc', 'yahoo', start, end)\n",
"\n",
"figsize(15,8) # just for iPython notebook to render bigger chart\n",
"sp500.get('Close').plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.axes.AxesSubplot at 0x111092950>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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UkbSlS2VfeLj6eECA3B49CvTpAyxaVPXnSM7DOW/kkjjXgLRirJAejBfSirFC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\nvmWPvN17L/DII0BQkExXuHZN/ijJHcBYIX0YL+Q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Zos86ExJsq44zVkgLxgvphZU3qsfN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\nBTB5IyIiIiIicgH/D7RIG2xHtPKMAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11114cc10>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pybacktest\n",
"\n",
"We will need `pybacktest` library for this - [install it](https://github.com/ematvey/pybacktest#installation)\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#import pybacktest\n",
"\n",
"# pybacktest by default assumes existing local named 'ohlc' with this colums\n",
"##ohlc = sp500.rename(columns={'Open': 'O', 'High': 'H', 'Low': 'L', 'Close': 'C', 'Volume': 'V', 'Adj Close': 'AC'})\n",
"##ohlc.tail()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"ename": "ImportError",
"evalue": "No module named pybacktest",
"output_type": "pyerr",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-12-cdb056628ecd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mpybacktest\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m# pybacktest by default assumes existing local named 'ohlc' with this colums\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mohlc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msp500\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolums\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'Open'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'O'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'High'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'H'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Low'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'L'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Close'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'C'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Volume'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'V'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Adj Close'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'A'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mohlc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtail\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mImportError\u001b[0m: No module named pybacktest"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Zipline\n",
"\n",
"`pip install zipline` should be sufficient"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from zipline import TradingAlgorithm\n",
"from zipline.transforms import MovingAverage\n",
"from zipline.utils.factory import load_from_yahoo\n",
"import pytz\n",
"\n",
"stocks=\"^gspc\"\n",
"\n",
"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, yahoo_f_tag=\"^gspc\", short_window=100, long_window=400):\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",
" window_length=short_window)\n",
"\n",
" self.add_transform(MovingAverage, 'long_mavg', ['price'],\n",
" window_length=long_window)\n",
"\n",
" # To keep track of whether we invested in the stock or not\n",
" self.invested = False\n",
" self.tag = yahoo_f_tag\n",
"\n",
" def handle_data(self, data):\n",
" short_mavg = data[self.tag].short_mavg['price']\n",
" long_mavg = data[self.tag].long_mavg['price']\n",
" buy = False\n",
" sell = False\n",
"\n",
" # Has short mavg crossed long mavg?\n",
" if short_mavg > long_mavg and not self.invested:\n",
" self.order(self.tag, 100)\n",
" self.invested = True\n",
" buy = True\n",
" elif short_mavg < long_mavg and self.invested:\n",
" self.order(self.tag, -100)\n",
" self.invested = False\n",
" sell = True\n",
"\n",
" # Record state variables. A column for each\n",
" # variable will be added to the performance\n",
" # DataFrame returned by .run()\n",
" self.record(short_mavg=short_mavg,\n",
" long_mavg=long_mavg,\n",
" buy=buy,\n",
" sell=sell)\n",
"\n",
"# Load data\n",
"start = datetime.datetime(2000, 1, 1, 0, 0, 0, 0, pytz.utc)\n",
"end = datetime.datetime(2013, 1, 1, 0, 0, 0, 0, pytz.utc)\n",
"data = load_from_yahoo(stocks=[stocks], indexes={}, start=start,\n",
" end=end, adjusted=False)\n",
"\n",
"# Run algorithm\n",
"dma = DualMovingAverage(yahoo_f_tag=stocks, short_window=100, long_window=400)\n",
"perf = dma.run(data)\n",
"\n",
"# Plot results\n",
"fig = plt.figure()\n",
"ax1 = fig.add_subplot(211, ylabel='Price in $')\n",
"\n",
"figsize(15,8)\n",
"data[stocks].plot(ax=ax1, color='r', lw=2.)\n",
"perf[['short_mavg', 'long_mavg']].plot(ax=ax1, lw=2.)\n",
"\n",
"ax1.plot(perf.ix[perf.buy].index, perf.short_mavg[perf.buy],\n",
" '^', markersize=10, color='m')\n",
"ax1.plot(perf.ix[perf.sell].index, perf.short_mavg[perf.sell],\n",
" 'v', markersize=10, color='k')\n",
"\n",
"ax2 = fig.add_subplot(212, ylabel='Portfolio value in $')\n",
"perf.portfolio_value.plot(ax=ax2, lw=2.)\n",
"\n",
"figsize(15,8)\n",
"ax2.plot(perf.ix[perf.buy].index, perf.portfolio_value[perf.buy],\n",
" '^', markersize=10, color='m')\n",
"ax2.plot(perf.ix[perf.sell].index, perf.portfolio_value[perf.sell],\n",
" 'v', markersize=10, color='k')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2014-01-07 07:26] DEBUG: Transform: Running StatefulTransform [short_mavg]\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2014-01-07 07:26] DEBUG: Transform: Running StatefulTransform [long_mavg]\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2014-01-07 07:26] DEBUG: Transform: Finished StatefulTransform [long_mavg]\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2014-01-07 07:26] DEBUG: Transform: Finished StatefulTransform [short_mavg]\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2014-01-07 07:26] INFO: Performance: Simulated 3269 trading days out of 3269.\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2014-01-07 07:26] INFO: Performance: first open: 2000-01-03 14:31:00+00:00\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"[2014-01-07 07:26] INFO: Performance: last close: 2012-12-31 21:00:00+00:00\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"^gspc\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 31,
"text": [
"[<matplotlib.lines.Line2D at 0x113255690>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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P7lsQEXwXETExyvxb9x6A3C4aEVEHAQCp+IhUAHVgiTclnFDCoQQgAUp9Uwor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gK7p2hf/7P6M9YICqd2hPSZ/zd/UqpKdDRgbccYf3yXAEQRAEQRDySr7qKAolH1ce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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11324dd90>"
]
}
],
"prompt_number": 31
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Real data\n",
"\n",
"Just see [this SO thread](http://stackoverflow.com/questions/6225902/where-can-i-find-high-resolution-financial-data) or [this quant thread](http://quant.stackexchange.com/questions/141/what-data-sources-are-available-online) or there is [Open Financial Data Project](http://www.ofdp.org/futures) if you don't need high resolution data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TODO\n",
"\n",
"* `pybacktest`\n",
"* `zipline`\n",
"* `https://pypi.python.org/pypi/tradingmachine`"
]
}
],
"metadata": {}
}
]
}
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