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@dalejung
Created August 15, 2012 03:58
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Charting #notebook-project #inactive
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{
"metadata": {
"name": "ohlc_plot.ipynb",
"notebook_path": "https://gist.github.com/3355728/ohlc_plot.ipynb"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import trtools.api as trt\n",
"import trtools.charting.api as charting\n",
"import pandas as pd\n",
"import numpy as np\n",
"from pandas.io.data import DataReader"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"symbols = ['SPY', 'AAPL', 'INTC', 'AMD', 'IBM']\n",
"dfs = {}\n",
"for s in symbols:\n",
" dfs[s] = DataReader(s, start=\"1/1/2005\", data_source=\"yahoo\")\n",
"panel = pd.Panel.from_dict(dfs) "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = trt.ColumnPanel(panel)\n",
"data['geom_returns'] = data.Close / data.Close.shift(1)\n",
"data['returns'] = data.geom_returns - 1"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>AAPL</th>\n",
" <th>AMD</th>\n",
" <th>INTC</th>\n",
" <th>SPY</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td><strong>2005-01-03 00:00:00</strong></td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>2005-01-04 00:00:00</strong></td>\n",
" <td> 0.010270</td>\n",
" <td>-0.056049</td>\n",
" <td>-0.019939</td>\n",
" <td>-0.012219</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>2005-01-05 00:00:00</strong></td>\n",
" <td> 0.008758</td>\n",
" <td>-0.022761</td>\n",
" <td>-0.009730</td>\n",
" <td>-0.006901</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>2005-01-06 00:00:00</strong></td>\n",
" <td> 0.000775</td>\n",
" <td>-0.001519</td>\n",
" <td> 0.003126</td>\n",
" <td> 0.005084</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>2005-01-07 00:00:00</strong></td>\n",
" <td> 0.072812</td>\n",
" <td> 0.010142</td>\n",
" <td> 0.015138</td>\n",
" <td>-0.001433</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"output_type": "pyout",
"prompt_number": 23,
"text": [
" AAPL AMD INTC SPY\n",
"Date \n",
"2005-01-03 NaN NaN NaN NaN\n",
"2005-01-04 0.010270 -0.056049 -0.019939 -0.012219\n",
"2005-01-05 0.008758 -0.022761 -0.009730 -0.006901\n",
"2005-01-06 0.000775 -0.001519 0.003126 0.005084\n",
"2005-01-07 0.072812 0.010142 0.015138 -0.001433"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = charting.Figure(1)\n",
"data.geom_returns.cumprod().fplot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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+bPuQmX3IzE7kZidysw+Z2SnYuRUVVb1RRmVc7YSu1sRdu8xxzRozu1Vex45m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CbPHLw01hQp3imw6mgFc3dzKFOVSD6UDOPGxoj+LhqpfqlQ56thZGEEM2czZIdmw+kZJyhTlDB3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\nIYQQw0wOxIQQQgghhBBimP0KO87sUTvKeZsAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = charting.Figure(1)\n",
"close_to_open = data.Open / data.Close.shift(1)\n",
"open_to_close = data.Close / data.Open\n",
"data['close_to_open'] = close_to_open\n",
"data['open_to_close'] = open_to_close\n",
"\n",
"close_to_open.cumprod().fplot(prefix='close2open')\n",
"open_to_close.cumprod().fplot(prefix='open2close', linestyle=\"--\")\n",
"open_to_close.tail()"
],
"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>AAPL</th>\n",
" <th>AMD</th>\n",
" <th>IBM</th>\n",
" <th>INTC</th>\n",
" <th>SPY</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td><strong>2012-08-20 00:00:00</strong></td>\n",
" <td> 1.023292</td>\n",
" <td> 0.997561</td>\n",
" <td> 0.999053</td>\n",
" <td> 1.000381</td>\n",
" <td> 1.001479</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>2012-08-21 00:00:00</strong></td>\n",
" <td> 0.977997</td>\n",
" <td> 0.992683</td>\n",
" <td> 0.988358</td>\n",
" <td> 0.991645</td>\n",
" <td> 0.994528</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>2012-08-22 00:00:00</strong></td>\n",
" <td> 1.022081</td>\n",
" <td> 0.990123</td>\n",
" <td> 0.993002</td>\n",
" <td> 0.993820</td>\n",
" <td> 1.002970</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>2012-08-23 00:00:00</strong></td>\n",
" <td> 0.994776</td>\n",
" <td> 0.979899</td>\n",
" <td> 0.993199</td>\n",
" <td> 0.978890</td>\n",
" <td> 0.994274</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>2012-08-24 00:00:00</strong></td>\n",
" <td> 1.005625</td>\n",
" <td> 1.015464</td>\n",
" <td> 1.014413</td>\n",
" <td> 0.994411</td>\n",
" <td> 1.008552</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"output_type": "pyout",
"prompt_number": 5,
"text": [
" AAPL AMD IBM INTC SPY\n",
"Date \n",
"2012-08-20 1.023292 0.997561 0.999053 1.000381 1.001479\n",
"2012-08-21 0.977997 0.992683 0.988358 0.991645 0.994528\n",
"2012-08-22 1.022081 0.990123 0.993002 0.993820 1.002970\n",
"2012-08-23 0.994776 0.979899 0.993199 0.978890 0.994274\n",
"2012-08-24 1.005625 1.015464 1.014413 0.994411 1.008552"
]
},
{
"output_type": "display_data",
"png": 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paSlBQUEcOnSI4uJiIiMjCQ0NpaysrK2bZkWn0zVYPDojI4ODBw82qPPUU09x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+3LL2HyZCis4/vfCxfUXl8V/fGH+hoQAC4uKinz94effoJXX4V27er2fI7C3dW9yhmxY+nH6BPV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\nxXnkFObg6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R1PTobISPDwsO/4hBANRxIxYULqe7VHYqY9EjNtkriZJzU7FYB5Q+bx8Q0f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\nODJuHLjd8MQTe/axLPjvf+G8847+2CUSiaQ1IqdGkibMmTOH0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9GWjxhaOBTi3/d/8vuz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\nICYIgiAIgiAIgnCD+X9wQWHXgEgDQAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"IBM = data.im.IBM\n",
"IBM"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1927 entries, 2005-01-03 00:00:00 to 2012-08-24 00:00:00\n",
"Data columns:\n",
"Open 1927 non-null values\n",
"High 1927 non-null values\n",
"Low 1927 non-null values\n",
"Close 1927 non-null values\n",
"Volume 1927 non-null values\n",
"Adj Close 1927 non-null values\n",
"geom_returns 1926 non-null values\n",
"returns 1926 non-null values\n",
"close_to_open 1926 non-null values\n",
"open_to_close 1927 non-null values\n",
"dtypes: float64(10)"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = charting.Figure(1)\n",
"IBM.close_to_open.cumprod().fplot('c2o')\n",
"IBM.open_to_close.cumprod().fplot('o2c')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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ZnL1ZI14doWD/YK9fqCI8KFyrrl/l1RpMwR4uAAAAwI0W7VykqR9MdTy+ZOgl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\n0dS/aZG9dklTWj5vJYkysyblln9quERE5IasPbGWF7u+mO/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m7qjnjXKq5cTUDVNz5+Jn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\n"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = charting.Figure(1)\n",
"IBM.tail(100).ohlc_plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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fRVT5cX/zg1n79u3b8HXNj2IOh0Pdfffd2rFjhz7+8Y+v/v3OnTtXQ/bt27e6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\nQmCC\n"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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