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@cpcloud
Created August 13, 2013 05:09
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{
"metadata": {
"name": "so_date"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "from pandas.io.data import DataReader\nfrom datetime import datetime\ngoog = DataReader(\"GOOG\", \"yahoo\", datetime(2000,1,1), datetime(2012,1,1))",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "goog['Adj Close']",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": "Date\n2004-08-19 100.34\n2004-08-20 108.31\n2004-08-23 109.40\n2004-08-24 104.87\n2004-08-25 106.00\n2004-08-26 107.91\n2004-08-27 106.15\n2004-08-30 102.01\n2004-08-31 102.37\n2004-09-01 100.25\n2004-09-02 101.51\n2004-09-03 100.01\n2004-09-07 101.58\n2004-09-08 102.30\n2004-09-09 102.31\n...\n2011-12-09 627.42\n2011-12-12 625.39\n2011-12-13 625.63\n2011-12-14 618.07\n2011-12-15 619.54\n2011-12-16 625.96\n2011-12-19 621.83\n2011-12-20 630.37\n2011-12-21 625.82\n2011-12-22 629.70\n2011-12-23 633.14\n2011-12-27 640.25\n2011-12-28 639.70\n2011-12-29 642.40\n2011-12-30 645.90\nName: Adj Close, Length: 1857, dtype: float64"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "fig, ax = subplots(figsize=(16, 9))\nrc('text', usetex=True)\ngoog['Adj Close'].plot(ax=ax)\nax.tick_params(labelsize=30)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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zeK68vBwOh8Mnwa2trUVNTQ1aW1s9lg8fPhxVVVWYNWsWGhsbMdwrLY92OyIi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\nG7hERERERERkCP8fmdbR+4g0kxwAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x7eda250>"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "adj_close = goog['Adj Close']\nx, y = adj_close.index, adj_close\nfig, ax = subplots(figsize=(16, 9))\nax.plot(x.values, y)\nax.tick_params(labelsize=30)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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MZ/PCCzKv9vRpyQz39gJvvCFzaPWoDK5e+borvbVaY4UqUR4yBPjBD2TOscrm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\nMBj4Vu46fv974M032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848hIcPH+LRo0dOOy3Lwt7e3tCl2U3TjMR8Ptlytm8tYWs2m9jY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\nEZEU2MElIiIiIiIiKfwfAqmggGB1R/IAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x7ed6dd0>"
}
],
"prompt_number": 12
}
],
"metadata": {}
}
]
}
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