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@mcobzarenco
Created April 15, 2013 11:30
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{
"metadata": {
"name": "Untitled1"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"dt = datetime.datetime"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rate = pd.read_csv('EURUSD_day.csv', dayfirst=True, parse_dates=[1], index_col=1).rename(columns={'<CLOSE>': 'EUR/USD'})\n",
"rate.index.name = 'Date'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rate['EUR/USD'].plot()\n",
"ylabel('EUR/USD')\n",
"legend(loc='best')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 28,
"text": [
"<matplotlib.legend.Legend at 0x4882090>"
]
},
{
"output_type": "display_data",
"png": 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ZrqVw33v16tTAN27MH+vYkfajeHgAjx/TffZmhoRsp9VSKzMYDL5lGR9Pl1zIYJUq1Lds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\n"
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rate['EUR/USD'].ix[dt(2012, 1, 1):dt(2012, 12, 31)].plot()\n",
"ylabel('EUR/USD')\n",
"legend(loc='best')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 29,
"text": [
"<matplotlib.legend.Legend at 0x49b5e10>"
]
},
{
"output_type": "display_data",
"png": 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XLprde+MG8PLLQGys7tpSsWULTY5TnqiqrmdgcW6isLAwOCtnfKtEQ6UUlwUF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\nRK5CYII=\n"
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rate['EUR/USD'].ix[dt(2012, 1, 1):dt(2012, 12, 31)].describe()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 31,
"text": [
"count 258.000000\n",
"mean 1.285172\n",
"std 0.032830\n",
"min 1.205800\n",
"25% 1.257525\n",
"50% 1.293050\n",
"75% 1.311700\n",
"max 1.346300"
]
}
],
"prompt_number": 31
}
],
"metadata": {}
}
]
}
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