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Last active January 4, 2016 12:49
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10-year treasury yields
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{
"metadata": {
"name": "10-year-treasury-yields-2013"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import requests\nraw_data = requests.get('http://data.treasury.gov/feed.svc/DailyTreasuryYieldCurveRateData?$filter=year(NEW_DATE)%20eq%202013').text\n\nfrom lxml import etree\nxml = etree.fromstring(raw_data.encode('ascii', 'ignore'))\n\nNAMESPACES = {'d':'http://schemas.microsoft.com/ado/2007/08/dataservices',\n 'm':'http://schemas.microsoft.com/ado/2007/08/dataservices/metadata'}\nten_yr_yield = xml.xpath('//m:properties/*[self::d:NEW_DATE or self::d:BC_3YEAR or self::d:BC_5YEAR or self::d:BC_7YEAR or self::d:BC_10YEAR]/text()', namespaces=NAMESPACES)\nyields = zip(*(iter(ten_yr_yield),) * 5)\n\nimport datetime\ndays = [datetime.datetime.strptime(y[0], '%Y-%m-%dT%H:%M:%S').date() for y in yields]\ndata = [(float(z[1]), float(z[2]), float(z[3]), float(z[4])) for z in yields]\n\n%pylab inline\nimport pylab\npylab.figure(figsize=(12,8), dpi=300)\npylab.plot(days, data)\npylab.title('3-, 5-, 7-, and 10-year Treasury yields for 2013')\npylab.xlabel('Date')\npylab.ylabel('%')\npylab.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Populating the interactive namespace from numpy and matplotlib\n"
},
{
"output_type": "stream",
"stream": "stderr",
"text": "WARNING: pylab import has clobbered these variables: ['pylab']\n`%pylab --no-import-all` prevents importing * from pylab and numpy\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Hh8Wd/dYyCoHl2dm4PzwcU+xcEgsAQpydcc6Ope9oZNtWUYEbg4Isbupzc3DA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\nVQAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x1084f3990>"
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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