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jgoad/QuandlExample.ipynb

Created July 8, 2014 00:04
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learning how to use pandas with ggplot. using lxml to parse html.
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QuandlExample.ipynb
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"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"import pandas as pd\n",
"from pandas import Series, DataFrame\n",
"import requests\n",
"import json\n",
"import csv\n",
"import numpy as np\n",
"from lxml.html import parse\n",
"from urllib2 import urlopen\n",
"from pandas.io.parsers import TextParser\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 486
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"parsed = parse(urlopen('http://www.quandl.com/usa/usa-inflation-prices'))\n",
"doc = parsed.getroot()\n",
"links = doc.findall('.//a')\n",
"lnk = links[14]\n",
"type(lnk)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 487,
"text": [
"lxml.html.HtmlElement"
]
}
],
"prompt_number": 487
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lnk.get('href')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 488,
"text": [
"'/collections'"
]
}
],
"prompt_number": 488
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lnk.text_content()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 489,
"text": [
"'Collections'"
]
}
],
"prompt_number": 489
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tables = doc.findall('.//table')\n",
"table = tables[0]\n",
"table.findall('json')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 490,
"text": [
"[]"
]
}
],
"prompt_number": 490
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def _unpack(row,kind = 'td'):\n",
" elts = row.findall('.//%s' % kind)\n",
" return [val.text_content() for val in elts]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 491
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def parse_options_data(table):\n",
" rows = table.findall('.//tr')\n",
" header = _unpack(rows[0], kind = 'th')\n",
" data = [_unpack(r) for r in rows[1:]]\n",
" return TextParser(data, names = header).get_chunk()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 492
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"CPI_level = parse_options_data(tables[0])# Chart is not a header... \n",
"CPI_level"
],
"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>Chart</th>\n",
" <th>Source</th>\n",
" <th>Indicator</th>\n",
" <th>Level</th>\n",
" <th>As Of</th>\n",
" <th>Chg</th>\n",
" <th>5 Yrs Ago</th>\n",
" <th>Api Call</th>\n",
" <th>vs World</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> NaN</td>\n",
" <td> FRED</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.08</td>\n",
" <td> May-2014</td>\n",
" <td> 0.00%</td>\n",
" <td> 217.35</td>\n",
" <td> JSON, CSV</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> RateInflation.com</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.90</td>\n",
" <td> May-2014</td>\n",
" <td> 0.35%</td>\n",
" <td> 215.95</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> IMF1</td>\n",
" <td> Period Avg CPI - USA</td>\n",
" <td> 232.96</td>\n",
" <td> 2013</td>\n",
" <td> 2.03%</td>\n",
" <td> 215.25</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> IMF1</td>\n",
" <td> Period End CPI - USA</td>\n",
" <td> 234.52</td>\n",
" <td> 2013</td>\n",
" <td> 2.01%</td>\n",
" <td> 213.11</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> United Nations</td>\n",
" <td> CPI - USA</td>\n",
" <td> 109.86</td>\n",
" <td> 2009</td>\n",
" <td> -0.36%</td>\n",
" <td> 96.72</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> World Bank</td>\n",
" <td> CPI - USA</td>\n",
" <td> 119.29</td>\n",
" <td> 2013</td>\n",
" <td> 1.46%</td>\n",
" <td> 110.25</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> World Bank</td>\n",
" <td> Average CPI - USA</td>\n",
" <td> 115.18</td>\n",
" <td> 2011</td>\n",
" <td> 3.16%</td>\n",
" <td> 103.23</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> World Bank</td>\n",
" <td> Nominal SA CPI - USA</td>\n",
" <td> 106.76</td>\n",
" <td> 2013</td>\n",
" <td> 1.39%</td>\n",
" <td> 98.74</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 493,
"text": [
" Chart Source Indicator Level As Of \\\n",
"0 NaN FRED CPI - USA 237.08 May-2014 \n",
"1 RateInflation.com CPI - USA 237.90 May-2014 0.35% \n",
"2 IMF1 Period Avg CPI - USA 232.96 2013 2.03% \n",
"3 IMF1 Period End CPI - USA 234.52 2013 2.01% \n",
"4 United Nations CPI - USA 109.86 2009 -0.36% \n",
"5 World Bank CPI - USA 119.29 2013 1.46% \n",
"6 World Bank Average CPI - USA 115.18 2011 3.16% \n",
"7 World Bank Nominal SA CPI - USA 106.76 2013 1.39% \n",
"\n",
" Chg 5 Yrs Ago Api Call vs World \n",
"0 0.00% 217.35 JSON, CSV NaN \n",
"1 215.95 JSON, CSV NaN NaN \n",
"2 215.25 JSON, CSV NaN NaN \n",
"3 213.11 JSON, CSV NaN NaN \n",
"4 96.72 JSON, CSV NaN NaN \n",
"5 110.25 JSON, CSV NaN NaN \n",
"6 103.23 JSON, CSV NaN NaN \n",
"7 98.74 JSON, CSV NaN NaN "
]
}
],
"prompt_number": 493
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"CPI_level['Api Call']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 494,
"text": [
"0 JSON, CSV\n",
"1 NaN\n",
"2 NaN\n",
"3 NaN\n",
"4 NaN\n",
"5 NaN\n",
"6 NaN\n",
"7 NaN\n",
"Name: Api Call, dtype: object"
]
}
],
"prompt_number": 494
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Had to manually find the URL... Would like to get around that.\n",
"url = 'http://www.quandl.com/api/v1/datasets/RATEINF/CPI_USA.json?column=1'\n",
"results = requests.get(url)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 495
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = results.json()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 496
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"With Numpy (first)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"numpy_dates = np.array(data['data'])[:,0]\n",
"numpy_data = np.array(data['data'])[:,1]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 497
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"numpy_dates"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 498,
"text": [
"array([u'2014-05-31', u'2014-04-30', u'2014-03-31', ..., u'1913-03-31',\n",
" u'1913-02-28', u'1913-01-31'], \n",
" dtype='<U10')"
]
}
],
"prompt_number": 498
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"numpy_data1 = np.zeros(len(numpy_data))\n",
"for i in range(len(numpy_data)):\n",
" numpy_data1[i] = float(numpy_data[i])\n",
"numpy_data1 = numpy_data1[::-1] \n",
"\n",
"numpy_dates1 = np.zeros(len(numpy_dates))\n",
"for i in range(len(numpy_data)):\n",
" numpy_dates1[i] = float(numpy_dates[i].replace('-',''))\n",
"numpy_dates1 = numpy_dates1[::-1]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 499
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.dates as mdates #probably need this to make the axis look like dates and not just big ints"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 500
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 501
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(numpy_dates1,numpy_data1)\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x109a3efd0>"
]
}
],
"prompt_number": 502
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not going to make it look pretty. Just making sure I read in the right data (looks like the plot on Quandl)."
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Now with Pandas"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"frame = DataFrame(data['data'],columns = data['column_names']) #using the JSON data to import into a DataFrame \n",
"frame = frame.sort('Date')\n",
"frame.index = range(len(frame['Date']))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 503
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"frame[:10]"
],
"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>Date</th>\n",
" <th>CPI</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 1913-01-31</td>\n",
" <td> 9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 1913-02-28</td>\n",
" <td> 9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 1913-03-31</td>\n",
" <td> 9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 1913-04-30</td>\n",
" <td> 9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 1913-05-31</td>\n",
" <td> 9.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> 1913-06-30</td>\n",
" <td> 9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> 1913-07-31</td>\n",
" <td> 9.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> 1913-08-31</td>\n",
" <td> 9.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td> 1913-09-30</td>\n",
" <td> 10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td> 1913-10-31</td>\n",
" <td> 10.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 504,
"text": [
" Date CPI\n",
"0 1913-01-31 9.8\n",
"1 1913-02-28 9.8\n",
"2 1913-03-31 9.8\n",
"3 1913-04-30 9.8\n",
"4 1913-05-31 9.7\n",
"5 1913-06-30 9.8\n",
"6 1913-07-31 9.9\n",
"7 1913-08-31 9.9\n",
"8 1913-09-30 10.0\n",
"9 1913-10-31 10.0"
]
}
],
"prompt_number": 504
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pandas import to_datetime\n",
"frame['Date'] = to_datetime(frame['Date'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 505
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"frame.plot(x = 'Date',y = 'CPI')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 506,
"text": [
"<matplotlib.axes.AxesSubplot at 0x1155e2a90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x11095c7d0>"
]
}
],
"prompt_number": 506
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"load all the tables off a website into dataframes given a url"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"DataFrame(row1[1:]).T"
],
"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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Source</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Indicator</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Level</th>\n",
" </tr>\n",
" <tr>\n",
" <th>As Of</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Chg</th>\n",
" </tr>\n",
" <tr>\n",
" <th>5 Yrs Ago</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Api Call</th>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 507,
"text": [
"Empty DataFrame\n",
"Columns: []\n",
"Index: [Source, Indicator, Level, As Of, Chg, 5 Yrs Ago, Api Call]"
]
}
],
"prompt_number": 507
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"CPI_level.ix[0:7]"
],
"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>Chart</th>\n",
" <th>Source</th>\n",
" <th>Indicator</th>\n",
" <th>Level</th>\n",
" <th>As Of</th>\n",
" <th>Chg</th>\n",
" <th>5 Yrs Ago</th>\n",
" <th>Api Call</th>\n",
" <th>vs World</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> NaN</td>\n",
" <td> FRED</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.08</td>\n",
" <td> May-2014</td>\n",
" <td> 0.00%</td>\n",
" <td> 217.35</td>\n",
" <td> JSON, CSV</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> RateInflation.com</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.90</td>\n",
" <td> May-2014</td>\n",
" <td> 0.35%</td>\n",
" <td> 215.95</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> IMF1</td>\n",
" <td> Period Avg CPI - USA</td>\n",
" <td> 232.96</td>\n",
" <td> 2013</td>\n",
" <td> 2.03%</td>\n",
" <td> 215.25</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> IMF1</td>\n",
" <td> Period End CPI - USA</td>\n",
" <td> 234.52</td>\n",
" <td> 2013</td>\n",
" <td> 2.01%</td>\n",
" <td> 213.11</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> United Nations</td>\n",
" <td> CPI - USA</td>\n",
" <td> 109.86</td>\n",
" <td> 2009</td>\n",
" <td> -0.36%</td>\n",
" <td> 96.72</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> World Bank</td>\n",
" <td> CPI - USA</td>\n",
" <td> 119.29</td>\n",
" <td> 2013</td>\n",
" <td> 1.46%</td>\n",
" <td> 110.25</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> World Bank</td>\n",
" <td> Average CPI - USA</td>\n",
" <td> 115.18</td>\n",
" <td> 2011</td>\n",
" <td> 3.16%</td>\n",
" <td> 103.23</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> World Bank</td>\n",
" <td> Nominal SA CPI - USA</td>\n",
" <td> 106.76</td>\n",
" <td> 2013</td>\n",
" <td> 1.39%</td>\n",
" <td> 98.74</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 508,
"text": [
" Chart Source Indicator Level As Of \\\n",
"0 NaN FRED CPI - USA 237.08 May-2014 \n",
"1 RateInflation.com CPI - USA 237.90 May-2014 0.35% \n",
"2 IMF1 Period Avg CPI - USA 232.96 2013 2.03% \n",
"3 IMF1 Period End CPI - USA 234.52 2013 2.01% \n",
"4 United Nations CPI - USA 109.86 2009 -0.36% \n",
"5 World Bank CPI - USA 119.29 2013 1.46% \n",
"6 World Bank Average CPI - USA 115.18 2011 3.16% \n",
"7 World Bank Nominal SA CPI - USA 106.76 2013 1.39% \n",
"\n",
" Chg 5 Yrs Ago Api Call vs World \n",
"0 0.00% 217.35 JSON, CSV NaN \n",
"1 215.95 JSON, CSV NaN NaN \n",
"2 215.25 JSON, CSV NaN NaN \n",
"3 213.11 JSON, CSV NaN NaN \n",
"4 96.72 JSON, CSV NaN NaN \n",
"5 110.25 JSON, CSV NaN NaN \n",
"6 103.23 JSON, CSV NaN NaN \n",
"7 98.74 JSON, CSV NaN NaN "
]
}
],
"prompt_number": 508
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = DataFrame(CPI_level.ix[1:7])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 509
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df"
],
"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>Chart</th>\n",
" <th>Source</th>\n",
" <th>Indicator</th>\n",
" <th>Level</th>\n",
" <th>As Of</th>\n",
" <th>Chg</th>\n",
" <th>5 Yrs Ago</th>\n",
" <th>Api Call</th>\n",
" <th>vs World</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> RateInflation.com</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.90</td>\n",
" <td> May-2014</td>\n",
" <td> 0.35%</td>\n",
" <td> 215.95</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> IMF1</td>\n",
" <td> Period Avg CPI - USA</td>\n",
" <td> 232.96</td>\n",
" <td> 2013</td>\n",
" <td> 2.03%</td>\n",
" <td> 215.25</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> IMF1</td>\n",
" <td> Period End CPI - USA</td>\n",
" <td> 234.52</td>\n",
" <td> 2013</td>\n",
" <td> 2.01%</td>\n",
" <td> 213.11</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> United Nations</td>\n",
" <td> CPI - USA</td>\n",
" <td> 109.86</td>\n",
" <td> 2009</td>\n",
" <td> -0.36%</td>\n",
" <td> 96.72</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> World Bank</td>\n",
" <td> CPI - USA</td>\n",
" <td> 119.29</td>\n",
" <td> 2013</td>\n",
" <td> 1.46%</td>\n",
" <td> 110.25</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> World Bank</td>\n",
" <td> Average CPI - USA</td>\n",
" <td> 115.18</td>\n",
" <td> 2011</td>\n",
" <td> 3.16%</td>\n",
" <td> 103.23</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> World Bank</td>\n",
" <td> Nominal SA CPI - USA</td>\n",
" <td> 106.76</td>\n",
" <td> 2013</td>\n",
" <td> 1.39%</td>\n",
" <td> 98.74</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 510,
"text": [
" Chart Source Indicator Level As Of \\\n",
"1 RateInflation.com CPI - USA 237.90 May-2014 0.35% \n",
"2 IMF1 Period Avg CPI - USA 232.96 2013 2.03% \n",
"3 IMF1 Period End CPI - USA 234.52 2013 2.01% \n",
"4 United Nations CPI - USA 109.86 2009 -0.36% \n",
"5 World Bank CPI - USA 119.29 2013 1.46% \n",
"6 World Bank Average CPI - USA 115.18 2011 3.16% \n",
"7 World Bank Nominal SA CPI - USA 106.76 2013 1.39% \n",
"\n",
" Chg 5 Yrs Ago Api Call vs World \n",
"1 215.95 JSON, CSV NaN NaN \n",
"2 215.25 JSON, CSV NaN NaN \n",
"3 213.11 JSON, CSV NaN NaN \n",
"4 96.72 JSON, CSV NaN NaN \n",
"5 110.25 JSON, CSV NaN NaN \n",
"6 103.23 JSON, CSV NaN NaN \n",
"7 98.74 JSON, CSV NaN NaN "
]
}
],
"prompt_number": 510
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = df.dropna(axis = 1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 511
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.columns = ['Source','Indicator','Level','As Of','Chg','5 Yrs Ago','Api Call']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 512
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df"
],
"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>Source</th>\n",
" <th>Indicator</th>\n",
" <th>Level</th>\n",
" <th>As Of</th>\n",
" <th>Chg</th>\n",
" <th>5 Yrs Ago</th>\n",
" <th>Api Call</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> RateInflation.com</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.90</td>\n",
" <td> May-2014</td>\n",
" <td> 0.35%</td>\n",
" <td> 215.95</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> IMF1</td>\n",
" <td> Period Avg CPI - USA</td>\n",
" <td> 232.96</td>\n",
" <td> 2013</td>\n",
" <td> 2.03%</td>\n",
" <td> 215.25</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> IMF1</td>\n",
" <td> Period End CPI - USA</td>\n",
" <td> 234.52</td>\n",
" <td> 2013</td>\n",
" <td> 2.01%</td>\n",
" <td> 213.11</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> United Nations</td>\n",
" <td> CPI - USA</td>\n",
" <td> 109.86</td>\n",
" <td> 2009</td>\n",
" <td> -0.36%</td>\n",
" <td> 96.72</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> World Bank</td>\n",
" <td> CPI - USA</td>\n",
" <td> 119.29</td>\n",
" <td> 2013</td>\n",
" <td> 1.46%</td>\n",
" <td> 110.25</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> World Bank</td>\n",
" <td> Average CPI - USA</td>\n",
" <td> 115.18</td>\n",
" <td> 2011</td>\n",
" <td> 3.16%</td>\n",
" <td> 103.23</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> World Bank</td>\n",
" <td> Nominal SA CPI - USA</td>\n",
" <td> 106.76</td>\n",
" <td> 2013</td>\n",
" <td> 1.39%</td>\n",
" <td> 98.74</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 513,
"text": [
" Source Indicator Level As Of Chg \\\n",
"1 RateInflation.com CPI - USA 237.90 May-2014 0.35% \n",
"2 IMF1 Period Avg CPI - USA 232.96 2013 2.03% \n",
"3 IMF1 Period End CPI - USA 234.52 2013 2.01% \n",
"4 United Nations CPI - USA 109.86 2009 -0.36% \n",
"5 World Bank CPI - USA 119.29 2013 1.46% \n",
"6 World Bank Average CPI - USA 115.18 2011 3.16% \n",
"7 World Bank Nominal SA CPI - USA 106.76 2013 1.39% \n",
"\n",
" 5 Yrs Ago Api Call \n",
"1 215.95 JSON, CSV \n",
"2 215.25 JSON, CSV \n",
"3 213.11 JSON, CSV \n",
"4 96.72 JSON, CSV \n",
"5 110.25 JSON, CSV \n",
"6 103.23 JSON, CSV \n",
"7 98.74 JSON, CSV "
]
}
],
"prompt_number": 513
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"row1 = CPI_level[:].ix[0]\n",
"row1 = DataFrame(row1[1:]).T.dropna(axis = 1)\n",
"row1"
],
"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>Source</th>\n",
" <th>Indicator</th>\n",
" <th>Level</th>\n",
" <th>As Of</th>\n",
" <th>Chg</th>\n",
" <th>5 Yrs Ago</th>\n",
" <th>Api Call</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> FRED</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.08</td>\n",
" <td> May-2014</td>\n",
" <td> 0.00%</td>\n",
" <td> 217.35</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 514,
"text": [
" Source Indicator Level As Of Chg 5 Yrs Ago Api Call\n",
"0 FRED CPI - USA 237.08 May-2014 0.00% 217.35 JSON, CSV"
]
}
],
"prompt_number": 514
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"row1.append(df)"
],
"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>Source</th>\n",
" <th>Indicator</th>\n",
" <th>Level</th>\n",
" <th>As Of</th>\n",
" <th>Chg</th>\n",
" <th>5 Yrs Ago</th>\n",
" <th>Api Call</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> FRED</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.08</td>\n",
" <td> May-2014</td>\n",
" <td> 0.00%</td>\n",
" <td> 217.35</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> RateInflation.com</td>\n",
" <td> CPI - USA</td>\n",
" <td> 237.90</td>\n",
" <td> May-2014</td>\n",
" <td> 0.35%</td>\n",
" <td> 215.95</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> IMF1</td>\n",
" <td> Period Avg CPI - USA</td>\n",
" <td> 232.96</td>\n",
" <td> 2013</td>\n",
" <td> 2.03%</td>\n",
" <td> 215.25</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> IMF1</td>\n",
" <td> Period End CPI - USA</td>\n",
" <td> 234.52</td>\n",
" <td> 2013</td>\n",
" <td> 2.01%</td>\n",
" <td> 213.11</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> United Nations</td>\n",
" <td> CPI - USA</td>\n",
" <td> 109.86</td>\n",
" <td> 2009</td>\n",
" <td> -0.36%</td>\n",
" <td> 96.72</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> World Bank</td>\n",
" <td> CPI - USA</td>\n",
" <td> 119.29</td>\n",
" <td> 2013</td>\n",
" <td> 1.46%</td>\n",
" <td> 110.25</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> World Bank</td>\n",
" <td> Average CPI - USA</td>\n",
" <td> 115.18</td>\n",
" <td> 2011</td>\n",
" <td> 3.16%</td>\n",
" <td> 103.23</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> World Bank</td>\n",
" <td> Nominal SA CPI - USA</td>\n",
" <td> 106.76</td>\n",
" <td> 2013</td>\n",
" <td> 1.39%</td>\n",
" <td> 98.74</td>\n",
" <td> JSON, CSV</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 515,
"text": [
" Source Indicator Level As Of Chg \\\n",
"0 FRED CPI - USA 237.08 May-2014 0.00% \n",
"1 RateInflation.com CPI - USA 237.90 May-2014 0.35% \n",
"2 IMF1 Period Avg CPI - USA 232.96 2013 2.03% \n",
"3 IMF1 Period End CPI - USA 234.52 2013 2.01% \n",
"4 United Nations CPI - USA 109.86 2009 -0.36% \n",
"5 World Bank CPI - USA 119.29 2013 1.46% \n",
"6 World Bank Average CPI - USA 115.18 2011 3.16% \n",
"7 World Bank Nominal SA CPI - USA 106.76 2013 1.39% \n",
"\n",
" 5 Yrs Ago Api Call \n",
"0 217.35 JSON, CSV \n",
"1 215.95 JSON, CSV \n",
"2 215.25 JSON, CSV \n",
"3 213.11 JSON, CSV \n",
"4 96.72 JSON, CSV \n",
"5 110.25 JSON, CSV \n",
"6 103.23 JSON, CSV \n",
"7 98.74 JSON, CSV "
]
}
],
"prompt_number": 515
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"A function that gets all the tables from a given url"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def _unpack(row,kind = 'td'): #from pandas\n",
" elts = row.findall('.//%s' % kind)\n",
" return [val.text_content() for val in elts]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 516
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def parse_options_data(table): #from pandas\n",
" rows = table.findall('.//tr')\n",
" header = _unpack(rows[0], kind = 'th')\n",
" data = [_unpack(r) for r in rows[1:]]\n",
" return TextParser(data, names = header).get_chunk()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 517
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def get_tables(url):\n",
" parsed = parse(urlopen(url))\n",
" doc = parsed.getroot()\n",
" links = doc.findall('.//a')\n",
" lnk = links[14]\n",
"\n",
" tables = doc.findall('.//table')\n",
"\n",
" data = []\n",
" for table in tables:\n",
" try:\n",
" df_table = parse_options_data(table)\n",
" data.append(df_table)\n",
" except IndexError:\n",
" break \n",
" return DataFrame(data)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 518
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bd = get_tables('http://www.quandl.com/usa/usa-inflation-prices')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 519
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bd"
],
"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>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> Chart Source In...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> Chart Source ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> Chart Sourc...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> Chart Source...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> Chart Source Indicator Le...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> Chart ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> Chart ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> Chart Source Indicato...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> Chart Source ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> Chart ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> Chart Source Indicato...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> Chart Source Indicato...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> Chart ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td> Chart Source Indic...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td> Chart Source Indicator ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> Chart Source ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td> Chart Source Indica...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td> Chart Source ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td> Chart Source ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> Chart S...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 520,
"text": [
" 0\n",
"0 Chart Source In...\n",
"1 Chart Source ...\n",
"2 Chart Sourc...\n",
"3 Chart Source...\n",
"4 Chart Source Indicator Le...\n",
"5 Chart ...\n",
"6 Chart ...\n",
"7 Chart Source Indicato...\n",
"8 Chart Source ...\n",
"9 Chart ...\n",
"10 Chart Source Indicato...\n",
"11 Chart Source Indicato...\n",
"12 Chart ...\n",
"13 Chart Source Indic...\n",
"14 Chart Source Indicator ...\n",
"15 Chart Source ...\n",
"16 Chart Source Indica...\n",
"17 Chart Source ...\n",
"18 Chart Source ...\n",
"19 Chart S..."
]
}
],
"prompt_number": 520
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# quandl's tables all have this chart column containing a single chart that messes up the table.\n",
"bd[0].ix[19] "
],
"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>Chart</th>\n",
" <th>Source</th>\n",
" <th>Indicator</th>\n",
" <th>Level</th>\n",
" <th>As Of</th>\n",
" <th>Chg</th>\n",
" <th>5 Yrs Ago</th>\n",
" <th>Api Call</th>\n",
" <th>vs World</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> NaN</td>\n",
" <td> United Nations</td>\n",
" <td> Capital Liabilities - USA</td>\n",
" <td> 52.12</td>\n",
" <td> 2009</td>\n",
" <td> 22.59%</td>\n",
" <td> 23.54</td>\n",
" <td> JSON, CSV</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> United Nations</td>\n",
" <td> Domestic Credit - USA</td>\n",
" <td> 621.77</td>\n",
" <td> 2009.00</td>\n",
" <td> 804.93%</td>\n",
" <td> 711.91</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> United Nations</td>\n",
" <td> Foreign Assets - USA</td>\n",
" <td> 31.36</td>\n",
" <td> 2009.00</td>\n",
" <td> -94.06%</td>\n",
" <td> 27.11</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> United Nations</td>\n",
" <td> Monetary Liabilities - USA</td>\n",
" <td> 2.48</td>\n",
" <td> 2009.00</td>\n",
" <td> -18.91%</td>\n",
" <td> 5.31</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> United Nations</td>\n",
" <td> Quasi-Monetary Liabilities - USA</td>\n",
" <td> 0.00</td>\n",
" <td> 2009.00</td>\n",
" <td> 0.00%</td>\n",
" <td> 0.00</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> United Nations</td>\n",
" <td> Non-Monetary Liabilities - USA</td>\n",
" <td> 0.00</td>\n",
" <td> 2009.00</td>\n",
" <td> 0.00%</td>\n",
" <td> 0.00</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> United Nations</td>\n",
" <td> Money - USA</td>\n",
" <td> 2,017.69</td>\n",
" <td> 2009.00</td>\n",
" <td> 21.98%</td>\n",
" <td> 759.38</td>\n",
" <td> JSON, CSV</td>\n",
" <td> NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 521,
"text": [
" Chart Source \\\n",
"0 NaN United Nations \n",
"1 United Nations Domestic Credit - USA \n",
"2 United Nations Foreign Assets - USA \n",
"3 United Nations Monetary Liabilities - USA \n",
"4 United Nations Quasi-Monetary Liabilities - USA \n",
"5 United Nations Non-Monetary Liabilities - USA \n",
"6 United Nations Money - USA \n",
"\n",
" Indicator Level As Of Chg 5 Yrs Ago Api Call \\\n",
"0 Capital Liabilities - USA 52.12 2009 22.59% 23.54 JSON, CSV \n",
"1 621.77 2009.00 804.93% 711.91 JSON, CSV NaN \n",
"2 31.36 2009.00 -94.06% 27.11 JSON, CSV NaN \n",
"3 2.48 2009.00 -18.91% 5.31 JSON, CSV NaN \n",
"4 0.00 2009.00 0.00% 0.00 JSON, CSV NaN \n",
"5 0.00 2009.00 0.00% 0.00 JSON, CSV NaN \n",
"6 2,017.69 2009.00 21.98% 759.38 JSON, CSV NaN \n",
"\n",
" vs World \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"5 NaN \n",
"6 NaN "
]
}
],
"prompt_number": 521
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Looking at Correlation"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"aapl = pd.read_csv('GOOG-NASDAQ_AAPL.csv')\n",
"nasdaq = pd.read_csv('YAHOO-INDEX_IXIC.csv')\n",
"msft = pd.read_csv('GOOG-NASDAQ_MSFT.csv')\n",
"phg = pd.read_csv('GOOG-NYSE_PHG.csv')\n",
"sp500 = pd.read_csv('YAHOO-INDEX_GSPC.csv')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 522
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corr_with_NASDAQ = DataFrame(index = np.arange(0,len(aapl)-5,5), columns = ['Corr'])\n",
"for i in np.arange(0,len(aapl)-5,5):\n",
" rng = range(i,i+5)\n",
" corr_with_NASDAQ.ix[i+5] = aapl.ix[rng].corrwith(nasdaq.ix[rng])['Close']\n",
"corr = pd.concat([aapl,corr_with_NASDAQ], axis = 1).dropna(0)\n",
"corr = corr[::-1]\n",
"corr.Date = pd.to_datetime(corr.Date)\n",
"corr.index = range(0,len(corr))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 523
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from ggplot import *"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 524
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ggplot(aes(x = 'Date', y='Corr'), data = corr) + geom_point()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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48CDc3d3x8OFDPH/+XOR3TbGYLTExEQ8fPmRmD9LT07Fjxw706dNH7tcGKlNTli9fjpyc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NN0AVFRWBLhJOTk4oLS3FvXv3yCrTzu7A6erqwsfHR9pmdAkCAgJw9+5dEAQBJycnvvt9L1y4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\n",
"text": [
"<matplotlib.figure.Figure at 0x115929490>"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 525,
"text": [
"<ggplot: (291056125)>"
]
}
],
"prompt_number": 525
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"wnd = 90\n",
"corr_with_NASDAQ = DataFrame(index = np.arange(0,len(aapl)-wnd,wnd), columns = ['Corr'])\n",
"for i in np.arange(0,len(aapl)-wnd,wnd):\n",
" rng = range(i,i+wnd)\n",
" corr_with_NASDAQ.ix[i+wnd] = aapl.ix[rng].corrwith(nasdaq.ix[rng])['Volume']\n",
"corr = pd.concat([aapl,corr_with_NASDAQ], axis = 1).dropna(0)\n",
"corr = corr[::-1]\n",
"corr.Date = pd.to_datetime(corr.Date)\n",
"corr.index = range(0,len(corr))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 526
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ggplot(aes(x = 'Date', y='Corr'), data = corr) + geom_point() + ggtitle('Correlation of Volume with NASDAQ')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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LZYyxnOrMUUQBAADOcmfjx/ISRRQAAOCsc9111ykiIkKSFBYWpquuuuqsLKMO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\nWEERBQAAgBUUUQAAAFhBEQUAAIAV/wPBcOSnV/pPNAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1150ece90>"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 527,
"text": [
"<ggplot: (290516025)>"
]
}
],
"prompt_number": 527
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"wnd = 5 # data set window (days)\n",
"corr_with_NASDAQ = DataFrame(index = np.arange(0,len(aapl)-wnd,wnd), columns = ['Corr'])\n",
"for i in np.arange(0,len(aapl)-wnd,wnd):\n",
" rng = range(i,i+wnd)\n",
" corr_with_NASDAQ.ix[i+wnd] = aapl.ix[rng].corrwith(phg.ix[rng])['Close']\n",
"corr = pd.concat([aapl,corr_with_NASDAQ], axis = 1).dropna(0)\n",
"corr = corr[::-1]\n",
"corr.Date = pd.to_datetime(corr.Date)\n",
"corr.index = range(0,len(corr))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 528
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ggplot(aes(x = 'Date', y='Corr'), data = corr) + geom_point() + ggtitle(\"Correlation of Apple's Closing Price with Philips'\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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JCcjMzOQs+/r1K+cYVXaO3Lp1C9nZ2QCA3Nxc/P3330hKShKrZYmLixPr0pCZ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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x110830790>"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 529,
"text": [
"<ggplot: (285749473)>"
]
}
],
"prompt_number": 529
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Philips is a stock that is currently weakly but positively correlated with Apple, but with this plot you can see that Philips is more often closely correlated with Apple over a short window (days). I don't know enough about stats to know if this is significant but it looks interesting. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"wnd = 5 # data set window (days)\n",
"corr_with_NASDAQ = DataFrame(index = np.arange(0,len(aapl)-wnd,wnd), columns = ['Corr'])\n",
"for i in np.arange(0,len(aapl)-wnd,wnd):\n",
" rng = range(i,i+wnd)\n",
" corr_with_NASDAQ.ix[i+wnd] = aapl.ix[rng].corrwith(sp500.ix[rng])['Close']\n",
"corr = pd.concat([aapl,corr_with_NASDAQ], axis = 1).dropna(0)\n",
"corr = corr[::-1]\n",
"corr.Date = pd.to_datetime(corr.Date)\n",
"corr.index = range(0,len(corr))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 530
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ggplot(aes(x = 'Date', y='Corr'), data = corr) + geom_point() + ggtitle('Correlation of Close with SP500')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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nz3NycsLatWuxf/9+qKiowMPDQ24V2507d7h5mADw8uVLeHt7l6n8j/n6+uLY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\nsOp/0tIE9CsjBwoAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1123d4b50>"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 531,
"text": [
"<ggplot: (287555293)>"
]
}
],
"prompt_number": 531
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
}
],
"metadata": {}
}
]
}
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