{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import urllib2\n", "from datetime import datetime\n", "import pandas as pd\n", "import pandas.io.data as web\n", "import numpy as np\n", "import scipy as sp\n", "import matplotlib.pyplot as plt\n", "pd.set_option('max_columns', 50)\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"http://www.federalreserve.gov/datadownload/Output.aspx?rel=H15&series=bcb44e57fb57efbe90002369321bfb3f&lastObs=&from=&to=&filetype=csv&label=include&layout=seriescolumn\"\n", "res = urllib2.Request(url)\n", "csvio = urllib2.urlopen(res)\n", "data = pd.read_csv(csvio, header=5, index_col=0, parse_dates=True, na_values=[\"ND\"])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "data.info()\n", "data.plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "DatetimeIndex: 13629 entries, 1962-01-02 00:00:00 to 2014-03-28 00:00:00\n", "Data columns (total 1 columns):\n", "RIFLGFCY10_N.B 13044 non-null float64\n", "dtypes: float64(1)" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gb38T+ZrCvUYO52OOERvucngTQnTC9Y10586di8ceewyzZ8+2FUrEO4IVO0lP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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"http://www.federalreserve.gov/datadownload/Output.aspx?rel=FOR&series=5c8df3fd05e5b5ad4297328218040855&lastObs=&from=&to=&filetype=csv&label=include&layout=seriescolumn\"\n", "res = urllib2.Request(url)\n", "csvio = urllib2.urlopen(res)\n", "data1 = pd.read_csv(csvio, header=5, index_col=0, parse_dates=True, na_values=[\"ND\"])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "data1.info()\n", "data1.plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Index: 136 entries, 1980Q1 to 2013Q4\n", "Data columns (total 4 columns):\n", "DTFD%YPD.Q 136 non-null float64\n", "DTFM%YPD.Q 136 non-null float64\n", "DTFC%YPD.Q 136 non-null float64\n", "DTF%YPD.Q 136 non-null float64\n", "dtypes: float64(4)" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FRQE0ae1SqVS89dZbrbpjOCsrC09Pzybb3d3dsbKyIicnp0m3YE5ODr6+vi0+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\nzH53tqqbQ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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"http://www.federalreserve.gov/datadownload/Output.aspx?rel=H15&series=40afb80a445c5903ca2c4888e40f3f1f&lastObs=&from=&to=&filetype=csv&label=include&layout=seriescolumn\"\n", "res = urllib2.Request(url)\n", "csvio = urllib2.urlopen(res)\n", "data2 = pd.read_csv(csvio, header=5, index_col=0, parse_dates=True, na_values=[\"ND\"])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "data2.info()\n", "data2.plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "DatetimeIndex: 716 entries, 1954-07-01 00:00:00 to 2014-02-01 00:00:00\n", "Data columns (total 1 columns):\n", "RIFSPFF_N.M 716 non-null float64\n", "dtypes: float64(1)" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Om1ISUbFgsgRze6w6Y8zVcBp3J204u5klVpbscb2HjzFXw9S4M1kiogz5Kkt2x52wDUdE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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"http://www.federalreserve.gov/datadownload/Output.aspx?rel=G17&series=38c557d559e8dd62aa18b8af9b626a25&lastObs=&from=&to=&filetype=csv&label=include&layout=seriescolumn\"\n", "res = urllib2.Request(url)\n", "csvio = urllib2.urlopen(res)\n", "data3 = pd.read_csv(csvio, header=5, index_col=0, parse_dates=True, na_values=[\"ND\"])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "data3.info()\n", "data3.plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "DatetimeIndex: 506 entries, 1972-01-01 00:00:00 to 2014-02-01 00:00:00\n", "Data columns (total 1 columns):\n", "GVIP.T50030.S 506 non-null float64\n", "dtypes: float64(1)" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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OHWUfVyjl5MC8eWksWgR790JamvUrTZ4MZ50VfYUYWAM/QOvWtpt93uRPOPzd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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "data4 = data3.append(other=data2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "data4.info()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "DatetimeIndex: 1222 entries, 1972-01-01 00:00:00 to 2014-02-01 00:00:00\n", "Data columns (total 2 columns):\n", "GVIP.T50030.S 506 non-null float64\n", "RIFSPFF_N.M 716 non-null float64\n", "dtypes: float64(2)" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "data4.columns" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "Index([u'GVIP.T50030.S', u'RIFSPFF_N.M'], dtype='object')" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure()\n", "data4.plot(secondary_y=['GVIP.T50030.S'], figsize=(10, 10), style=['p','p'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 61, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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9+oSzZUubq1rbcOutjjfyZGZOAfLxx+WcOOHN1q1vA/8HdAes64Q6EgnOhBBC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Ke4pVUOAd999x0HDx5k27ZtvPrqq/z3v/+113FJXIS1mveet/awad2mJvvLuUqt3JraSv8NKf+7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\nU+rijvpmEufg8ODMfHIVAtdQJ3gJOhxE0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