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Created December 18, 2013 16:15
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Plotting Monthly Yen Values
{
"metadata": {
"name": ""
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import urllib.request as request\n",
"from matplotlib.dates import YearLocator, MonthLocator, WeekdayLocator, DateFormatter\n",
"from matplotlib.ticker import MultipleLocator\n",
"from datetime import datetime\n",
"#plt.xkcd()\n",
"\n",
"############## Data Retrieval ############\n",
"yen_url = request.urlopen('http://research.stlouisfed.org/fred2/data/EXJPUS.txt')\n",
"\n",
"yen_data_list = yen_url.readlines()\n",
"\n",
"yen_data = yen_data_list[28:] # Yen data starts beginning with line 29\n",
"\n",
"dates = []\n",
"yen = []\n",
"for data in yen_data:\n",
" row = data.split()\n",
" dates.append(datetime.strptime(row[0].decode('utf-8'), '%Y-%m-%d'))\n",
" yen.append(float(row[1].decode('utf-8')))\n",
" \n",
"############## Data Plotting of Top Figure ###########\n",
"fig, axes = plt.subplots(2, 1)\n",
"\n",
"axes[0] = fig.add_axes([0, 1.3, 2, 1])\n",
"# Let's define x-axis date interval sizes: month, week, or day\n",
"year = YearLocator()\n",
"month = MonthLocator(bymonth=range(1,13), bymonthday=1, interval=1)\n",
"week = WeekdayLocator(byweekday=MO) # Every MOnday\n",
"day = DayLocator(bymonthday=range(1,32), interval=1)\n",
"\n",
"axes[0].xaxis.set_major_locator(year)\n",
"axes[0].xaxis.grid(which='major')\n",
"\n",
"axes[0].yaxis.grid(which='major')\n",
"\n",
"axes[0].plot_date(dates, yen, 'r')\n",
"axes[0].set_title(\"Yen-to-US$ Exchange Rate Since 1971\", weight=\"bold\")\n",
"axes[0].set_xlabel(\"Year\")\n",
"axes[0].set_ylabel(\"Yen-US$\")\n",
"plt.setp(axes[0].get_xticklabels(), rotation=-90)\n",
"\n",
"############## Prepare 2nd data set for bottom plot ###########\n",
"yen_series = pd.Series(yen, index=dates)\n",
"yen_data = yen_series['2011':'2013'] # Let's just plot last 2 years' worth of data\n",
"\n",
"############## Data Plotting of Bottom Figure ###########\n",
"axes[1] = fig.add_axes([0, 0, 2, 1])\n",
"axes[1].xaxis.set_major_locator(month)\n",
"monthsFmt = DateFormatter(\"%b '%y\")\n",
"axes[1].xaxis.set_major_formatter(monthsFmt)\n",
"axes[1].xaxis.grid(which='major')\n",
"\n",
"axes[1].yaxis.grid(which='major')\n",
"\n",
"axes[1].plot_date(yen_data.index, yen_data.values, 'r')\n",
"axes[1].set_title(\"Yen-to-US$ Exchange Rate of Last 2 Years\", weight=\"bold\")\n",
"axes[1].set_xlabel(\"Year\")\n",
"axes[1].set_ylabel(\"Yen-US$\")\n",
"plt.setp(axes[1].get_xticklabels(), rotation=-90)\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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1y/NYlMzc3d0BAD/88ANGjRpl7P00Z+AwePBgAMCbb76JYcOGYcyYMVluDwgIQKtWrZCU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iXrLWrTpo35C3p0dLQ8++yzyW738PCQpUuXpvqepdQDZjKZkt2nbdu25utLlixp7hlcuXKlGIYh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\nEt5TqQGH3IgIhw8fxrZt27B//37cuHFDSN2FCxfi/fff11vFbdmyZfj00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suWLXHmzBlh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\n/wFWCbBwxcGcbQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x44391f0>"
]
}
],
"prompt_number": 1
}
],
"metadata": {}
}
]
}
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