{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pandas_datareader import data, wb\n", "import pandas_datareader as pdr\n", "import matplotlib.pyplot as plt\n", "import datetime as dt\n", "import pandas as pd\n", "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters() # Allow matplotlib have access to timestamp \n", "import matplotlib.ticker as mplticker" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Retrieve data from FRED, check my notebook for pandareader's user guide\n", "start = dt.datetime(2000, 1, 1)\n", "end = dt.datetime.today()\n", "HDtoGDP = pdr.data.DataReader('HDTGPDUSQ163N', 'fred', start, end) # Household Debt to GDP for United States\n", "GDP_growth = pdr.data.DataReader('A191RL1Q225SBEA', 'fred', start, end)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "HDtoGDP = HDtoGDP.pct_change()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (13, 8))\n", "ax.plot(HDtoGDP*100, label = 'Change of Household Debt Ratio')\n", "ax.plot(GDP_growth, label = 'GDP Growth')\n", "ax.legend()\n", "alp = .3\n", "ax.axvspan('2007-12-1','2009-6-1',color = 'gray', alpha = alp, zorder = -1)\n", "ax.axvspan('2020-3-1','2020-6-1',color = 'gray', alpha = alp, zorder = -1)\n", "ax.yaxis.grid(True) # only horizontal grid\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }