{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `fredpy` Examples" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import fredpy as fp\n", "import matplotlib.pyplot as plt\n", "\n", "# Use matplotlib's 'classic' style, set figure facecolor to white\n", "plt.style.use('classic')\n", "plt.rcParams.update({'figure.facecolor': 'white'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load API key\n", "\n", "First apply for an API key for FRED here: https://research.stlouisfed.org/docs/api/api_key.html. The API key is a 32 character string that is required for making requests from FRED. Save your API key in the `fp` namespace by either setting the `fp.api_key` directly:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "fp.api_key = '################################'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or by reading from a text file containing only the text of the API key in the first line:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "fp.api_key = fp.load_api_key('fred_api_key.txt')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If `fred_api_key.txt` is not in the same directory as your program file, then you must supply the full path of the file. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preliminary example\n", "\n", "Downloading and plotting unemployment rate data for the US is easy with `fredpy`:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "u = fp.series('UNRATE')\n", "plt.plot(u.data.index,u.data.values,'-',lw=3,alpha = 0.65)\n", "plt.grid()\n", "plt.ylabel('Percent');" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "A closer look at ``fredpy`` using real GDP data\n", "-----------------------------------------------\n", "\n", "Use ``fredpy`` to download real GDP data. The FRED page for real GDP: https://fred.stlouisfed.org/series/GDPC1. Note that the series ID - ``GDPC1`` - is in the URL and is visible in several places on the page. \n", "\n", "The data in text format is located at: https://fred.stlouisfed.org/data/gdpc1.txt. When supplied with the series ID ``GDPC1``, ``fredpy`` visits the the URL for the text-formatted data, reads the information on the page, and stores the data as attributes of a :py:class:`fredpy.series` instance." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# Download quarterly real GDP data using `fredpy`. Save the data in a variable called gdp\n", "gdp = fp.series('gdpc1')\n", "\n", "# Note that gdp is an instance of the `fredpy.series` class\n", "print(type(gdp))" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Attributes\n", "~~~~~~~~~~\n", " \n", "A :py:class:`fredpy.series` instance stores information about a FRED series in 17 attribues:\n", "\n", "* **data:** (Pandas Series) - data values.\n", "* **date_range:** (string) - specifies the dates of the first and last observations.\n", "* **frequency:** (string) - data frequency. 'Daily', 'Weekly', 'Monthly', 'Quarterly', 'Semiannual', or 'Annual'.\n", "* **frequency_short:** (string) - data frequency. Abbreviated. 'D', 'W', 'M', 'Q', 'SA, or 'A'.\n", "* **last_updated:** (string) - date series was last updated.\n", "* **notes:** (string) - details about series. Not available for all series.\n", "* **observation_date:** (string) -- vintage date at which data are observed.\n", "* **release:** (string) - statistical release containing data.\n", "* **seasonal_adjustment:** (string) - specifies whether the data has been seasonally adjusted.\n", "* **seasonal_adjustment_short:** (string) - specifies whether the data has been seasonally adjusted. Abbreviated.\n", "* **series_id:** (string) - unique FRED series ID code.\n", "* **source:** (string) - original source of the data.\n", "* **t:** (int) - number corresponding to frequency: 365 for daily, 52 for weekly, 12 for monthly, 4 for quarterly, and 1 for annual.\n", "* **title:** (string) - title of the data series.\n", "* **units:** (string) - units of the data series.\n", "* **units_short:** (string) - units of the data series. Abbreviated." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Real Gross Domestic Product\n", "Billions of Chained 2012 Dollars\n", "Quarterly\n", "Range: 1947-01-01 to 2022-10-01\n", "U.S. Bureau of Economic Analysis\n" ] } ], "source": [ "# Print the title, the units, the frequency, the date range, and the source of the gdp data\n", "print(gdp.title)\n", "print(gdp.units)\n", "print(gdp.frequency)\n", "print(gdp.date_range)\n", "print(gdp.source)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "date\n", "2022-01-01 19924.088\n", "2022-04-01 19895.271\n", "2022-07-01 20054.663\n", "2022-10-01 20198.091\n", "Freq: QS-OCT, Name: value, dtype: float64 \n", "\n" ] } ], "source": [ "# Print the last 4 values of the gdp data\n", "print(gdp.data[-4:],'\\n')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot real GDP data\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(gdp.data,'-',lw=3,alpha = 0.65)\n", "ax.grid()\n", "ax.set_title(gdp.title)\n", "ax.set_ylabel(gdp.units);" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Methods\n", "~~~~~~~\n", "\n", "A :py:class:`fredpy.series` instance has 20 methods:\n", "\n", "* **apc**\\ (log=False, backward=True)\n", "* **as_frequency**\\ (freq=None,method='mean')\n", "* **bp_filter**\\ (low=6, high=32, K=12)\n", "* **cf_filter**\\ (low=6, high=32)\n", "* **copy**\\ ()\n", "* **diff_filter**\\ ()\n", "* **divide**\\ (object2)\n", "* **dropn_nan**\\ ()\n", "* **hp_filter**\\ (lamb=1600)\n", "* **linear_filter**\\ ()\n", "* **log**\\ ()\n", "* **ma**\\ (length,center=False)\n", "* **minus**\\ (object2)\n", "* **pc**\\ (log=False, backward=True, annualized=False)\n", "* **per_capita**\\ (total_pop=True)\n", "* **plot**\\ (\\*\\*kwargs)\n", "* **plus**\\ (object2)\n", "* **recent**\\ (N)\n", "* **recessions**\\ (color='0.5', alpha = 0.5)\n", "* **times**\\ (object2)\n", "* **window**\\ (win)\n", "\n", "The fredpy documentation has detailed explanations of the use of these methods: https://www.briancjenkins.com/fredpy/docs/build/html/series_class.html." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Restrict GDP to observations from January 1, 1990 to present\n", "win = ['01-01-1990','01-01-2200']\n", "gdp_win = gdp.window(win)\n", "\n", "# Plot\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(gdp_win.data,'-',lw=3,alpha = 0.65)\n", "ax.grid()\n", "ax.set_title(gdp_win.title)\n", "ax.set_ylabel(gdp_win.units)\n", "\n", "# Plot recession bars\n", "gdp_win.recessions()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute and plot the (annualized) quarterly growth rate of real GDP\n", "gdp_pc = gdp.pc(annualized=True)\n", "\n", "# Plot\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(gdp_pc.data,'-',lw=3,alpha = 0.65)\n", "ax.grid()\n", "ax.set_title(gdp_pc.title)\n", "ax.set_ylabel(gdp_pc.units)\n", "\n", "# Plot recession bars\n", "gdp_pc.recessions()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute and plot the log of real GDP\n", "gdp_log = gdp.log()\n", "\n", "# Plot\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(gdp_log.data,'-',lw=3,alpha = 0.65)\n", "ax.set_title(gdp_log.title)\n", "ax.set_ylabel(gdp_log.units)\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More examples\n", "\n", "The following examples demonstrate some additional `fredpy` functionality." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison of CPI and GDP deflator inflation\n", "\n", "CPI data are released monthly by the BLS while GDP deflator data are released quarterly by the BEA. Here we'll first convert the monthly CPI data to monthly frequency compute inflation as the percentage change in the respective index since on year prior." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Download CPI and GDP deflator data\n", "cpi = fp.series('CPIAUCSL')\n", "deflator = fp.series('GDPDEF')\n", "\n", "fig = plt.figure(figsize=(12,4))\n", "ax = fig.add_subplot(1,2,1)\n", "ax.plot(cpi.data,'-',lw=3,alpha = 0.65)\n", "ax.grid()\n", "ax.set_title(cpi.title.split(':')[0])\n", "ax.set_ylabel(cpi.units)\n", "\n", "ax = fig.add_subplot(1,2,2)\n", "ax.plot(deflator.data,'-m',lw=3,alpha = 0.65)\n", "ax.grid()\n", "ax.set_title(deflator.title)\n", "ax.set_ylabel(deflator.units)\n", "\n", "# Imporove use of whitespace\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Monthly\n", "Quarterly\n" ] } ], "source": [ "# The CPI data are produced at a monthly frequency\n", "print(cpi.frequency)\n", "\n", "# Convert CPI data to quarterly frequency to conform with the GDP deflator\n", "cpi_Q = cpi.as_frequency(freq='Q')\n", "print(cpi_Q.frequency)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Range: 1948-01-01 to 2022-10-01\n", "Range: 1948-01-01 to 2022-10-01\n" ] } ], "source": [ "# Compute the inflation rate based on each index\n", "cpi_pi = cpi_Q.apc()\n", "def_pi = deflator.apc()\n", "\n", "# Print date ranges for new inflation series\n", "print(cpi_pi.date_range)\n", "print(def_pi.date_range)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6,4))\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(cpi_pi.data,'-',lw=3,alpha = 0.65,label='cpi')\n", "ax.plot(def_pi.data,'-',lw=3,alpha = 0.65,label='def')\n", "ax.legend(loc='upper right')\n", "ax.set_title('US inflation')\n", "ax.set_ylabel('Percent')\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even though the CPI inflation rate is on average about .3% higher the GDP deflator inflation rate, the CPI and the GDP deflator produce comparable measures of US inflation." ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Equalizing date ranges of different series\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "\n", "Often data series have different observation ranges. The :py:func:`fredpy.window_equalize` function provides a quick way to set the date ranges for multiple series to the same interval." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Range: 1948-01-01 to 2023-01-01\n", "Range: 1934-01-01 to 2023-01-01\n", "\n", "Range: 1948-01-01 to 2023-01-01\n", "Range: 1948-01-01 to 2023-01-01\n" ] } ], "source": [ "# Download unemployment and 3 month T-bill data\n", "unemp = fp.series('UNRATE')\n", "tbill_3m = fp.series('TB3MS')\n", "\n", "# Print date ranges for series\n", "print(unemp.date_range)\n", "print(tbill_3m.date_range)\n", "\n", "# Equalize the date ranges\n", "unemp, tbill_3m = fp.window_equalize([unemp, tbill_3m])\n", "\n", "# Print the new date ranges for series\n", "print()\n", "print(unemp.date_range)\n", "print(tbill_3m.date_range)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filtering 1: Extracting business cycle components from quarterly data with the HP filter" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Download nominal GDP, the GDP deflator\n", "\n", "gdp = fp.series('GDP')\n", "defl = fp.series('GDPDEF')\n", "\n", "# Make sure that all series have the same window of observation\n", "gdp,defl = fp.window_equalize([gdp,defl])\n", "\n", "# Deflate GDP series\n", "gdp = gdp.divide(defl)\n", "\n", "# Convert GDP to per capita terms\n", "gdp = gdp.per_capita()\n", "\n", "# Take log of GDP\n", "gdp = gdp.log()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot log data\n", "fig = plt.figure(figsize=(6,4))\n", "\n", "ax1 = fig.add_subplot(1,1,1)\n", "ax1.plot(gdp.data,'-',lw=3,alpha = 0.65)\n", "ax1.grid()\n", "ax1.set_title('log real GDP per capita')\n", "gdp.recessions()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The post-Great Recession slowdown in US real GDP growth is apparent in the figure." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Compute the hpfilter\n", "gdp_cycle, gdp_trend = gdp.hp_filter()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot log data\n", "fig = plt.figure(figsize=(6,8))\n", "\n", "ax1 = fig.add_subplot(2,1,1)\n", "ax1.plot(gdp.data,'-',lw=3,alpha = 0.7,label='actual')\n", "ax1.plot(gdp_trend.data,'r-',lw=3,alpha = 0.65,label='HP trend')\n", "ax1.grid()\n", "ax1.set_title('log real GDP per capita')\n", "gdp.recessions()\n", "ax1.legend(loc='lower right')\n", "fig.tight_layout()\n", "\n", "ax1 = fig.add_subplot(2,1,2)\n", "ax1.plot(gdp_cycle.data,'b-',lw=3,alpha = 0.65,label='HP cycle')\n", "ax1.grid()\n", "ax1.set_title('log real GDP per capita - dev from trend')\n", "gdp.recessions()\n", "ax1.legend(loc='lower right')\n", "\n", "# Imporove use of whitespace\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filtering 2: Extracting business cycle components from monthly data\n", "\n", "In Figure 1.5 from *The Conquest of American Inflation*, Thomas Sargent compares the business cycle componenets (BP filtered) of monthly inflation and unemployment data for the US from 1960-1982. Here we replicate Figure 1.5 to include the most recently available data and we also consturct the figure using HP filtered data." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u = fp.series('LNS14000028')\n", "p = fp.series('CPIAUCSL')\n", "\n", "# Construct the inflation series\n", "p = p.pc(annualized=True)\n", "p = p.ma(length=6,center=True)\n", "\n", "# Make sure that the data inflation and unemployment series cver the same time interval\n", "p,u = fp.window_equalize([p,u])\n", "\n", "# Data\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(2,1,1)\n", "ax.plot(u.data,'b-',lw=2)\n", "ax.grid(True)\n", "ax.set_title('Unemployment')\n", "ax.set_ylabel('Percent')\n", "\n", "ax = fig.add_subplot(2,1,2)\n", "ax.plot(p.data,'r-',lw=2)\n", "ax.grid(True)\n", "ax.set_title('Inflation')\n", "ax.set_ylabel('Percent')\n", "\n", "fig.autofmt_xdate()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter the data\n", "p_bpcycle,p_bptrend = p.bp_filter(low=24,high=84,K=84)\n", "u_bpcycle,u_bptrend = u.bp_filter(low=24,high=84,K=84)\n", "\n", "# Scatter plot of BP-filtered inflation and unemployment data (Sargent's Figure 1.5)\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "t = np.arange(len(u_bpcycle.data))\n", "plt.scatter(u_bpcycle.data,p_bpcycle.data,facecolors='none',alpha=0.75,s=20,c=t, linewidths=1.5)\n", "ax.set_xlabel('Unemployment rate (%)')\n", "ax.set_ylabel('Inflation rate (%)')\n", "ax.set_title('Inflation and unemployment: BP-filtered data')\n", "ax.grid(True)\n", "\n", "cbar = plt.colorbar(ax = ax)\n", "cbar.set_ticks([int(i) for i in cbar.get_ticks()[:-1]])\n", "cbar.set_ticklabels([p_bpcycle.data.index[int(i)].strftime('%b %Y') for i in cbar.get_ticks()[:]])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# HP filter\n", "p_hpcycle,p_hptrend = p.hp_filter(lamb=129600)\n", "u_hpcycle,u_hptrend = u.hp_filter(lamb=129600)\n", "\n", "# Scatter plot of HP-filtered inflation and unemployment data (Sargent's Figure 1.5)\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "t = np.arange(len(u_hpcycle.data))\n", "plt.scatter(u_hpcycle.data,p_hpcycle.data,facecolors='none',alpha=0.75,s=20,c=t, linewidths=1.5)\n", "ax.set_xlabel('Unemployment rate (%)')\n", "ax.set_ylabel('Inflation rate (%)')\n", "ax.set_title('Inflation and unemployment: HP-filtered data')\n", "ax.grid(True)\n", "\n", "cbar = plt.colorbar(ax = ax)\n", "cbar.set_ticks([int(i) for i in cbar.get_ticks()[:-1]])\n", "cbar.set_ticklabels([p_hpcycle.data.index[int(i)].strftime('%b %Y') for i in cbar.get_ticks()[:]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The choice of filterning method appears to strongly influence the results. While both filtering methods produce a downward-sloping relationship between inflation and unemployment, the relationship is more pronounced in the BP-filtered data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vintage Data\n", "\n", "Data are updated and ALFRED, ArchivaL Federal Reserve Economic Data, stores historical data versions. Use `get_vintage_dates()` to find the avilable vintage dates for a FRED series. For example, let's consider US GDP data." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of vintages available: 342\n", "Oldest vintage: 1991-12-04\n", "Most recent vintage: 1992-01-29\n" ] } ], "source": [ "# Get all available vintages\n", "gdp_vintage_dates = fp.get_vintage_dates('GDPA')\n", "\n", "print('Number of vintages available:',len(gdp_vintage_dates))\n", "print('Oldest vintage: ',gdp_vintage_dates[0])\n", "print('Most recent vintage: ',gdp_vintage_dates[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the available vintage dates, use the `observation_date` keyword in `series()` to download a desired vintage. For example, download and plot the oldest available and most recent US GDP data." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Download oldest available GDP data\n", "gdp_old = fp.series('GDPA',observation_date = gdp_vintage_dates[0])\n", "\n", "# Download most recently available GDP data\n", "gdp_cur = fp.series('GDPA',observation_date = gdp_vintage_dates[-1])\n", "\n", "# Equalize date ranges\n", "gdp_old, gdp_cur = fp.window_equalize([gdp_old, gdp_cur])\n", "\n", "\n", "# Plot\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(gdp_old.data,lw=3,alpha = 0.65,label=pd.to_datetime(gdp_vintage_dates)[0].strftime('Vintage: %b %Y'))\n", "ax.plot(gdp_cur.data,lw=3,alpha = 0.65,label=pd.to_datetime(gdp_vintage_dates)[1].strftime('Vintage: %b %Y'))\n", "ax.set_ylabel(gdp_cur.units)\n", "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", "ax.set_title('US GDP')\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exporting data sets\n", "\n", "Exporting data inported with `fredpy` to csv files is easy with `Pandas`." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " inflation unemployment\n", "date \n", "1954-01-01 0.338565 3.6\n", "1954-02-01 -0.625714 3.8\n", "1954-03-01 0.630199 4.1\n", "1954-04-01 0.555030 4.7\n", "1954-05-01 -0.557835 4.6\n" ] } ], "source": [ "# create a Pandas DataFrame\n", "df = pd.DataFrame({'inflation':p.data,\n", " 'unemployment':u.data},)\n", "\n", "print(df.head())\n", "\n", "# Export to csv\n", "df.to_csv('data.csv')" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Custom API querries\n", "~~~~~~~~~~~~~~~~~~~\n", "\n", "The FRED API allows for more specific querries than what is available through the basic ``fredpy`` functionality. Read more about allowable querries to the API here: https://fred.stlouisfed.org/docs/api/fred/\n", "\n", "In the cell below, I demonstrate how to manually retrieve unemployment data using the :py:func:`fredpy.fred_api_request` function." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import datetime\n", "\n", "# Specify the API path\n", "path = 'fred/series/observations'\n", "\n", "# Set observation_date string as today's date\n", "observation_date = datetime.datetime.today().strftime('%Y-%m-%d')\n", "\n", "# Specify desired parameter values for the API querry\n", "parameters = {'series_id':'unrate',\n", " 'observation_date':observation_date,\n", " 'file_type':'json'\n", " }\n", "\n", "# API request\n", "r = fp.fred_api_request(api_key=fp.api_key,path=path,parameters=parameters)\n", "\n", "# Return results in JSON forma\n", "results = r.json()\n", "\n", "# Load data, deal with missing values, format dates in index, and set dtype\n", "data = pd.DataFrame(results['observations'],columns =['date','value'])\n", "data = data.replace('.', np.nan)\n", "data['date'] = pd.to_datetime(data['date'])\n", "data = data.set_index('date')['value'].astype(float)\n", "\n", "# Plot the unemployment rate\n", "data.plot()\n", "plt.title('Unemployment Rate')\n", "plt.grid()" ] } ], "metadata": { "anaconda-cloud": {}, "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 1 }