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@germannp
Last active January 7, 2019 11:05
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Looking at business cycles.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Business Cycles"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pystan"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.rc('figure', figsize=(12, 9)) # Won't work in 1st cell"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Key Economic short-term Indicators are from [data.oecd.org](https://data.oecd.org/) and the business cycles from [nber.org/cycles](https://www.nber.org/cycles/cyclesmain.html)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\u228039\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2785: DtypeWarning: Columns (14,15,17,18) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
}
],
"source": [
"kei = pd.read_csv('KEI_03012019103609664.csv', parse_dates=['TIME'])\n",
"kei = kei[kei.Measure == 'Level, ratio or index']\n",
"kei = kei[['Subject', 'Country', 'TIME', 'Unit', 'PowerCode', 'Reference Period', 'Value', 'Flags', 'Measure']]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"cycles = pd.read_excel('NBER chronology.xlsx', header=2, parse_dates=['Trough month']).reset_index().iloc[0:34, 2:]\n",
"cycles['Peak month'] = cycles['Peak month'].apply(lambda x: pd.to_datetime(x))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for subject, data in kei[kei.Country == 'OECD - Total'].groupby('Subject'):\n",
" plt.plot(data.TIME, data.Value/data.Value.abs().max(), label=subject)\n",
"for _, recession in cycles.iterrows():\n",
" if recession['Peak month'] >= pd.to_datetime('1960'):\n",
" plt.axvspan(recession['Peak month'], recession['Trough month'], alpha=0.25, color='C3')\n",
"sns.despine()\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cutoff = '1965'\n",
"for country, data in kei[kei.Subject == 'Industrial production, s.a.'].groupby('Country'):\n",
" if country in ['United States', 'Germany', 'Brazil', 'OECD - Total', 'European Union (28 countries)']:\n",
" data = data[data.TIME >= pd.to_datetime(cutoff)]\n",
" plt.semilogy(data.TIME, data.Value, label=country)\n",
"for _, recession in cycles.iterrows():\n",
" if recession['Peak month'] >= pd.to_datetime(cutoff):\n",
" plt.axvspan(recession['Peak month'], recession['Trough month'], alpha=0.25, color='C3')\n",
"sns.despine()\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Peter Meier](https://www.nzz.ch/wirtschaft/wann-kommt-die-naechste-krise-ld.1385344) uses normalized differences from the trend to forecast cycles."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_53752066007b36ff9b018f8d6400d8e7 NOW.\n",
"C:\\Users\\u228039\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\Cython\\Compiler\\Main.py:367: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: C:\\Users\\u228039\\AppData\\Local\\Temp\\tmp2vczjjcr\\stanfit4anon_model_53752066007b36ff9b018f8d6400d8e7_6474474312506877230.pyx\n",
" tree = Parsing.p_module(s, pxd, full_module_name)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x648 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model = pystan.StanModel(model_code=\"\"\"\n",
"data {\n",
" int<lower=0> N;\n",
" vector[N] y;\n",
"}\n",
"parameters {\n",
" real<lower=0> alpha;\n",
" real<lower=0> beta;\n",
" real<lower=0> sigma;\n",
"}\n",
"model {\n",
" for(i in 1:N) \n",
" y[i] ~ normal(alpha + beta * i, sigma);\n",
"}\"\"\")\n",
"\n",
"_, axarr = plt.subplots(2, sharex=True)\n",
"for subject in ['Industrial production, s.a.', 'Retail trade (Volume), s.a.']:\n",
" data = kei[(kei.Country == 'OECD - Total') & (kei.Subject == subject)]\n",
" axarr[0].plot(data.TIME, data.Value, label=subject)\n",
" \n",
" fit = model.sampling(data={'N': len(data), 'y': data.Value}, iter=1000, chains=4)\n",
" trend = np.median(fit['alpha']) + np.median(fit['beta']) * np.cumsum(np.ones(len(data)))\n",
" axarr[1].plot(data.TIME, (data.Value - trend)/trend)\n",
"\n",
"for _, recession in cycles.iterrows():\n",
" if recession['Peak month'] > pd.to_datetime('1970'):\n",
" axarr[0].axvspan(recession['Peak month'], recession['Trough month'], alpha=0.25, color='C3')\n",
" axarr[1].axvspan(recession['Peak month'], recession['Trough month'], alpha=0.25, color='C3')\n",
"\n",
"axarr[0].legend()\n",
"sns.despine()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using the yield spread, after [Bauer and Mertens](https://www.frbsf.org/economic-research/publications/economic-letter/2018/march/economic-forecasts-with-yield-curve/), data from [FRED](https://fred.stlouisfed.org/series/T10Y2Y)."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"T10Y2Y = pd.read_csv('T10Y2Y.csv', index_col=0, parse_dates=True, na_values='.')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(T10Y2Y.resample('M').mean(), label='10Y-2Y constant treasury maturity')\n",
"plt.axhline(color='k')\n",
"for _, recession in cycles.iterrows():\n",
" if recession['Peak month'] > pd.to_datetime('1975'):\n",
" plt.axvspan(recession['Peak month'], recession['Trough month'], alpha=0.25, color='C3')\n",
"plt.legend()\n",
"sns.despine()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The [KOF Economic Barometer](https://www.kof.ethz.ch/en/forecasts-and-indicators/indicators/kof-economic-barometer.html) is specific for the Swiss economy."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# q_gdp = pd.read_clipboard(\n",
"# names=['Year', 'Month', 'GDP'], \n",
"# converters={'GDP': lambda x: int(x.replace('’', '')), 'Month': lambda i: (int(i) - 1)*3 + 1}, \n",
"# parse_dates={'Time': ['Year', 'Month']}, index_col=0)\n",
"\n",
"q_gdp = pd.read_csv('ch_q_gdp.csv', index_col=0, parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x648 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kofbaro = pd.read_excel('kof_data_export_2019-01-07_103333.xlsx', index_col=0, parse_dates=True)\n",
"\n",
"_, axarr = plt.subplots(2, sharex=True)\n",
"axarr[0].plot(q_gdp, label='Quarterly Swiss GDP')\n",
"axarr[1].plot(kofbaro.index, kofbaro, label='KOF Barometer')\n",
"\n",
"for _, recession in cycles.iterrows():\n",
" if recession['Peak month'] > pd.to_datetime('1984'):\n",
" axarr[0].axvspan(recession['Peak month'], recession['Trough month'], alpha=0.25, color='C3')\n",
" axarr[1].axvspan(recession['Peak month'], recession['Trough month'], alpha=0.25, color='C3')\n",
"\n",
"axarr[0].legend()\n",
"axarr[1].legend()\n",
"sns.despine()\n",
"plt.show()"
]
}
],
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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