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@ChadFulton
Created November 21, 2014 05:57
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Python - Econometric Modeling
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"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This [iPython notebook](http://ipython.org/) demonstrates:\n",
"1. Using [Pandas](http://pandas.pydata.org/) to download data from FRED\n",
"2. Using [Statsmodels](http://statsmodels.sourceforge.net/) to estimate a VAR\n",
"3. Generating impulse responses and plotting them with [Matplotlib](http://matplotlib.org/)\n",
"\n",
"In the spirit of:\n",
"\n",
" Christiano, Lawrence J., Martin Eichenbaum, and Charles L. Evans. 1999.\n",
" \"Monetary Policy Shocks: What Have We Learned and to What End?\""
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import statsmodels.api as sm"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pandas.io.data import DataReader\n",
"get = lambda series, start='1965-07', end='1995-04': DataReader(series, 'fred', start=start, end=end)\n",
"\n",
"names = [\n",
" 'gdp', 'cons', 'gdpdef', 'inv', 'wage',\n",
" 'prod', 'ff', 'profit', 'm2_growth', 'sp'\n",
"]\n",
"\n",
"data = pd.concat((\n",
" get('GDPC1'), # Real GDP\n",
" get('PCECC96'), # Real Consumption\n",
" get('GDPDEF'), # GDP Deflator\n",
" get('GPDIC1'), # Real investment\n",
" get('COMPRNFB'), # Real wage\n",
" get('OPHNFB'), # Labor productivity\n",
" get('FEDFUNDS').resample('QS'), # Federal funds rate\n",
" get('CP'), # Real profit\n",
" get('M2SL').resample('QS'), # M2\n",
" DataReader( # SP500 / CPI\n",
" '^GSPC', 'yahoo',\n",
" start='1965-7', end='1995-4'\n",
" ).resample('QS', 'last')['Close'].divide(\n",
" get('CPIAUCSL').resample('QS')['CPIAUCSL']\n",
" )\n",
"), axis=1)\n",
"\n",
"# M2 -> M2 growth rate\n",
"m2sl = np.r_[data['M2SL'].diff()[1:]] / np.r_[data.ix[:-1,'M2SL']]\n",
"\n",
"# Apply logs to everything else\n",
"data = np.log(data.ix[1:])\n",
"\n",
"# Add the (non-logged) money growth in\n",
"data.loc[:,'M2SL'] = m2sl\n",
"\n",
"# Rename the columns\n",
"data.columns = names"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Dimensions\n",
"nobs = data.shape[0] - 4\n",
"neqs = 10\n",
"nlags = 4"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Estimate via statsmodels VAR\n",
"mod = sm.tsa.VAR(data)\n",
"res = mod.fit(maxlags=4, ic=None, trend='nc')\n",
"\n",
"# Variance / Covariance matrix\n",
"omega = res.sigma_u\n",
"\n",
"# Take LDL decomposition of the variance / covariance matrix\n",
"L = np.linalg.cholesky(omega)\n",
"D = np.diag(L.diagonal()**2)\n",
"L[np.diag_indices(L.shape[0])] = 1"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Generate impulse response functions\n",
"\n",
"# Dimensions\n",
"nirf = 20\n",
"\n",
"# Storage\n",
"irf_tilde = np.zeros((nirf+nlags+1, neqs, neqs))\n",
"irf = np.zeros((nirf, neqs, neqs))\n",
"\n",
"# Initial values\n",
"irf_tilde[nlags] = np.eye(neqs)\n",
"irf[0] = L\n",
"\n",
"# Iteratively create IRFs\n",
"for i in range(nirf):\n",
" for j in range(nlags):\n",
" irf_tilde[i+nlags+1] += np.dot(res.params.iloc[j*10:(j+1)*10,:].T, irf_tilde[i+nlags-j])\n",
" irf[i] = np.dot(irf_tilde[i+nlags], L)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Impulse responses due to monetary policy shock\n",
"fig, axes = plt.subplots(neqs/2, 2, figsize=(14,10))\n",
"\n",
"for i in range(neqs):\n",
" axes[i%5,i//5].plot(-irf[:,i,6])\n",
" axes[i%5,i//5].set(title=data.columns[i])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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VoYUXCg8K4Defm8l3nt/Bj17aw88unkKAv8TWEsKTLA/cYOXDsq4844E/aa0v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\nvXy9gZSx+dy6T5I32V3ZQGhQgDSQhEcMCQnkB3PzuHpsCk+uKuGt7cf50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"text": [
"<matplotlib.figure.Figure at 0x10de11e50>"
]
}
],
"prompt_number": 37
}
],
"metadata": {}
}
]
}
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