{"cells":[{"cell_type":"markdown","metadata":{},"source":["# Vector Autoregression\n","\n","In this notebook we will run Vector Autoregression (VAR) using python packages. We will revisit the exercise from Vector Autoregression by Stock and Watson (2001).\n","\n","## VAR(p) Process##\n","\n","We are interested in modeling a $T\\times K$ multivariate time series $Y$, where $T$ denotes the number of observations and $K$ the number of variables. One way of estimating relationships between the time series and their lagged values is the vector autoregression process:\n","\n","$$\n","Y_t = A + B_1 Y_{t-1} + B_2 Y_{t-2} + \\cdots + A_p Y_{t-p} + u_t\n","$$\n","where $u_t \\sim N(0,\\sigma_u)$ and $A_i$ is a $K\\times K$ coefficient matrix. "]},{"cell_type":"code","execution_count":1,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:00:12.975297Z","start_time":"2019-10-25T02:00:12.970308Z"}},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import statsmodels.api as sm\n","from statsmodels.tsa.api import VAR"]},{"cell_type":"markdown","metadata":{},"source":["### Prepare data"]},{"cell_type":"code","execution_count":37,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:10:09.192792Z","start_time":"2019-10-25T02:10:09.153897Z"}},"outputs":[],"source":["data = pd.read_excel('SW2001_data.xlsx')\n","data.index = pd.DatetimeIndex(data['obs'])\n","data_use = data[['Inflation','Unemployment','Fed Funds']]"]},{"cell_type":"code","execution_count":18,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:03:31.207320Z","start_time":"2019-10-25T02:03:31.194353Z"}},"outputs":[{"data":{"text/html":["
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InflationUnemploymentFed Funds
obs
1960-01-010.9084725.1333333.933333
1960-04-011.8107775.2333333.696667
1960-07-011.6227205.5333332.936667
1960-10-011.7953356.2666672.296667
1961-01-010.5370336.8000002.003333
1961-04-010.7149247.0000001.733333
1961-07-010.8918626.7666671.683333
1961-10-011.0676166.2000002.400000
1962-01-012.3034395.6333332.456667
1962-04-011.2348415.5333332.606667
\n","
"],"text/plain":[" Inflation Unemployment Fed Funds\n","obs \n","1960-01-01 0.908472 5.133333 3.933333\n","1960-04-01 1.810777 5.233333 3.696667\n","1960-07-01 1.622720 5.533333 2.936667\n","1960-10-01 1.795335 6.266667 2.296667\n","1961-01-01 0.537033 6.800000 2.003333\n","1961-04-01 0.714924 7.000000 1.733333\n","1961-07-01 0.891862 6.766667 1.683333\n","1961-10-01 1.067616 6.200000 2.400000\n","1962-01-01 2.303439 5.633333 2.456667\n","1962-04-01 1.234841 5.533333 2.606667"]},"execution_count":18,"metadata":{},"output_type":"execute_result"}],"source":["data_use.head(10)"]},{"cell_type":"code","execution_count":31,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:08:28.623141Z","start_time":"2019-10-25T02:08:28.122481Z"}},"outputs":[{"data":{"text/plain":[""]},"execution_count":31,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["data['Inflation'].plot(title = 'Inflation')"]},{"cell_type":"code","execution_count":32,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:08:36.132634Z","start_time":"2019-10-25T02:08:35.737692Z"}},"outputs":[{"data":{"text/plain":[""]},"execution_count":32,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["data['Unemployment'].plot(title = 'Unemployment')"]},{"cell_type":"code","execution_count":33,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:08:41.207063Z","start_time":"2019-10-25T02:08:40.793171Z"}},"outputs":[{"data":{"text/plain":[""]},"execution_count":33,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["data['Fed Funds'].plot(title = 'Fed Funds')"]},{"cell_type":"code","execution_count":38,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:10:22.022482Z","start_time":"2019-10-25T02:10:22.009517Z"}},"outputs":[],"source":["# compute changes\n","data_ret = np.log(data_use).diff().dropna()\n","# construct model\n","model = VAR(data_ret)"]},{"cell_type":"markdown","metadata":{},"source":["### Fitting"]},{"cell_type":"code","execution_count":39,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:10:24.907279Z","start_time":"2019-10-25T02:10:24.858410Z"},"scrolled":false},"outputs":[{"data":{"text/plain":[" Summary of Regression Results \n","==================================\n","Model: VAR\n","Method: OLS\n","Date: Thu, 24, Oct, 2019\n","Time: 22:10:24\n","--------------------------------------------------------------------\n","No. of Equations: 3.00000 BIC: -11.9402\n","Nobs: 155.000 HQIC: -12.8147\n","Log likelihood: 454.689 FPE: 1.50862e-06\n","AIC: -13.4128 Det(Omega_mle): 9.63293e-07\n","--------------------------------------------------------------------\n","Results for equation Inflation\n","==================================================================================\n"," coefficient std. error t-stat prob\n","----------------------------------------------------------------------------------\n","const -0.006230 0.024131 -0.258 0.796\n","L1.Inflation -0.514844 0.084061 -6.125 0.000\n","L1.Unemployment -1.748654 0.754045 -2.319 0.020\n","L1.Fed Funds 0.243865 0.280358 0.870 0.384\n","L2.Inflation -0.475297 0.094742 -5.017 0.000\n","L2.Unemployment 1.013126 0.865082 1.171 0.242\n","L2.Fed Funds -0.038629 0.273746 -0.141 0.888\n","L3.Inflation -0.232324 0.107010 -2.171 0.030\n","L3.Unemployment -0.456089 0.870524 -0.524 0.600\n","L3.Fed Funds 0.162914 0.277477 0.587 0.557\n","L4.Inflation -0.084555 0.108784 -0.777 0.437\n","L4.Unemployment -1.379885 0.872522 -1.581 0.114\n","L4.Fed Funds -0.334072 0.276643 -1.208 0.227\n","L5.Inflation -0.182486 0.106265 -1.717 0.086\n","L5.Unemployment -0.029769 0.850554 -0.035 0.972\n","L5.Fed Funds 0.680054 0.281418 2.417 0.016\n","L6.Inflation -0.101231 0.105147 -0.963 0.336\n","L6.Unemployment 0.136967 0.844978 0.162 0.871\n","L6.Fed Funds -0.063789 0.293058 -0.218 0.828\n","L7.Inflation -0.139909 0.095271 -1.469 0.142\n","L7.Unemployment 0.580131 0.842873 0.688 0.491\n","L7.Fed Funds 0.375119 0.271349 1.382 0.167\n","L8.Inflation 0.036261 0.084094 0.431 0.666\n","L8.Unemployment -0.343938 0.751441 -0.458 0.647\n","L8.Fed Funds 0.263864 0.267509 0.986 0.324\n","==================================================================================\n","\n","Results for equation Unemployment\n","==================================================================================\n"," coefficient std. error t-stat prob\n","----------------------------------------------------------------------------------\n","const -0.001997 0.002961 -0.674 0.500\n","L1.Inflation 0.008867 0.010314 0.860 0.390\n","L1.Unemployment 0.527872 0.092521 5.705 0.000\n","L1.Fed Funds 0.025336 0.034400 0.737 0.461\n","L2.Inflation -0.000303 0.011625 -0.026 0.979\n","L2.Unemployment 0.011744 0.106146 0.111 0.912\n","L2.Fed Funds 0.054435 0.033589 1.621 0.105\n","L3.Inflation 0.003959 0.013130 0.301 0.763\n","L3.Unemployment 0.205597 0.106813 1.925 0.054\n","L3.Fed Funds 0.029335 0.034046 0.862 0.389\n","L4.Inflation -0.005784 0.013348 -0.433 0.665\n","L4.Unemployment -0.241164 0.107058 -2.253 0.024\n","L4.Fed Funds 0.067844 0.033944 1.999 0.046\n","L5.Inflation 0.004443 0.013039 0.341 0.733\n","L5.Unemployment 0.105290 0.104363 1.009 0.313\n","L5.Fed Funds 0.028239 0.034530 0.818 0.413\n","L6.Inflation -0.006386 0.012902 -0.495 0.621\n","L6.Unemployment 0.115584 0.103679 1.115 0.265\n","L6.Fed Funds 0.051140 0.035958 1.422 0.155\n","L7.Inflation -0.006154 0.011690 -0.526 0.599\n","L7.Unemployment 0.171264 0.103421 1.656 0.098\n","L7.Fed Funds 0.023369 0.033295 0.702 0.483\n","L8.Inflation 0.002696 0.010318 0.261 0.794\n","L8.Unemployment -0.135425 0.092202 -1.469 0.142\n","L8.Fed Funds 0.041069 0.032823 1.251 0.211\n","==================================================================================\n","\n","Results for equation Fed Funds\n","==================================================================================\n"," coefficient std. error t-stat prob\n","----------------------------------------------------------------------------------\n","const 0.001046 0.008043 0.130 0.897\n","L1.Inflation 0.064263 0.028017 2.294 0.022\n","L1.Unemployment -1.224222 0.251322 -4.871 0.000\n","L1.Fed Funds 0.164840 0.093443 1.764 0.078\n","L2.Inflation 0.102123 0.031577 3.234 0.001\n","L2.Unemployment 0.325859 0.288331 1.130 0.258\n","L2.Fed Funds -0.283395 0.091239 -3.106 0.002\n","L3.Inflation 0.044423 0.035666 1.246 0.213\n","L3.Unemployment -0.547087 0.290144 -1.886 0.059\n","L3.Fed Funds 0.141328 0.092483 1.528 0.126\n","L4.Inflation 0.036794 0.036258 1.015 0.310\n","L4.Unemployment 0.428170 0.290810 1.472 0.141\n","L4.Fed Funds 0.097451 0.092205 1.057 0.291\n","L5.Inflation -0.007478 0.035418 -0.211 0.833\n","L5.Unemployment 0.228524 0.283488 0.806 0.420\n","L5.Fed Funds 0.223071 0.093796 2.378 0.017\n","L6.Inflation 0.048230 0.035045 1.376 0.169\n","L6.Unemployment -0.114713 0.281630 -0.407 0.684\n","L6.Fed Funds -0.091599 0.097676 -0.938 0.348\n","L7.Inflation 0.001792 0.031754 0.056 0.955\n","L7.Unemployment -0.217228 0.280928 -0.773 0.439\n","L7.Fed Funds -0.108129 0.090440 -1.196 0.232\n","L8.Inflation 0.048463 0.028028 1.729 0.084\n","L8.Unemployment 0.087416 0.250454 0.349 0.727\n","L8.Fed Funds 0.013047 0.089161 0.146 0.884\n","==================================================================================\n","\n","Correlation matrix of residuals\n"," Inflation Unemployment Fed Funds\n","Inflation 1.000000 -0.069101 0.071163\n","Unemployment -0.069101 1.000000 -0.406512\n","Fed Funds 0.071163 -0.406512 1.000000\n","\n"]},"execution_count":39,"metadata":{},"output_type":"execute_result"}],"source":["# Fit model using 8 lags\n","results = model.fit(8)\n","results.summary()"]},{"cell_type":"markdown","metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:07:13.472011Z","start_time":"2019-10-25T02:07:12.721987Z"}},"source":["### Plot autocurrelation function"]},{"cell_type":"code","execution_count":40,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:11:13.606581Z","start_time":"2019-10-25T02:11:11.042441Z"}},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"execution_count":40,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["results.plot_acorr()"]},{"cell_type":"markdown","metadata":{},"source":["### Forecasting"]},{"cell_type":"code","execution_count":43,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:12:33.264779Z","start_time":"2019-10-25T02:12:33.257796Z"}},"outputs":[{"data":{"text/plain":["array([[ 0.26208636, -0.00142003, 0.04035941],\n"," [-0.18498492, 0.01331739, -0.0058817 ],\n"," [ 0.01173027, -0.00553678, 0.06132789],\n"," [ 0.1458359 , 0.01553199, -0.00364107],\n"," [ 0.05902579, 0.02686258, -0.02417997],\n"," [-0.10098058, 0.01769744, -0.02785083],\n"," [-0.05486938, 0.00946074, 0.00594001],\n"," [ 0.05403755, 0.00719963, -0.02022299]])"]},"execution_count":43,"metadata":{},"output_type":"execute_result"}],"source":["lag_order = results.k_ar\n","# forecast 8 periods foreward\n","results.forecast(data_ret.values[-lag_order:],8)"]},{"cell_type":"code","execution_count":44,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:13:00.491962Z","start_time":"2019-10-25T02:12:59.569429Z"}},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"execution_count":44,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["results.plot_forecast(10)"]},{"cell_type":"markdown","metadata":{},"source":["### Impulse Response Function (IRF)"]},{"cell_type":"code","execution_count":47,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:14:43.028340Z","start_time":"2019-10-25T02:14:40.770378Z"},"scrolled":false},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"execution_count":47,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["irf = results.irf(10)\n","irf.plot(orth=False)"]},{"cell_type":"markdown","metadata":{},"source":["### Cumulative Effect"]},{"cell_type":"code","execution_count":48,"metadata":{"ExecuteTime":{"end_time":"2019-10-25T02:14:51.704139Z","start_time":"2019-10-25T02:14:49.465126Z"}},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"execution_count":48,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
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