{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true, "pycharm": { "name": "#%% md\n" } }, "source": [ "# Autoregressions\n", "\n", "This notebook introduces autoregression modeling using the `AutoReg` model. It also covers aspects of `ar_select_order` assists in selecting models that minimize an information criteria such as the AIC. \n", "An autoregressive model has dynamics given by \n", "\n", "$$ y_t = \\delta + \\phi_1 y_{t-1} + \\ldots + \\phi_p y_{t-p} + \\epsilon_t. $$\n", "\n", "`AutoReg` also permits models with:\n", "\n", "* Deterministic terms (`trend`)\n", " * `n`: No deterministic term \n", " * `c`: Constant (default)\n", " * `ct`: Constant and time trend\n", " * `t`: Time trend only\n", "* Seasonal dummies (`seasonal`)\n", " * `True` includes $s-1$ dummies where $s$ is the period of the time series (e.g., 12 for monthly)\n", "* Exogenous variables (`exog`)\n", " * A `DataFrame` or `array` of exogenous variables to include in the model\n", "* Omission of selected lags (`lags`)\n", " * If `lags` is an iterable of integers, then only these are included in the model.\n", "\n", "The complete specification is\n", "\n", "$$ y_t = \\delta_0 + \\delta_1 t + \\phi_1 y_{t-1} + \\ldots + \\phi_p y_{t-p} + \\sum_{i=1}^{s-1} \\gamma_i d_i + \\sum_{j=1}^{m} \\kappa_j x_{t,j} + \\epsilon_t. $$\n", "\n", "where:\n", "\n", "* $d_i$ is a seasonal dummy that is 1 if $mod(t, period) = i$. Period 0 is excluded if the model contains a constant (`c` is in `trend`).\n", "* $t$ is a time trend ($1,2,\\ldots$) that starts with 1 in the first observation.\n", "* $x_{t,j}$ are exogenous regressors. **Note** these are time-aligned to the left-hand-side variable when defining a model.\n", "* $\\epsilon_t$ is assumed to be a white noise process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first cell imports standard packages and sets plats to appear inline." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import pandas_datareader as pdr\n", "import seaborn as sns\n", "from statsmodels.tsa.ar_model import AutoReg, ar_select_order\n", "from statsmodels.tsa.api import acf, pacf, graphics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This cell sets the plotting style, registers pandas date converters for matplotlib, and sets the default figure size." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "sns.set_style('darkgrid')\n", "pd.plotting.register_matplotlib_converters()\n", "# Default figure size\n", "sns.mpl.rc('figure',figsize=(16, 6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first set of examples uses the month-over-month growth rate in U.S. Housing starts that has not been seasonally adjusted. The seasonality is evident by the regular pattern of peaks and troughs. We set the frequency for the time series to \"MS\" (month-start) to avoid warnings when using `AutoReg`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pdr.get_data_fred('HOUSTNSA', '1959-01-01', '2019-06-01')\n", "housing = data.HOUSTNSA.pct_change().dropna()\n", "# Scale by 100 to get percentages\n", "housing = 100 * housing.asfreq('MS')\n", "fig, ax = plt.subplots()\n", "ax = housing.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can start with an AR(3). While this is not a good model for this data, it demonstrates the basic use of the API." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
AutoReg Model Results
Dep. Variable: HOUSTNSA No. Observations: 725
Model: AutoReg(3) Log Likelihood -2993.442
Method: Conditional MLE S.D. of innovations 15.289
Date: Tue, 17 Dec 2019 AIC 5.468
Time: 23:37:45 BIC 5.500
Sample: 05-01-1959 HQIC 5.480
- 06-01-2019
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
intercept 1.1228 0.573 1.961 0.050 0.000 2.245
HOUSTNSA.L1 0.1910 0.036 5.235 0.000 0.120 0.263
HOUSTNSA.L2 0.0058 0.037 0.155 0.877 -0.067 0.079
HOUSTNSA.L3 -0.1939 0.036 -5.319 0.000 -0.265 -0.122
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Roots
Real Imaginary Modulus Frequency
AR.1 0.9680 -1.3298j 1.6448 -0.1499
AR.2 0.9680 +1.3298j 1.6448 0.1499
AR.3 -1.9064 -0.0000j 1.9064 -0.5000
" ], "text/plain": [ "\n", "\"\"\"\n", " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: AutoReg(3) Log Likelihood -2993.442\n", "Method: Conditional MLE S.D. of innovations 15.289\n", "Date: Tue, 17 Dec 2019 AIC 5.468\n", "Time: 23:37:45 BIC 5.500\n", "Sample: 05-01-1959 HQIC 5.480\n", " - 06-01-2019 \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "intercept 1.1228 0.573 1.961 0.050 0.000 2.245\n", "HOUSTNSA.L1 0.1910 0.036 5.235 0.000 0.120 0.263\n", "HOUSTNSA.L2 0.0058 0.037 0.155 0.877 -0.067 0.079\n", "HOUSTNSA.L3 -0.1939 0.036 -5.319 0.000 -0.265 -0.122\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 0.9680 -1.3298j 1.6448 -0.1499\n", "AR.2 0.9680 +1.3298j 1.6448 0.1499\n", "AR.3 -1.9064 -0.0000j 1.9064 -0.5000\n", "-----------------------------------------------------------------------------\n", "\"\"\"" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mod = AutoReg(housing, 3)\n", "res = mod.fit()\n", "res.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`AutoReg` supports the same covariance estimators as `OLS`. Below, we use `cov_type=\"HC0\"`, which is White's covariance estimator. While the parameter estimates are the same, all of the quantities that depend on the standard error change." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
AutoReg Model Results
Dep. Variable: HOUSTNSA No. Observations: 725
Model: AutoReg(3) Log Likelihood -2993.442
Method: Conditional MLE S.D. of innovations 15.289
Date: Tue, 17 Dec 2019 AIC 5.468
Time: 23:37:45 BIC 5.500
Sample: 05-01-1959 HQIC 5.480
- 06-01-2019
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
intercept 1.1228 0.601 1.869 0.062 -0.055 2.300
HOUSTNSA.L1 0.1910 0.035 5.499 0.000 0.123 0.259
HOUSTNSA.L2 0.0058 0.039 0.150 0.881 -0.070 0.081
HOUSTNSA.L3 -0.1939 0.036 -5.448 0.000 -0.264 -0.124
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Roots
Real Imaginary Modulus Frequency
AR.1 0.9680 -1.3298j 1.6448 -0.1499
AR.2 0.9680 +1.3298j 1.6448 0.1499
AR.3 -1.9064 -0.0000j 1.9064 -0.5000
" ], "text/plain": [ "\n", "\"\"\"\n", " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: AutoReg(3) Log Likelihood -2993.442\n", "Method: Conditional MLE S.D. of innovations 15.289\n", "Date: Tue, 17 Dec 2019 AIC 5.468\n", "Time: 23:37:45 BIC 5.500\n", "Sample: 05-01-1959 HQIC 5.480\n", " - 06-01-2019 \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "intercept 1.1228 0.601 1.869 0.062 -0.055 2.300\n", "HOUSTNSA.L1 0.1910 0.035 5.499 0.000 0.123 0.259\n", "HOUSTNSA.L2 0.0058 0.039 0.150 0.881 -0.070 0.081\n", "HOUSTNSA.L3 -0.1939 0.036 -5.448 0.000 -0.264 -0.124\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 0.9680 -1.3298j 1.6448 -0.1499\n", "AR.2 0.9680 +1.3298j 1.6448 0.1499\n", "AR.3 -1.9064 -0.0000j 1.9064 -0.5000\n", "-----------------------------------------------------------------------------\n", "\"\"\"" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res = mod.fit(cov_type=\"HC0\")\n", "res.summary()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
AutoReg Model Results
Dep. Variable: HOUSTNSA No. Observations: 725
Model: AutoReg(13) Log Likelihood -2676.157
Method: Conditional MLE S.D. of innovations 10.378
Date: Tue, 17 Dec 2019 AIC 4.722
Time: 23:37:45 BIC 4.818
Sample: 03-01-1960 HQIC 4.759
- 06-01-2019
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
intercept 1.3615 0.458 2.970 0.003 0.463 2.260
HOUSTNSA.L1 -0.2900 0.036 -8.161 0.000 -0.360 -0.220
HOUSTNSA.L2 -0.0828 0.031 -2.652 0.008 -0.144 -0.022
HOUSTNSA.L3 -0.0654 0.031 -2.106 0.035 -0.126 -0.005
HOUSTNSA.L4 -0.1596 0.031 -5.166 0.000 -0.220 -0.099
HOUSTNSA.L5 -0.0434 0.031 -1.387 0.165 -0.105 0.018
HOUSTNSA.L6 -0.0884 0.031 -2.867 0.004 -0.149 -0.028
HOUSTNSA.L7 -0.0556 0.031 -1.797 0.072 -0.116 0.005
HOUSTNSA.L8 -0.1482 0.031 -4.803 0.000 -0.209 -0.088
HOUSTNSA.L9 -0.0926 0.031 -2.960 0.003 -0.154 -0.031
HOUSTNSA.L10 -0.1133 0.031 -3.665 0.000 -0.174 -0.053
HOUSTNSA.L11 0.1151 0.031 3.699 0.000 0.054 0.176
HOUSTNSA.L12 0.5352 0.031 17.133 0.000 0.474 0.596
HOUSTNSA.L13 0.3178 0.036 8.937 0.000 0.248 0.388
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Roots
Real Imaginary Modulus Frequency
AR.1 1.0913 -0.0000j 1.0913 -0.0000
AR.2 0.8743 -0.5018j 1.0080 -0.0829
AR.3 0.8743 +0.5018j 1.0080 0.0829
AR.4 0.5041 -0.8765j 1.0111 -0.1669
AR.5 0.5041 +0.8765j 1.0111 0.1669
AR.6 0.0056 -1.0530j 1.0530 -0.2491
AR.7 0.0056 +1.0530j 1.0530 0.2491
AR.8 -0.5263 -0.9335j 1.0716 -0.3317
AR.9 -0.5263 +0.9335j 1.0716 0.3317
AR.10 -0.9525 -0.5880j 1.1194 -0.4120
AR.11 -0.9525 +0.5880j 1.1194 0.4120
AR.12 -1.2928 -0.2608j 1.3189 -0.4683
AR.13 -1.2928 +0.2608j 1.3189 0.4683
" ], "text/plain": [ "\n", "\"\"\"\n", " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: AutoReg(13) Log Likelihood -2676.157\n", "Method: Conditional MLE S.D. of innovations 10.378\n", "Date: Tue, 17 Dec 2019 AIC 4.722\n", "Time: 23:37:45 BIC 4.818\n", "Sample: 03-01-1960 HQIC 4.759\n", " - 06-01-2019 \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "intercept 1.3615 0.458 2.970 0.003 0.463 2.260\n", "HOUSTNSA.L1 -0.2900 0.036 -8.161 0.000 -0.360 -0.220\n", "HOUSTNSA.L2 -0.0828 0.031 -2.652 0.008 -0.144 -0.022\n", "HOUSTNSA.L3 -0.0654 0.031 -2.106 0.035 -0.126 -0.005\n", "HOUSTNSA.L4 -0.1596 0.031 -5.166 0.000 -0.220 -0.099\n", "HOUSTNSA.L5 -0.0434 0.031 -1.387 0.165 -0.105 0.018\n", "HOUSTNSA.L6 -0.0884 0.031 -2.867 0.004 -0.149 -0.028\n", "HOUSTNSA.L7 -0.0556 0.031 -1.797 0.072 -0.116 0.005\n", "HOUSTNSA.L8 -0.1482 0.031 -4.803 0.000 -0.209 -0.088\n", "HOUSTNSA.L9 -0.0926 0.031 -2.960 0.003 -0.154 -0.031\n", "HOUSTNSA.L10 -0.1133 0.031 -3.665 0.000 -0.174 -0.053\n", "HOUSTNSA.L11 0.1151 0.031 3.699 0.000 0.054 0.176\n", "HOUSTNSA.L12 0.5352 0.031 17.133 0.000 0.474 0.596\n", "HOUSTNSA.L13 0.3178 0.036 8.937 0.000 0.248 0.388\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 1.0913 -0.0000j 1.0913 -0.0000\n", "AR.2 0.8743 -0.5018j 1.0080 -0.0829\n", "AR.3 0.8743 +0.5018j 1.0080 0.0829\n", "AR.4 0.5041 -0.8765j 1.0111 -0.1669\n", "AR.5 0.5041 +0.8765j 1.0111 0.1669\n", "AR.6 0.0056 -1.0530j 1.0530 -0.2491\n", "AR.7 0.0056 +1.0530j 1.0530 0.2491\n", "AR.8 -0.5263 -0.9335j 1.0716 -0.3317\n", "AR.9 -0.5263 +0.9335j 1.0716 0.3317\n", "AR.10 -0.9525 -0.5880j 1.1194 -0.4120\n", "AR.11 -0.9525 +0.5880j 1.1194 0.4120\n", "AR.12 -1.2928 -0.2608j 1.3189 -0.4683\n", "AR.13 -1.2928 +0.2608j 1.3189 0.4683\n", "------------------------------------------------------------------------------\n", "\"\"\"" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(housing, 13)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "res.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot_predict` visualizes forecasts. Here we produce a large number of forecasts which show the string seasonality captured by the model." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.plot_predict(720, 840)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot_diagnositcs` indicates that the model captures the key features in the data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,9))\n", "fig = res.plot_diagnostics(fig=fig, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seasonal Dummies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`AutoReg` supports seasonal dummies which are an alternative way to model seasonality. Including the dummies shortens the dynamics to only an AR(2)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
AutoReg Model Results
Dep. Variable: HOUSTNSA No. Observations: 725
Model: Seas. AutoReg(2) Log Likelihood -2652.556
Method: Conditional MLE S.D. of innovations 9.487
Date: Tue, 17 Dec 2019 AIC 4.541
Time: 23:37:48 BIC 4.636
Sample: 04-01-1959 HQIC 4.578
- 06-01-2019
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coef std err z P>|z| [0.025 0.975]
intercept 1.2726 1.373 0.927 0.354 -1.418 3.963
seasonal.1 32.6477 1.824 17.901 0.000 29.073 36.222
seasonal.2 23.0685 2.435 9.472 0.000 18.295 27.842
seasonal.3 10.7267 2.693 3.983 0.000 5.449 16.005
seasonal.4 1.6792 2.100 0.799 0.424 -2.437 5.796
seasonal.5 -4.4229 1.896 -2.333 0.020 -8.138 -0.707
seasonal.6 -4.2113 1.824 -2.309 0.021 -7.786 -0.636
seasonal.7 -6.4124 1.791 -3.581 0.000 -9.922 -2.902
seasonal.8 0.1095 1.800 0.061 0.952 -3.419 3.638
seasonal.9 -16.7511 1.814 -9.234 0.000 -20.307 -13.196
seasonal.10 -20.7023 1.862 -11.117 0.000 -24.352 -17.053
seasonal.11 -11.9554 1.778 -6.724 0.000 -15.440 -8.470
HOUSTNSA.L1 -0.2953 0.037 -7.994 0.000 -0.368 -0.223
HOUSTNSA.L2 -0.1148 0.037 -3.107 0.002 -0.187 -0.042
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Roots
Real Imaginary Modulus Frequency
AR.1 -1.2862 -2.6564j 2.9514 -0.3218
AR.2 -1.2862 +2.6564j 2.9514 0.3218
" ], "text/plain": [ "\n", "\"\"\"\n", " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: Seas. AutoReg(2) Log Likelihood -2652.556\n", "Method: Conditional MLE S.D. of innovations 9.487\n", "Date: Tue, 17 Dec 2019 AIC 4.541\n", "Time: 23:37:48 BIC 4.636\n", "Sample: 04-01-1959 HQIC 4.578\n", " - 06-01-2019 \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "intercept 1.2726 1.373 0.927 0.354 -1.418 3.963\n", "seasonal.1 32.6477 1.824 17.901 0.000 29.073 36.222\n", "seasonal.2 23.0685 2.435 9.472 0.000 18.295 27.842\n", "seasonal.3 10.7267 2.693 3.983 0.000 5.449 16.005\n", "seasonal.4 1.6792 2.100 0.799 0.424 -2.437 5.796\n", "seasonal.5 -4.4229 1.896 -2.333 0.020 -8.138 -0.707\n", "seasonal.6 -4.2113 1.824 -2.309 0.021 -7.786 -0.636\n", "seasonal.7 -6.4124 1.791 -3.581 0.000 -9.922 -2.902\n", "seasonal.8 0.1095 1.800 0.061 0.952 -3.419 3.638\n", "seasonal.9 -16.7511 1.814 -9.234 0.000 -20.307 -13.196\n", "seasonal.10 -20.7023 1.862 -11.117 0.000 -24.352 -17.053\n", "seasonal.11 -11.9554 1.778 -6.724 0.000 -15.440 -8.470\n", "HOUSTNSA.L1 -0.2953 0.037 -7.994 0.000 -0.368 -0.223\n", "HOUSTNSA.L2 -0.1148 0.037 -3.107 0.002 -0.187 -0.042\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 -1.2862 -2.6564j 2.9514 -0.3218\n", "AR.2 -1.2862 +2.6564j 2.9514 0.3218\n", "-----------------------------------------------------------------------------\n", "\"\"\"" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(housing, 13, seasonal=True)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "res.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The seasonal dummies are obvious in the forecasts which has a non-trivial seasonal component in all periods 10 years in to the future." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.plot_predict(720, 840)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,9))\n", "fig = res.plot_diagnostics(lags=30, fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seasonal Dynamics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While `AutoReg` does not directly support Seasonal components since it uses OLS to estimate parameters, it is possible to capture seasonal dynamics using an over-parametrized Seasonal AR that does not impose the restrictions in the Seasonal AR. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yoy_housing = data.HOUSTNSA.pct_change(12).resample(\"MS\").last().dropna()\n", "_, ax = plt.subplots()\n", "ax = yoy_housing.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by selecting a model using the simple method that only chooses the maximum lag. All lower lags are automatically included. The maximum lag to check is set to 13 since this allows the model to next a Seasonal AR that has both a short-run AR(1) component and a Seasonal AR(1) component, so that\n", "\n", "$$ (1-\\phi_s L^{12})(1-\\phi_1 L)y_t = \\epsilon_t $$\n", "which becomes\n", "$$ y_t = \\phi_1 y_{t-1} +\\phi_s Y_{t-12} - \\phi_1\\phi_s Y_{t-13} + \\epsilon_t $$\n", "\n", "when expanded. `AutoReg` does not enforce the structure, but can estimate the nesting model \n", "\n", "$$ y_t = \\phi_1 y_{t-1} +\\phi_{12} Y_{t-12} - \\phi_{13} Y_{t-13} + \\epsilon_t. $$\n", "\n", "We see that all 13 lags are selected." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(yoy_housing, 13)\n", "sel.ar_lags" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems unlikely that all 13 lags are required. We can set `glob=True` to search all $2^{13}$ models that include up to 13 lags.\n", "\n", "Here we see that the first three are selected, as is the 7th, and finally the 12th and 13th are selected. This is superficially similar to the structure described above.\n", "\n", "After fitting the model, we take a look at the diagnostic plots that indicate that this specification appears to be adequate to capture the dynamics in the data." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
AutoReg Model Results
Dep. Variable: HOUSTNSA No. Observations: 714
Model: Restr. AutoReg(13) Log Likelihood 589.177
Method: Conditional MLE S.D. of innovations 0.104
Date: Tue, 17 Dec 2019 AIC -4.496
Time: 23:37:57 BIC -4.444
Sample: 02-01-1961 HQIC -4.476
- 06-01-2019
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coef std err z P>|z| [0.025 0.975]
intercept 0.0035 0.004 0.875 0.382 -0.004 0.011
HOUSTNSA.L1 0.5640 0.035 16.167 0.000 0.496 0.632
HOUSTNSA.L2 0.2347 0.038 6.238 0.000 0.161 0.308
HOUSTNSA.L3 0.2051 0.037 5.560 0.000 0.133 0.277
HOUSTNSA.L7 -0.0903 0.030 -2.976 0.003 -0.150 -0.031
HOUSTNSA.L12 -0.3791 0.034 -11.075 0.000 -0.446 -0.312
HOUSTNSA.L13 0.3354 0.033 10.254 0.000 0.271 0.400
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Roots
Real Imaginary Modulus Frequency
AR.1 -1.0309 -0.2682j 1.0652 -0.4595
AR.2 -1.0309 +0.2682j 1.0652 0.4595
AR.3 -0.7454 -0.7417j 1.0515 -0.3754
AR.4 -0.7454 +0.7417j 1.0515 0.3754
AR.5 -0.3172 -1.0221j 1.0702 -0.2979
AR.6 -0.3172 +1.0221j 1.0702 0.2979
AR.7 0.2419 -1.0573j 1.0846 -0.2142
AR.8 0.2419 +1.0573j 1.0846 0.2142
AR.9 0.7840 -0.8303j 1.1420 -0.1296
AR.10 0.7840 +0.8303j 1.1420 0.1296
AR.11 1.0730 -0.2386j 1.0992 -0.0348
AR.12 1.0730 +0.2386j 1.0992 0.0348
AR.13 1.1193 -0.0000j 1.1193 -0.0000
" ], "text/plain": [ "\n", "\"\"\"\n", " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 714\n", "Model: Restr. AutoReg(13) Log Likelihood 589.177\n", "Method: Conditional MLE S.D. of innovations 0.104\n", "Date: Tue, 17 Dec 2019 AIC -4.496\n", "Time: 23:37:57 BIC -4.444\n", "Sample: 02-01-1961 HQIC -4.476\n", " - 06-01-2019 \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "intercept 0.0035 0.004 0.875 0.382 -0.004 0.011\n", "HOUSTNSA.L1 0.5640 0.035 16.167 0.000 0.496 0.632\n", "HOUSTNSA.L2 0.2347 0.038 6.238 0.000 0.161 0.308\n", "HOUSTNSA.L3 0.2051 0.037 5.560 0.000 0.133 0.277\n", "HOUSTNSA.L7 -0.0903 0.030 -2.976 0.003 -0.150 -0.031\n", "HOUSTNSA.L12 -0.3791 0.034 -11.075 0.000 -0.446 -0.312\n", "HOUSTNSA.L13 0.3354 0.033 10.254 0.000 0.271 0.400\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 -1.0309 -0.2682j 1.0652 -0.4595\n", "AR.2 -1.0309 +0.2682j 1.0652 0.4595\n", "AR.3 -0.7454 -0.7417j 1.0515 -0.3754\n", "AR.4 -0.7454 +0.7417j 1.0515 0.3754\n", "AR.5 -0.3172 -1.0221j 1.0702 -0.2979\n", "AR.6 -0.3172 +1.0221j 1.0702 0.2979\n", "AR.7 0.2419 -1.0573j 1.0846 -0.2142\n", "AR.8 0.2419 +1.0573j 1.0846 0.2142\n", "AR.9 0.7840 -0.8303j 1.1420 -0.1296\n", "AR.10 0.7840 +0.8303j 1.1420 0.1296\n", "AR.11 1.0730 -0.2386j 1.0992 -0.0348\n", "AR.12 1.0730 +0.2386j 1.0992 0.0348\n", "AR.13 1.1193 -0.0000j 1.1193 -0.0000\n", "------------------------------------------------------------------------------\n", "\"\"\"" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(yoy_housing, 13, glob=True)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "res.summary()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,9))\n", "fig = res.plot_diagnostics(fig=fig, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also include seasonal dummies. These are all insignificant since the model is using year-over-year changes." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
AutoReg Model Results
Dep. Variable: HOUSTNSA No. Observations: 714
Model: Restr. Seas. AutoReg(13) Log Likelihood 590.875
Method: Conditional MLE S.D. of innovations 0.104
Date: Tue, 17 Dec 2019 AIC -4.469
Time: 23:38:06 BIC -4.346
Sample: 02-01-1961 HQIC -4.422
- 06-01-2019
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coef std err z P>|z| [0.025 0.975]
intercept 0.0167 0.014 1.215 0.224 -0.010 0.044
seasonal.1 -0.0179 0.019 -0.931 0.352 -0.056 0.020
seasonal.2 -0.0121 0.019 -0.630 0.528 -0.050 0.026
seasonal.3 -0.0210 0.019 -1.089 0.276 -0.059 0.017
seasonal.4 -0.0223 0.019 -1.157 0.247 -0.060 0.015
seasonal.5 -0.0224 0.019 -1.160 0.246 -0.060 0.015
seasonal.6 -0.0212 0.019 -1.096 0.273 -0.059 0.017
seasonal.7 -0.0101 0.019 -0.520 0.603 -0.048 0.028
seasonal.8 -0.0095 0.019 -0.491 0.623 -0.047 0.028
seasonal.9 -0.0049 0.019 -0.252 0.801 -0.043 0.033
seasonal.10 -0.0084 0.019 -0.435 0.664 -0.046 0.030
seasonal.11 -0.0077 0.019 -0.400 0.689 -0.046 0.030
HOUSTNSA.L1 0.5630 0.035 16.160 0.000 0.495 0.631
HOUSTNSA.L2 0.2347 0.038 6.248 0.000 0.161 0.308
HOUSTNSA.L3 0.2075 0.037 5.634 0.000 0.135 0.280
HOUSTNSA.L7 -0.0916 0.030 -3.013 0.003 -0.151 -0.032
HOUSTNSA.L12 -0.3810 0.034 -11.149 0.000 -0.448 -0.314
HOUSTNSA.L13 0.3373 0.033 10.327 0.000 0.273 0.401
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Roots
Real Imaginary Modulus Frequency
AR.1 -1.0305 -0.2681j 1.0648 -0.4595
AR.2 -1.0305 +0.2681j 1.0648 0.4595
AR.3 -0.7447 -0.7414j 1.0509 -0.3754
AR.4 -0.7447 +0.7414j 1.0509 0.3754
AR.5 -0.3172 -1.0215j 1.0696 -0.2979
AR.6 -0.3172 +1.0215j 1.0696 0.2979
AR.7 0.2416 -1.0568j 1.0841 -0.2142
AR.8 0.2416 +1.0568j 1.0841 0.2142
AR.9 0.7837 -0.8304j 1.1418 -0.1296
AR.10 0.7837 +0.8304j 1.1418 0.1296
AR.11 1.0724 -0.2383j 1.0986 -0.0348
AR.12 1.0724 +0.2383j 1.0986 0.0348
AR.13 1.1192 -0.0000j 1.1192 -0.0000
" ], "text/plain": [ "\n", "\"\"\"\n", " AutoReg Model Results \n", "====================================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 714\n", "Model: Restr. Seas. AutoReg(13) Log Likelihood 590.875\n", "Method: Conditional MLE S.D. of innovations 0.104\n", "Date: Tue, 17 Dec 2019 AIC -4.469\n", "Time: 23:38:06 BIC -4.346\n", "Sample: 02-01-1961 HQIC -4.422\n", " - 06-01-2019 \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "intercept 0.0167 0.014 1.215 0.224 -0.010 0.044\n", "seasonal.1 -0.0179 0.019 -0.931 0.352 -0.056 0.020\n", "seasonal.2 -0.0121 0.019 -0.630 0.528 -0.050 0.026\n", "seasonal.3 -0.0210 0.019 -1.089 0.276 -0.059 0.017\n", "seasonal.4 -0.0223 0.019 -1.157 0.247 -0.060 0.015\n", "seasonal.5 -0.0224 0.019 -1.160 0.246 -0.060 0.015\n", "seasonal.6 -0.0212 0.019 -1.096 0.273 -0.059 0.017\n", "seasonal.7 -0.0101 0.019 -0.520 0.603 -0.048 0.028\n", "seasonal.8 -0.0095 0.019 -0.491 0.623 -0.047 0.028\n", "seasonal.9 -0.0049 0.019 -0.252 0.801 -0.043 0.033\n", "seasonal.10 -0.0084 0.019 -0.435 0.664 -0.046 0.030\n", "seasonal.11 -0.0077 0.019 -0.400 0.689 -0.046 0.030\n", "HOUSTNSA.L1 0.5630 0.035 16.160 0.000 0.495 0.631\n", "HOUSTNSA.L2 0.2347 0.038 6.248 0.000 0.161 0.308\n", "HOUSTNSA.L3 0.2075 0.037 5.634 0.000 0.135 0.280\n", "HOUSTNSA.L7 -0.0916 0.030 -3.013 0.003 -0.151 -0.032\n", "HOUSTNSA.L12 -0.3810 0.034 -11.149 0.000 -0.448 -0.314\n", "HOUSTNSA.L13 0.3373 0.033 10.327 0.000 0.273 0.401\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 -1.0305 -0.2681j 1.0648 -0.4595\n", "AR.2 -1.0305 +0.2681j 1.0648 0.4595\n", "AR.3 -0.7447 -0.7414j 1.0509 -0.3754\n", "AR.4 -0.7447 +0.7414j 1.0509 0.3754\n", "AR.5 -0.3172 -1.0215j 1.0696 -0.2979\n", "AR.6 -0.3172 +1.0215j 1.0696 0.2979\n", "AR.7 0.2416 -1.0568j 1.0841 -0.2142\n", "AR.8 0.2416 +1.0568j 1.0841 0.2142\n", "AR.9 0.7837 -0.8304j 1.1418 -0.1296\n", "AR.10 0.7837 +0.8304j 1.1418 0.1296\n", "AR.11 1.0724 -0.2383j 1.0986 -0.0348\n", "AR.12 1.0724 +0.2383j 1.0986 0.0348\n", "AR.13 1.1192 -0.0000j 1.1192 -0.0000\n", "------------------------------------------------------------------------------\n", "\"\"\"" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(yoy_housing, 13, glob=True, seasonal=True)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "res.summary()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "source": [ "## Industrial Production\n", "\n", "We will use the industrial production index data to examine forecasting." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pdr.get_data_fred('INDPRO', '1959-01-01', '2019-06-01')\n", "ind_prod = data.INDPRO.pct_change(12).dropna().asfreq('MS')\n", "_, ax = plt.subplots(figsize=(16,9))\n", "ind_prod.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will start by selecting a model using up to 12 lags. An AR(13) minimizes the BIC criteria even though many coefficients are insignificant." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
AutoReg Model Results
Dep. Variable: INDPRO No. Observations: 714
Model: AutoReg(13) Log Likelihood 2318.848
Method: Conditional MLE S.D. of innovations 0.009
Date: Tue, 17 Dec 2019 AIC -9.411
Time: 23:38:07 BIC -9.313
Sample: 02-01-1961 HQIC -9.373
- 06-01-2019
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coef std err z P>|z| [0.025 0.975]
intercept 0.0012 0.000 2.896 0.004 0.000 0.002
INDPRO.L1 1.1504 0.035 32.940 0.000 1.082 1.219
INDPRO.L2 -0.0747 0.053 -1.407 0.159 -0.179 0.029
INDPRO.L3 0.0043 0.053 0.081 0.935 -0.099 0.107
INDPRO.L4 0.0027 0.053 0.052 0.959 -0.100 0.106
INDPRO.L5 -0.1383 0.052 -2.642 0.008 -0.241 -0.036
INDPRO.L6 0.0085 0.052 0.163 0.871 -0.094 0.111
INDPRO.L7 0.0375 0.052 0.720 0.471 -0.065 0.139
INDPRO.L8 -0.0235 0.052 -0.453 0.651 -0.125 0.078
INDPRO.L9 0.0945 0.052 1.824 0.068 -0.007 0.196
INDPRO.L10 -0.0844 0.052 -1.627 0.104 -0.186 0.017
INDPRO.L11 0.0024 0.052 0.047 0.962 -0.099 0.104
INDPRO.L12 -0.3809 0.052 -7.367 0.000 -0.482 -0.280
INDPRO.L13 0.3589 0.033 10.916 0.000 0.294 0.423
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Roots
Real Imaginary Modulus Frequency
AR.1 -1.0411 -0.2889j 1.0804 -0.4569
AR.2 -1.0411 +0.2889j 1.0804 0.4569
AR.3 -0.7774 -0.8064j 1.1201 -0.3721
AR.4 -0.7774 +0.8064j 1.1201 0.3721
AR.5 -0.2760 -1.0530j 1.0886 -0.2908
AR.6 -0.2760 +1.0530j 1.0886 0.2908
AR.7 0.2719 -1.0515j 1.0861 -0.2097
AR.8 0.2719 +1.0515j 1.0861 0.2097
AR.9 0.8019 -0.7297j 1.0842 -0.1175
AR.10 0.8019 +0.7297j 1.0842 0.1175
AR.11 1.0224 -0.2214j 1.0461 -0.0339
AR.12 1.0224 +0.2214j 1.0461 0.0339
AR.13 1.0578 -0.0000j 1.0578 -0.0000
" ], "text/plain": [ "\n", "\"\"\"\n", " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: INDPRO No. Observations: 714\n", "Model: AutoReg(13) Log Likelihood 2318.848\n", "Method: Conditional MLE S.D. of innovations 0.009\n", "Date: Tue, 17 Dec 2019 AIC -9.411\n", "Time: 23:38:07 BIC -9.313\n", "Sample: 02-01-1961 HQIC -9.373\n", " - 06-01-2019 \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0012 0.000 2.896 0.004 0.000 0.002\n", "INDPRO.L1 1.1504 0.035 32.940 0.000 1.082 1.219\n", "INDPRO.L2 -0.0747 0.053 -1.407 0.159 -0.179 0.029\n", "INDPRO.L3 0.0043 0.053 0.081 0.935 -0.099 0.107\n", "INDPRO.L4 0.0027 0.053 0.052 0.959 -0.100 0.106\n", "INDPRO.L5 -0.1383 0.052 -2.642 0.008 -0.241 -0.036\n", "INDPRO.L6 0.0085 0.052 0.163 0.871 -0.094 0.111\n", "INDPRO.L7 0.0375 0.052 0.720 0.471 -0.065 0.139\n", "INDPRO.L8 -0.0235 0.052 -0.453 0.651 -0.125 0.078\n", "INDPRO.L9 0.0945 0.052 1.824 0.068 -0.007 0.196\n", "INDPRO.L10 -0.0844 0.052 -1.627 0.104 -0.186 0.017\n", "INDPRO.L11 0.0024 0.052 0.047 0.962 -0.099 0.104\n", "INDPRO.L12 -0.3809 0.052 -7.367 0.000 -0.482 -0.280\n", "INDPRO.L13 0.3589 0.033 10.916 0.000 0.294 0.423\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 -1.0411 -0.2889j 1.0804 -0.4569\n", "AR.2 -1.0411 +0.2889j 1.0804 0.4569\n", "AR.3 -0.7774 -0.8064j 1.1201 -0.3721\n", "AR.4 -0.7774 +0.8064j 1.1201 0.3721\n", "AR.5 -0.2760 -1.0530j 1.0886 -0.2908\n", "AR.6 -0.2760 +1.0530j 1.0886 0.2908\n", "AR.7 0.2719 -1.0515j 1.0861 -0.2097\n", "AR.8 0.2719 +1.0515j 1.0861 0.2097\n", "AR.9 0.8019 -0.7297j 1.0842 -0.1175\n", "AR.10 0.8019 +0.7297j 1.0842 0.1175\n", "AR.11 1.0224 -0.2214j 1.0461 -0.0339\n", "AR.12 1.0224 +0.2214j 1.0461 0.0339\n", "AR.13 1.0578 -0.0000j 1.0578 -0.0000\n", "------------------------------------------------------------------------------\n", "\"\"\"" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(ind_prod, 13, 'bic')\n", "res = sel.model.fit()\n", "res.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use a global search which allows longer lags to enter if needed without requiring the shorter lags. Here we see many lags dropped. The model indicates there may be some seasonality in the data. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
AutoReg Model Results
Dep. Variable: INDPRO No. Observations: 714
Model: Restr. AutoReg(13) Log Likelihood 2313.420
Method: Conditional MLE S.D. of innovations 0.009
Date: Tue, 17 Dec 2019 AIC -9.421
Time: 23:38:13 BIC -9.382
Sample: 02-01-1961 HQIC -9.406
- 06-01-2019
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coef std err z P>|z| [0.025 0.975]
intercept 0.0013 0.000 2.986 0.003 0.000 0.002
INDPRO.L1 1.0882 0.013 80.869 0.000 1.062 1.115
INDPRO.L5 -0.1057 0.016 -6.649 0.000 -0.137 -0.075
INDPRO.L12 -0.3852 0.034 -11.404 0.000 -0.451 -0.319
INDPRO.L13 0.3587 0.032 11.315 0.000 0.297 0.421
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Roots
Real Imaginary Modulus Frequency
AR.1 -1.0518 -0.2762j 1.0875 -0.4591
AR.2 -1.0518 +0.2762j 1.0875 0.4591
AR.3 -0.7718 -0.7796j 1.0970 -0.3742
AR.4 -0.7718 +0.7796j 1.0970 0.3742
AR.5 -0.2714 -1.0479j 1.0825 -0.2903
AR.6 -0.2714 +1.0479j 1.0825 0.2903
AR.7 0.2820 -1.0573j 1.0943 -0.2085
AR.8 0.2820 +1.0573j 1.0943 0.2085
AR.9 0.8021 -0.7558j 1.1021 -0.1203
AR.10 0.8021 +0.7558j 1.1021 0.1203
AR.11 1.0189 -0.2198j 1.0423 -0.0338
AR.12 1.0189 +0.2198j 1.0423 0.0338
AR.13 1.0578 -0.0000j 1.0578 -0.0000
" ], "text/plain": [ "\n", "\"\"\"\n", " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: INDPRO No. Observations: 714\n", "Model: Restr. AutoReg(13) Log Likelihood 2313.420\n", "Method: Conditional MLE S.D. of innovations 0.009\n", "Date: Tue, 17 Dec 2019 AIC -9.421\n", "Time: 23:38:13 BIC -9.382\n", "Sample: 02-01-1961 HQIC -9.406\n", " - 06-01-2019 \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0013 0.000 2.986 0.003 0.000 0.002\n", "INDPRO.L1 1.0882 0.013 80.869 0.000 1.062 1.115\n", "INDPRO.L5 -0.1057 0.016 -6.649 0.000 -0.137 -0.075\n", "INDPRO.L12 -0.3852 0.034 -11.404 0.000 -0.451 -0.319\n", "INDPRO.L13 0.3587 0.032 11.315 0.000 0.297 0.421\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 -1.0518 -0.2762j 1.0875 -0.4591\n", "AR.2 -1.0518 +0.2762j 1.0875 0.4591\n", "AR.3 -0.7718 -0.7796j 1.0970 -0.3742\n", "AR.4 -0.7718 +0.7796j 1.0970 0.3742\n", "AR.5 -0.2714 -1.0479j 1.0825 -0.2903\n", "AR.6 -0.2714 +1.0479j 1.0825 0.2903\n", "AR.7 0.2820 -1.0573j 1.0943 -0.2085\n", "AR.8 0.2820 +1.0573j 1.0943 0.2085\n", "AR.9 0.8021 -0.7558j 1.1021 -0.1203\n", "AR.10 0.8021 +0.7558j 1.1021 0.1203\n", "AR.11 1.0189 -0.2198j 1.0423 -0.0338\n", "AR.12 1.0189 +0.2198j 1.0423 0.0338\n", "AR.13 1.0578 -0.0000j 1.0578 -0.0000\n", "------------------------------------------------------------------------------\n", "\"\"\"" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(ind_prod, 13, 'bic', glob=True)\n", "sel.ar_lags\n", "res_glob = sel.model.fit()\n", "res_glob.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot_predict` can be used to produce forecast plots along with confidence intervals. Here we produce forecasts starting at the last observation and continuing for 18 months." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "(714,)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind_prod.shape" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res_glob.plot_predict(start=714, end=732)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The forecasts from the full model and the restricted model are very similar. I also include an AR(5) which has very different dynamics" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_ar5 = AutoReg(ind_prod, 5).fit()\n", "predictions = pd.DataFrame({\"AR(5)\": res_ar5.predict(start=714, end=726),\n", " \"AR(13)\": res.predict(start=714, end=726),\n", " \"Restr. AR(13)\": res_glob.predict(start=714, end=726)})\n", "_, ax = plt.subplots()\n", "ax = predictions.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The diagnostics indicate the model captures most of the the dynamics in the data. The ACF shows a patters at the seasonal frequency and so a more complete seasonal model (`SARIMAX`) may be needed." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,9))\n", "fig = res_glob.plot_diagnostics(fig=fig, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Forecasting\n", "\n", "Forecasts are produced using the `predict` method from a results instance. The default produces static forecasts which are one-step forecasts. Producing multi-step forecasts requires using `dynamic=True`. \n", "\n", "In this next cell, we produce 12-step-heard forecasts for the final 24 periods in the sample. This requires a loop.\n", "\n", "**Note**: These are technically in-sample since the data we are forecasting was used to estimate parameters. Producing OOS forecasts requires two models. The first must exclude the OOS period. The second uses the `predict` method from the full-sample model with the parameters from the shorter sample model that excluded the OOS period." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "start = ind_prod.index[-24]\n", "forecast_index = pd.date_range(start, freq=ind_prod.index.freq, periods=36)\n", "cols = ['-'.join(str(val) for val in (idx.year, idx.month)) for idx in forecast_index]\n", "forecasts = pd.DataFrame(index=forecast_index,columns=cols)\n", "for i in range(1, 24):\n", " fcast = res_glob.predict(start=forecast_index[i], end=forecast_index[i+12], dynamic=True)\n", " forecasts.loc[fcast.index, cols[i]] = fcast\n", "_, ax = plt.subplots(figsize=(16, 10))\n", "ind_prod.iloc[-24:].plot(ax=ax, color=\"black\", linestyle=\"--\")\n", "ax = forecasts.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing to SARIMAX\n", "\n", "`SARIMAX` is an implementation of a Seasonal Autoregressive Integrated Moving Average with eXogenous regressors model. It supports:\n", "\n", "* Specification of seasonal and nonseasonal AR and MA components\n", "* Inclusion of Exogenous variables\n", "* Full maximum-likelihood estimation using the Kalman Filter\n", "\n", "This model is more feature rich than `AutoReg`. Unlike `SARIMAX`, `AutoReg` estimates parameters using OLS. This is faster and the problem is globally convex, and so there are no issues with local minima. The closed-form estimator and its performance are the key advantages of `AutoReg` over `SARIMAX` when comparing AR(P) models. `AutoReg` also support seasonal dummies, which can be used with `SARIMAX` if the user includes them as exogenous regressors. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
SARIMAX Results
Dep. Variable: INDPRO No. Observations: 714
Model: SARIMAX([1, 5, 12, 13], 0, 0) Log Likelihood 2302.146
Date: Tue, 17 Dec 2019 AIC -4592.293
Time: 23:38:22 BIC -4564.867
Sample: 01-01-1960 HQIC -4581.701
- 06-01-2019
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
intercept 0.0011 0.000 2.627 0.009 0.000 0.002
ar.L1 1.0798 0.010 106.388 0.000 1.060 1.100
ar.L5 -0.0849 0.011 -7.467 0.000 -0.107 -0.063
ar.L12 -0.4392 0.026 -16.935 0.000 -0.490 -0.388
ar.L13 0.4032 0.025 15.831 0.000 0.353 0.453
sigma2 9.179e-05 3.13e-06 29.366 0.000 8.57e-05 9.79e-05
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Ljung-Box (Q): 177.22 Jarque-Bera (JB): 928.85
Prob(Q): 0.00 Prob(JB): 0.00
Heteroskedasticity (H): 0.38 Skew: -0.63
Prob(H) (two-sided): 0.00 Kurtosis: 8.44


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " SARIMAX Results \n", "=========================================================================================\n", "Dep. Variable: INDPRO No. Observations: 714\n", "Model: SARIMAX([1, 5, 12, 13], 0, 0) Log Likelihood 2302.146\n", "Date: Tue, 17 Dec 2019 AIC -4592.293\n", "Time: 23:38:22 BIC -4564.867\n", "Sample: 01-01-1960 HQIC -4581.701\n", " - 06-01-2019 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0011 0.000 2.627 0.009 0.000 0.002\n", "ar.L1 1.0798 0.010 106.388 0.000 1.060 1.100\n", "ar.L5 -0.0849 0.011 -7.467 0.000 -0.107 -0.063\n", "ar.L12 -0.4392 0.026 -16.935 0.000 -0.490 -0.388\n", "ar.L13 0.4032 0.025 15.831 0.000 0.353 0.453\n", "sigma2 9.179e-05 3.13e-06 29.366 0.000 8.57e-05 9.79e-05\n", "===================================================================================\n", "Ljung-Box (Q): 177.22 Jarque-Bera (JB): 928.85\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.38 Skew: -0.63\n", "Prob(H) (two-sided): 0.00 Kurtosis: 8.44\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.tsa.api import SARIMAX\n", "\n", "sarimax_mod = SARIMAX(ind_prod, order=((1,5,12,13),0, 0), trend='c')\n", "sarimax_res = sarimax_mod.fit()\n", "sarimax_res.summary()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AutoRegSARIMAX
intercept0.0012920.001140
INDPRO.L11.0882151.079829
INDPRO.L5-0.105668-0.084904
INDPRO.L12-0.385171-0.439175
INDPRO.L130.3587380.403241
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" ], "text/plain": [ " AutoReg SARIMAX\n", "intercept 0.001292 0.001140\n", "INDPRO.L1 1.088215 1.079829\n", "INDPRO.L5 -0.105668 -0.084904\n", "INDPRO.L12 -0.385171 -0.439175\n", "INDPRO.L13 0.358738 0.403241" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sarimax_params = sarimax_res.params.iloc[:-1].copy()\n", "sarimax_params.index = res_glob.params.index\n", "params = pd.concat([res_glob.params, sarimax_params], axis=1, sort=False)\n", "params.columns = [\"AutoReg\", \"SARIMAX\"]\n", "params" ] } ], "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": "3.7.5" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 1 }