{ "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", "* Custom deterministic terms (`deterministic`)\n", " * Accepts a `DeterministicProcess`\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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:37.281603Z", "iopub.status.busy": "2021-02-02T06:54:37.280374Z", "iopub.status.idle": "2021-02-02T06:54:38.298448Z", "shell.execute_reply": "2021-02-02T06:54:38.299600Z" }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:38.304658Z", "iopub.status.busy": "2021-02-02T06:54:38.303189Z", "iopub.status.idle": "2021-02-02T06:54:38.316500Z", "shell.execute_reply": "2021-02-02T06:54:38.317627Z" } }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:38.322271Z", "iopub.status.busy": "2021-02-02T06:54:38.320808Z", "iopub.status.idle": "2021-02-02T06:54:39.165552Z", "shell.execute_reply": "2021-02-02T06:54:39.166329Z" }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:39.178018Z", "iopub.status.busy": "2021-02-02T06:54:39.177101Z", "iopub.status.idle": "2021-02-02T06:54:39.192669Z", "shell.execute_reply": "2021-02-02T06:54:39.193080Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC 5.468\n", "Time: 06:54:39 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", "const 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" ] } ], "source": [ "mod = AutoReg(housing, 3, old_names=False)\n", "res = mod.fit()\n", "print(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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:39.196240Z", "iopub.status.busy": "2021-02-02T06:54:39.195545Z", "iopub.status.idle": "2021-02-02T06:54:39.212542Z", "shell.execute_reply": "2021-02-02T06:54:39.212966Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC 5.468\n", "Time: 06:54:39 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", "const 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" ] } ], "source": [ "res = mod.fit(cov_type=\"HC0\")\n", "print(res.summary())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:54:39.216120Z", "iopub.status.busy": "2021-02-02T06:54:39.215396Z", "iopub.status.idle": "2021-02-02T06:54:39.263110Z", "shell.execute_reply": "2021-02-02T06:54:39.263993Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC 4.722\n", "Time: 06:54:39 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", "const 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" ] } ], "source": [ "sel = ar_select_order(housing, 13, old_names=False)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "print(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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:39.267631Z", "iopub.status.busy": "2021-02-02T06:54:39.266953Z", "iopub.status.idle": "2021-02-02T06:54:39.767600Z", "shell.execute_reply": "2021-02-02T06:54:39.768713Z" } }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:39.789774Z", "iopub.status.busy": "2021-02-02T06:54:39.785233Z", "iopub.status.idle": "2021-02-02T06:54:41.067490Z", "shell.execute_reply": "2021-02-02T06:54:41.067090Z" } }, "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.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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:41.072091Z", "iopub.status.busy": "2021-02-02T06:54:41.071373Z", "iopub.status.idle": "2021-02-02T06:54:41.102554Z", "shell.execute_reply": "2021-02-02T06:54:41.102194Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC 4.541\n", "Time: 06:54:41 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", "const 1.2726 1.373 0.927 0.354 -1.418 3.963\n", "s(2,12) 32.6477 1.824 17.901 0.000 29.073 36.222\n", "s(3,12) 23.0685 2.435 9.472 0.000 18.295 27.842\n", "s(4,12) 10.7267 2.693 3.983 0.000 5.449 16.005\n", "s(5,12) 1.6792 2.100 0.799 0.424 -2.437 5.796\n", "s(6,12) -4.4229 1.896 -2.333 0.020 -8.138 -0.707\n", "s(7,12) -4.2113 1.824 -2.309 0.021 -7.786 -0.636\n", "s(8,12) -6.4124 1.791 -3.581 0.000 -9.922 -2.902\n", "s(9,12) 0.1095 1.800 0.061 0.952 -3.419 3.638\n", "s(10,12) -16.7511 1.814 -9.234 0.000 -20.307 -13.196\n", "s(11,12) -20.7023 1.862 -11.117 0.000 -24.352 -17.053\n", "s(12,12) -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" ] } ], "source": [ "sel = ar_select_order(housing, 13, seasonal=True, old_names=False)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "print(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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:41.137683Z", "iopub.status.busy": "2021-02-02T06:54:41.116747Z", "iopub.status.idle": "2021-02-02T06:54:41.436177Z", "shell.execute_reply": "2021-02-02T06:54:41.437087Z" } }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:41.441074Z", "iopub.status.busy": "2021-02-02T06:54:41.439870Z", "iopub.status.idle": "2021-02-02T06:54:42.414594Z", "shell.execute_reply": "2021-02-02T06:54:42.414188Z" }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:42.442057Z", "iopub.status.busy": "2021-02-02T06:54:42.425920Z", "iopub.status.idle": "2021-02-02T06:54:42.755122Z", "shell.execute_reply": "2021-02-02T06:54:42.756086Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:42.760120Z", "iopub.status.busy": "2021-02-02T06:54:42.758932Z", "iopub.status.idle": "2021-02-02T06:54:42.787493Z", "shell.execute_reply": "2021-02-02T06:54:42.788353Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13])" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(yoy_housing, 13, old_names=False)\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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:42.792334Z", "iopub.status.busy": "2021-02-02T06:54:42.791120Z", "iopub.status.idle": "2021-02-02T06:54:50.075683Z", "shell.execute_reply": "2021-02-02T06:54:50.076384Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC -4.496\n", "Time: 06:54:50 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", "const 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" ] } ], "source": [ "sel = ar_select_order(yoy_housing, 13, glob=True, old_names=False)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "print(res.summary())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:54:50.099798Z", "iopub.status.busy": "2021-02-02T06:54:50.098530Z", "iopub.status.idle": "2021-02-02T06:54:51.218124Z", "shell.execute_reply": "2021-02-02T06:54:51.219205Z" } }, "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": [ "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": { "execution": { "iopub.execute_input": "2021-02-02T06:54:51.226270Z", "iopub.status.busy": "2021-02-02T06:54:51.225095Z", "iopub.status.idle": "2021-02-02T06:55:01.082528Z", "shell.execute_reply": "2021-02-02T06:55:01.083160Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC -4.469\n", "Time: 06:55:01 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", "const 0.0167 0.014 1.215 0.224 -0.010 0.044\n", "s(2,12) -0.0179 0.019 -0.931 0.352 -0.056 0.020\n", "s(3,12) -0.0121 0.019 -0.630 0.528 -0.050 0.026\n", "s(4,12) -0.0210 0.019 -1.089 0.276 -0.059 0.017\n", "s(5,12) -0.0223 0.019 -1.157 0.247 -0.060 0.015\n", "s(6,12) -0.0224 0.019 -1.160 0.246 -0.060 0.015\n", "s(7,12) -0.0212 0.019 -1.096 0.273 -0.059 0.017\n", "s(8,12) -0.0101 0.019 -0.520 0.603 -0.048 0.028\n", "s(9,12) -0.0095 0.019 -0.491 0.623 -0.047 0.028\n", "s(10,12) -0.0049 0.019 -0.252 0.801 -0.043 0.033\n", "s(11,12) -0.0084 0.019 -0.435 0.664 -0.046 0.030\n", "s(12,12) -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" ] } ], "source": [ "sel = ar_select_order(yoy_housing, 13, glob=True, seasonal=True, old_names=False)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "print(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": { "execution": { "iopub.execute_input": "2021-02-02T06:55:01.093012Z", "iopub.status.busy": "2021-02-02T06:55:01.088789Z", "iopub.status.idle": "2021-02-02T06:55:01.811233Z", "shell.execute_reply": "2021-02-02T06:55:01.812170Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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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": { "execution": { "iopub.execute_input": "2021-02-02T06:55:01.816343Z", "iopub.status.busy": "2021-02-02T06:55:01.815056Z", "iopub.status.idle": "2021-02-02T06:55:01.878594Z", "shell.execute_reply": "2021-02-02T06:55:01.879164Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC -9.411\n", "Time: 06:55:01 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", "const 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" ] } ], "source": [ "sel = ar_select_order(ind_prod, 13, 'bic', old_names=False)\n", "res = sel.model.fit()\n", "print(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": { "execution": { "iopub.execute_input": "2021-02-02T06:55:01.889124Z", "iopub.status.busy": "2021-02-02T06:55:01.884062Z", "iopub.status.idle": "2021-02-02T06:55:09.231295Z", "shell.execute_reply": "2021-02-02T06:55:09.232136Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC -9.411\n", "Time: 06:55:09 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", "const 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" ] } ], "source": [ "sel = ar_select_order(ind_prod, 13, 'bic', glob=True, old_names=False)\n", "sel.ar_lags\n", "res_glob = sel.model.fit()\n", "print(res.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": { "execution": { "iopub.execute_input": "2021-02-02T06:55:09.239976Z", "iopub.status.busy": "2021-02-02T06:55:09.239271Z", "iopub.status.idle": "2021-02-02T06:55:09.244926Z", "shell.execute_reply": "2021-02-02T06:55:09.245804Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "(714,)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind_prod.shape" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:55:09.272156Z", "iopub.status.busy": "2021-02-02T06:55:09.255488Z", "iopub.status.idle": "2021-02-02T06:55:09.907389Z", "shell.execute_reply": "2021-02-02T06:55:09.908422Z" }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:55:09.912911Z", "iopub.status.busy": "2021-02-02T06:55:09.911592Z", "iopub.status.idle": "2021-02-02T06:55:10.457929Z", "shell.execute_reply": "2021-02-02T06:55:10.459003Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_ar5 = AutoReg(ind_prod, 5, old_names=False).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": { "execution": { "iopub.execute_input": "2021-02-02T06:55:10.463449Z", "iopub.status.busy": "2021-02-02T06:55:10.462120Z", "iopub.status.idle": "2021-02-02T06:55:11.698391Z", "shell.execute_reply": "2021-02-02T06:55:11.699288Z" }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:55:11.703949Z", "iopub.status.busy": "2021-02-02T06:55:11.702590Z", "iopub.status.idle": "2021-02-02T06:55:13.432928Z", "shell.execute_reply": "2021-02-02T06:55:13.433811Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "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": { "execution": { "iopub.execute_input": "2021-02-02T06:55:13.437832Z", "iopub.status.busy": "2021-02-02T06:55:13.436620Z", "iopub.status.idle": "2021-02-02T06:55:16.392500Z", "shell.execute_reply": "2021-02-02T06:55:16.393429Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 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, 02 Feb 2021 AIC -4592.293\n", "Time: 06:55:16 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 (L1) (Q): 19.65 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" ] } ], "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", "print(sarimax_res.summary())" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:55:16.398476Z", "iopub.status.busy": "2021-02-02T06:55:16.396523Z", "iopub.status.idle": "2021-02-02T06:55:16.418350Z", "shell.execute_reply": "2021-02-02T06:55:16.419285Z" } }, "outputs": [ { "data": { "text/html": [ "
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AutoRegSARIMAX
const0.0012920.001140
INDPRO.L11.0882151.079829
INDPRO.L5-0.105668-0.084904
INDPRO.L12-0.385171-0.439175
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" ], "text/plain": [ " AutoReg SARIMAX\n", "const 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": 1, "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom Deterministic Processes\n", "\n", "The `deterministic` parameter allows a custom `DeterministicProcess` to be used. This allows for more complex deterministic terms to be constructed, for example one that includes seasonal components with two periods, or, as the next example shows, one that uses a Fourier series rather than seasonal dummies." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:55:16.423634Z", "iopub.status.busy": "2021-02-02T06:55:16.422328Z", "iopub.status.idle": "2021-02-02T06:55:16.446743Z", "shell.execute_reply": "2021-02-02T06:55:16.447846Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: AutoReg(2) Log Likelihood -2716.505\n", "Method: Conditional MLE S.D. of innovations 10.364\n", "Date: Tue, 02 Feb 2021 AIC 4.699\n", "Time: 06:55:16 BIC 4.750\n", "Sample: 04-01-1959 HQIC 4.718\n", " - 06-01-2019 \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "const 1.7550 0.391 4.485 0.000 0.988 2.522\n", "sin(1,12) 16.7443 0.860 19.478 0.000 15.059 18.429\n", "cos(1,12) 4.9409 0.588 8.409 0.000 3.789 6.093\n", "sin(2,12) 12.9364 0.619 20.889 0.000 11.723 14.150\n", "cos(2,12) -0.4738 0.754 -0.628 0.530 -1.952 1.004\n", "HOUSTNSA.L1 -0.3905 0.037 -10.664 0.000 -0.462 -0.319\n", "HOUSTNSA.L2 -0.1746 0.037 -4.769 0.000 -0.246 -0.103\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 -1.1182 -2.1159j 2.3932 -0.3274\n", "AR.2 -1.1182 +2.1159j 2.3932 0.3274\n", "-----------------------------------------------------------------------------\n" ] } ], "source": [ "from statsmodels.tsa.deterministic import DeterministicProcess\n", "dp = DeterministicProcess(housing.index, constant=True, period=12, fourier=2)\n", "mod = AutoReg(housing,2, trend=\"n\",seasonal=False, deterministic=dp)\n", "res = mod.fit()\n", "print(res.summary())" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:55:16.452131Z", "iopub.status.busy": "2021-02-02T06:55:16.450859Z", "iopub.status.idle": "2021-02-02T06:55:16.888897Z", "shell.execute_reply": "2021-02-02T06:55:16.890155Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.plot_predict(720, 840)" ] } ], "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 1 }