{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ETS models\n", "\n", "The ETS models are a family of time series models with an underlying state space model consisting of a level component, a trend component (T), a seasonal component (S), and an error term (E).\n", "\n", "This notebook shows how they can be used with `statsmodels`. For a more thorough treatment we refer to [1], chapter 8 (free online resource), on which the implementation in statsmodels and the examples used in this notebook are based.\n", "\n", "`statsmodels` implements all combinations of:\n", "- additive and multiplicative error model\n", "- additive and multiplicative trend, possibly dampened\n", "- additive and multiplicative seasonality\n", "\n", "However, not all of these methods are stable. Refer to [1] and references therein for more info about model stability.\n", "\n", "[1] Hyndman, Rob J., and Athanasopoulos, George. *Forecasting: principles and practice*, 3rd edition, OTexts, 2021. https://otexts.com/fpp3/expsmooth.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:25.519715Z", "iopub.status.busy": "2026-07-26T22:19:25.518895Z", "iopub.status.idle": "2026-07-26T22:19:29.598832Z", "shell.execute_reply": "2026-07-26T22:19:29.596891Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "%matplotlib inline\n", "from statsmodels.tsa.exponential_smoothing.ets import ETSModel" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:29.610287Z", "iopub.status.busy": "2026-07-26T22:19:29.606533Z", "iopub.status.idle": "2026-07-26T22:19:29.619788Z", "shell.execute_reply": "2026-07-26T22:19:29.617050Z" } }, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (12, 8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple exponential smoothing\n", "\n", "The simplest of the ETS models is also known as *simple exponential smoothing*. In ETS terms, it corresponds to the (A, N, N) model, that is, a model with additive errors, no trend, and no seasonality. The state space formulation of Holt's method is:\n", "\n", "\\begin{align}\n", "y_{t} &= y_{t-1} + e_t\\\\\n", "l_{t} &= l_{t-1} + \\alpha e_t\\\\\n", "\\end{align}\n", "\n", "This state space formulation can be turned into a different formulation, a forecast and a smoothing equation (as can be done with all ETS models):\n", "\n", "\\begin{align}\n", "\\hat{y}_{t|t-1} &= l_{t-1}\\\\\n", "l_{t} &= \\alpha y_{t-1} + (1 - \\alpha) l_{t-1}\n", "\\end{align}\n", "\n", "Here, $\\hat{y}_{t|t-1}$ is the forecast/expectation of $y_t$ given the information of the previous step. In the simple exponential smoothing model, the forecast corresponds to the previous level. The second equation (smoothing equation) calculates the next level as weighted average of the previous level and the previous observation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:29.626806Z", "iopub.status.busy": "2026-07-26T22:19:29.626609Z", "iopub.status.idle": "2026-07-26T22:19:30.280044Z", "shell.execute_reply": "2026-07-26T22:19:30.278957Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Annual oil production in Saudi Arabia (Mt)')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "oildata = [\n", " 111.0091,\n", " 130.8284,\n", " 141.2871,\n", " 154.2278,\n", " 162.7409,\n", " 192.1665,\n", " 240.7997,\n", " 304.2174,\n", " 384.0046,\n", " 429.6622,\n", " 359.3169,\n", " 437.2519,\n", " 468.4008,\n", " 424.4353,\n", " 487.9794,\n", " 509.8284,\n", " 506.3473,\n", " 340.1842,\n", " 240.2589,\n", " 219.0328,\n", " 172.0747,\n", " 252.5901,\n", " 221.0711,\n", " 276.5188,\n", " 271.1480,\n", " 342.6186,\n", " 428.3558,\n", " 442.3946,\n", " 432.7851,\n", " 437.2497,\n", " 437.2092,\n", " 445.3641,\n", " 453.1950,\n", " 454.4096,\n", " 422.3789,\n", " 456.0371,\n", " 440.3866,\n", " 425.1944,\n", " 486.2052,\n", " 500.4291,\n", " 521.2759,\n", " 508.9476,\n", " 488.8889,\n", " 509.8706,\n", " 456.7229,\n", " 473.8166,\n", " 525.9509,\n", " 549.8338,\n", " 542.3405,\n", "]\n", "oil = pd.Series(oildata, index=pd.date_range(\"1965\", \"2013\", freq=\"YS\"))\n", "oil.plot()\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot above shows annual oil production in Saudi Arabia in million tonnes. The data are taken from the R package `fpp2` (companion package to prior version [1]).\n", "Below you can see how to fit a simple exponential smoothing model using statsmodels's ETS implementation to this data. Additionally, the fit using `forecast` in R is shown as comparison." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:30.286542Z", "iopub.status.busy": "2026-07-26T22:19:30.286331Z", "iopub.status.idle": "2026-07-26T22:19:31.138064Z", "shell.execute_reply": "2026-07-26T22:19:31.137066Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = ETSModel(oil)\n", "fit = model.fit(maxiter=10000)\n", "oil.plot(label=\"data\")\n", "fit.fittedvalues.plot(label=\"statsmodels fit\")\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")\n", "\n", "# obtained from R\n", "params_R = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n", "yhat = model.smooth(params_R).fittedvalues\n", "yhat.plot(label=\"R fit\", linestyle=\"--\")\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default the initial states are considered to be fitting parameters and are estimated by maximizing log-likelihood. It is possible to only use a heuristic for the initial values:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:31.143867Z", "iopub.status.busy": "2026-07-26T22:19:31.143614Z", "iopub.status.idle": "2026-07-26T22:19:32.037165Z", "shell.execute_reply": "2026-07-26T22:19:32.036414Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_heuristic = ETSModel(oil, initialization_method=\"heuristic\")\n", "fit_heuristic = model_heuristic.fit()\n", "oil.plot(label=\"data\")\n", "fit.fittedvalues.plot(label=\"estimated\")\n", "fit_heuristic.fittedvalues.plot(label=\"heuristic\", linestyle=\"--\")\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")\n", "\n", "# obtained from R\n", "params = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n", "yhat = model.smooth(params).fittedvalues\n", "yhat.plot(label=\"with R params\", linestyle=\":\")\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fitted parameters and some other measures are shown using `fit.summary()`. Here we can see that the log-likelihood of the model using fitted initial states is fractionally lower than the one using a heuristic for the initial states." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:32.042599Z", "iopub.status.busy": "2026-07-26T22:19:32.042179Z", "iopub.status.idle": "2026-07-26T22:19:32.425279Z", "shell.execute_reply": "2026-07-26T22:19:32.422658Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 49\n", "Model: ETS(ANN) Log Likelihood -259.257\n", "Date: Sun, 26 Jul 2026 AIC 524.514\n", "Time: 22:19:32 BIC 530.189\n", "Sample: 01-01-1965 HQIC 526.667\n", " - 01-01-2013 Scale 2307.767\n", "Covariance Type: approx \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "smoothing_level 0.9999 0.132 7.551 0.000 0.740 1.259\n", "initial_level 110.7864 48.110 2.303 0.021 16.492 205.081\n", "===================================================================================\n", "Ljung-Box (Q): 1.87 Jarque-Bera (JB): 20.78\n", "Prob(Q): 0.39 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.49 Skew: -1.04\n", "Prob(H) (two-sided): 0.16 Kurtosis: 5.42\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit.summary())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:32.428840Z", "iopub.status.busy": "2026-07-26T22:19:32.428533Z", "iopub.status.idle": "2026-07-26T22:19:32.464567Z", "shell.execute_reply": "2026-07-26T22:19:32.463833Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 49\n", "Model: ETS(ANN) Log Likelihood -260.521\n", "Date: Sun, 26 Jul 2026 AIC 525.042\n", "Time: 22:19:32 BIC 528.826\n", "Sample: 01-01-1965 HQIC 526.477\n", " - 01-01-2013 Scale 2429.964\n", "Covariance Type: approx \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "smoothing_level 0.9999 0.132 7.559 0.000 0.741 1.259\n", "==============================================\n", " initialization method: heuristic\n", "----------------------------------------------\n", "initial_level 33.6309\n", "===================================================================================\n", "Ljung-Box (Q): 1.85 Jarque-Bera (JB): 18.42\n", "Prob(Q): 0.40 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.44 Skew: -1.02\n", "Prob(H) (two-sided): 0.11 Kurtosis: 5.21\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit_heuristic.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Holt-Winters' seasonal method\n", "\n", "The exponential smoothing method can be modified to incorporate a trend and a seasonal component. In the additive Holt-Winters' method, the seasonal component is added to the rest. This model corresponds to the ETS(A, A, A) model, and has the following state space formulation:\n", "\n", "\\begin{align}\n", "y_t &= l_{t-1} + b_{t-1} + s_{t-m} + e_t\\\\\n", "l_{t} &= l_{t-1} + b_{t-1} + \\alpha e_t\\\\\n", "b_{t} &= b_{t-1} + \\beta e_t\\\\\n", "s_{t} &= s_{t-m} + \\gamma e_t\n", "\\end{align}\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:32.467946Z", "iopub.status.busy": "2026-07-26T22:19:32.467716Z", "iopub.status.idle": "2026-07-26T22:19:33.156946Z", "shell.execute_reply": "2026-07-26T22:19:33.156051Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Australian Tourists')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "austourists_data = [\n", " 30.05251300,\n", " 19.14849600,\n", " 25.31769200,\n", " 27.59143700,\n", " 32.07645600,\n", " 23.48796100,\n", " 28.47594000,\n", " 35.12375300,\n", " 36.83848500,\n", " 25.00701700,\n", " 30.72223000,\n", " 28.69375900,\n", " 36.64098600,\n", " 23.82460900,\n", " 29.31168300,\n", " 31.77030900,\n", " 35.17787700,\n", " 19.77524400,\n", " 29.60175000,\n", " 34.53884200,\n", " 41.27359900,\n", " 26.65586200,\n", " 28.27985900,\n", " 35.19115300,\n", " 42.20566386,\n", " 24.64917133,\n", " 32.66733514,\n", " 37.25735401,\n", " 45.24246027,\n", " 29.35048127,\n", " 36.34420728,\n", " 41.78208136,\n", " 49.27659843,\n", " 31.27540139,\n", " 37.85062549,\n", " 38.83704413,\n", " 51.23690034,\n", " 31.83855162,\n", " 41.32342126,\n", " 42.79900337,\n", " 55.70835836,\n", " 33.40714492,\n", " 42.31663797,\n", " 45.15712257,\n", " 59.57607996,\n", " 34.83733016,\n", " 44.84168072,\n", " 46.97124960,\n", " 60.01903094,\n", " 38.37117851,\n", " 46.97586413,\n", " 50.73379646,\n", " 61.64687319,\n", " 39.29956937,\n", " 52.67120908,\n", " 54.33231689,\n", " 66.83435838,\n", " 40.87118847,\n", " 51.82853579,\n", " 57.49190993,\n", " 65.25146985,\n", " 43.06120822,\n", " 54.76075713,\n", " 59.83447494,\n", " 73.25702747,\n", " 47.69662373,\n", " 61.09776802,\n", " 66.05576122,\n", "]\n", "index = pd.date_range(\"1999-03-01\", \"2015-12-01\", freq=\"3MS\")\n", "austourists = pd.Series(austourists_data, index=index)\n", "austourists.plot()\n", "plt.ylabel(\"Australian Tourists\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:33.160522Z", "iopub.status.busy": "2026-07-26T22:19:33.160313Z", "iopub.status.idle": "2026-07-26T22:19:34.938253Z", "shell.execute_reply": "2026-07-26T22:19:34.935153Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fit in statsmodels\n", "model = ETSModel(\n", " austourists,\n", " error=\"add\",\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " damped_trend=True,\n", " seasonal_periods=4,\n", ")\n", "fit = model.fit()\n", "\n", "# fit with R params\n", "params_R = [\n", " 0.35445427,\n", " 0.03200749,\n", " 0.39993387,\n", " 0.97999997,\n", " 24.01278357,\n", " 0.97770147,\n", " 1.76951063,\n", " -0.50735902,\n", " -6.61171798,\n", " 5.34956637,\n", "]\n", "fit_R = model.smooth(params_R)\n", "\n", "austourists.plot(label=\"data\")\n", "plt.ylabel(\"Australian Tourists\")\n", "\n", "fit.fittedvalues.plot(label=\"statsmodels fit\")\n", "fit_R.fittedvalues.plot(label=\"R fit\", linestyle=\"--\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:34.942753Z", "iopub.status.busy": "2026-07-26T22:19:34.942541Z", "iopub.status.idle": "2026-07-26T22:19:34.981566Z", "shell.execute_reply": "2026-07-26T22:19:34.981032Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 68\n", "Model: ETS(AAdA) Log Likelihood -152.627\n", "Date: Sun, 26 Jul 2026 AIC 327.254\n", "Time: 22:19:34 BIC 351.668\n", "Sample: 03-01-1999 HQIC 336.928\n", " - 12-01-2015 Scale 5.213\n", "Covariance Type: approx \n", "======================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------------\n", "smoothing_level 0.3398 0.111 3.070 0.002 0.123 0.557\n", "smoothing_trend 0.0259 0.008 3.157 0.002 0.010 0.042\n", "smoothing_seasonal 0.4011 0.080 5.041 0.000 0.245 0.557\n", "damping_trend 0.9800 nan nan nan nan nan\n", "initial_level 29.4478 8.74e+04 0.000 1.000 -1.71e+05 1.71e+05\n", "initial_trend 0.6150 0.392 1.569 0.117 -0.153 1.383\n", "initial_seasonal.0 -3.4428 8.74e+04 -3.94e-05 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.1 -5.9583 8.74e+04 -6.82e-05 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.2 -11.4853 8.74e+04 -0.000 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.3 0 8.74e+04 0 1.000 -1.71e+05 1.71e+05\n", "===================================================================================\n", "Ljung-Box (Q): 5.76 Jarque-Bera (JB): 7.69\n", "Prob(Q): 0.67 Prob(JB): 0.02\n", "Heteroskedasticity (H): 0.46 Skew: -0.63\n", "Prob(H) (two-sided): 0.07 Kurtosis: 4.05\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predictions\n", "\n", "The ETS model can also be used for predicting. There are several different methods available:\n", "- `forecast`: makes out of sample predictions\n", "- `predict`: in sample and out of sample predictions\n", "- `simulate`: runs simulations of the statespace model\n", "- `get_prediction`: in sample and out of sample predictions, as well as prediction intervals\n", "\n", "We can use them on our previously fitted model to predict from 2014 to 2020." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:34.989520Z", "iopub.status.busy": "2026-07-26T22:19:34.989324Z", "iopub.status.idle": "2026-07-26T22:19:35.027640Z", "shell.execute_reply": "2026-07-26T22:19:35.026927Z" } }, "outputs": [], "source": [ "pred = fit.get_prediction(start=\"2014\", end=\"2020\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:35.039782Z", "iopub.status.busy": "2026-07-26T22:19:35.039587Z", "iopub.status.idle": "2026-07-26T22:19:35.063616Z", "shell.execute_reply": "2026-07-26T22:19:35.063049Z" } }, "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", " \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", " \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", " \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", "
meanpi_lowerpi_upper
2014-03-0167.61102763.13605572.085999
2014-06-0142.81463538.33966447.289607
2014-09-0154.10645149.63148058.581423
2014-12-0157.92839053.45341862.403361
2015-03-0168.42195663.94698472.896928
2015-06-0147.27763842.80266651.752610
2015-09-0158.95463054.47965863.429602
2015-12-0163.98215359.50718268.457125
2016-03-0175.90525071.43027880.380221
2016-06-0151.41790446.65382756.181980
2016-09-0163.70312458.62928768.776962
2016-12-0167.97799162.57576073.380222
2017-03-0178.31558471.73568084.895488
2017-06-0153.78003146.88324460.676818
2017-09-0166.01800958.78812673.247892
2017-12-0170.24657862.66874777.824409
2018-03-0180.53879971.89263989.184960
2018-06-0155.95878246.96805864.949507
2018-09-0168.15318558.80512977.501242
2018-12-0172.33905162.62189582.056206
2019-03-0182.58942371.86466193.314184
2019-06-0157.96839346.87580269.060984
2019-09-0170.12260458.65206381.593145
2019-12-0174.26908162.41123786.126925
2020-03-0184.48085271.65639097.305314
\n", "
" ], "text/plain": [ " mean pi_lower pi_upper\n", "2014-03-01 67.611027 63.136055 72.085999\n", "2014-06-01 42.814635 38.339664 47.289607\n", "2014-09-01 54.106451 49.631480 58.581423\n", "2014-12-01 57.928390 53.453418 62.403361\n", "2015-03-01 68.421956 63.946984 72.896928\n", "2015-06-01 47.277638 42.802666 51.752610\n", "2015-09-01 58.954630 54.479658 63.429602\n", "2015-12-01 63.982153 59.507182 68.457125\n", "2016-03-01 75.905250 71.430278 80.380221\n", "2016-06-01 51.417904 46.653827 56.181980\n", "2016-09-01 63.703124 58.629287 68.776962\n", "2016-12-01 67.977991 62.575760 73.380222\n", "2017-03-01 78.315584 71.735680 84.895488\n", "2017-06-01 53.780031 46.883244 60.676818\n", "2017-09-01 66.018009 58.788126 73.247892\n", "2017-12-01 70.246578 62.668747 77.824409\n", "2018-03-01 80.538799 71.892639 89.184960\n", "2018-06-01 55.958782 46.968058 64.949507\n", "2018-09-01 68.153185 58.805129 77.501242\n", "2018-12-01 72.339051 62.621895 82.056206\n", "2019-03-01 82.589423 71.864661 93.314184\n", "2019-06-01 57.968393 46.875802 69.060984\n", "2019-09-01 70.122604 58.652063 81.593145\n", "2019-12-01 74.269081 62.411237 86.126925\n", "2020-03-01 84.480852 71.656390 97.305314" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pred.summary_frame(alpha=0.05)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case the prediction intervals were calculated using an analytical formula. This is not available for all models. For these other models, prediction intervals are calculated by performing multiple simulations (1000 by default) and using the percentiles of the simulation results. This is done internally by the `get_prediction` method.\n", "\n", "We can also manually run simulations, e.g. to plot them. Since the data ranges until end of 2015, we have to simulate from the first quarter of 2016 to the first quarter of 2020, which means 17 steps." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:35.067746Z", "iopub.status.busy": "2026-07-26T22:19:35.067553Z", "iopub.status.idle": "2026-07-26T22:19:35.080568Z", "shell.execute_reply": "2026-07-26T22:19:35.079842Z" } }, "outputs": [], "source": [ "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-07-26T22:19:35.082409Z", "iopub.status.busy": "2026-07-26T22:19:35.082222Z", "iopub.status.idle": "2026-07-26T22:19:37.450256Z", "shell.execute_reply": "2026-07-26T22:19:37.446975Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(simulated.shape[1]):\n", " simulated.iloc[:, i].plot(label=\"_\", color=\"gray\", alpha=0.1)\n", "df[\"mean\"].plot(label=\"mean prediction\")\n", "df[\"pi_lower\"].plot(linestyle=\"--\", color=\"tab:blue\", label=\"95% interval\")\n", "df[\"pi_upper\"].plot(linestyle=\"--\", color=\"tab:blue\", label=\"_\")\n", "pred.endog.plot(label=\"data\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we chose \"end\" as simulation anchor, which means that the first simulated value will be the first out of sample value. It is also possible to choose other anchor inside the sample." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 4 }