{ "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 George Athanasopoulos. *Forecasting: principles and practice*, 3rd edition, OTexts, 2019. https://www.otexts.org/fpp3/7" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T07:02:02.509600Z", "iopub.status.busy": "2021-02-02T07:02:02.508868Z", "iopub.status.idle": "2021-02-02T07:02:05.246582Z", "shell.execute_reply": "2021-02-02T07:02:05.247714Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "%matplotlib inline\n", "from statsmodels.tsa.exponential_smoothing.ets import ETSModel" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T07:02:05.253444Z", "iopub.status.busy": "2021-02-02T07:02:05.251943Z", "iopub.status.idle": "2021-02-02T07:02:05.261803Z", "shell.execute_reply": "2021-02-02T07:02:05.262840Z" } }, "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": "2021-02-02T07:02:05.277116Z", "iopub.status.busy": "2021-02-02T07:02:05.266231Z", "iopub.status.idle": "2021-02-02T07:02:05.963565Z", "shell.execute_reply": "2021-02-02T07:02:05.964277Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Annual oil production in Saudi Arabia (Mt)')" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oildata = [\n", " 111.0091, 130.8284, 141.2871, 154.2278,\n", " 162.7409, 192.1665, 240.7997, 304.2174,\n", " 384.0046, 429.6622, 359.3169, 437.2519,\n", " 468.4008, 424.4353, 487.9794, 509.8284,\n", " 506.3473, 340.1842, 240.2589, 219.0328,\n", " 172.0747, 252.5901, 221.0711, 276.5188,\n", " 271.1480, 342.6186, 428.3558, 442.3946,\n", " 432.7851, 437.2497, 437.2092, 445.3641,\n", " 453.1950, 454.4096, 422.3789, 456.0371,\n", " 440.3866, 425.1944, 486.2052, 500.4291,\n", " 521.2759, 508.9476, 488.8889, 509.8706,\n", " 456.7229, 473.8166, 525.9509, 549.8338,\n", " 542.3405\n", "]\n", "oil = pd.Series(oildata, index=pd.date_range('1965', '2013', freq='AS'))\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": "2021-02-02T07:02:05.972794Z", "iopub.status.busy": "2021-02-02T07:02:05.972003Z", "iopub.status.idle": "2021-02-02T07:02:06.927010Z", "shell.execute_reply": "2021-02-02T07:02:06.927639Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model = ETSModel(oil, error='add', trend='add', damped_trend=True)\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. Additionally it is possible to only use a heuristic for the initial values. In this case this leads to better agreement with the R implementation." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T07:02:06.935866Z", "iopub.status.busy": "2021-02-02T07:02:06.935067Z", "iopub.status.idle": "2021-02-02T07:02:07.866289Z", "shell.execute_reply": "2021-02-02T07:02:07.866938Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model_heuristic = ETSModel(oil, error='add', trend='add', damped_trend=True,\n", " 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 a bit lower than the one using a heuristic for the initial states.\n", "Additionally, we see that $\\beta$ (`smoothing_trend`) is at the boundary of the default parameter bounds, and therefore it's not possible to estimate confidence intervals for $\\beta$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T07:02:07.873963Z", "iopub.status.busy": "2021-02-02T07:02:07.873140Z", "iopub.status.idle": "2021-02-02T07:02:08.016170Z", "shell.execute_reply": "2021-02-02T07:02:08.015094Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 49\n", "Model: ETS(AAdN) Log Likelihood -258.108\n", "Date: Tue, 02 Feb 2021 AIC 528.216\n", "Time: 07:02:07 BIC 539.567\n", "Sample: 01-01-1965 HQIC 532.523\n", " - 01-01-2013 Scale 2202.048\n", "Covariance Type: approx \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "smoothing_level 0.9999 0.136 7.326 0.000 0.732 1.267\n", "smoothing_trend 9.999e-05 nan nan nan nan nan\n", "damping_trend 0.8798 0.059 14.901 0.000 0.764 0.996\n", "initial_level 54.2331 55.750 0.973 0.331 -55.034 163.500\n", "initial_trend 52.9975 34.392 1.541 0.123 -14.409 120.404\n", "===================================================================================\n", "Ljung-Box (Q): 1.42 Jarque-Bera (JB): 20.73\n", "Prob(Q): 0.49 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.52 Skew: -1.02\n", "Prob(H) (two-sided): 0.20 Kurtosis: 5.45\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": "2021-02-02T07:02:08.026188Z", "iopub.status.busy": "2021-02-02T07:02:08.025389Z", "iopub.status.idle": "2021-02-02T07:02:08.061022Z", "shell.execute_reply": "2021-02-02T07:02:08.064698Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 49\n", "Model: ETS(AAdN) Log Likelihood -258.881\n", "Date: Tue, 02 Feb 2021 AIC 525.761\n", "Time: 07:02:08 BIC 533.328\n", "Sample: 01-01-1965 HQIC 528.632\n", " - 01-01-2013 Scale 2272.587\n", "Covariance Type: approx \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "smoothing_level 0.9999 0.097 10.289 0.000 0.809 1.190\n", "smoothing_trend 0.1183 nan nan nan nan nan\n", "damping_trend 0.8000 nan nan nan nan nan\n", "==============================================\n", " initialization method: heuristic\n", "----------------------------------------------\n", "initial_level 33.6309\n", "initial_trend 34.8115\n", "===================================================================================\n", "Ljung-Box (Q): 0.27 Jarque-Bera (JB): 19.93\n", "Prob(Q): 0.88 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.50 Skew: -0.95\n", "Prob(H) (two-sided): 0.18 Kurtosis: 5.48\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": "2021-02-02T07:02:08.096637Z", "iopub.status.busy": "2021-02-02T07:02:08.095835Z", "iopub.status.idle": "2021-02-02T07:02:08.784294Z", "shell.execute_reply": "2021-02-02T07:02:08.785357Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Australian Tourists')" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "austourists_data = [\n", " 30.05251300, 19.14849600, 25.31769200, 27.59143700,\n", " 32.07645600, 23.48796100, 28.47594000, 35.12375300, \n", " 36.83848500, 25.00701700, 30.72223000, 28.69375900, \n", " 36.64098600, 23.82460900, 29.31168300, 31.77030900,\n", " 35.17787700, 19.77524400, 29.60175000, 34.53884200,\n", " 41.27359900, 26.65586200, 28.27985900, 35.19115300,\n", " 42.20566386, 24.64917133, 32.66733514, 37.25735401,\n", " 45.24246027, 29.35048127, 36.34420728, 41.78208136,\n", " 49.27659843, 31.27540139, 37.85062549, 38.83704413,\n", " 51.23690034, 31.83855162, 41.32342126, 42.79900337,\n", " 55.70835836, 33.40714492, 42.31663797, 45.15712257,\n", " 59.57607996, 34.83733016, 44.84168072, 46.97124960,\n", " 60.01903094, 38.37117851, 46.97586413, 50.73379646,\n", " 61.64687319, 39.29956937, 52.67120908, 54.33231689,\n", " 66.83435838, 40.87118847, 51.82853579, 57.49190993,\n", " 65.25146985, 43.06120822, 54.76075713, 59.83447494,\n", " 73.25702747, 47.69662373, 61.09776802, 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": "2021-02-02T07:02:08.790073Z", "iopub.status.busy": "2021-02-02T07:02:08.788639Z", "iopub.status.idle": "2021-02-02T07:02:10.353937Z", "shell.execute_reply": "2021-02-02T07:02:10.355018Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# fit in statsmodels\n", "model = ETSModel(austourists, error=\"add\", trend=\"add\", seasonal=\"add\",\n", " damped_trend=True, seasonal_periods=4)\n", "fit = model.fit()\n", "\n", "# fit with R params\n", "params_R = [\n", " 0.35445427, 0.03200749, 0.39993387, 0.97999997, 24.01278357, \n", " 0.97770147, 1.76951063, -0.50735902, -6.61171798, 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": "2021-02-02T07:02:10.360031Z", "iopub.status.busy": "2021-02-02T07:02:10.358621Z", "iopub.status.idle": "2021-02-02T07:02:10.403894Z", "shell.execute_reply": "2021-02-02T07:02:10.404923Z" } }, "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: Tue, 02 Feb 2021 AIC 327.254\n", "Time: 07:02:10 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 3.158 0.002 0.010 0.042\n", "smoothing_seasonal 0.4010 0.080 5.041 0.000 0.245 0.557\n", "damping_trend 0.9800 nan nan nan nan nan\n", "initial_level 29.4475 2.92e+04 0.001 0.999 -5.72e+04 5.72e+04\n", "initial_trend 0.6147 0.392 1.567 0.117 -0.154 1.383\n", "initial_seasonal.0 -3.4379 2.92e+04 -0.000 1.000 -5.72e+04 5.72e+04\n", "initial_seasonal.1 -5.9571 2.92e+04 -0.000 1.000 -5.72e+04 5.72e+04\n", "initial_seasonal.2 -11.4881 2.92e+04 -0.000 1.000 -5.72e+04 5.72e+04\n", "initial_seasonal.3 0 2.92e+04 0 1.000 -5.72e+04 5.72e+04\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": "2021-02-02T07:02:10.412522Z", "iopub.status.busy": "2021-02-02T07:02:10.408120Z", "iopub.status.idle": "2021-02-02T07:02:10.608104Z", "shell.execute_reply": "2021-02-02T07:02:10.609161Z" } }, "outputs": [], "source": [ "pred = fit.get_prediction(start='2014', end='2020')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T07:02:10.620986Z", "iopub.status.busy": "2021-02-02T07:02:10.612299Z", "iopub.status.idle": "2021-02-02T07:02:10.662740Z", "shell.execute_reply": "2021-02-02T07:02:10.663694Z" } }, "outputs": [ { "data": { "text/html": [ "
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meanpi_lowerpi_upper
2014-03-0167.61104863.13607672.086020
2014-06-0142.81481138.33983947.289783
2014-09-0154.10646249.63149058.581434
2014-12-0157.92827653.45330462.403248
2015-03-0168.42207963.94710772.897051
2015-06-0147.27784942.80287751.752821
2015-09-0158.95474054.47976863.429712
2015-12-0163.98215559.50718368.457127
2016-03-0175.90526871.43029580.380240
2016-06-0151.41812246.65401656.182228
2016-09-0163.70329258.62939368.777191
2016-12-0167.97810762.57577873.380436
2017-03-0178.31576471.73580084.895727
2017-06-0153.78040846.88352060.677296
2017-09-0166.01833358.78830373.248362
2017-12-0170.24684762.66882177.824872
2018-03-0180.53912871.89278589.185471
2018-06-0155.95930546.96834764.950264
2018-09-0168.15365258.80530877.501996
2018-12-0172.33946062.62196382.056957
2019-03-0182.58988971.86478393.314995
2019-06-0157.96905146.87605869.062044
2019-09-0170.12320358.65220181.594204
2019-12-0174.26962062.41125586.127984
2020-03-0184.48144671.65645097.306441
\n", "
" ], "text/plain": [ " mean pi_lower pi_upper\n", "2014-03-01 67.611048 63.136076 72.086020\n", "2014-06-01 42.814811 38.339839 47.289783\n", "2014-09-01 54.106462 49.631490 58.581434\n", "2014-12-01 57.928276 53.453304 62.403248\n", "2015-03-01 68.422079 63.947107 72.897051\n", "2015-06-01 47.277849 42.802877 51.752821\n", "2015-09-01 58.954740 54.479768 63.429712\n", "2015-12-01 63.982155 59.507183 68.457127\n", "2016-03-01 75.905268 71.430295 80.380240\n", "2016-06-01 51.418122 46.654016 56.182228\n", "2016-09-01 63.703292 58.629393 68.777191\n", "2016-12-01 67.978107 62.575778 73.380436\n", "2017-03-01 78.315764 71.735800 84.895727\n", "2017-06-01 53.780408 46.883520 60.677296\n", "2017-09-01 66.018333 58.788303 73.248362\n", "2017-12-01 70.246847 62.668821 77.824872\n", "2018-03-01 80.539128 71.892785 89.185471\n", "2018-06-01 55.959305 46.968347 64.950264\n", "2018-09-01 68.153652 58.805308 77.501996\n", "2018-12-01 72.339460 62.621963 82.056957\n", "2019-03-01 82.589889 71.864783 93.314995\n", "2019-06-01 57.969051 46.876058 69.062044\n", "2019-09-01 70.123203 58.652201 81.594204\n", "2019-12-01 74.269620 62.411255 86.127984\n", "2020-03-01 84.481446 71.656450 97.306441" ] }, "execution_count": 1, "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": "2021-02-02T07:02:10.672517Z", "iopub.status.busy": "2021-02-02T07:02:10.666820Z", "iopub.status.idle": "2021-02-02T07:02:10.697611Z", "shell.execute_reply": "2021-02-02T07:02:10.698494Z" } }, "outputs": [], "source": [ "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T07:02:10.705707Z", "iopub.status.busy": "2021-02-02T07:02:10.705012Z", "iopub.status.idle": "2021-02-02T07:02:15.804046Z", "shell.execute_reply": "2021-02-02T07:02:15.805154Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": 2 }