{ "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": "2022-11-02T17:06:10.548261Z", "iopub.status.busy": "2022-11-02T17:06:10.545490Z", "iopub.status.idle": "2022-11-02T17:06:11.559485Z", "shell.execute_reply": "2022-11-02T17:06:11.558776Z" } }, "outputs": [], "source": [ "import numpy as np\n", "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": "2022-11-02T17:06:11.563833Z", "iopub.status.busy": "2022-11-02T17:06:11.563462Z", "iopub.status.idle": "2022-11-02T17:06:11.571321Z", "shell.execute_reply": "2022-11-02T17:06:11.570773Z" } }, "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": "2022-11-02T17:06:11.575886Z", "iopub.status.busy": "2022-11-02T17:06:11.574791Z", "iopub.status.idle": "2022-11-02T17:06:11.790562Z", "shell.execute_reply": "2022-11-02T17:06:11.789926Z" } }, "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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\n", "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=\"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": "2022-11-02T17:06:11.795490Z", "iopub.status.busy": "2022-11-02T17:06:11.794394Z", "iopub.status.idle": "2022-11-02T17:06:12.084934Z", "shell.execute_reply": "2022-11-02T17:06:12.084274Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 2 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 6.27365D+00 |proj g|= 8.99900D-01\n", "\n", "At iterate 1 f= 5.31675D+00 |proj g|= 6.49880D-04\n", "\n", "At iterate 2 f= 5.30939D+00 |proj g|= 5.55467D-04\n", "\n", "At iterate 3 f= 5.29115D+00 |proj g|= 5.87086D-05\n", "\n", "At iterate 4 f= 5.29096D+00 |proj g|= 1.86518D-06\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 2 4 13 5 0 1 1.865D-06 5.291D+00\n", " F = 5.2909564503744404 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "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": "2022-11-02T17:06:12.088914Z", "iopub.status.busy": "2022-11-02T17:06:12.088663Z", "iopub.status.idle": "2022-11-02T17:06:12.394790Z", "shell.execute_reply": "2022-11-02T17:06:12.394166Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 1 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 6.27365D+00 |proj g|= 8.99900D-01\n", "\n", "At iterate 1 f= 5.31675D+00 |proj g|= 0.00000D+00\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 1 1 2 1 0 1 0.000D+00 5.317D+00\n", " F = 5.3167544390512402 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "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": "2022-11-02T17:06:12.399641Z", "iopub.status.busy": "2022-11-02T17:06:12.398542Z", "iopub.status.idle": "2022-11-02T17:06:12.433997Z", "shell.execute_reply": "2022-11-02T17:06:12.433363Z" } }, "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: Wed, 02 Nov 2022 AIC 524.514\n", "Time: 17:06:12 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 110.7930 48.110 2.303 0.021 16.499 205.087\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": "2022-11-02T17:06:12.438534Z", "iopub.status.busy": "2022-11-02T17:06:12.437426Z", "iopub.status.idle": "2022-11-02T17:06:12.448426Z", "shell.execute_reply": "2022-11-02T17:06:12.447878Z" } }, "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: Wed, 02 Nov 2022 AIC 525.042\n", "Time: 17:06:12 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": "2022-11-02T17:06:12.453412Z", "iopub.status.busy": "2022-11-02T17:06:12.452330Z", "iopub.status.idle": "2022-11-02T17:06:12.755319Z", "shell.execute_reply": "2022-11-02T17:06:12.754683Z" } }, "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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\n", "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": "2022-11-02T17:06:12.760265Z", "iopub.status.busy": "2022-11-02T17:06:12.759125Z", "iopub.status.idle": "2022-11-02T17:06:13.149718Z", "shell.execute_reply": "2022-11-02T17:06:13.149057Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 9 M = 10\n", "\n", "At X0 1 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 3.40132D+00 |proj g|= 9.88789D-01\n", "\n", "At iterate 1 f= 2.58255D+00 |proj g|= 9.99244D-01\n", "\n", "At iterate 2 f= 2.49918D+00 |proj g|= 2.90033D-01\n", "\n", "At iterate 3 f= 2.48198D+00 |proj g|= 2.44942D-01\n", "\n", "At iterate 4 f= 2.43118D+00 |proj g|= 7.29715D-02\n", "\n", "At iterate 5 f= 2.42924D+00 |proj g|= 7.03572D-02\n", "\n", "At iterate 6 f= 2.42851D+00 |proj g|= 4.66401D-02\n", "\n", "At iterate 7 f= 2.42794D+00 |proj g|= 2.92420D-02\n", "\n", "At iterate 8 f= 2.42784D+00 |proj g|= 2.53311D-02\n", "\n", "At iterate 9 f= 2.42721D+00 |proj g|= 1.89532D-02\n", "\n", "At iterate 10 f= 2.42622D+00 |proj g|= 3.18651D-02\n", "\n", "At iterate 11 f= 2.42512D+00 |proj g|= 3.53011D-02\n", "\n", "At iterate 12 f= 2.42383D+00 |proj g|= 3.65638D-02\n", "\n", "At iterate 13 f= 2.42196D+00 |proj g|= 4.83560D-02\n", "\n", "At iterate 14 f= 2.41828D+00 |proj g|= 5.99631D-02\n", "\n", "At iterate 15 f= 2.41131D+00 |proj g|= 6.89763D-02\n", "\n", "At iterate 16 f= 2.40200D+00 |proj g|= 7.65493D-02\n", "\n", "At iterate 17 f= 2.39385D+00 |proj g|= 8.77260D-02\n", "\n", "At iterate 18 f= 2.37917D+00 |proj g|= 1.52245D-01\n", "\n", "At iterate 19 f= 2.35438D+00 |proj g|= 2.40363D-01\n", "\n", "At iterate 20 f= 2.33832D+00 |proj g|= 2.53143D-01\n", "\n", "At iterate 21 f= 2.33774D+00 |proj g|= 2.54902D-01\n", "\n", "At iterate 22 f= 2.33766D+00 |proj g|= 2.49994D-01\n", "\n", "At iterate 23 f= 2.33766D+00 |proj g|= 2.50104D-01\n", " Positive dir derivative in projection \n", " Using the backtracking step \n", "\n", "At iterate 24 f= 2.32726D+00 |proj g|= 2.22975D-01\n", "\n", "At iterate 25 f= 2.29784D+00 |proj g|= 1.16941D-01\n", "\n", "At iterate 26 f= 2.29783D+00 |proj g|= 1.19878D-01\n", "\n", "At iterate 27 f= 2.29783D+00 |proj g|= 1.21984D-01\n", "\n", "At iterate 28 f= 2.29781D+00 |proj g|= 1.25790D-01\n", "\n", "At iterate 29 f= 2.29113D+00 |proj g|= 8.44534D-02\n", "\n", "At iterate 30 f= 2.27689D+00 |proj g|= 2.30209D-01\n", "\n", "At iterate 31 f= 2.27528D+00 |proj g|= 1.25984D-01\n", "\n", "At iterate 32 f= 2.27316D+00 |proj g|= 6.97733D-02\n", "\n", "At iterate 33 f= 2.27205D+00 |proj g|= 2.60402D-02\n", "\n", "At iterate 34 f= 2.27180D+00 |proj g|= 1.96301D-02\n", "\n", "At iterate 35 f= 2.27153D+00 |proj g|= 4.38765D-03\n", "\n", "At iterate 36 f= 2.27146D+00 |proj g|= 4.78666D-03\n", "\n", "At iterate 37 f= 2.27062D+00 |proj g|= 2.37355D-02\n", "\n", "At iterate 38 f= 2.26946D+00 |proj g|= 3.82704D-02\n", "\n", "At iterate 39 f= 2.26699D+00 |proj g|= 4.70319D-02\n", "\n", "At iterate 40 f= 2.26462D+00 |proj g|= 3.43058D-02\n", "\n", "At iterate 41 f= 2.26203D+00 |proj g|= 2.18685D-02\n", "\n", "At iterate 42 f= 2.26006D+00 |proj g|= 2.83495D-02\n", "\n", "At iterate 43 f= 2.25881D+00 |proj g|= 4.32037D-02\n", "\n", "At iterate 44 f= 2.25609D+00 |proj g|= 4.94953D-02\n", "\n", "At iterate 45 f= 2.25369D+00 |proj g|= 1.20176D-01\n", "\n", "At iterate 46 f= 2.25097D+00 |proj g|= 2.60216D-02\n", "\n", "At iterate 47 f= 2.24903D+00 |proj g|= 3.29519D-02\n", "\n", "At iterate 48 f= 2.24813D+00 |proj g|= 4.94365D-02\n", "\n", "At iterate 49 f= 2.24642D+00 |proj g|= 4.11819D-02\n", "\n", "At iterate 50 f= 2.24591D+00 |proj g|= 3.68314D-02\n", "\n", "At iterate 51 f= 2.24526D+00 |proj g|= 1.04519D-02\n", "\n", "At iterate 52 f= 2.24519D+00 |proj g|= 2.51985D-03\n", "\n", "At iterate 53 f= 2.24519D+00 |proj g|= 2.27445D-03\n", "\n", "At iterate 54 f= 2.24517D+00 |proj g|= 5.45697D-03\n", "\n", "At iterate 55 f= 2.24516D+00 |proj g|= 1.00389D-02\n", "\n", "At iterate 56 f= 2.24512D+00 |proj g|= 1.65810D-02\n", "\n", "At iterate 57 f= 2.24506D+00 |proj g|= 1.84056D-02\n", "\n", "At iterate 58 f= 2.24493D+00 |proj g|= 1.66877D-02\n", "\n", "At iterate 59 f= 2.24475D+00 |proj g|= 1.22406D-02\n", "\n", "At iterate 60 f= 2.24455D+00 |proj g|= 3.20739D-03\n", "\n", "At iterate 61 f= 2.24452D+00 |proj g|= 1.36433D-03\n", "\n", "At iterate 62 f= 2.24452D+00 |proj g|= 1.45146D-03\n", "\n", "At iterate 63 f= 2.24452D+00 |proj g|= 9.39737D-04\n", "\n", "At iterate 64 f= 2.24452D+00 |proj g|= 9.74687D-04\n", "\n", "At iterate 65 f= 2.24452D+00 |proj g|= 6.42419D-04\n", "\n", "At iterate 66 f= 2.24452D+00 |proj g|= 3.26539D-04\n", "\n", "At iterate 67 f= 2.24452D+00 |proj g|= 3.99325D-04\n", "\n", "At iterate 68 f= 2.24452D+00 |proj g|= 7.01572D-04\n", "\n", "At iterate 69 f= 2.24452D+00 |proj g|= 1.01759D-03\n", "\n", "At iterate 70 f= 2.24452D+00 |proj g|= 1.39750D-03\n", "\n", "At iterate 71 f= 2.24451D+00 |proj g|= 1.67200D-03\n", "\n", "At iterate 72 f= 2.24451D+00 |proj g|= 1.42490D-03\n", "\n", "At iterate 73 f= 2.24451D+00 |proj g|= 1.05196D-03\n", "\n", "At iterate 74 f= 2.24451D+00 |proj g|= 4.36984D-04\n", "\n", "At iterate 75 f= 2.24451D+00 |proj g|= 1.07470D-04\n", "\n", "At iterate 76 f= 2.24451D+00 |proj g|= 1.10312D-04\n", "\n", "At iterate 77 f= 2.24451D+00 |proj g|= 1.12932D-04\n", "\n", "At iterate 78 f= 2.24451D+00 |proj g|= 7.29194D-05\n", "\n", "At iterate 79 f= 2.24451D+00 |proj g|= 5.37348D-05\n", "\n", "At iterate 80 f= 2.24451D+00 |proj g|= 9.29035D-05\n", "\n", "At iterate 81 f= 2.24451D+00 |proj g|= 1.07736D-04\n", "\n", "At iterate 82 f= 2.24451D+00 |proj g|= 2.11209D-04\n", "\n", "At iterate 83 f= 2.24451D+00 |proj g|= 2.05702D-04\n", "\n", "At iterate 84 f= 2.24451D+00 |proj g|= 9.85434D-05\n", "\n", "At iterate 85 f= 2.24451D+00 |proj g|= 6.38600D-05\n", "\n", "At iterate 86 f= 2.24451D+00 |proj g|= 1.66445D-04\n", "\n", "At iterate 87 f= 2.24451D+00 |proj g|= 1.44196D-04\n", "\n", "At iterate 88 f= 2.24451D+00 |proj g|= 2.32481D-04\n", "\n", "At iterate 89 f= 2.24451D+00 |proj g|= 2.30749D-04\n", "\n", "At iterate 90 f= 2.24451D+00 |proj g|= 1.80833D-04\n", "\n", "At iterate 91 f= 2.24451D+00 |proj g|= 9.96536D-05\n", "\n", "At iterate 92 f= 2.24451D+00 |proj g|= 4.37872D-05\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 9 92 113 100 0 1 4.379D-05 2.245D+00\n", " F = 2.2445125684008076 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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": "2022-11-02T17:06:13.154660Z", "iopub.status.busy": "2022-11-02T17:06:13.153516Z", "iopub.status.idle": "2022-11-02T17:06:13.167465Z", "shell.execute_reply": "2022-11-02T17:06:13.166906Z" } }, "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: Wed, 02 Nov 2022 AIC 327.254\n", "Time: 17:06:13 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 0.4011 0.080 5.041 0.000 0.245 0.557\n", "damping_trend 0.9800 nan nan nan nan nan\n", "initial_level 29.4435 2.82e+04 0.001 0.999 -5.52e+04 5.52e+04\n", "initial_trend 0.6142 0.392 1.565 0.118 -0.155 1.383\n", "initial_seasonal.0 -3.4340 2.82e+04 -0.000 1.000 -5.52e+04 5.52e+04\n", "initial_seasonal.1 -5.9537 2.82e+04 -0.000 1.000 -5.52e+04 5.52e+04\n", "initial_seasonal.2 -11.4807 2.82e+04 -0.000 1.000 -5.52e+04 5.52e+04\n", "initial_seasonal.3 0 2.82e+04 0 1.000 -5.52e+04 5.52e+04\n", "===================================================================================\n", "Ljung-Box (Q): 5.76 Jarque-Bera (JB): 7.70\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": "2022-11-02T17:06:13.171985Z", "iopub.status.busy": "2022-11-02T17:06:13.170894Z", "iopub.status.idle": "2022-11-02T17:06:13.183158Z", "shell.execute_reply": "2022-11-02T17:06:13.182611Z" } }, "outputs": [], "source": [ "pred = fit.get_prediction(start=\"2014\", end=\"2020\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:06:13.187517Z", "iopub.status.busy": "2022-11-02T17:06:13.186389Z", "iopub.status.idle": "2022-11-02T17:06:13.200807Z", "shell.execute_reply": "2022-11-02T17:06:13.200268Z" } }, "outputs": [ { "data": { "text/html": [ "
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meanpi_lowerpi_upper
2014-03-0167.61107963.13610772.086051
2014-06-0142.81467738.33970547.289649
2014-09-0154.10648749.63151558.581459
2014-12-0157.92840853.45343562.403380
2015-03-0168.42201863.94704672.896990
2015-06-0147.27778842.80281651.752760
2015-09-0158.95477854.47980663.429750
2015-12-0163.98230459.50733268.457277
2016-03-0175.90540671.43043380.380378
2016-06-0151.41812746.65402456.182229
2016-09-0163.70339558.62949968.777291
2016-12-0167.97829662.57596673.380625
2017-03-0178.31599371.73593884.896048
2017-06-0153.78050246.88351860.677487
2017-09-0166.01852358.78839073.248656
2017-12-0170.24712162.66898477.825259
2018-03-0180.53944271.89290689.185979
2018-06-0155.95948346.96832164.950644
2018-09-0168.15392458.80536577.502483
2018-12-0172.33981462.62208882.057540
2019-03-0182.59028171.86487193.315692
2019-06-0157.96930546.87599369.062616
2019-09-0170.12354958.65221381.594886
2019-12-0174.27004762.41133186.128764
2020-03-0184.48191071.65648997.307330
\n", "
" ], "text/plain": [ " mean pi_lower pi_upper\n", "2014-03-01 67.611079 63.136107 72.086051\n", "2014-06-01 42.814677 38.339705 47.289649\n", "2014-09-01 54.106487 49.631515 58.581459\n", "2014-12-01 57.928408 53.453435 62.403380\n", "2015-03-01 68.422018 63.947046 72.896990\n", "2015-06-01 47.277788 42.802816 51.752760\n", "2015-09-01 58.954778 54.479806 63.429750\n", "2015-12-01 63.982304 59.507332 68.457277\n", "2016-03-01 75.905406 71.430433 80.380378\n", "2016-06-01 51.418127 46.654024 56.182229\n", "2016-09-01 63.703395 58.629499 68.777291\n", "2016-12-01 67.978296 62.575966 73.380625\n", "2017-03-01 78.315993 71.735938 84.896048\n", "2017-06-01 53.780502 46.883518 60.677487\n", "2017-09-01 66.018523 58.788390 73.248656\n", "2017-12-01 70.247121 62.668984 77.825259\n", "2018-03-01 80.539442 71.892906 89.185979\n", "2018-06-01 55.959483 46.968321 64.950644\n", "2018-09-01 68.153924 58.805365 77.502483\n", "2018-12-01 72.339814 62.622088 82.057540\n", "2019-03-01 82.590281 71.864871 93.315692\n", "2019-06-01 57.969305 46.875993 69.062616\n", "2019-09-01 70.123549 58.652213 81.594886\n", "2019-12-01 74.270047 62.411331 86.128764\n", "2020-03-01 84.481910 71.656489 97.307330" ] }, "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": "2022-11-02T17:06:13.205142Z", "iopub.status.busy": "2022-11-02T17:06:13.204059Z", "iopub.status.idle": "2022-11-02T17:06:13.211342Z", "shell.execute_reply": "2022-11-02T17:06:13.210745Z" } }, "outputs": [], "source": [ "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:06:13.214622Z", "iopub.status.busy": "2022-11-02T17:06:13.214401Z", "iopub.status.idle": "2022-11-02T17:06:14.351032Z", "shell.execute_reply": "2022-11-02T17:06:14.350358Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "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", "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }