{ "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": "2023-12-14T14:39:38.447135Z", "iopub.status.busy": "2023-12-14T14:39:38.446902Z", "iopub.status.idle": "2023-12-14T14:39:40.258387Z", "shell.execute_reply": "2023-12-14T14:39:40.257596Z" } }, "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": "2023-12-14T14:39:40.263070Z", "iopub.status.busy": "2023-12-14T14:39:40.262445Z", "iopub.status.idle": "2023-12-14T14:39:40.267834Z", "shell.execute_reply": "2023-12-14T14:39:40.267186Z" } }, "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": "2023-12-14T14:39:40.271734Z", "iopub.status.busy": "2023-12-14T14:39:40.271247Z", "iopub.status.idle": "2023-12-14T14:39:40.548553Z", "shell.execute_reply": "2023-12-14T14:39:40.547686Z" } }, "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=\"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": "2023-12-14T14:39:40.554591Z", "iopub.status.busy": "2023-12-14T14:39:40.553075Z", "iopub.status.idle": "2023-12-14T14:39:40.878130Z", "shell.execute_reply": "2023-12-14T14:39:40.877285Z" } }, "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|= 5.55378D-04\n", "\n", "At iterate 3 f= 5.29115D+00 |proj g|= 5.80869D-05\n", "\n", "At iterate 4 f= 5.29096D+00 |proj g|= 1.95399D-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 1.954D-06 5.291D+00\n", " F = 5.2909564634183583 \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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", "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": "2023-12-14T14:39:40.882473Z", "iopub.status.busy": "2023-12-14T14:39:40.882166Z", "iopub.status.idle": "2023-12-14T14:39:41.214635Z", "shell.execute_reply": "2023-12-14T14:39:41.213707Z" } }, "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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", "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": "2023-12-14T14:39:41.220853Z", "iopub.status.busy": "2023-12-14T14:39:41.219327Z", "iopub.status.idle": "2023-12-14T14:39:41.347721Z", "shell.execute_reply": "2023-12-14T14:39:41.346867Z" } }, "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: Thu, 14 Dec 2023 AIC 524.514\n", "Time: 14:39:41 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": "2023-12-14T14:39:41.351392Z", "iopub.status.busy": "2023-12-14T14:39:41.351046Z", "iopub.status.idle": "2023-12-14T14:39:41.363871Z", "shell.execute_reply": "2023-12-14T14:39:41.363038Z" } }, "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: Thu, 14 Dec 2023 AIC 525.042\n", "Time: 14:39:41 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": "2023-12-14T14:39:41.367807Z", "iopub.status.busy": "2023-12-14T14:39:41.367362Z", "iopub.status.idle": "2023-12-14T14:39:41.650186Z", "shell.execute_reply": "2023-12-14T14:39:41.647420Z" } }, "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": "2023-12-14T14:39:41.655835Z", "iopub.status.busy": "2023-12-14T14:39:41.654415Z", "iopub.status.idle": "2023-12-14T14:39:42.085283Z", "shell.execute_reply": "2023-12-14T14:39:42.084475Z" } }, "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|= 7.29721D-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|= 4.66402D-02\n", "\n", "At iterate 7 f= 2.42794D+00 |proj g|= 2.92421D-02\n", "\n", "At iterate 8 f= 2.42784D+00 |proj g|= 2.53310D-02\n", "\n", "At iterate 9 f= 2.42721D+00 |proj g|= 1.89539D-02\n", "\n", "At iterate 10 f= 2.42622D+00 |proj g|= 3.18632D-02\n", "\n", "At iterate 11 f= 2.42512D+00 |proj g|= 3.53022D-02\n", "\n", "At iterate 12 f= 2.42383D+00 |proj g|= 3.65631D-02\n", "\n", "At iterate 13 f= 2.42196D+00 |proj g|= 4.83553D-02\n", "\n", "At iterate 14 f= 2.41828D+00 |proj g|= 5.99624D-02\n", "\n", "At iterate 15 f= 2.41131D+00 |proj g|= 6.89742D-02\n", "\n", "At iterate 16 f= 2.40200D+00 |proj g|= 7.65517D-02\n", "\n", "At iterate 17 f= 2.39385D+00 |proj g|= 8.77242D-02\n", "\n", "At iterate 18 f= 2.37916D+00 |proj g|= 1.52281D-01\n", "\n", "At iterate 19 f= 2.35438D+00 |proj g|= 2.40327D-01\n", "\n", "At iterate 20 f= 2.33828D+00 |proj g|= 2.52896D-01\n", "\n", "At iterate 21 f= 2.33770D+00 |proj g|= 2.54660D-01\n", "\n", "At iterate 22 f= 2.33762D+00 |proj g|= 2.49657D-01\n", "\n", "At iterate 23 f= 2.33762D+00 |proj g|= 2.49697D-01\n", " Positive dir derivative in projection \n", " Using the backtracking step \n", "\n", "At iterate 24 f= 2.32723D+00 |proj g|= 2.22951D-01\n", "\n", "At iterate 25 f= 2.29779D+00 |proj g|= 1.15836D-01\n", "\n", "At iterate 26 f= 2.29778D+00 |proj g|= 1.19145D-01\n", "\n", "At iterate 27 f= 2.29778D+00 |proj g|= 1.21533D-01\n", "\n", "At iterate 28 f= 2.29776D+00 |proj g|= 1.25497D-01\n", "\n", "At iterate 29 f= 2.29070D+00 |proj g|= 7.52324D-02\n", "\n", "At iterate 30 f= 2.27456D+00 |proj g|= 1.27062D-01\n", "\n", "At iterate 31 f= 2.27409D+00 |proj g|= 8.96982D-02\n", "\n", "At iterate 32 f= 2.27207D+00 |proj g|= 3.04527D-02\n", "\n", "At iterate 33 f= 2.27170D+00 |proj g|= 1.70468D-02\n", "\n", "At iterate 34 f= 2.27155D+00 |proj g|= 6.02962D-03\n", "\n", "At iterate 35 f= 2.27150D+00 |proj g|= 4.19433D-03\n", "\n", "At iterate 36 f= 2.27146D+00 |proj g|= 4.21130D-03\n", "\n", "At iterate 37 f= 2.27115D+00 |proj g|= 1.59982D-02\n", "\n", "At iterate 38 f= 2.27050D+00 |proj g|= 3.20307D-02\n", "\n", "At iterate 39 f= 2.26874D+00 |proj g|= 5.83353D-02\n", "\n", "At iterate 40 f= 2.26515D+00 |proj g|= 8.55094D-02\n", "\n", "At iterate 41 f= 2.25988D+00 |proj g|= 9.47493D-02\n", "\n", "At iterate 42 f= 2.25758D+00 |proj g|= 9.47586D-02\n", "\n", "At iterate 43 f= 2.25540D+00 |proj g|= 3.96133D-02\n", "\n", "At iterate 44 f= 2.25475D+00 |proj g|= 1.33489D-02\n", "\n", "At iterate 45 f= 2.25465D+00 |proj g|= 8.38312D-03\n", "\n", "At iterate 46 f= 2.25460D+00 |proj g|= 8.52429D-03\n", "\n", "At iterate 47 f= 2.25451D+00 |proj g|= 1.19320D-02\n", "\n", "At iterate 48 f= 2.25426D+00 |proj g|= 1.47960D-02\n", "\n", "At iterate 49 f= 2.25359D+00 |proj g|= 2.79243D-02\n", "\n", "At iterate 50 f= 2.25224D+00 |proj g|= 4.37239D-02\n", "\n", "At iterate 51 f= 2.24962D+00 |proj g|= 5.66733D-02\n", "\n", "At iterate 52 f= 2.24765D+00 |proj g|= 3.81767D-02\n", "\n", "At iterate 53 f= 2.24588D+00 |proj g|= 3.82196D-02\n", "\n", "At iterate 54 f= 2.24494D+00 |proj g|= 1.60805D-02\n", "\n", "At iterate 55 f= 2.24481D+00 |proj g|= 1.56917D-02\n", "\n", "At iterate 56 f= 2.24474D+00 |proj g|= 3.92202D-03\n", "\n", "At iterate 57 f= 2.24470D+00 |proj g|= 4.88161D-03\n", "\n", "At iterate 58 f= 2.24469D+00 |proj g|= 3.55689D-03\n", "\n", "At iterate 59 f= 2.24469D+00 |proj g|= 1.18479D-03\n", "\n", "At iterate 60 f= 2.24469D+00 |proj g|= 2.07274D-03\n", "\n", "At iterate 61 f= 2.24468D+00 |proj g|= 4.24549D-03\n", "\n", "At iterate 62 f= 2.24467D+00 |proj g|= 8.14029D-03\n", "\n", "At iterate 63 f= 2.24464D+00 |proj g|= 1.21072D-02\n", "\n", "At iterate 64 f= 2.24459D+00 |proj g|= 1.40037D-02\n", "\n", "At iterate 65 f= 2.24454D+00 |proj g|= 9.93254D-03\n", "\n", "At iterate 66 f= 2.24452D+00 |proj g|= 3.11324D-03\n", "\n", "At iterate 67 f= 2.24452D+00 |proj g|= 6.95177D-04\n", "\n", "At iterate 68 f= 2.24452D+00 |proj g|= 1.09637D-03\n", "\n", "At iterate 69 f= 2.24452D+00 |proj g|= 1.09606D-03\n", "\n", "At iterate 70 f= 2.24451D+00 |proj g|= 6.25722D-04\n", "\n", "At iterate 71 f= 2.24451D+00 |proj g|= 3.55094D-04\n", "\n", "At iterate 72 f= 2.24451D+00 |proj g|= 8.03047D-04\n", "\n", "At iterate 73 f= 2.24451D+00 |proj g|= 2.00062D-04\n", "\n", "At iterate 74 f= 2.24451D+00 |proj g|= 1.43974D-04\n", "\n", "At iterate 75 f= 2.24451D+00 |proj g|= 3.35287D-05\n", "\n", "At iterate 76 f= 2.24451D+00 |proj g|= 6.60361D-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 76 95 84 0 1 6.604D-05 2.245D+00\n", " F = 2.2445127181049198 \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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", 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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": "2023-12-14T14:39:42.089238Z", "iopub.status.busy": "2023-12-14T14:39:42.088528Z", "iopub.status.idle": "2023-12-14T14:39:42.105956Z", "shell.execute_reply": "2023-12-14T14:39:42.105140Z" } }, "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: Thu, 14 Dec 2023 AIC 327.254\n", "Time: 14:39:42 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 0.3399 0.111 3.070 0.002 0.123 0.557\n", "smoothing_trend 0.0259 0.008 3.154 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 29.4409 4.74e+04 0.001 1.000 -9.28e+04 9.29e+04\n", "initial_trend 0.6147 0.392 1.567 0.117 -0.154 1.383\n", "initial_seasonal.0 -3.4320 4.74e+04 -7.24e-05 1.000 -9.29e+04 9.28e+04\n", "initial_seasonal.1 -5.9481 4.74e+04 -0.000 1.000 -9.29e+04 9.28e+04\n", "initial_seasonal.2 -11.4855 4.74e+04 -0.000 1.000 -9.29e+04 9.28e+04\n", "initial_seasonal.3 0 4.74e+04 0 1.000 -9.28e+04 9.28e+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": "2023-12-14T14:39:42.109902Z", "iopub.status.busy": "2023-12-14T14:39:42.109129Z", "iopub.status.idle": "2023-12-14T14:39:42.131873Z", "shell.execute_reply": "2023-12-14T14:39:42.131061Z" } }, "outputs": [], "source": [ "pred = fit.get_prediction(start=\"2014\", end=\"2020\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:42.136110Z", "iopub.status.busy": "2023-12-14T14:39:42.135343Z", "iopub.status.idle": "2023-12-14T14:39:42.151007Z", "shell.execute_reply": "2023-12-14T14:39:42.150232Z" } }, "outputs": [ { "data": { "text/html": [ "
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meanpi_lowerpi_upper
2014-03-0167.61092663.13595372.085899
2014-06-0142.81453438.33956147.289507
2014-09-0154.10639949.63142658.581372
2014-12-0157.92823253.45325962.403204
2015-03-0168.42203763.94706472.897010
2015-06-0147.27813242.80315951.753105
2015-09-0158.95491154.47993863.429884
2015-12-0163.98228159.50730868.457254
2016-03-0175.90526671.43029380.380239
2016-06-0151.41792646.65372756.182125
2016-09-0163.70306558.62899768.777133
2016-12-0167.97775562.57519973.380311
2017-03-0178.31524671.73500084.895491
2017-06-0153.77970646.88250860.676903
2017-09-0166.01760958.78725573.247964
2017-12-0170.24600862.66765277.824364
2018-03-0180.53813471.89148389.184785
2018-06-0155.95813646.96688064.949392
2018-09-0168.15247158.80384777.501095
2018-12-0172.33817362.62042182.055925
2019-03-0182.58845571.86315393.313757
2019-06-0157.96745146.87429769.060605
2019-09-0170.12160058.65047781.592722
2019-12-0174.26791962.40947986.126358
2020-03-0184.47960671.65461497.304598
\n", "
" ], "text/plain": [ " mean pi_lower pi_upper\n", "2014-03-01 67.610926 63.135953 72.085899\n", "2014-06-01 42.814534 38.339561 47.289507\n", "2014-09-01 54.106399 49.631426 58.581372\n", "2014-12-01 57.928232 53.453259 62.403204\n", "2015-03-01 68.422037 63.947064 72.897010\n", "2015-06-01 47.278132 42.803159 51.753105\n", "2015-09-01 58.954911 54.479938 63.429884\n", "2015-12-01 63.982281 59.507308 68.457254\n", "2016-03-01 75.905266 71.430293 80.380239\n", "2016-06-01 51.417926 46.653727 56.182125\n", "2016-09-01 63.703065 58.628997 68.777133\n", "2016-12-01 67.977755 62.575199 73.380311\n", "2017-03-01 78.315246 71.735000 84.895491\n", "2017-06-01 53.779706 46.882508 60.676903\n", "2017-09-01 66.017609 58.787255 73.247964\n", "2017-12-01 70.246008 62.667652 77.824364\n", "2018-03-01 80.538134 71.891483 89.184785\n", "2018-06-01 55.958136 46.966880 64.949392\n", "2018-09-01 68.152471 58.803847 77.501095\n", "2018-12-01 72.338173 62.620421 82.055925\n", "2019-03-01 82.588455 71.863153 93.313757\n", "2019-06-01 57.967451 46.874297 69.060605\n", "2019-09-01 70.121600 58.650477 81.592722\n", "2019-12-01 74.267919 62.409479 86.126358\n", "2020-03-01 84.479606 71.654614 97.304598" ] }, "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": "2023-12-14T14:39:42.154855Z", "iopub.status.busy": "2023-12-14T14:39:42.154208Z", "iopub.status.idle": "2023-12-14T14:39:42.164431Z", "shell.execute_reply": "2023-12-14T14:39:42.163659Z" } }, "outputs": [], "source": [ "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:42.168034Z", "iopub.status.busy": "2023-12-14T14:39:42.167518Z", "iopub.status.idle": "2023-12-14T14:39:43.648940Z", "shell.execute_reply": "2023-12-14T14:39:43.648038Z" } }, "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", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }