{ "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": "2024-04-19T16:16:16.806932Z", "iopub.status.busy": "2024-04-19T16:16:16.806661Z", "iopub.status.idle": "2024-04-19T16:16:19.991878Z", "shell.execute_reply": "2024-04-19T16:16:19.991014Z" } }, "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": "2024-04-19T16:16:19.996167Z", "iopub.status.busy": "2024-04-19T16:16:19.995740Z", "iopub.status.idle": "2024-04-19T16:16:20.000115Z", "shell.execute_reply": "2024-04-19T16:16:19.999306Z" } }, "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": "2024-04-19T16:16:20.004956Z", "iopub.status.busy": "2024-04-19T16:16:20.003595Z", "iopub.status.idle": "2024-04-19T16:16:20.326180Z", "shell.execute_reply": "2024-04-19T16:16:20.325340Z" } }, "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": "2024-04-19T16:16:20.331702Z", "iopub.status.busy": "2024-04-19T16:16:20.330363Z", "iopub.status.idle": "2024-04-19T16:16:20.645623Z", "shell.execute_reply": "2024-04-19T16:16:20.644818Z" } }, "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": "2024-04-19T16:16:20.649279Z", "iopub.status.busy": "2024-04-19T16:16:20.648857Z", "iopub.status.idle": "2024-04-19T16:16:21.184787Z", "shell.execute_reply": "2024-04-19T16:16:21.183855Z" } }, "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": "2024-04-19T16:16:21.191140Z", "iopub.status.busy": "2024-04-19T16:16:21.189295Z", "iopub.status.idle": "2024-04-19T16:16:21.233648Z", "shell.execute_reply": "2024-04-19T16:16:21.232740Z" } }, "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: Fri, 19 Apr 2024 AIC 524.514\n", "Time: 16:16:21 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": "2024-04-19T16:16:21.239826Z", "iopub.status.busy": "2024-04-19T16:16:21.238018Z", "iopub.status.idle": "2024-04-19T16:16:21.258034Z", "shell.execute_reply": "2024-04-19T16:16:21.257140Z" } }, "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: Fri, 19 Apr 2024 AIC 525.042\n", "Time: 16:16:21 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": "2024-04-19T16:16:21.263248Z", "iopub.status.busy": "2024-04-19T16:16:21.262637Z", "iopub.status.idle": "2024-04-19T16:16:21.587847Z", "shell.execute_reply": "2024-04-19T16:16:21.586985Z" } }, "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": "2024-04-19T16:16:21.591625Z", "iopub.status.busy": "2024-04-19T16:16:21.591295Z", "iopub.status.idle": "2024-04-19T16:16:22.078972Z", "shell.execute_reply": "2024-04-19T16:16:22.078040Z" } }, "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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", "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": "2024-04-19T16:16:22.083076Z", "iopub.status.busy": "2024-04-19T16:16:22.082551Z", "iopub.status.idle": "2024-04-19T16:16:22.102997Z", "shell.execute_reply": "2024-04-19T16:16:22.102092Z" } }, "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: Fri, 19 Apr 2024 AIC 327.254\n", "Time: 16:16:22 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": "2024-04-19T16:16:22.107345Z", "iopub.status.busy": "2024-04-19T16:16:22.106843Z", "iopub.status.idle": "2024-04-19T16:16:22.123238Z", "shell.execute_reply": "2024-04-19T16:16:22.122285Z" } }, "outputs": [], "source": [ "pred = fit.get_prediction(start=\"2014\", end=\"2020\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:16:22.129520Z", "iopub.status.busy": "2024-04-19T16:16:22.128035Z", "iopub.status.idle": "2024-04-19T16:16:22.160022Z", "shell.execute_reply": "2024-04-19T16:16:22.159138Z" } }, "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
2014-03-0167.61092663.13595372.085899
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": "2024-04-19T16:16:22.167433Z", "iopub.status.busy": "2024-04-19T16:16:22.165329Z", "iopub.status.idle": "2024-04-19T16:16:22.183171Z", "shell.execute_reply": "2024-04-19T16:16:22.182313Z" } }, "outputs": [], "source": [ "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:16:22.190314Z", "iopub.status.busy": "2024-04-19T16:16:22.188296Z", "iopub.status.idle": "2024-04-19T16:16:23.857532Z", "shell.execute_reply": "2024-04-19T16:16:23.856750Z" } }, "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 4 }