{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exponential smoothing\n", "\n", "Let us consider chapter 7 of the excellent treatise on the subject of Exponential Smoothing By Hyndman and Athanasopoulos [1].\n", "We will work through all the examples in the chapter as they unfold.\n", "\n", "[1] [Hyndman, Rob J., and George Athanasopoulos. Forecasting: principles and practice. OTexts, 2014.](https://www.otexts.org/fpp/7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data\n", "\n", "First we load some data. We have included the R data in the notebook for expedience." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:15.020317Z", "start_time": "2017-12-07T12:39:14.263100Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:35:55.114302Z", "iopub.status.busy": "2026-07-29T17:35:55.114080Z", "iopub.status.idle": "2026-07-29T17:35:58.722442Z", "shell.execute_reply": "2026-07-29T17:35:58.721782Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from statsmodels.tsa.api import ExponentialSmoothing, Holt, SimpleExpSmoothing\n", "\n", "%matplotlib inline\n", "\n", "data = [\n", " 446.6565,\n", " 454.4733,\n", " 455.663,\n", " 423.6322,\n", " 456.2713,\n", " 440.5881,\n", " 425.3325,\n", " 485.1494,\n", " 506.0482,\n", " 526.792,\n", " 514.2689,\n", " 494.211,\n", "]\n", "index = pd.date_range(start=\"1996\", end=\"2008\", freq=\"YE\")\n", "oildata = pd.Series(data, index)\n", "\n", "data = [\n", " 17.5534,\n", " 21.86,\n", " 23.8866,\n", " 26.9293,\n", " 26.8885,\n", " 28.8314,\n", " 30.0751,\n", " 30.9535,\n", " 30.1857,\n", " 31.5797,\n", " 32.5776,\n", " 33.4774,\n", " 39.0216,\n", " 41.3864,\n", " 41.5966,\n", "]\n", "index = pd.date_range(start=\"1990\", end=\"2005\", freq=\"YE\")\n", "air = pd.Series(data, index)\n", "\n", "data = [\n", " 263.9177,\n", " 268.3072,\n", " 260.6626,\n", " 266.6394,\n", " 277.5158,\n", " 283.834,\n", " 290.309,\n", " 292.4742,\n", " 300.8307,\n", " 309.2867,\n", " 318.3311,\n", " 329.3724,\n", " 338.884,\n", " 339.2441,\n", " 328.6006,\n", " 314.2554,\n", " 314.4597,\n", " 321.4138,\n", " 329.7893,\n", " 346.3852,\n", " 352.2979,\n", " 348.3705,\n", " 417.5629,\n", " 417.1236,\n", " 417.7495,\n", " 412.2339,\n", " 411.9468,\n", " 394.6971,\n", " 401.4993,\n", " 408.2705,\n", " 414.2428,\n", "]\n", "index = pd.date_range(start=\"1970\", end=\"2001\", freq=\"YE\")\n", "livestock2 = pd.Series(data, index)\n", "\n", "data = [407.9979, 403.4608, 413.8249, 428.105, 445.3387, 452.9942, 455.7402]\n", "index = pd.date_range(start=\"2001\", end=\"2008\", freq=\"YE\")\n", "livestock3 = pd.Series(data, index)\n", "\n", "data = [\n", " 41.7275,\n", " 24.0418,\n", " 32.3281,\n", " 37.3287,\n", " 46.2132,\n", " 29.3463,\n", " 36.4829,\n", " 42.9777,\n", " 48.9015,\n", " 31.1802,\n", " 37.7179,\n", " 40.4202,\n", " 51.2069,\n", " 31.8872,\n", " 40.9783,\n", " 43.7725,\n", " 55.5586,\n", " 33.8509,\n", " 42.0764,\n", " 45.6423,\n", " 59.7668,\n", " 35.1919,\n", " 44.3197,\n", " 47.9137,\n", "]\n", "index = pd.date_range(start=\"2005\", end=\"2010-Q4\", freq=\"QS-OCT\")\n", "aust = pd.Series(data, index=index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple Exponential Smoothing\n", "Lets use Simple Exponential Smoothing to forecast the below oil data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:15.189907Z", "start_time": "2017-12-07T12:39:15.022229Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:35:58.728422Z", "iopub.status.busy": "2026-07-29T17:35:58.725345Z", "iopub.status.idle": "2026-07-29T17:35:59.137067Z", "shell.execute_reply": "2026-07-29T17:35:59.136449Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Figure 7.1: Oil production in Saudi Arabia from 1996 to 2007.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = oildata.plot()\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Oil (millions of tonnes)\")\n", "print(\"Figure 7.1: Oil production in Saudi Arabia from 1996 to 2007.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we run three variants of simple exponential smoothing:\n", "1. In ```fit1``` we do not use the auto optimization but instead choose to explicitly provide the model with the $\\alpha=0.2$ parameter\n", "2. In ```fit2``` as above we choose an $\\alpha=0.6$\n", "3. In ```fit3``` we allow statsmodels to automatically find an optimized $\\alpha$ value for us. This is the recommended approach." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:15.785068Z", "start_time": "2017-12-07T12:39:15.191930Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:35:59.141704Z", "iopub.status.busy": "2026-07-29T17:35:59.141492Z", "iopub.status.idle": "2026-07-29T17:35:59.917852Z", "shell.execute_reply": "2026-07-29T17:35:59.917201Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit1 = SimpleExpSmoothing(oildata, initialization_method=\"heuristic\").fit(\n", " smoothing_level=0.2, optimized=False\n", ")\n", "fcast1 = fit1.forecast(3).rename(r\"$\\alpha=0.2$\")\n", "fit2 = SimpleExpSmoothing(oildata, initialization_method=\"heuristic\").fit(\n", " smoothing_level=0.6, optimized=False\n", ")\n", "fcast2 = fit2.forecast(3).rename(r\"$\\alpha=0.6$\")\n", "fit3 = SimpleExpSmoothing(oildata, initialization_method=\"estimated\").fit()\n", "fcast3 = fit3.forecast(3).rename(\n", " r\"$\\alpha={}$\".format(fit3.model.params[\"smoothing_level\"])\n", ")\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.plot(oildata, marker=\"o\", color=\"black\")\n", "plt.plot(fit1.fittedvalues, marker=\"o\", color=\"blue\")\n", "(line1,) = plt.plot(fcast1, marker=\"o\", color=\"blue\")\n", "plt.plot(fit2.fittedvalues, marker=\"o\", color=\"red\")\n", "(line2,) = plt.plot(fcast2, marker=\"o\", color=\"red\")\n", "plt.plot(fit3.fittedvalues, marker=\"o\", color=\"green\")\n", "(line3,) = plt.plot(fcast3, marker=\"o\", color=\"green\")\n", "plt.legend([line1, line2, line3], [fcast1.name, fcast2.name, fcast3.name])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Holt's Method\n", "\n", "Lets take a look at another example.\n", "This time we use air pollution data and the Holt's Method.\n", "We will fit three examples again.\n", "1. In ```fit1``` we again choose not to use the optimizer and provide explicit values for $\\alpha=0.8$ and $\\beta=0.2$\n", "2. In ```fit2``` we do the same as in ```fit1``` but choose to use an exponential model rather than a Holt's additive model.\n", "3. In ```fit3``` we used a damped versions of the Holt's additive model but allow the dampening parameter $\\phi$ to be optimized while fixing the values for $\\alpha=0.8$ and $\\beta=0.2$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:16.114361Z", "start_time": "2017-12-07T12:39:15.786542Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:35:59.921327Z", "iopub.status.busy": "2026-07-29T17:35:59.921082Z", "iopub.status.idle": "2026-07-29T17:36:00.713869Z", "shell.execute_reply": "2026-07-29T17:36:00.712570Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit1 = Holt(air, initialization_method=\"estimated\").fit(\n", " smoothing_level=0.8, smoothing_trend=0.2, optimized=False\n", ")\n", "fcast1 = fit1.forecast(5).rename(\"Holt's linear trend\")\n", "fit2 = Holt(air, exponential=True, initialization_method=\"estimated\").fit(\n", " smoothing_level=0.8, smoothing_trend=0.2, optimized=False\n", ")\n", "fcast2 = fit2.forecast(5).rename(\"Exponential trend\")\n", "fit3 = Holt(air, damped_trend=True, initialization_method=\"estimated\").fit(\n", " smoothing_level=0.8, smoothing_trend=0.2\n", ")\n", "fcast3 = fit3.forecast(5).rename(\"Additive damped trend\")\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.plot(air, marker=\"o\", color=\"black\")\n", "plt.plot(fit1.fittedvalues, color=\"blue\")\n", "(line1,) = plt.plot(fcast1, marker=\"o\", color=\"blue\")\n", "plt.plot(fit2.fittedvalues, color=\"red\")\n", "(line2,) = plt.plot(fcast2, marker=\"o\", color=\"red\")\n", "plt.plot(fit3.fittedvalues, color=\"green\")\n", "(line3,) = plt.plot(fcast3, marker=\"o\", color=\"green\")\n", "plt.legend([line1, line2, line3], [fcast1.name, fcast2.name, fcast3.name])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Seasonally adjusted data\n", "Lets look at some seasonally adjusted livestock data. We fit five Holt's models.\n", "The below table allows us to compare results when we use exponential versus additive and damped versus non-damped.\n", " \n", "Note: ```fit4``` does not allow the parameter $\\phi$ to be optimized by providing a fixed value of $\\phi=0.98$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:16.605618Z", "start_time": "2017-12-07T12:39:16.116424Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:36:00.716060Z", "iopub.status.busy": "2026-07-29T17:36:00.715843Z", "iopub.status.idle": "2026-07-29T17:36:01.533569Z", "shell.execute_reply": "2026-07-29T17:36:01.530330Z" } }, "outputs": [ { "data": { "text/html": [ "
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SESHolt'sExponentialAdditiveMultiplicative
$\\alpha$1.0000000.9743060.9776330.9788490.974910
$\\beta$NaN0.0000000.0000000.0000000.000000
$\\phi$NaNNaNNaN0.9800000.981646
$l_0$263.917719258.882629260.341566257.357767258.951801
$b_0$NaN5.0107921.0137806.6445561.038144
SSE6761.3502356004.1382006104.1947466036.5550046081.995045
\n", "
" ], "text/plain": [ " SES Holt's Exponential Additive Multiplicative\n", "$\\alpha$ 1.000000 0.974306 0.977633 0.978849 0.974910\n", "$\\beta$ NaN 0.000000 0.000000 0.000000 0.000000\n", "$\\phi$ NaN NaN NaN 0.980000 0.981646\n", "$l_0$ 263.917719 258.882629 260.341566 257.357767 258.951801\n", "$b_0$ NaN 5.010792 1.013780 6.644556 1.038144\n", "SSE 6761.350235 6004.138200 6104.194746 6036.555004 6081.995045" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit1 = SimpleExpSmoothing(livestock2, initialization_method=\"estimated\").fit()\n", "fit2 = Holt(livestock2, initialization_method=\"estimated\").fit()\n", "fit3 = Holt(livestock2, exponential=True, initialization_method=\"estimated\").fit()\n", "fit4 = Holt(livestock2, damped_trend=True, initialization_method=\"estimated\").fit(\n", " damping_trend=0.98\n", ")\n", "fit5 = Holt(\n", " livestock2, exponential=True, damped_trend=True, initialization_method=\"estimated\"\n", ").fit()\n", "params = [\n", " \"smoothing_level\",\n", " \"smoothing_trend\",\n", " \"damping_trend\",\n", " \"initial_level\",\n", " \"initial_trend\",\n", "]\n", "results = pd.DataFrame(\n", " index=[r\"$\\alpha$\", r\"$\\beta$\", r\"$\\phi$\", r\"$l_0$\", \"$b_0$\", \"SSE\"],\n", " columns=[\"SES\", \"Holt's\", \"Exponential\", \"Additive\", \"Multiplicative\"],\n", ")\n", "results[\"SES\"] = [fit1.params[p] for p in params] + [fit1.sse]\n", "results[\"Holt's\"] = [fit2.params[p] for p in params] + [fit2.sse]\n", "results[\"Exponential\"] = [fit3.params[p] for p in params] + [fit3.sse]\n", "results[\"Additive\"] = [fit4.params[p] for p in params] + [fit4.sse]\n", "results[\"Multiplicative\"] = [fit5.params[p] for p in params] + [fit5.sse]\n", "results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plots of Seasonally Adjusted Data\n", "The following plots allow us to evaluate the level and slope/trend components of the above table's fits." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:17.105928Z", "start_time": "2017-12-07T12:39:16.607306Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:36:01.535550Z", "iopub.status.busy": "2026-07-29T17:36:01.535341Z", "iopub.status.idle": "2026-07-29T17:36:02.373400Z", "shell.execute_reply": "2026-07-29T17:36:02.370202Z" } }, "outputs": [ { "data": { "image/png": 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", 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g6+tLXFwc5eXlVpfSpDmdTvWciLRgx68gK9KYmm1AAXPxt1+6DSUiIidX6TbYfDAXgCFaoE0amQZniIjISe06XEBhWQWtfB307NByVzQVayigiIjISW08aN7eGdS5DQ67psRK41JAERGRk9p4QAu0iXUUUERE5KSO9aAooIgVFFBEROQEGfmlpGSXYLPBoM6hVpcjLZACioiInODY9OKe7YMI0l4xYgEFFBEROYFngbauur0j1lBAERGRE2zQAm1iMQUUERGpodRVyfa0PACGdNYCbWINBRQREalhW2oerkqD8CA/osMCrC5HWigFFBERqcGz/07nNthsWqBNrKGAIiIiNWiArHgDBRQREfEwDINNVQu0DdYAWbGQAoqIiHgkZRWRXVSOr4+dvlEhVpcjLZgCioiIeBybXjygUwi+PnqLEOvop09ERDw2Jev2jngHBRQREfE41oMytIvWPxFrKaCIiAgAucXl7M0oBGCwNggUiymgiIgIAJsP5gLQrV0r2rb2s7YYafEUUEREBIANydmAxp+Id1BAERER4LgF2hRQxAsooIiICK5KN1tScgHtYCzeQQFFRETYmZ5PqctNsL8P3cNbW12OiAKKiIgct0FglzbY7dogUKyngCIiIp71T3R7R7yFAoqIiHhWkB2iBdrESyigiIi0cIdyS0jPK8VhtzEgWhsEindQQBERaeGOjT/pExVMoK+PxdWImBRQRERauI0HqhZo66zxJ+I9FFBERFq4jQc1QFa8jwKKiEgLVlRWwc70AgCGdlVAEe+hgCIi0oJtTcml0m0QFeJPZEiA1eWIeCigiIi0YJ4F2rpqerF4lzoP1zYMg3379pGVlUX37t0JDw+vcfzAgQPs3bu3RpvT6WTcuHEnvFZycjIHDx4kNjaWyMjIupYiIiK/kmeBts6h1hYi8hN1CijffPMNd911Fy6Xi+DgYLZt28bMmTP53//+h4+P+VJvv/02TzzxBMOGDfN8XuvWrWsElMrKSq6//noWLFhAfHw8O3bs4NZbb+Wpp56qp29LRER+idttsKlqgOxQ9aCIl6lTQMnKymLhwoXExMQAsGvXLgYMGMAZZ5zBDTfc4DmvV69eLF269JSv89///pdFixaxdetWYmNj2bBhA2eccQYjRozg0ksvPc1vRUSk5XBVuvlm5xE+2ZyGw25jeEwYw7qGEd8hqNZ76ezJKKSgtIIAp4P4DkENXLFI3dQpoFx22WU1nvfs2ZO2bdty5MiRGu3l5eWsXbsWf39/evbsib+/f43jc+fO5dJLLyU2NhaAoUOHMmnSJE+7iIicXPLRIt5bn8IHG1LJKizztH+WkA5AsL8Pw7qGMSwmjOExYfSNCsHX5+TDDY+NPxkYHYqPQ0MSxbvUeQxKUVERq1evpqioiA8//JA2bdrU6D0B+PHHH7n11lvJzc3l6NGjPPnkk8yePRuAiooKfvzxR26++eYanzN48GBefvnlU37dsrIyysqq/2fMz8+va+kiIk1SeYWbJTsO8966FFbszfK0t2vtx4yhnWjt58PapGw2Hsgmv7SCbxIz+CYxAwB/p53BndswPCaM4V3DGNS5DQG+DqA6oGh6sXijOgeUzMxMHn30UXJzc9mzZw/33ntvjYGyo0aN4sCBA0RFRQHwwgsvMGfOHOLj4xkzZgyFhYVUVFQQFlbzfmfbtm3Jyck55dd95JFHeOihh+parohIk7U/s5D316ewYGMqR4vKAbDZYGxcOFcMj2Zir/Y4q3o+bhsPFZVudqYXsDbpKOuSsll/IJucYher9h1l1b6jADgdNvp2DGF4TBir9plhZ7AWaBMvZDMMwzjdT961axejR4/mD3/4A/fdd98pz+vTpw+TJk3iP//5D8XFxbRq1Yo33niDWbNmec559NFHeeSRR8jLyzvpa5ysByU6Opq8vDyCg4NP91sQEfEqpa5Kvtp+mHfXHWTN/mxPe0SQH5cNi+bSodFEhwXW6rXcboN9mYWsTcpmXdXjcH7pCedtfWASIQHOevseRH5Ofn4+ISEhv/j+/at2herZsyfnnHMOX3/99c8GlHbt2pGebt4fDQwMJDw8nNTU1BrnpKam0rVr11O+hp+fH35+fr+mXBERr7U3o4B316Xw0aZUcopdgNlbMr5nBJcPi2ZCfESdx4nY7Tbi2gcR1z6Iq0Z2wTAMUnNKWJuUzfqkbDan5DC6ezuFE/FKdQooeXl5hIRUb8VtGAa7d+8mLi7ulOccPnyYzZs3M3nyZE/bpEmTWLhwIX/+858BcLlcLF68mBkzZpz2NyIi0hTlFJVzx3ubWb6nemxJZIg/lw6N5tJh0XQMrb/VXW02G9FhgUSHBXLJkE719roiDaFOt3iGDh3Keeedx4ABAygpKeGdd95h+fLl/PDDDwwYMACA4cOHM3nyZAYNGkRWVhZPPfUUdrudVatWERoaCpi3hoYPH86FF17Ieeedx7x581i7di2bN2+mQ4cOtaqltl1EIiLeqqDUxZWvrGVbah52G0yIb8/M4dGM6xGuWTXSbNX2/btOAaWgoIAXX3yRtWvX4nQ66dOnD3PmzCEiIuKk5wQGBjJ8+HBuvPHGE27PJCYm8swzz3Dw4EHi4uK4++676dy5c71/gyIi3qjUVcms19axLimbNoFO3pszip5ai0RagAYJKN5EAUVEmqryCjc3vbWBZbsyCfLz4Z0bR9KvU8gvf6JIM1Db92/1IYqINKJKt8Hd87ewbFcm/k47r147TOFE5CQUUEREGolhGPzl4wQWb0vH6bDx4lVDGB6jPXBETuZXTTMWkebBMAxclQalFZWUuiopLXdTWlFJpdsgNqK1ZzEwOX2GYfCvz3fy3voU7DZ4+rJBnNUz4pc/UaSFUkARacYSD+fz6vIkjhaVm8HDVUmJy01Z1b9LK9yedvcpRqP1aN+ap2YM1G2IX+m/3+7l5eVJADw6vT9T+0daXJGId1NAEWmGissreOabPby6PImKUyWPU7DZwN/Hgb/TTqnLze4jhVz4/EpuGx/L7eNjT7nxnJza6yuTeOrr3QDcf15vLh0WbXFFIt5PAUWkmVm64wgPLNrOodwSAM7p054J8RH4Ox34+TgI8HXg72PH3+moetT8t6/Djs1mAyC7qJz7F/7IZ9vSefabPSzdcYQnZwygd5RmztXWBxtSeOjTHQDc+Zs4bhgTY3FFIk2DphmLNBNpuSU8uGg7S3YcAaBjaAB/v6APE3u1/9WvvXhbGvd/8iM5xS6cDht3TIjjlrO6azGxX/BFQjq3vbMJtwHXnxHD/ef18oQ/kZZK66CItBAVlW7mrjrAv7/eTXF5JT52G7PHduOOibEE+tZfJ2lmQRl/+TjBE4D6dwrhqRkDiGuvxcVO5vvdmcx+Yz2uSoNLh3bisYv7K5yIoIAi0iJsOpjDXz7+kZ3p+QAM7dKGhy/q12ArkhqGwcItafxt4Y/kl1bg67Bz96Qe3Di2Gw673nyP2XAgm6teXUupy83UfpE8O3OQro9IFQUUkWYsr9jFY18l8u66gxgGhAY6+dO58cwYEo29Ed4Ij+SXct+H21i2KxOAQZ1DeWrGALqFt27wr+3tfjyUx8z/raGgrIJxPcJ5edZQDSwWOY4CikgzdKwH45+f7SCrsByAS4Z04k/nxtO2td8vfHb91/LBxlT+8ekOCsoq8POxc+/keK4b3bVRQpI32ptRyKUvrSa7qJzhXcN44/rhBPg6rC5LxKsooIg0M/szC7l/4Y+s3HsUgNiI1vzzwr6M7NbW0rrSckv444fbWL4nC4DhXcN4YkZ/urRtZWldjS0lu5gZL67mcH4pfTsG886NIwn2d1pdlojXUUARaSbKKip5ftk+XvhuH+WVbvx87NwxMY4bx3bzmlsHhmHwzrqDPPzZTorLKwn0dfCnc+O5ckSXFtGbsnJvFn/6KIGD2cXERrRm/k2jCGvla3VZIl5JAUWkGdibUcAd725hR9Ug2HE9wvnHBX3p3DbQ4spOLiW7mD8s2Mqa/dkATOrdnmdnDsLf2Txvc/x4KI/Hvkz09B51ahPAgptH0yHE3+LKRLyXAopIE2YYBm+vPcg/F++grMJNWCtf/nFBX6b06+D1U1XdboO31iTz8Oc7Ka9wM7JbGC/PGkpQM7rdkZJdzFNLdvHJljQAnA4bV47owh0T49RzIvILFFBEmqijhWX88cNtLN2ZAcDYuHY8NWMAEcFN66/yNfuPMvuNDRSWVdCvYwhzrxvW6AN561t2UTnPfbuHt9ck46o0f3WePyCK30/q0eLG3IicLgUUkSbo+92Z/H7+VrIKy/B12Lnv3HiubcKzYn48lMc1r63jaFE53dq14q3ZI+gYGmB1WXVWXF7BayuSeOn7/RSUVQAwJrYd950bT9+O2kRRpC4UUESakFJXJY9/uYvXVpq73fZo35pnLh9Er8im/7O9P7OQq19dx6HcEiJD/HnrhuHERjSN1WcrKt3M35DK00t3k1FQBkCfqGDuOzeesXHhFlcn0jQpoIg0EbsOF/C79zaTeLgAgGtGdeFPU3o1q4Gl6XklXP3qOvZmFNIm0Mnr1w1nYHSo1WWdkmEYfLX9CI9/lcj+zCIAosMCuGdST6b1j2qyPVoi3kABRcTLGYbBm6urB5O2a+3LE5cMYHx8hNWlNYjsonKue30dW1PzCPR18PKsoZwR287qsk6wLimbR77YyeaDuQCEtfLltxNiuWJEZ/x8mk9oFLGKAoqIF8ssKOPeBVs9S8Wf1TOcJy4ZQHhQ0x5E+ksKyyq46a0NrNx7FF+HnWdnDmRy30iry8IwDNYfyOGl7/fxTaI5ODnA6WD22BjmnNmtWc1AErGaAoqIl1qWmMEfFmwlq7AcXx87f5nSi1mjunj99OH6UlZRyZ3vbeGLHw9jt8G/LurH5cM7W1JLeYWbzxLSeG3FARIO5QHgsNu4fFg0v5sY1+RmTok0BbV9/66/vdhF5GeVuip55POdvLE6GYD4DkE8c/mgBtt52Fv5+Tj47xWD+cvHCby3PoX7Pkogt8TFzeO6N1oNOUXlvLPuIG+uPsCR/LKquuxMH9yJG8fGaNNDES+ggCLSCDYdzOG+D7ex+0ghANefEcO9k3s2q4GwdeGw23hkej9CA3158ft9PPpFIjlF5dx3bnyD9iTtzSjgtZUH+GhTKqUuNwARQX7MGtWFK0Z00SJrIl5EAUWkAWXkl/Lol4l8tOkQAO1a+/HkjP6c1bN5DoStC5vNxn3nxtMm0MkjXyTy0g/7yS128fBFffFx1N8eQ4ZhsHxPFq+uSOL73Zme9r4dg7lhTAxT+0V5zZ5GIlJNAUWkAZRVVPL6ygM8980eisorAZgxpBP3nRvf5FdTrW83jetOm0Bf7vtoG+9vSCGvxMXTlw/81b1Lpa5KPtl8iNdWJnl6rmw2OLtXe24YE8PwmLAWM+5HpClSQBGpZ8sSM/j74h0kZZnrZwyMDuXB8/t49bofVrt0WDTBAU7ueHczX24/zPVz1/OXqb3wsdux2cBuM3tc7DYbNjA/2sBur35+7JyS8ko+2JjCvLUHyS4qB6CVr4MZQ6O57oyuWpJepInQLB6RepKUVcQ/Fu/g26ppqu1a+3HfufFMH9RRC3vV0qq9Wdz45gZPr9Ov1TE0gOvO6GoGIE0VFvEKmsUj0kgKyyp47ts9vLYiCVelgdNh4/ozYrh9QqzWz6ij0bHteHfOSP70UQJH8sswDAMDcBsGbrf5b8Mwnx//0cDAXfUcYEjnNlw/JoZJvdvX63gWEWk8Cigip8ntNvh48yEe/TKRzKp9Wsb1COdv03rTXdNUT1v/TqF8dsdYq8sQEYspoIichq0puTz46XbPcuhd2wZy/3m9mRAfoYGXIiL1QAFFpA6yCst44stdzN+YgmFAoK+D306I4/oxXbVPi4hIPVJAEamFUlclc1cd4P++3UtBWQUA0wd15I/nxtNey6GLiNQ7BRSRn3FsnMlTS3aRllcKQL+OITx4fm+GdAmzuDoRkeZLAUXkFJbvyeRfnyeyMz0fgKgQf34/qScXDuqIQ9OGRUQalAKKyE/sSMvnkS92snxPFgBB/j7cNj6Wa0d3bbF754iINDYFFJEqh3JLeGrJLj7efAjDAKfDxqxRXbl9fCxttImciEijqnNASUxMZPHixWRlZdGjRw8uvfRSWreuueZDTk4Ob731FsnJycTFxTFr1iwCAwPrfI5IY8grcfH8d3t5feUByivMHW6nDYjiD5N60rmtfiZFRKxQpyUWn3jiCa666iqOHj1KSEgIL774Ir179+bQoUOec44cOcLgwYP54IMPCA0N5X//+x8jR46ksLCwTueINLSyikpeXZHEuCeW8dL3+ymvcDMiJoyFt53BczMHKZyIiFioTnvx7Nmzh7i4OM/zsrIyOnbsyL333su9994LwG9/+1uWLl3Kli1b8PPzIy8vj7i4OO68807+/Oc/1/qcX6K9eOR0ud0GixPSeeKrRFKySwCIi2jNn6bEM76nFloTEWlItX3/rlMPyvHhBKCkpASXy0Xbtm09bQsXLmTGjBn4+ZlbyoeEhDBt2jQWLlxYp3NEGsKqfVlc9PxK7nh3MynZJUQE+fHYxf344ndjmRDfXuFERMRL1HkMSnp6Og8//DBFRUWsWrWKW2+9lWuuuQYwe1RSUlKIiYmp8TndunXj448/rvU5J1NWVkZZWZnneX5+fl1LlxYsITWPx79K9MzMaeXr4OZx3blhbAyBvhorLiLibeq8zaefnx/x8fF0796doKAgvv32WzIzMwGzRwUgKCioxucEBwdTXFxc63NO5pFHHiEkJMTziI6Ormvp0gIlZRVx2zubmPbfFSzfk4XTYePa0V35/t7x/HZinMKJiIiXqvNv57CwMG6//XYA/vjHPzJw4EAefPBBXnrpJVq1aoXNZiM3N7fG5+Tk5HjuM9XmnJP505/+xN133+15np+fr5Aip3Qkv5RnvtnD++tTqHQb2Gxw4cCO3H12D6LDNPhVRMTb/ao/H51OJwMHDmT37t2e53FxcezcubPGeTt37qR37961Pudk/Pz8PGNWRE4lr9jFiz/s4/WVSZS6zCnDE+Ij+MM5PekVqcHUIiJNRZ1u8SxZsqTG88zMTJYtW8aQIUM8bZdddhnvv/8+2dnZACQnJ7N48WIuu+yyOp0jUhcl5ZW88N0+xj7+LS98t49Sl5shXdow/6ZRvHbtMIUTEZEmpk7TjGfNmkVCQgL9+/enpKSEr7/+mhEjRvD+++8TEhICQFFREWeffTbp6emMHj2aZcuWMXjwYD7++GOcTmetz/klmmYsABWVbuZvSOWZb3ZzJN8cRN2jfWvuPSeeib00ZVhExNvU9v27TgEFYPfu3axbtw6n00mfPn3o27fvCedUVlaydOlSDh48SFxcHOPGjTvhjaI25/wcBZSWze02+OLHwzy1ZBf7s4oA6BgawN1n99BmfiIiXqzBAoq3UEBpOQzDILuonANHi0jKKiYpq5Dvd2fy4yFzqnlYK19uHx/LlSM74+ejzfxERLxZbd+/NcdSvEZ+qYsDWUUkVT2O/3d+acUJ57fydTB7bDduPLMbrf30oywi0pzot7pYYn9mIV9uP8z+TDOIHDhaRFZh+c9+TlSIPzHhrejathXdw1tz/sAo2rXWzC4RkeZIAUUaTaXb4JudR3hrTbJnRdefCg/yI6ZtK7q2CySmXWtiqj52aRuIv1O3b0REWgoFFGlwRwvLeH9DCvPWHORQrrmSsM0G43qEM7hzG7q2a0W3dq3o0jaQIP/azeISEZHmTQFFGsyWlFzeXH2AxdvSKa8wF01rE+jk0mHRXDWii1Z0FRGRU1JAkXpV6qpk8bZ03lx9gG2peZ72/p1CmDWqK+f1j9StGhER+UUKKFIvUrKLeXttMvPXp5BT7ALA12HnvP6RzBrdlYHRodYWKCIiTYoCipw2t9tgxd4s3lx9gG8SMzi2ok7H0ACuHNmZy4ZG01azbERE5DQooEid5RW7+GBjCvPWHiSpahVXgLFx7bh6ZBcm9mqvlVxFRORXUUCRWktIzeOtNQdYtDXNs1NwkJ8PFw/pxNWjutA9vLXFFYqISHOhgCI/q9RVyWfb0nlzTTJbU3I97fEdgpg1qisXDIyilVZxFRGReqZ3Fjmpg0eLmbc2mfkbqge9Oh02pvSLZNaoLgzu3EY7BYuISINRQBGPSrfB97szeGt1Mt/tzqwx6PWKEZ25bFi0lpYXEZFGoYAiZBeVM39DCvPWJpOSXeJpP7NHOFeP7MKE+AgNehURkUalgNKClVe4eeab3by8PMmz0mtIgJMZQzpx5cguxLRrZXGFIiLSUimgtFB7jhRw5/tb2J6WD0C/jiFcPaoL0/pHEeCrlV5FRMRaCigtjNtt8MbqAzz6RSJlFW7aBDr510X9mNy3gwa9ioiI11BAaUHS80r4wwfbWLE3CzB3E37ikv5EBPtbXJmIiEhNCigtxKdb0/jLxwnkl1bg77Tzlym9uGpkF/WaiIiIV1JAaebySlz8beGPLNySBsCATiH8+7KBWvVVRES8mgJKM7Zqbxa//2Ar6XmlOOw2bhsfy28nxOJ02K0uTURE5GcpoDRDpa5KnvxqF6+sSAKga9tA/n3ZQAZ3bmNxZSIiIrWjgFKPDMOg0m3gY2EPxY60fO56fwu7jhQAMHN4Z/46tZf2yxERkSZF71q/Un6pixV7sliWmMH3uzPJLirngoEdueWs7sRGNN44j0q3wcvL9/PUkl24Kg3atfblsYv7M7FX+0arQUREpL4ooNSRYRgkHi7gu12ZLNuVwcbkHCrdRo1zPtyUykebUzm3bwduPSuWvh1DGrSm7Wl5PPTpDtYlZQNwdu/2PDq9H221b46IiDRRCii1UFDqYuXeo3y3K4PvdmVyOL+0xvHu4a04q2cE43tGEOBr58Xv9/P1jiN8nnCYzxMOc1bPcG4fH8vQrmH1VlNGfikLt6Tx4aZUEg+bt3Na+Tp4YFofZgztpOnDIiLSpNkMwzB++TTvk5+fT0hICHl5eQQHB9fraxuGwZ6MQpYlmoFk/YFsKo7rJfF32hndvR3je4ZzVs8IosMCT3iNxMP5vPDdPj7dmsaxTx0eE8bt42MZG9futAJEqauSJTuO8NGmVH7Ynel5XV+HnbN7t+ePk+Pp3PbEWkRERLxFbd+/FVCOYxgGDy7aztc7jpCWV7OXJKZdK86qCiQjYsLwd9Zuv5oDWUW89MM+FmxMxVVpXur+nUK49axYJvVuj/0Xdgk2DIMNyTl8uDGVz7alU1BW4Tk2uHMo0wd34rz+kYQG+tbxuxUREWl8Ciin6dKXVrMuKRs/HzujurflrB5mKOn6K3f2Tc8r4eUfknhnXTKlLnPn4LiI1tw6vjvT+kedMPPn4NFiPtyUysebD3Ewu9jT3jE0gOmDOzJ9cCftNiwiIk2OAsppWr4nkwq3wahubWvdS1IXRwvLeG1lEm+uSvb0hkSHBXDzuO6c06cDS3cc4cNNqaw/kOP5nFa+Dqb0i+TiIZ0Y3jXsF3tdREREvJUCipfLL3Xx1upkXl2RRHZR+QnH7TY4I7YdlwzpxKTeHQjwrf+wJCIi0tgUUJqIkvJK3l13kP/9sJ/D+aXERbTm4iGduHBgRzqEaJdhERFpXhRQmpjyCjc5xeVEBPlpirCIiDRbtX3/1jooXsLXx077YPWYiIiIAGhbWxEREfE6CigiIiLidRRQRERExOsooIiIiIjXabKDZI9NPsrPz7e4EhEREamtY+/bvzSJuMkGlIICcwff6OhoiysRERGRuiooKCAkJOSUx5vsOihut5u0tDSCgoLqdd2Q/Px8oqOjSUlJaRbrqzQkXau60fWqPV2r2tO1qj1dq9pryGtlGAYFBQVERUVht596pEmT7UGx2+106tSpwV4/ODhYP8C1pGtVN7petadrVXu6VrWna1V7DXWtfq7n5BgNkhURERGvo4AiIiIiXkcB5Sf8/Px44IEH8PPzs7oUr6drVTe6XrWna1V7ula1p2tVe95wrZrsIFkRERFpvtSDIiIiIl5HAUVERES8jgKKiIiIeB0FFBEREfE6CigiIiLidRRQRERExOsooIiIiIjXUUARERERr6OAIiIiIl5HAUVERES8jgKKiIiIeB0FFBEREfE6CigiIiLidRRQRERExOsooIiIiIjXUUARERERr6OAIiIiIl5HAUVERES8jgKKiIiIeB0FFBEREfE6CigiIiLidRRQRERExOsooIiIiIjXUUARERERr6OAIiIiIl7Hx+oCTpfb7SYtLY2goCBsNpvV5YiIiEgtGIZBQUEBUVFR2O2n7idpsgElLS2N6Ohoq8sQERGR05CSkkKnTp1OebzJBpSgoCDA/AaDg4MtrkZERERqIz8/n+joaM/7+Kk02YBy7LZOcHCwAoqIiEgT80vDMzRIVkRERLyOAoqIiIh4HQUUERER8TpNdgxKg8lPA2cABLSxuhIREWkElZWVuFwuq8toNpxOJw6H41e/jgLKT339ACR+BoOvhhE3Q1iM1RWJiEgDMAyDw4cPk5uba3UpzU5oaCgdOnT4VeuUKaAcr9IFWbvAVQRrX4R1/4P482DU7dB5hNXViYhIPToWTiIiIggMDNSin/XAMAyKi4vJyMgAIDIy8rRfSwHleA4nzPke9i+DVf+Ffd/AzkXmo9MwGHUbxE8Dhy6biEhTVllZ6Qknbdu2tbqcZiUgIACAjIwMIiIiTvt2jwbJ/pTNBt0nwNUfwS2rYdBV4PCF1PXwwbXw3CBY/TyUFVhdqYiInKZjY04CAwMtrqR5OnZdf83YHgWUn9O+N1zwf3DXdjjzXggIg9yD8NWf4N+9YclfIS/V6ipFROQ06bZOw6iP66qAUhutI2DCX+DuHXDef6BtHJTlw6rn4On+sOAGOLTJ6ipFRKQFKygo8Iz9aA4UUOrCGQBDr4fb1sHM96HrWDAq4ccF8PJ4eH2KOQPIXWl1pSIi0sL83//9H1OmTLG6jHqj0Z6nw26HnpPNR9oWWPM8/PghJK80H21iYOQtMPAK8Pv5zZBERETkROpB+bWiBsL0/8HvtsEZvwP/EMhJgi/uNcepfPUXyDlgdZUiItKMFBQUUFZWVqtzKyoqyMjIoKKi4oRj+fn5ZGZmes7Lyck55esYhkFWVhaVlY1zl0ABpb6EdISz/w5374SpT0HbWHOcyur/wrOD4P2rIHkVGIbVlYqISBO1evVqevfuTWRkJO3bt+f8888nLS3tpOcahsH9999PmzZtiI2NpU2bNtx///0Yx70PPf7445x77rnMnDmT8PBwIiIiGD16NKmpNSeAvPTSS0RGRhIXF0dwcDBXX301eXl5Dfq9KqDUN99WMGw23LYerlxgTlk23LDzU3j9XPjfWbD1fagot7pSERE5xjCgvMiaRx3+cL3xxhu54IILyM/P5+jRo9x8882sW7fupOe+/vrrPPvss3z11Vfk5+fz5Zdf8swzzzB37twa523cuJHIyEgyMzPJysrC39+fG264wXP83Xff5cEHH+Tzzz8nJyeHQ4cOkZ6ezh133HFal7q2NAalodjtEHe2+cjYCWtegG3vQ/oW+HgOfH0/DLsRhl4HrdpZXa2ISMvmKoZ/RVnztf+cZv5xWwtHjx6lR48e2O1m/8LPDYp97rnnmDNnDqNHjwbgjDPOYPbs2Tz77LNcd911nvNCQkL417/+hY+PDyEhITzxxBMMHTqUvXv3EhsbyxNPPMHs2bOJiooiPT0dwzCYM2cO1157LXPnzm2wqdrqQWkMEb3g/Gfhrh0w4X5o3QEKj8Cyf5rjVBbeDke2W12liIh4uQceeIBbb72Vc845h8cee4zExMRTnrt7924GDhxYo23w4MHs3r27RltcXBz+/v6e5/3798dms7Fnzx4AEhISeOGFFxg6dCjDhg1j+PDh3H333YSFhZGdnV1/39xPqAelMbVqC2feA6PvgB2fwOr/M3tUNr9lPmLGmbN/4iaB/dfvBCkiIrXkDDR7Mqz62rV08803c/HFF/P111+zZMkSHnroIZ5++mnmzJlzwrl+fn6Ul9ccTlBWVoafn1+Ntp+e43K5MAzDc57D4eCf//wnN998c63rrA/qQbGCjy/0vxTmfAfXfwW9LwCbHZK+h3cvh+cGm+GlJNfqSkVEWgabzbzNYsWjDrdI3G434eHhXHHFFcydO5fbbrvthDElx/Tv358ffvihRtv333/PgAEDarTt2rWLrKwsz/Ply5fjcDjo3bs3ACNHjuSTTz45aS0NST0oVrLZoPNI85GTDOtfgU1vmNOSv/ozfPswDJwJw+dAeE+rqxUREQtVVlYydOhQ7rnnHoYMGUJOTg5Llixh7NixJz3/b3/7G5MnT2bAgAFMmjSJr776ivfee4+vvvqqxnkul4srrriCRx99lNzcXG699VauvfZaOnToAMC//vUvJkyYwC233MLs2bOx2+2sWLGCb7/9lo8//rjBvl/1oHiLNl1g0j/MacrnPQ3hvcBVZIaW/xsOb10Eu7+CBk6sIiLinRwOB2+88QZffPEFF110Eb/97W85//zzefLJJwEIDg6mffv2nvMnTJjAhx9+yCeffMLUqVNZuHAhH374IePHj6/xumPGjGHq1Kncfvvt3HzzzUybNo3nnnvOc3z06NGsXr2a7OxsZs6cyezZs9m/fz8vvPBCg36/NsNomgtz5OfnExISQl5eHsHBwVaXU/8MA5J+gLUvwa7Pgar/TG1iYMRN5iq1/iGWligi0lSVlpaSlJRETExMjQGiLc1f//pXVqxYwXfffVevr/tz17e279/qQfFWNht0Gwcz34E7NsOo28GvapXaL+8zZ/98/gfI2mN1pSIiIvVOAaUpCIuBcx6G3+80d1MOj4fyQlj3P/jvUHhrOuxeots/IiJSJyEhIYSHh1tdxknpFk9TZBjmjJ+1L8GuL6hx+2fYbBh0JQS0sbREERFvpls8DUu3eFoqmw26nQUz3zVv/4y8rfr2z5K/wFO9YNEdcDjB6kpFREROi6UBxeVysWbNGtauXYvL5bKylKYrLAYm/6vq9s/TENEHKkrM6covjoHXJsOPH2rvHxERaVIsWwdl8eLF3HDDDYSHhxMeHk5OTg7z58+nR48eVpXUtPm2Mvf1GXItHFxtjk/Z+an574OroXV7GFJ1PDjS6mpFRLxCEx3l4PXq47paElC2bt3K9OnTefLJJz27Ie7Zs4fc3FwrymlebDboMtp85KfDxrmw8XVz75/vH4XlT0Kv82H4jdB5VJ1WMBQRaS6cTicAxcXFBAQEWFxN81NcXAxUX+fTYckg2ZkzZ7Jr1y42bdp02q/RogfJ1lVFOexcBOtehpQ11e3t+5pBpd+MWu+kKSLSXKSnp5Obm0tERASBgYENtitvS2IYBsXFxWRkZBAaGkpk5Ik99rV9/7YkoHTo0IEbbriBe+65h02bNhEREUGvXr3w8Tl1h05ZWRllZWWe5/n5+URHRyug1FX6Nlj/Mmz7wByrAuaCbwOugGE3QLs4a+sTEWkkhmFw+PBh9d43gNDQUDp06HDS0Oe1AcUwDBwOB9OnT2fdunV0796dvXv3EhwczEcffUTPniffc+bBBx/koYceOqFdAeU0FWfDlnnmUvo5B6rbY8aZQaXnFHCcfteciEhTUVlZqYka9cjpdOJwOE553GsDCphbQIeEhLB161YiIyMpLy/n3HPPxeVynbDz4jHqQWkgbjfs+wbWvwq7v8SzpkpQJAy+BoZcA8FRlpYoIiLNR20DiiWDZLt168bAgQM996Z8fX2ZMWMGd955J4ZhnLRLyM/PDz8/v8Yutfmz2yHubPORk2wOqt30JhSkm4Nqf3gC4qeYC8DFjNOgWhERaRSWrIMyZcoU9u3bV6Nt3759p7xfJY2kTRf4zQNw9w64+FXoPBqMSnO68psXwH+HwernoSTH6kpFRKSZs+QWT0ZGBkOGDGH8+PGcd955bN++nccee4yXXnqJa665plavoVk8jeTIDtjwKmx9H8oLzDafAOh3sdmrEjXI2vpERKRJ8eoxKABHjhzh2WefZdeuXURGRjJz5kxGjx5d689XQGlkZQWwbb45ViVje3V71GBzUG2f6eAbaF19IiLSJHh9QPm1FFAsYhiQstac/bNjIVRWLaHvFwIDLjdXs43oZW2NIiLitRRQpOEVZsKWt82BtcdPVe48ylxWv/cF4NQuoSIiUk0BRRqP2w37l5lL6id+bg6sBQhoAwOvNPf/0QJwIiKCAopYJT8dNlf1quSnVrd3HQtDr4f488DH17LyRETEWgooYi13JexdChtegz1LwHCb7a3CYdBV5iJwYTHW1igiIo1OAUW8R26Kufjbpjeh8HB1e/cJ5liVnudqWX0RkRZCAUW8T6XLXE5/w+vm8vrHtIqAgVfA4FnQtrt19YmISINTQBHvlp0Em96AzfOgKKO6PeZM8/ZPr2ngo60NRESaGwUUaRqO9apsnAt7v8GzWWFAWFWvyjUQ3sPKCkVEpB4poEjTk3vQnAG06S0oSKtu7zza3FW59wXgDLCuPhER+dUUUKTpqqwwZwBtnAt7vqqeAeQfAv0vN8NK+z6WligiIqdHAUWah7xDsGWe2auSd7C6vdMwc1Btn+ng19q6+kREpE4UUKR5cVfCvmWwaS7s+gLcFWa7sxX0nW6GlU7DwGaztEwREfl5CijSfBUcga3vmL0q2fuq28PjYdDV5qaFrdpZV5+IiJySAoo0f4YByatg81uw/ROoKDHb7U6InwKDZkH38WB3WFqmiIhUU0CRlqU0DxIWmGElbXN1e3AnGHSluWlhmy7W1SciIoACirRkhxPM2z/b3ofS3KpGG3Q7CwZfXbVhoRaBExGxggKKiKsUEhebewAlfV/dHtAG+l1qbloY2d+6+kREWiAFFJHjZSeZ05U3z6u5CFyHfubA2n4zIDDMuvpERFoIBRSRk3FXwr5vzRVrd30OleVmu8MXek4xe1W6T9DAWhGRBqKAIvJLirMh4QMzrBzeVt0eFAkDZpoDa9vFWlefiEgzpIAiUhfp28xbQNvmQ0l2dXv0SLNXpc+F4BdkWXkiIs2FAorI6agoM3dX3vy2uR/QsX2AnK3MzQoHXQVdRmvFWhGR06SAIvJr5afD1nfNnpWje6vb23SFAVeYK9ZqbRURkTpRQBGpL4YBKeuqVqz9GMoLq491GQMDrzB7V7RpoYjIL1JAEWkI5UWwc7G5F9D+74Gq/32cgWZIGTATuo4Fu93SMkVEvJUCikhDy0uFre+Zt4GOvwUUEm3e/hkwE9p2t64+EREvpIAi0lgMA1LXw5Z34MePoCyv+lj0SPMWUJ8LwT/EshJFRLyFAoqIFVwl5gJwW96Ffd9UzwLy8Tf3ABo4E2LOAoePlVWKiFhGAUXEavnpkDDf7FnJTKxub93eXFp/wOXmUvsiIi2IAoqItzAMSNtsjlVJWFBzIbj2faH/ZWZgCY60rkYRkUaigCLijSrKzQXgtr5rLgh3bC8gmx26nWUOrI2fCr6tLC1TRKShKKCIeLuSHHNdla3vQ8qa6nbf1tDrfBhwWdWUZW1cKCLNhwKKSFNydJ+5D9C29yDnQHV7cMfq8SoRvSwrT0SkviigiDRFhgEpa831VbZ/BKXHTVnu0N8cr9L3Yo1XEZEmSwFFpKlzlcKer8ywsmcJuCvMdpsdYs40w0r8eeCvn38RaToUUESak6KjZo9KwgdmD8sxPv7Qc4oZVmIngsNpXY0iIrWggCLSXGXvN6crb3u/5hL7AWHQd7oZVjoNA5vNuhpFRE5BAUWkuTu2vsq2+fDjh1CUUX2sTVfodyn0vxTaxVlWoojITymgiLQklRWQ9B1s+wB2fgquoupjUYPMsNJ3OgR1sKxEERFQQBFpucqLIPFzc5n9vd+AUWm22+zmuir9ZkCvaRAQammZItIyeXVA+eCDD5g3b16NtlatWp3Q9nMUUERqoTCzanDtAkhdV93u8IW4SWZY6XEOOAOsq1FEWpTavn9bsqXqrl272LlzJ4899pinzenU7AORetc6HEbcZD5yDphjVbZ9AJk7IXGx+fANgl7nQb9LtNOyiHgNy34TtWnThgsvvNCqLy/S8rTpCmN/bz6ObDenLCd8CHkHzb2Btr4Lge3MsSr9ZmgmkIhYyrKAcvDgQa6++mr8/f0ZPnw41113HT4++stNpFG072M+JvzNvPWTsMC8FVScBev+Zz5CO0PfS8yelYjeCisi0qgsGYPy8MMPs23bNiZPnkxubi7PPPMM7du3Z/ny5fj6+p70c8rKyigrK/M8z8/PJzo6WmNQROpLpQv2f2/2rCQuhvLC6mPh8eYS+30vhrbdratRRJo8rx4km5eXR0hIiOd5amoq8fHxPProo9x+++0n/ZwHH3yQhx566KSvpYAiUs/Ki81l9hMWmMvsV5ZXH4scYAaVPtMhNNq6GkWkSfLqgHIyZ555Jt26dWPu3LknPa4eFBGLlOZB4mfmANt9y6qnLQNEjzDDSu8LIai9ZSWKSNPh1bN4TiY3N/dnx6D4+fnh5+fXiBWJCAD+ITDwCvNRdBR2LoQfP4IDK8x9gVLWwpf3QdcxZljpdT4EhlldtYg0cXYrvujrr79ORUWF5/nbb79NQkICF1xwgRXliEhttWoLQ6+HaxfD3Tth8qPmbB/DDUk/wKe/gyfjYN4Mcxfm0nyrKxaRJsqSHpS9e/fSrVs34uLiyMrKIikpiaeeeopp06ZZUY6InI7gSBh5i/nIOQDbPzZvAx1OMMet7FkCDj+IOxv6XGQuCOcXZHXVItJEWDYGJScnh61btxIYGEivXr0ICqrbLy6tJCvipTJ3V69ee3RPdbuPf1VYmW6GFd9W1tUoIpZpcoNk60oBRcTLGQZk7DDHq2z/CLL3Vx/zCTBDSt/pEHs2+AZaV6eINCoFFBHxHoZh3vrZ/rEZVnIOVB9ztoKek83bQLG/0b5AIs2cAoqIeCfDgPQtVWHlY8g9WH3MtzX0nFIVViaCj2buiTQ3Cigi4v0MAw5tMntVtn8C+anVx3yDoOe50PsCM6yoZ0WkWVBAEZGmxe2GQxurw0pBWvUx39bmmJXeF5oDbRVWRJosBRQRabrcbji0wQwqOxbW7FlxtoIek8yelbhJmg0k0sQooIhI82AYVT0rH8OORZB33JgVn4CqqcsXQtw54NfasjJFpHYUUESk+TEMSNtk9qps/wRyk6uP+fibs4B6X2jeDvLX7wURb6SAIiLNm2FA+lbY8YkZVnKSqo85fKH7BHNfoJ7nam8gES+igCIiLcexdVZ2LDQDy9G91cfsPtB1LPSaZj5aR1hWpogooIhIS2UYkLETdi4yx6xkbD/uoA06j4Le55thJaSTZWWKtFQKKCIiAEf3VYeVtE01j3UcYt4G6n0+hHWzpj6RFkYBRUTkp3JTYOenZmA5uAY47tdf+35mr0rv8yE8Hmw2y8oUac4UUEREfk7BEUhcbIaVpOVgVFYfC+sOvc6D+GlmL4vdbl2dIs2MAoqISG0VZ8Ouz83bQPuXQWV59bGgSIifCvHnQdcx4HBaV6dIM6CAIiJyOsoKYM/XZu/K7iVQXlB9zD8Uekw2e1e6TwTfQMvKFGmqFFBERH6tijLY/z0kfgqJn0NxVvUxnwBzE8Ne08yF4QLaWFenSBOigCIiUp/clZCytmqQ7eKaS+7bfczbP/HnQc8pENLRujpFvJwCiohIQzEMOLzNDCqJiyFjR83jUYPMcSs9p0JEL80IEjmOAoqISGM5us/sWdn1OaSso8b05TYxVYNsp0L0CLA7LCtTxBsooIiIWKEwA3Z9AYmfwf7voLKs+lhgW+hxrhlWup2lQbbSIimgiIhYrawQ9n1jhpXdX0FpbvWxY4Nse04xZwa1amtZmSKNSQFFRMSbVLogeZV5GyjxM8hLqT5ms5t7BPU81wwsbbtbV6dIA1NAERHxVscG2SZWhZUjCTWPt+tRHVY6DdO4FWlWFFBERJqKnGTY/aXZu3JgBbgrqo8FtjVvAfU8F7qNB7/W1tUpUg8UUEREmqLSPNi71Bxou2eJ+fwYhx90G2eGlR6TITjKujpFTpMCiohIU1fpgoOrq2cF5SbXPB41qHqQbYd+Wm9FmgQFFBGR5sQwIDPRvA206wtI3UCN9VaCO5pL7veYDDFngjPAslJFfo4CiohIc1ZwBPZ8ZYaVfcugoqT6mE+Auc5Kz8kQdw4ER1pWpshPKaCIiLQUrhJIWm4OtN39JeQfqnk8cqDZs9LjHPPfdrsVVYoACigiIi2TYcCRH2FXVVg5tJEat4Jad4Aek8wVbbuNA99WlpUqLZMCioiImEvv71lihpV9y6C8sPqYw88cr9LjHIg7G9p0taxMaTkUUEREpKaKMnOdld1fmj0seQdrHm/X0+xdiTsHOo8Eh9OaOqVZU0AREZFTMwzI2GkOtN29BFLWglFZfdwvBLqPN3tXYs+G1uHW1SrNigKKiIjUXkkO7PvWDCt7v4bio8cdtEHHwWbPStzZGmgrv4oCioiInB53JRzaVNW78pW5b9DxWrc3e1V6TDKnM/uHWFKmNE0KKCIiUj/y082BtnuWmANtXUXVx+w+ED3C7FmJPRva99GKtvKzFFBERKT+VZRB8qrqwHJ0b83jQVEQ9xuImwQx48Bfv5+lJgUUERFpeNn7Yc9Sc9xK0vKaK9rafaDzqOrelYhe6l0RBRQREWlkrhJIXgl7vjYf2ftqHg/uZPauxJ5tLhLnF2RNnWKpJhNQ3G43GRkZ+Pv7ExoaWuvPU0AREfFyR/fB3qVmWDmwHCpKq4/ZneZaK7ETIfY30L6veldaiCYTUB588EEeeughLr74YhYsWFDrz1NAERFpQlwl5iJxe742x67kJNU83rpDVViZCN3GQ2CYNXVKg2sSAeWHH37g+uuvJyoqioiICAUUEZGW4ug+2PuN2cNyYDm4iquP2ezQcYjZsxL7G4gaBHaHdbVKvfL6gHL06FGGDBnC22+/zaOPPoq/v78CiohIS+QqhYOrYd83ZmjJ2FHzeEAb6D7BDCvdJ0JQe2vqlHpR2/dvn0asqYbrr7+eq6++mjFjxlhVgoiIeAOnv7msfvfxMOmfkHeoKqwshX3fmavc/vih+QBo3w9iJ5ihpfMo8PGztHxpGJYElGeeeYb09HQ+/PDDWn9OWVkZZWVlnuf5+fkNUZqIiFgtpCMMnmU+Kivg0AYzrOxdCmmb4UiC+Vj5DPgEQNcx5tiV7hOgXQ8Ntm0mGj2gJCYmcv/99/PZZ5+RlZUFmOHDZrNx+PBhwsPDcThOvNf4yCOP8NBDDzV2uSIiYiWHjznbp/NImPBXKMyE/d+ZPSz7voXCI+YaLHu/Ns8P7lTVGzPBXIZfg22brEYfg/Lll19y7bXX1mjLzc0FIDQ0lPXr1xMdHX3C552sByU6OlpjUEREWirDMMer7K0KK8mroLLsuBOqNjnsXjU7qONQM/CIpbx+kOzxzjvvPA2SFRGRX6e8GA6ugr3fmoElc2fN437BEHOm2bPSfQKEddPtIAt4/SBZERGReuUbWD01GSA/zQwq+741NzksyYbExeYDIKQzdD/LXHdFt4O8jlcElDZt2uDv7291GSIi0pwER8Ggq8yHuxLSt5hBZf93cHAN5B2ETW+aD2wQNdAMK93Hmzs0a3aQpbziFs/p0C0eERE5beVF5piVfctg/7IT115xBkKX0dWBJaK3bgfVkyY1BuV0KKCIiEi9yU83e1b2V/WwFB6pebx1e/M2ULezIGacORVaTosCioiIyOk4NjvoWO/KgZVQUVLznLZx1YGl6xgICLWg0KZJAUVERKQ+VJRBytqqHpbvzMXiDHf1cZvd3C/oWGDpNNxcHVdOSgFFRESkIZTkmjszHwssR/fUPO7jby7B322cGVg69Ndmh8dRQBEREWkMeYcg6fvqwPLT8SsBbaDrWDOwxIyDtrEtesCtAoqIiEhjMwzI3FUdVg6sgPKCmucERZkLxsWcaYaWkE5WVGoZBRQRERGrVVbAoY2Q9IPZy5Ky7ifL8WOuaBtzptm70nUstA63ptZGooAiIiLibVwl5oDbpB/Mx6FNYFTWPCeiT9XtoDPNtVj8Q6yptYEooIiIiHi70jxIXl3dw3Lkx5rHbQ5zhduuYyFmrDn41reVJaXWFwUUERGRpqYoCw4sh/3fm6Ele1/N43Yf6DikOrBEjwBngDW1niYFFBERkaYuLxWSlpuhJWm5uX/Q8Ry+0GlYdWDpNMzr9xBSQBEREWlucg7UDCwFaTWP+/hD9HDoeqYZWKIGg4+vJaWeigKKiIhIc2YYkL3fvBV0LLAUZdQ8xxlYFVjGmL0sXhBYFFBERERakmNrsBxYXhVaVkBJds1zfAKqAstYM7R0HNzot4QUUERERFoytxsyE82gcmA5JK+E4qM1z/EJgOhhxwWWIQ0eWBRQREREpJrbDVm7qgPLgZVQnFXzHB//6kG3XcdAp6H1HlgUUEREROTUjr8ldGCF2cNSlFnznMvmQa/z6vXL1vb926dev6qIiIg0DTYbRMSbj+E3moEla3d170ryKnMlW4sooIiIiIgZWMJ7mo9hs83AYuGuy3bLvrKIiIh4LwvDCSigiIiIiBdSQBERERGvo4AiIiIiXqfJDpI9Njs6Pz/f4kpERESkto69b//SKidNNqAUFBQAEB0dbXElIiIiUlcFBQWEhISc8niTXajN7XaTlpZGUFAQtnocaZyfn090dDQpKSlaAO4X6FrVja5X7ela1Z6uVe3pWtVeQ14rwzAoKCggKioKu/3UI02abA+K3W6nU6dODfb6wcHB+gGuJV2rutH1qj1dq9rTtao9Xavaa6hr9XM9J8dokKyIiIh4HQUUERER8ToKKD/h5+fHAw88gJ9fw2433RzoWtWNrlft6VrVnq5V7ela1Z43XKsmO0hWREREmi/1oIiIiIjXUUARERERr6OAIiIiIl6nya6D0hBcLhcrV64kLy+PoUOH0rFjR6tL8kqbN29m165dNdqCgoKYOnWqRRV5l4qKCpYuXUpxcTHTp08/6TmFhYWsWLGCyspKzjjjDEJDQxu3SC9hGAbLly8nLS2N6dOn4+vrW+P4N998Q2ZmZo22Ll26MGrUqMYs0yscPXqUjRs34nQ6GThwIG3atDnhHLfbzZo1a8jIyKBfv350797dgkqtV1hYyMaNGykrK6N///506NChxvFdu3axefPmGm0Oh4MZM2Y0ZplewTAMtm3bRnJyMtHR0QwaNOik5+3evZsdO3YQGRnJ8OHD63WB1FNRQKly8OBBzj77bCorK+ncuTNr1qzh8ccf5/bbb7e6NK/zxhtv8MEHHzB27FhPW4cOHRRQgMcee4znn38eh8NBdnb2SQPKypUrueCCC+jSpQtOp5PExETmz5/PpEmTLKjYOm+88QaPPPIIlZWV7N27l8zMTNq1a1fjnAceeIDc3Fz69u3raRs9enSLCihut5tbbrmFxYsX06dPH4qKikhISOC5557jmmuu8ZyXk5PDOeecQ1paGr169WLVqlXcdddd/POf/7Sw+sb3z3/+kxdffJHu3bvj6+vLypUr+eMf/8gDDzzgOefTTz/l4Ycf5pxzzvG0+fr6triAsn79eubMmYPD4SAqKor169cTGRnJZ599RmRkpOe8u+66i1deeYVRo0aRkJBAXFwcn332GUFBQQ1boCGGYRjG1KlTjTFjxhjl5eWGYRjGW2+9ZTgcDiMxMdHiyrzP7373O2Pq1KlWl+GVnnvuOSM1NdV47rnnjJCQkBOOu1wuo0uXLsZNN93kafv9739vREREGEVFRY1YqfVee+01IzEx0fjiiy8MwMjMzDzhnDPOOMN44IEHGr84L1JeXm689NJLnt9NhmEYzz77rOF0Oo3U1FRP20033WTEx8cb+fn5hmEYxrJlywzA+O677xq9Ziu98sornmtgGIaxZMkSAzC+//57T9sTTzxhDBgwwILqvMvy5cuNffv2eZ4XFRUZsbGxxq233upp+/TTTw2Hw2GsX7/eMAzDyMrKMjp37mzcc889DV6fxqBgdp1+8cUX/Pa3v8XpdAJwxRVXEB4eznvvvWdxdd4pLy+PRYsW8d1335GTk2N1OV7j9ttv/9lbgytWrCA5OZm7777b03bXXXeRmZnJ119/3Rgleo3rrruOnj17/uJ5qampfPzxx6xZs4aSkpJGqMy7OJ1O5syZ4/ndBHDxxRfjcrnYvn07YPayvPvuu9x4442ev2rPOussBg8ezNtvv21J3Va54YYbavxlf/bZZxMUFMSWLVtqnFdSUsLnn3/O0qVLycjIaOQqvcOYMWPo1q2b53lgYCDR0dGezXgB3n77bc4880yGDh0KQNu2bbn22msb5edKt3iAHTt24Ha7a3Qj2+12+vTpQ0JCgoWVea8dO3bwwgsvcOTIEfbs2cNTTz3FnDlzrC7L6yUkJODr60uPHj08bR07diQsLIyEhAQuuOACC6vzTkuWLOHw4cPs3LmTsrIy3nzzTSZMmGB1WZZaunQpdrud3r17A5CcnEx+fn6N32EA/fr1a/G/w9atW0dBQcEJ1yY9PZ2nn36agoICNm/ezF//+lf++te/WlSltd577z3KyspYsWIFaWlpvPjii55jCQkJTJw4scb5/fr14/Dhw2RlZZ1wW7Y+KaBg9gYAhIWF1Whv27YtR48etaIkr3bRRRfxr3/9i8DAQABeeOEFbr31VgYPHuxJ2XJyeXl5Jx3c2LZtW3Jzcxu/IC93//33c/bZZ2O326msrOTWW2/lsssuY/fu3Se9ji3B/v37ufvuu7n99ts9G6b+3O+wlvxzlZubyzXXXMOkSZNqhNqxY8dy4MABz/VatGgRF154IQMGDGDatGlWlWuZTz75hOLiYtavX8+ECRNo27at51heXt5Jf67AvL4NGVB0iwc8S/kWFhbWaC8sLMTf39+KkrzauHHjPOEE4JZbbqFDhw58/vnnFlbVNPj5+Z3wcwb6WTuVc845x7Mdu8Ph4MEHHyQrK4vVq1dbXJk1UlNT+c1vfsOYMWN46qmnPO36HXaiwsJCpk6dSmBgIO+//36NYyNGjKjxpnv++eczbNgwPv3008Yu0yu89957LFq0iH379rF79+4aveEn+5117HlD/2wpoIBnKt7BgwdrtCcnJ9e4PyenFhQUdMJ0UDlR9+7dKSoqIjs729NWUlJCZmamftZq4djYgpb4s3bo0CHOOuss+vbty/z58/Hxqe4A79KlCw6HQ7/DqhQWFnLuuedSUlLC119/Xatp/MHBwS3y5+p4gYGBTJ8+neXLl3vaunfvftKfK39//xozfRqCAgrQrVs3evbsyQcffOBp2759O9u3b9fU2ZNIT0+v8TwhIYE9e/YwbNgwiypqOsaPH4+/v3+Nn7WPPvoIwzBqTHkUyM/Pp7i4uEbbxx9/DNDibiUeCye9e/dmwYIFJ6wXExgYyFlnnVXj5yojI4Pvvvuuxf0OKyoqYsqUKRQVFbF06dITbk/Aib/D0tLSWLt2bYv7HfbT6wCwceNGoqOjPc+nTJnCkiVLPLcRDcNg/vz5TJ48GYfD0aD1aQxKlaeffppp06bh6+tL9+7deeaZZ5g6dareNE5i4sSJTJo0ib59+5KWlsZzzz3HxIkTmTlzptWlWW7FihWkpqayadMmXC6XZxbY5MmTCQ0NpU2bNvz973/n7rvvJiMjA6fTySOPPMIf//jHFrcw4JYtW0hMTGTr1q2AGT6CgoIYM2YMnTp14siRI1x44YVMnz6dmJgYEhISePHFF7nnnnvo06ePxdU3npKSEiZOnEhhYSGXXHIJH330kefYiBEjiImJAcw1eM4880yuueYahg8fzssvv0z//v25+uqrrSrdEhdddBEbNmzgySefZMmSJZ723r17079/fwBmzpxJz549GTJkCDk5OTz//PP06NGjxa17dc8992C32xk1ahR2u50lS5bw5ZdfsmjRIs85c+bM4bXXXmPSpElce+21fP/992zZsoU1a9Y0eH3azfg4Gzdu5M033yQvL49Ro0Zx/fXX15jaJ6aSkhLefPNNNm7cSEhICGeccQYXXnih1WV5haeeeor169ef0P7YY4/RpUsXz/PPP/+chQsX4na7mTJlChdddFFjlukV5s2bd9J7/nfddRcjRowA4MiRI8ydO5fdu3cTGRnJ1KlTW9QibWAOUrzppptOeuyWW25h3Lhxnue7du3ilVdeISMjgwEDBnDzzTfXGC/WEtxwww0UFRWd0H7BBRd4/oiqqKjgnXfeYdWqVQQEBDB06FAuv/zyBu8R8DaGYbBw4UKWLVtGWVkZsbGxzJo1i4iIiBrnFRQU8MILL7B9+3YiIyOZM2dOo9w6VEARERERr6MxKCIiIuJ1FFBERETE6yigiIiIiNdRQBERERGvo4AiIiIiXkcBRURERLyOAoqIiIh4HQUUERER8ToKKCIiIuJ1FFBERETE6yigiIiIiNdRQBERERGv8//XfwxogGw0gwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure 7.4: Level and slope components for Holt's linear trend method and the additive damped trend method.\n" ] } ], "source": [ "for fit in [fit2, fit4]:\n", " pd.DataFrame(np.c_[fit.level, fit.trend]).rename(\n", " columns={0: \"level\", 1: \"slope\"}\n", " ).plot(subplots=True)\n", "plt.show()\n", "print(\n", " \"Figure 7.4: Level and slope components for Holt's linear trend method and the additive damped trend method.\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison\n", "Here we plot a comparison Simple Exponential Smoothing and Holt's Methods for various additive, exponential and damped combinations. All of the models parameters will be optimized by statsmodels." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:18.038995Z", "start_time": "2017-12-07T12:39:17.108323Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:36:02.375653Z", "iopub.status.busy": "2026-07-29T17:36:02.375443Z", "iopub.status.idle": "2026-07-29T17:36:04.257791Z", "shell.execute_reply": "2026-07-29T17:36:04.256841Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure 7.5: Forecasting livestock, sheep in Asia: comparing forecasting performance of non-seasonal methods.\n" ] } ], "source": [ "fit1 = SimpleExpSmoothing(livestock2, initialization_method=\"estimated\").fit()\n", "fcast1 = fit1.forecast(9).rename(\"SES\")\n", "fit2 = Holt(livestock2, initialization_method=\"estimated\").fit()\n", "fcast2 = fit2.forecast(9).rename(\"Holt's\")\n", "fit3 = Holt(livestock2, exponential=True, initialization_method=\"estimated\").fit()\n", "fcast3 = fit3.forecast(9).rename(\"Exponential\")\n", "fit4 = Holt(livestock2, damped_trend=True, initialization_method=\"estimated\").fit(\n", " damping_trend=0.98\n", ")\n", "fcast4 = fit4.forecast(9).rename(\"Additive Damped\")\n", "fit5 = Holt(\n", " livestock2, exponential=True, damped_trend=True, initialization_method=\"estimated\"\n", ").fit()\n", "fcast5 = fit5.forecast(9).rename(\"Multiplicative Damped\")\n", "\n", "ax = livestock2.plot(color=\"black\", marker=\"o\", figsize=(12, 8))\n", "livestock3.plot(ax=ax, color=\"black\", marker=\"o\", legend=False)\n", "fcast1.plot(ax=ax, color=\"red\", legend=True)\n", "fcast2.plot(ax=ax, color=\"green\", legend=True)\n", "fcast3.plot(ax=ax, color=\"blue\", legend=True)\n", "fcast4.plot(ax=ax, color=\"cyan\", legend=True)\n", "fcast5.plot(ax=ax, color=\"magenta\", legend=True)\n", "ax.set_ylabel(\"Livestock, sheep in Asia (millions)\")\n", "plt.show()\n", "print(\n", " \"Figure 7.5: Forecasting livestock, sheep in Asia: comparing forecasting performance of non-seasonal methods.\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-10-05T09:40:15.958575Z", "start_time": "2017-10-05T09:40:15.615Z" } }, "source": [ "## Holt's Winters Seasonal\n", "Finally we are able to run full Holt's Winters Seasonal Exponential Smoothing including a trend component and a seasonal component.\n", "statsmodels allows for all the combinations including as shown in the examples below:\n", "1. ```fit1``` additive trend, additive seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n", "1. ```fit2``` additive trend, multiplicative seasonal of period ```season_length=4``` and the use of a Box-Cox transformation..\n", "1. ```fit3``` additive damped trend, additive seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n", "1. ```fit4``` additive damped trend, multiplicative seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n", "\n", "The plot shows the results and forecast for ```fit1``` and ```fit2```.\n", "The table allows us to compare the results and parameterizations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:28.375871Z", "start_time": "2017-12-07T12:39:18.040674Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:36:04.272423Z", "iopub.status.busy": "2026-07-29T17:36:04.267931Z", "iopub.status.idle": "2026-07-29T17:36:07.946392Z", "shell.execute_reply": "2026-07-29T17:36:07.945145Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure 7.6: Forecasting international visitor nights in Australia using Holt-Winters method with both additive and multiplicative seasonality.\n" ] }, { "data": { "text/html": [ "
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AdditiveMultiplicativeAdditive DamMultiplica Dam
$\\alpha$1.490116e-081.490116e-081.490116e-081.490116e-08
$\\beta$1.479706e-081.480632e-086.360111e-094.920078e-09
$\\phi$NaNNaN9.430362e-019.536081e-01
$\\gamma$0.000000e+000.000000e+000.000000e+000.000000e+00
$l_0$1.119347e+011.140986e+011.084019e+011.142927e+01
$b_0$1.205403e-011.236509e-012.456902e-012.280611e-01
SSE4.402741e+013.611258e+013.527644e+013.062012e+01
\n", "
" ], "text/plain": [ " Additive Multiplicative Additive Dam Multiplica Dam\n", "$\\alpha$ 1.490116e-08 1.490116e-08 1.490116e-08 1.490116e-08\n", "$\\beta$ 1.479706e-08 1.480632e-08 6.360111e-09 4.920078e-09\n", "$\\phi$ NaN NaN 9.430362e-01 9.536081e-01\n", "$\\gamma$ 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00\n", "$l_0$ 1.119347e+01 1.140986e+01 1.084019e+01 1.142927e+01\n", "$b_0$ 1.205403e-01 1.236509e-01 2.456902e-01 2.280611e-01\n", "SSE 4.402741e+01 3.611258e+01 3.527644e+01 3.062012e+01" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit1 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " use_boxcox=True,\n", " initialization_method=\"estimated\",\n", ").fit()\n", "fit2 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " use_boxcox=True,\n", " initialization_method=\"estimated\",\n", ").fit()\n", "fit3 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " damped_trend=True,\n", " use_boxcox=True,\n", " initialization_method=\"estimated\",\n", ").fit()\n", "fit4 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " damped_trend=True,\n", " use_boxcox=True,\n", " initialization_method=\"estimated\",\n", ").fit()\n", "results = pd.DataFrame(\n", " index=[r\"$\\alpha$\", r\"$\\beta$\", r\"$\\phi$\", r\"$\\gamma$\", r\"$l_0$\", \"$b_0$\", \"SSE\"]\n", ")\n", "params = [\n", " \"smoothing_level\",\n", " \"smoothing_trend\",\n", " \"damping_trend\",\n", " \"smoothing_seasonal\",\n", " \"initial_level\",\n", " \"initial_trend\",\n", "]\n", "results[\"Additive\"] = [fit1.params[p] for p in params] + [fit1.sse]\n", "results[\"Multiplicative\"] = [fit2.params[p] for p in params] + [fit2.sse]\n", "results[\"Additive Dam\"] = [fit3.params[p] for p in params] + [fit3.sse]\n", "results[\"Multiplica Dam\"] = [fit4.params[p] for p in params] + [fit4.sse]\n", "\n", "ax = aust.plot(\n", " figsize=(10, 6),\n", " marker=\"o\",\n", " color=\"black\",\n", " title=\"Forecasts from Holt-Winters' multiplicative method\",\n", ")\n", "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n", "ax.set_xlabel(\"Year\")\n", "fit1.fittedvalues.plot(ax=ax, style=\"--\", color=\"red\")\n", "fit2.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n", "\n", "fit1.forecast(8).rename(\"Holt-Winters (add-add-seasonal)\").plot(\n", " ax=ax, style=\"--\", marker=\"o\", color=\"red\", legend=True\n", ")\n", "fit2.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n", " ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n", ")\n", "\n", "plt.show()\n", "print(\n", " \"Figure 7.6: Forecasting international visitor nights in Australia using Holt-Winters method with both additive and multiplicative seasonality.\"\n", ")\n", "\n", "results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Internals\n", "It is possible to get at the internals of the Exponential Smoothing models. \n", "\n", "Here we show some tables that allow you to view side by side the original values $y_t$, the level $l_t$, the trend $b_t$, the season $s_t$ and the fitted values $\\hat{y}_t$. Note that these values only have meaningful values in the space of your original data if the fit is performed without a Box-Cox transformation." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:36:07.951713Z", "iopub.status.busy": "2026-07-29T17:36:07.951495Z", "iopub.status.idle": "2026-07-29T17:36:08.620599Z", "shell.execute_reply": "2026-07-29T17:36:08.615792Z" } }, "outputs": [], "source": [ "fit1 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " initialization_method=\"estimated\",\n", ").fit()\n", "fit2 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " initialization_method=\"estimated\",\n", ").fit()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:28.399765Z", "start_time": "2017-12-07T12:39:28.377215Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:36:08.625592Z", "iopub.status.busy": "2026-07-29T17:36:08.625332Z", "iopub.status.idle": "2026-07-29T17:36:08.659839Z", "shell.execute_reply": "2026-07-29T17:36:08.659033Z" } }, "outputs": [], "source": [ "df = pd.DataFrame(\n", " np.c_[aust, fit1.level, fit1.trend, fit1.season, fit1.fittedvalues],\n", " columns=[r\"$y_t$\", r\"$l_t$\", r\"$b_t$\", r\"$s_t$\", r\"$\\hat{y}_t$\"],\n", " index=aust.index,\n", ")\n", "forecasts = fit1.forecast(8).rename(r\"$\\hat{y}_t$\").to_frame()\n", "df = pd.concat([df, forecasts], axis=0, sort=True)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:28.574783Z", "start_time": "2017-12-07T12:39:28.401234Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:36:08.663332Z", "iopub.status.busy": "2026-07-29T17:36:08.662311Z", "iopub.status.idle": "2026-07-29T17:36:08.697830Z", "shell.execute_reply": "2026-07-29T17:36:08.697204Z" } }, "outputs": [], "source": [ "df = pd.DataFrame(\n", " np.c_[aust, fit2.level, fit2.trend, fit2.season, fit2.fittedvalues],\n", " columns=[r\"$y_t$\", r\"$l_t$\", r\"$b_t$\", r\"$s_t$\", r\"$\\hat{y}_t$\"],\n", " index=aust.index,\n", ")\n", "forecasts = fit2.forecast(8).rename(r\"$\\hat{y}_t$\").to_frame()\n", "df = pd.concat([df, forecasts], axis=0, sort=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally lets look at the levels, slopes/trends and seasonal components of the models." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:29.636548Z", "start_time": "2017-12-07T12:39:28.576279Z" }, "execution": { "iopub.execute_input": "2026-07-29T17:36:08.700860Z", "iopub.status.busy": "2026-07-29T17:36:08.700513Z", "iopub.status.idle": "2026-07-29T17:36:11.648994Z", "shell.execute_reply": "2026-07-29T17:36:11.647605Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "states1 = pd.DataFrame(\n", " np.c_[fit1.level, fit1.trend, fit1.season],\n", " columns=[\"level\", \"slope\", \"seasonal\"],\n", " index=aust.index,\n", ")\n", "states2 = pd.DataFrame(\n", " np.c_[fit2.level, fit2.trend, fit2.season],\n", " columns=[\"level\", \"slope\", \"seasonal\"],\n", " index=aust.index,\n", ")\n", "fig, [[ax1, ax4], [ax2, ax5], [ax3, ax6]] = plt.subplots(3, 2, figsize=(12, 8))\n", "states1[[\"level\"]].plot(ax=ax1)\n", "states1[[\"slope\"]].plot(ax=ax2)\n", "states1[[\"seasonal\"]].plot(ax=ax3)\n", "states2[[\"level\"]].plot(ax=ax4)\n", "states2[[\"slope\"]].plot(ax=ax5)\n", "states2[[\"seasonal\"]].plot(ax=ax6)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulations and Confidence Intervals\n", "\n", "By using a state space formulation, we can perform simulations of future values. The mathematical details are described in Hyndman and Athanasopoulos [2] and in the documentation of `HoltWintersResults.simulate`.\n", "\n", "Similar to the example in [2], we use the model with additive trend, multiplicative seasonality, and multiplicative error. We simulate up to 8 steps into the future, and perform 1000 simulations. As can be seen in the below figure, the simulations match the forecast values quite well.\n", "\n", "[2] [Hyndman, Rob J., and George Athanasopoulos. Forecasting: principles and practice, 2nd edition. OTexts, 2018.](https://otexts.com/fpp2/ets.html)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:36:11.651267Z", "iopub.status.busy": "2026-07-29T17:36:11.651023Z", "iopub.status.idle": "2026-07-29T17:36:13.787882Z", "shell.execute_reply": "2026-07-29T17:36:13.784204Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " initialization_method=\"estimated\",\n", ").fit()\n", "simulations = fit.simulate(8, repetitions=100, error=\"mul\")\n", "\n", "ax = aust.plot(\n", " figsize=(10, 6),\n", " marker=\"o\",\n", " color=\"black\",\n", " title=\"Forecasts and simulations from Holt-Winters' multiplicative method\",\n", ")\n", "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n", "ax.set_xlabel(\"Year\")\n", "fit.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n", "simulations.plot(ax=ax, style=\"-\", alpha=0.05, color=\"grey\", legend=False)\n", "fit.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n", " ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulations can also be started at different points in time, and there are multiple options for choosing the random noise." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:36:13.790460Z", "iopub.status.busy": "2026-07-29T17:36:13.790242Z", "iopub.status.idle": "2026-07-29T17:36:16.084352Z", "shell.execute_reply": "2026-07-29T17:36:16.083506Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " initialization_method=\"estimated\",\n", ").fit()\n", "simulations = fit.simulate(\n", " 16, anchor=\"2009-01-01\", repetitions=100, error=\"mul\", random_errors=\"bootstrap\"\n", ")\n", "\n", "ax = aust.plot(\n", " figsize=(10, 6),\n", " marker=\"o\",\n", " color=\"black\",\n", " title=\"Forecasts and simulations from Holt-Winters' multiplicative method\",\n", ")\n", "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n", "ax.set_xlabel(\"Year\")\n", "fit.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n", "simulations.plot(ax=ax, style=\"-\", alpha=0.05, color=\"grey\", legend=False)\n", "fit.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n", " ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n", ")\n", "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.6" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "colors": { "hover_highlight": "#DAA520", "navigate_num": "#000000", "navigate_text": "#333333", "running_highlight": "#FF0000", "selected_highlight": "#FFD700", "sidebar_border": "#EEEEEE", "wrapper_background": "#FFFFFF" }, "moveMenuLeft": true, "nav_menu": { "height": "98px", "width": "252px" }, "navigate_menu": true, "number_sections": false, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": true, "widenNotebook": false } }, "nbformat": 4, "nbformat_minor": 4 }