{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ETS models\n",
    "\n",
    "The ETS models are a family of time series models with an underlying state space model consisting of a level component, a trend component (T), a seasonal component (S), and an error term (E).\n",
    "\n",
    "This notebook shows how they can be used with `statsmodels`. For a more thorough treatment we refer to [1], chapter 8 (free online resource), on which the implementation in statsmodels and the examples used in this notebook are based.\n",
    "\n",
    "`statsmodels` implements all combinations of:\n",
    "- additive and multiplicative error model\n",
    "- additive and multiplicative trend, possibly dampened\n",
    "- additive and multiplicative seasonality\n",
    "\n",
    "However, not all of these methods are stable. Refer to [1] and references therein for more info about model stability.\n",
    "\n",
    "[1] Hyndman, Rob J., and George Athanasopoulos. *Forecasting: principles and practice*, 3rd edition, OTexts, 2019. https://www.otexts.org/fpp3/7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "from statsmodels.tsa.exponential_smoothing.ets import ETSModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "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": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oildata = [\n",
    "    111.0091, 130.8284, 141.2871, 154.2278,\n",
    "    162.7409, 192.1665, 240.7997, 304.2174,\n",
    "    384.0046, 429.6622, 359.3169, 437.2519,\n",
    "    468.4008, 424.4353, 487.9794, 509.8284,\n",
    "    506.3473, 340.1842, 240.2589, 219.0328,\n",
    "    172.0747, 252.5901, 221.0711, 276.5188,\n",
    "    271.1480, 342.6186, 428.3558, 442.3946,\n",
    "    432.7851, 437.2497, 437.2092, 445.3641,\n",
    "    453.1950, 454.4096, 422.3789, 456.0371,\n",
    "    440.3866, 425.1944, 486.2052, 500.4291,\n",
    "    521.2759, 508.9476, 488.8889, 509.8706,\n",
    "    456.7229, 473.8166, 525.9509, 549.8338,\n",
    "    542.3405\n",
    "]\n",
    "oil = pd.Series(oildata, index=pd.date_range('1965', '2013', freq='AS'))\n",
    "oil.plot()\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above shows annual oil production in Saudi Arabia in million tonnes. The data are taken from the R package `fpp2` (companion package to prior version [1]).\n",
    "Below you can see how to fit a simple exponential smoothing model using statsmodels's ETS implementation to this data. Additionally, the fit using `forecast` in R is shown as comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = ETSModel(oil, error='add', trend='add', damped_trend=True)\n",
    "fit = model.fit(maxiter=10000)\n",
    "oil.plot(label='data')\n",
    "fit.fittedvalues.plot(label='statsmodels fit')\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");\n",
    "\n",
    "# obtained from R\n",
    "params_R = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n",
    "yhat = model.smooth(params_R).fittedvalues\n",
    "yhat.plot(label='R fit', linestyle='--')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default the initial states are considered to be fitting parameters and are estimated by maximizing log-likelihood. Additionally it is possible to only use a heuristic for the initial values. In this case this leads to better agreement with the R implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_heuristic = ETSModel(oil, error='add', trend='add', damped_trend=True,\n",
    "                          initialization_method='heuristic')\n",
    "fit_heuristic = model_heuristic.fit()\n",
    "oil.plot(label='data')\n",
    "fit.fittedvalues.plot(label='estimated')\n",
    "fit_heuristic.fittedvalues.plot(label='heuristic', linestyle='--')\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");\n",
    "\n",
    "# obtained from R\n",
    "params = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n",
    "yhat = model.smooth(params).fittedvalues\n",
    "yhat.plot(label='with R params', linestyle=':')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fitted parameters and some other measures are shown using `fit.summary()`. Here we can see that the log-likelihood of the model using fitted initial states is a bit lower than the one using a heuristic for the initial states.\n",
    "Additionally, we see that $\\beta$ (`smoothing_trend`) is at the boundary of the default parameter bounds, and therefore it's not possible to estimate confidence intervals for $\\beta$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   49\n",
      "Model:                      ETS(AAdN)   Log Likelihood                -258.108\n",
      "Date:                Tue, 08 Sep 2020   AIC                            528.216\n",
      "Time:                        17:35:08   BIC                            539.567\n",
      "Sample:                    01-01-1965   HQIC                           532.523\n",
      "                         - 01-01-2013   Scale                         2202.049\n",
      "Covariance Type:               approx                                         \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "smoothing_level     0.9999      0.136      7.326      0.000       0.732       1.267\n",
      "smoothing_trend  9.999e-05        nan        nan        nan         nan         nan\n",
      "damping_trend       0.8798      0.059     14.901      0.000       0.764       0.996\n",
      "initial_level      54.2347     55.750      0.973      0.331     -55.034     163.503\n",
      "initial_trend      53.0012     34.393      1.541      0.123     -14.408     120.410\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        1.42   Jarque-Bera (JB):                20.73\n",
      "Prob(Q):                              0.49   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.52   Skew:                            -1.02\n",
      "Prob(H) (two-sided):                  0.20   Kurtosis:                         5.45\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   49\n",
      "Model:                      ETS(AAdN)   Log Likelihood                -258.881\n",
      "Date:                Tue, 08 Sep 2020   AIC                            525.761\n",
      "Time:                        17:35:08   BIC                            533.328\n",
      "Sample:                    01-01-1965   HQIC                           528.632\n",
      "                         - 01-01-2013   Scale                         2272.587\n",
      "Covariance Type:               approx                                         \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "smoothing_level     0.9999      0.097     10.289      0.000       0.809       1.190\n",
      "smoothing_trend     0.1183        nan        nan        nan         nan         nan\n",
      "damping_trend       0.8000        nan        nan        nan         nan         nan\n",
      "==============================================\n",
      "              initialization method: heuristic\n",
      "----------------------------------------------\n",
      "initial_level                          33.6309\n",
      "initial_trend                          34.8115\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        0.27   Jarque-Bera (JB):                19.93\n",
      "Prob(Q):                              0.88   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.50   Skew:                            -0.95\n",
      "Prob(H) (two-sided):                  0.18   Kurtosis:                         5.48\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit_heuristic.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Holt-Winters' seasonal method\n",
    "\n",
    "The exponential smoothing method can be modified to incorporate a trend and a seasonal component. In the additive Holt-Winters' method, the seasonal component is added to the rest. This model corresponds to the ETS(A, A, A) model, and has the following state space formulation:\n",
    "\n",
    "\\begin{align}\n",
    "y_t &= l_{t-1} + b_{t-1} + s_{t-m} + e_t\\\\\n",
    "l_{t} &= l_{t-1} + b_{t-1} + \\alpha e_t\\\\\n",
    "b_{t} &= b_{t-1} + \\beta e_t\\\\\n",
    "s_{t} &= s_{t-m} + \\gamma e_t\n",
    "\\end{align}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "austourists_data = [\n",
    "    30.05251300, 19.14849600, 25.31769200, 27.59143700,\n",
    "    32.07645600, 23.48796100, 28.47594000, 35.12375300, \n",
    "    36.83848500, 25.00701700, 30.72223000, 28.69375900, \n",
    "    36.64098600, 23.82460900, 29.31168300, 31.77030900,\n",
    "    35.17787700, 19.77524400, 29.60175000, 34.53884200,\n",
    "    41.27359900, 26.65586200, 28.27985900, 35.19115300,\n",
    "    42.20566386, 24.64917133, 32.66733514, 37.25735401,\n",
    "    45.24246027, 29.35048127, 36.34420728, 41.78208136,\n",
    "    49.27659843, 31.27540139, 37.85062549, 38.83704413,\n",
    "    51.23690034, 31.83855162, 41.32342126, 42.79900337,\n",
    "    55.70835836, 33.40714492, 42.31663797, 45.15712257,\n",
    "    59.57607996, 34.83733016, 44.84168072, 46.97124960,\n",
    "    60.01903094, 38.37117851, 46.97586413, 50.73379646,\n",
    "    61.64687319, 39.29956937, 52.67120908, 54.33231689,\n",
    "    66.83435838, 40.87118847, 51.82853579, 57.49190993,\n",
    "    65.25146985, 43.06120822, 54.76075713, 59.83447494,\n",
    "    73.25702747, 47.69662373, 61.09776802, 66.05576122,\n",
    "]\n",
    "index = pd.date_range(\"1999-03-01\", \"2015-12-01\", freq=\"3MS\")\n",
    "austourists = pd.Series(austourists_data, index=index)\n",
    "austourists.plot()\n",
    "plt.ylabel('Australian Tourists');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fit in statsmodels\n",
    "model = ETSModel(austourists, error=\"add\", trend=\"add\", seasonal=\"add\",\n",
    "                damped_trend=True, seasonal_periods=4)\n",
    "fit = model.fit()\n",
    "\n",
    "# fit with R params\n",
    "params_R = [\n",
    "    0.35445427, 0.03200749, 0.39993387, 0.97999997, 24.01278357, \n",
    "    0.97770147, 1.76951063, -0.50735902, -6.61171798, 5.34956637\n",
    "]\n",
    "fit_R = model.smooth(params_R)\n",
    "\n",
    "austourists.plot(label='data')\n",
    "plt.ylabel('Australian Tourists')\n",
    "\n",
    "fit.fittedvalues.plot(label='statsmodels fit')\n",
    "fit_R.fittedvalues.plot(label='R fit', linestyle='--')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   68\n",
      "Model:                      ETS(AAdA)   Log Likelihood                -152.627\n",
      "Date:                Tue, 08 Sep 2020   AIC                            327.254\n",
      "Time:                        17:35:08   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      3.159      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         29.4530        nan        nan        nan         nan         nan\n",
      "initial_trend          0.6147      0.392      1.567      0.117      -0.154       1.383\n",
      "initial_seasonal.0    -3.4422        nan        nan        nan         nan         nan\n",
      "initial_seasonal.1    -5.9578        nan        nan        nan         nan         nan\n",
      "initial_seasonal.2   -11.4861        nan        nan        nan         nan         nan\n",
      "initial_seasonal.3          0        nan        nan        nan         nan         nan\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        5.76   Jarque-Bera (JB):                 7.68\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": {},
   "outputs": [],
   "source": [
    "pred = fit.get_prediction(start='2014', end='2020')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>pi_lower</th>\n",
       "      <th>pi_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-03-01</th>\n",
       "      <td>67.611126</td>\n",
       "      <td>63.136154</td>\n",
       "      <td>72.086098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-01</th>\n",
       "      <td>42.814763</td>\n",
       "      <td>38.339791</td>\n",
       "      <td>47.289735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-01</th>\n",
       "      <td>54.106522</td>\n",
       "      <td>49.631550</td>\n",
       "      <td>58.581493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-01</th>\n",
       "      <td>57.928391</td>\n",
       "      <td>53.453419</td>\n",
       "      <td>62.403363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-01</th>\n",
       "      <td>68.422102</td>\n",
       "      <td>63.947130</td>\n",
       "      <td>72.897074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-01</th>\n",
       "      <td>47.277959</td>\n",
       "      <td>42.802987</td>\n",
       "      <td>51.752931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-01</th>\n",
       "      <td>58.954914</td>\n",
       "      <td>54.479942</td>\n",
       "      <td>63.429886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01</th>\n",
       "      <td>63.982406</td>\n",
       "      <td>59.507434</td>\n",
       "      <td>68.457378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>75.905512</td>\n",
       "      <td>71.430541</td>\n",
       "      <td>80.380484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-01</th>\n",
       "      <td>51.418335</td>\n",
       "      <td>46.654207</td>\n",
       "      <td>56.182463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-01</th>\n",
       "      <td>63.703618</td>\n",
       "      <td>58.629664</td>\n",
       "      <td>68.777572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01</th>\n",
       "      <td>67.978523</td>\n",
       "      <td>62.576099</td>\n",
       "      <td>73.380947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-01</th>\n",
       "      <td>78.316305</td>\n",
       "      <td>71.736135</td>\n",
       "      <td>84.896476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-01</th>\n",
       "      <td>53.780912</td>\n",
       "      <td>46.883770</td>\n",
       "      <td>60.678054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-01</th>\n",
       "      <td>66.018944</td>\n",
       "      <td>58.788607</td>\n",
       "      <td>73.249280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>70.247542</td>\n",
       "      <td>62.669151</td>\n",
       "      <td>77.825934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-01</th>\n",
       "      <td>80.539944</td>\n",
       "      <td>71.893117</td>\n",
       "      <td>89.186772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-01</th>\n",
       "      <td>55.960078</td>\n",
       "      <td>46.968572</td>\n",
       "      <td>64.951584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-01</th>\n",
       "      <td>68.154526</td>\n",
       "      <td>58.805567</td>\n",
       "      <td>77.503486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-01</th>\n",
       "      <td>72.340413</td>\n",
       "      <td>62.622228</td>\n",
       "      <td>82.058599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-01</th>\n",
       "      <td>82.590958</td>\n",
       "      <td>71.865040</td>\n",
       "      <td>93.316876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-01</th>\n",
       "      <td>57.970071</td>\n",
       "      <td>46.876191</td>\n",
       "      <td>69.063952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-01</th>\n",
       "      <td>70.124320</td>\n",
       "      <td>58.652351</td>\n",
       "      <td>81.596288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-01</th>\n",
       "      <td>74.270811</td>\n",
       "      <td>62.411397</td>\n",
       "      <td>86.130224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>84.482747</td>\n",
       "      <td>71.656575</td>\n",
       "      <td>97.308919</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 mean   pi_lower   pi_upper\n",
       "2014-03-01  67.611126  63.136154  72.086098\n",
       "2014-06-01  42.814763  38.339791  47.289735\n",
       "2014-09-01  54.106522  49.631550  58.581493\n",
       "2014-12-01  57.928391  53.453419  62.403363\n",
       "2015-03-01  68.422102  63.947130  72.897074\n",
       "2015-06-01  47.277959  42.802987  51.752931\n",
       "2015-09-01  58.954914  54.479942  63.429886\n",
       "2015-12-01  63.982406  59.507434  68.457378\n",
       "2016-03-01  75.905512  71.430541  80.380484\n",
       "2016-06-01  51.418335  46.654207  56.182463\n",
       "2016-09-01  63.703618  58.629664  68.777572\n",
       "2016-12-01  67.978523  62.576099  73.380947\n",
       "2017-03-01  78.316305  71.736135  84.896476\n",
       "2017-06-01  53.780912  46.883770  60.678054\n",
       "2017-09-01  66.018944  58.788607  73.249280\n",
       "2017-12-01  70.247542  62.669151  77.825934\n",
       "2018-03-01  80.539944  71.893117  89.186772\n",
       "2018-06-01  55.960078  46.968572  64.951584\n",
       "2018-09-01  68.154526  58.805567  77.503486\n",
       "2018-12-01  72.340413  62.622228  82.058599\n",
       "2019-03-01  82.590958  71.865040  93.316876\n",
       "2019-06-01  57.970071  46.876191  69.063952\n",
       "2019-09-01  70.124320  58.652351  81.596288\n",
       "2019-12-01  74.270811  62.411397  86.130224\n",
       "2020-03-01  84.482747  71.656575  97.308919"
      ]
     },
     "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": {},
   "outputs": [],
   "source": [
    "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f8554041e20>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(simulated.shape[1]):\n",
    "    simulated.iloc[:,i].plot(label='_', color='gray', alpha=0.1)\n",
    "df[\"mean\"].plot(label='mean prediction')\n",
    "df[\"pi_lower\"].plot(linestyle='--', color='tab:blue', label='95% interval')\n",
    "df[\"pi_upper\"].plot(linestyle='--', color='tab:blue', label='_')\n",
    "pred.endog.plot(label='data')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, we chose \"end\" as simulation anchor, which means that the first simulated value will be the first out of sample value. It is also possible to choose other anchor inside the sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
