{
 "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:                Sat, 07 Nov 2020   AIC                            528.216\n",
      "Time:                        11:34:25   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:                Sat, 07 Nov 2020   AIC                            525.761\n",
      "Time:                        11:34:25   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:                Sat, 07 Nov 2020   AIC                            327.254\n",
      "Time:                        11:34:25   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 0x7faf14129610>"
      ]
     },
     "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": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
