{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Autoregressive Moving Average (ARMA): Sunspots data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook replicates the existing ARMA notebook using the `statsmodels.tsa.statespace.SARIMAX` class rather than the `statsmodels.tsa.ARMA` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import stats\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "from statsmodels.graphics.api import qqplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sunspots Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "::\n",
      "\n",
      "    Number of Observations - 309 (Annual 1700 - 2008)\n",
      "    Number of Variables - 1\n",
      "    Variable name definitions::\n",
      "\n",
      "        SUNACTIVITY - Number of sunspots for each year\n",
      "\n",
      "    The data file contains a 'YEAR' variable that is not returned by load.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(sm.datasets.sunspots.NOTE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "dta = sm.datasets.sunspots.load_pandas().data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "dta.index = pd.Index(pd.date_range(\"1700\", end=\"2009\", freq=\"YE-DEC\"))\n",
    "del dta[\"YEAR\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dta.plot(figsize=(12,4));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = sm.graphics.tsa.plot_acf(dta.values.squeeze(), lags=40, ax=ax1)\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = sm.graphics.tsa.plot_pacf(dta, lags=40, ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "intercept     14.793947\n",
      "ar.L1          1.390659\n",
      "ar.L2         -0.688568\n",
      "sigma2       274.761105\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "arma_mod20 = sm.tsa.statespace.SARIMAX(dta, order=(2,0,0), trend='c').fit(disp=False)\n",
    "print(arma_mod20.params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "arma_mod30 = sm.tsa.statespace.SARIMAX(dta, order=(3,0,0), trend='c').fit(disp=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2622.636338141593 2637.569703249184 2628.606725986839\n"
     ]
    }
   ],
   "source": [
    "print(arma_mod20.aic, arma_mod20.bic, arma_mod20.hqic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "intercept     16.762205\n",
      "ar.L1          1.300810\n",
      "ar.L2         -0.508122\n",
      "ar.L3         -0.129612\n",
      "sigma2       270.102651\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(arma_mod30.params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2619.403629663393 2638.070336047882 2626.8666144699505\n"
     ]
    }
   ],
   "source": [
    "print(arma_mod30.aic, arma_mod30.bic, arma_mod30.hqic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Does our model obey the theory?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(1.9564844839276543)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sm.stats.durbin_watson(arma_mod30.resid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,4))\n",
    "ax = fig.add_subplot(111)\n",
    "ax = plt.plot(arma_mod30.resid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "resid = arma_mod30.resid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NormaltestResult(statistic=np.float64(49.8470061602401), pvalue=np.float64(1.4992019644216866e-11))"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.normaltest(resid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,4))\n",
    "ax = fig.add_subplot(111)\n",
    "fig = qqplot(resid, line='q', ax=ax, fit=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = sm.graphics.tsa.plot_acf(resid, lags=40, ax=ax1)\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = sm.graphics.tsa.plot_pacf(resid, lags=40, ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           AC          Q      Prob(>Q)\n",
      "lag                                   \n",
      "1    0.009176   0.026273  8.712350e-01\n",
      "2    0.041820   0.573727  7.506142e-01\n",
      "3   -0.001342   0.574292  9.022915e-01\n",
      "4    0.136064   6.407488  1.707135e-01\n",
      "5    0.092433   9.108334  1.048203e-01\n",
      "6    0.091919  11.788018  6.686842e-02\n",
      "7    0.068735  13.291375  6.531941e-02\n",
      "8   -0.015021  13.363411  9.994248e-02\n",
      "9    0.187599  24.636916  3.400197e-03\n",
      "10   0.213724  39.317881  2.233182e-05\n",
      "11   0.201092  52.358270  2.347759e-07\n",
      "12   0.117192  56.802110  8.581666e-08\n",
      "13  -0.014051  56.866210  1.895534e-07\n",
      "14   0.015394  56.943403  4.001105e-07\n",
      "15  -0.024986  57.147464  7.747084e-07\n",
      "16   0.080892  59.293626  6.880520e-07\n",
      "17   0.041120  59.850085  1.112486e-06\n",
      "18  -0.052030  60.744064  1.550379e-06\n",
      "19   0.062500  62.038495  1.833802e-06\n",
      "20  -0.010292  62.073718  3.385223e-06\n",
      "21   0.074467  63.924063  3.196544e-06\n",
      "22   0.124962  69.152771  8.984833e-07\n",
      "23   0.093170  72.069532  5.802915e-07\n",
      "24  -0.082149  74.345042  4.715786e-07\n"
     ]
    }
   ],
   "source": [
    "r,q,p = sm.tsa.acf(resid, fft=True, qstat=True)\n",
    "data = np.c_[r[1:], q, p]\n",
    "index = pd.Index(range(1,q.shape[0]+1), name=\"lag\")\n",
    "table = pd.DataFrame(data, columns=[\"AC\", \"Q\", \"Prob(>Q)\"], index=index)\n",
    "print(table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* This indicates a lack of fit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* In-sample dynamic prediction. How good does our model do?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "predict_sunspots = arma_mod30.predict(start='1990', end='2012', dynamic=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "dta.loc['1950':].plot(ax=ax)\n",
    "predict_sunspots.plot(ax=ax, style='r');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "def mean_forecast_err(y, yhat):\n",
    "    return y.sub(yhat).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "execution": {
 
 
 
 
    },
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(5.635549956880709)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_forecast_err(dta.SUNACTIVITY, predict_sunspots)"
   ]
  }
 ],
 "metadata": {
  "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": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
