ARMA_1_AR.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "AUTOREGRESSIVE MOVING AVERAGE ARMA(P, Q) MODELS-PART I AR\n",
    "===============================================\n",
    "\n",
    "Ref: \n",
    "\n",
    "https://www.quantstart.com/articles/Autoregressive-Moving-Average-ARMA-p-q-Models-for-Time-Series-Analysis-Part-1\n",
    "\n",
    "AR(1)\n",
    "-----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "set.seed(1)\n",
    "x<-w<-rnorm(100)\n",
    "for (t in 2:100) x[t] <- 0.6*x[t-1] + w[t]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mITMIE4AhikpNkjjsE80Vlv2iCdozq8XeJ+eL0UjfO0gRkklgy2NbLMILGK4G5p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\nZ4H/D61Pkwpx8jxcAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Series  x”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "layout(1:2)\n",
    "plot(x,type='l')\n",
    "acf(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the **ar** command to fit an autoregressive model to our simulated AR(1) proces. \n",
    "Use maximum likelihood estimation (MLE) as the fitting procedure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "1"
      ],
      "text/latex": [
       "1"
      ],
      "text/markdown": [
       "1"
      ],
      "text/plain": [
       "[1] 1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.ar <- ar(x, method=\"mle\")\n",
    "x.ar$order"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **ar** command has successfully determined that our underlying time series model is an AR(1) process. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.523118682841232"
      ],
      "text/latex": [
       "0.523118682841232"
      ],
      "text/markdown": [
       "0.523118682841232"
      ],
      "text/plain": [
       "[1] 0.5231187"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.ar$ar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The MLE procedure has produced an estimate **0.523**, which is slightly lower than the true value of **0.6**. \n",
    "\n",
    "Finally, we can use the standard error (with the asymptotic variance) to construct 95% confidence intervals around the underlying parameters. We simply create a vector c(-1.96,1.96) and then multiply it by the standard error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>0.355604984470241</li>\n",
       "\t<li>0.690632381212222</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 0.355604984470241\n",
       "\\item 0.690632381212222\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 0.355604984470241\n",
       "2. 0.690632381212222\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 0.3556050 0.6906324"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.ar$ar + c(-1.96,1.96)*sqrt(x.ar$asy.var)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The true parameter does fall within the 95% CI. \n",
    "\n",
    "How about alpha1 = -0.6?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LcEfEvyWsnZPfl3ffcL3lD9kaTtG6F1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\n74PuVWrLG6Q0+d+i802SD0i64FQpX5w0uFHHG5JzH04xA2TbKx2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Wd+q4ap0lakt2Iu5TlDclSPjlFOjDex3w89gndMEgCdLNy10UP69Q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TklkF+/zkwuC59y+WELQNE9yrtw7YIevt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\nKhVIG6g9ec4036r+fQtAlvC6Fw6aZuh5md2ytJd+yiXgM7b+7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TeV71P+QHm5kkAAAQQQQAABBBBAAIEaCVT9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\nRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Series  x”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set.seed(1)\n",
    "x <- w <- rnorm(100)\n",
    "for (t in 2:100) x[t] <- -0.6*x[t-1] + w[t]\n",
    "layout(1:2)\n",
    "plot(x, type=\"l\")\n",
    "acf(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "1"
      ],
      "text/latex": [
       "1"
      ],
      "text/markdown": [
       "1"
      ],
      "text/plain": [
       "[1] 1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.ar <- ar(x, method=\"mle\")\n",
    "x.ar$order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "-0.597347332204025"
      ],
      "text/latex": [
       "-0.597347332204025"
      ],
      "text/markdown": [
       "-0.597347332204025"
      ],
      "text/plain": [
       "[1] -0.5973473"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.ar$ar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.753859327424331</li>\n",
       "\t<li>-0.440835336983719</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.753859327424331\n",
       "\\item -0.440835336983719\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.753859327424331\n",
       "2. -0.440835336983719\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] -0.7538593 -0.4408353"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.ar$ar + c(-1.96,1.96)*sqrt(x.ar$asy.var)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "AR(2)\n",
    "----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ttcFL8WRMfzjtBO8Az4k1KbOoGh6v/l7UF6t5fEz3uH4yZ9YP9mhBf6fe0E6Oyl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5KaMChD2zdoBmlrrd9fosOOARoUPB5Gh7EJ+xWu55n6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\nWWfSAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Series  x”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set.seed(1)\n",
    "x <- w <- rnorm(100)\n",
    "for (t in 3:100) x[t] <- 0.666*x[t-1] -0.333*x[t-2] + w[t]\n",
    "layout(1:2)\n",
    "plot(x, type=\"l\")\n",
    "acf(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "In arima0(x, order = c(i, 0L, 0L), include.mean = demean): possible convergence problem: optim gave code = 1"
     ]
    }
   ],
   "source": [
    "x.ar <- ar(x, method=\"mle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "2"
      ],
      "text/latex": [
       "2"
      ],
      "text/markdown": [
       "2"
      ],
      "text/plain": [
       "[1] 2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.ar$order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>0.696100537380694</li>\n",
       "\t<li>-0.394627999579212</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 0.696100537380694\n",
       "\\item -0.394627999579212\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 0.696100537380694\n",
       "2. -0.394627999579212\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1]  0.6961005 -0.3946280"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x.ar$ar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convergence warning message. Notice that R actually uses the **arima0** function to calculate the AR model. AR(p) models are actually ARIMA(p,0,0) models. \n",
    "Financial Data\n",
    "-------------\n",
    "\n",
    "Let's begin by obtaining the stock price for Amazon (AMZN) using **quantmod**: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'AMZN'"
      ],
      "text/latex": [
       "'AMZN'"
      ],
      "text/markdown": [
       "'AMZN'"
      ],
      "text/plain": [
       "[1] \"AMZN\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "           AMZN.Open AMZN.High AMZN.Low AMZN.Close AMZN.Volume AMZN.Adjusted\n",
       "2007-01-03     38.68     39.06    38.05      38.70    12405100         38.70\n",
       "2007-01-04     38.59     39.14    38.26      38.90     6318400         38.90\n",
       "2007-01-05     38.72     38.79    37.60      38.37     6619700         38.37\n",
       "2007-01-08     38.22     38.31    37.17      37.50     6783000         37.50\n",
       "2007-01-09     37.60     38.06    37.34      37.78     5703000         37.78\n",
       "2007-01-10     37.49     37.70    37.07      37.15     6527500         37.15\n",
       "2007-01-11     37.17     38.00    37.17      37.40     6465600         37.40\n",
       "2007-01-12     37.36     38.21    37.27      38.20     4466400         38.20\n",
       "2007-01-16     38.40     38.89    37.97      38.66     5643700         38.66\n",
       "2007-01-17     38.70     39.00    37.78      37.88     5026800         37.88"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library('TTR')\n",
    "require('quantmod')\n",
    "getSymbols('AMZN',src='yahoo')\n",
    "AMZN[1:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YGO6fjo4MDmloc9H+VwMYznAtMEDV+DXWYlory8vBP8z+DHQa000C/qZD/Uiaiv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ZsH0ybuI/T6QVmXuVj+8DCJaHp6j80lRQbc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\n7mrwp5ja/yWsHqXdwdPgPXAx6AeCqDdierT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Cl4E/FpCx+JX0BkdlQsn+DCC7K4F6iWrA74B6FXYEcmjl5Lo4A86AM+AMOAPOgDNQcQy4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",
      "text/plain": [
       "Plot with title “Cl(AMZN)”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(Cl(AMZN))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take the logarithmic returns of AMZN, then the first-order difference of the series. =>convert the original price series from a non-stationary series to a (potentially) stationary one. \n",
    "\n",
    "Ref: https://quantivity.wordpress.com/2011/02/21/why-log-returns/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oR4PAyLMakajWEM/zcRj7tiNAlSlXPjDvLzM0GMRzDKm+BDYPEYbzreH6F6sCoj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\njOByVF6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c9HHPdaXo3tpLixHvZGDD+r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RhGrS8WK2Nb9p5v+zNw4TXxiU984ltgrjEC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\n86C+p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79GQrNT0kynzJwZXM1obLZuiF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777zz4RQf6hXg77Of/ezvY695KPK3kvhg+es5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\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N7gHGWB9Dn3Js/CjF0nO7Hgp+Le9Htk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\nAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “amznrt”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amznrt = diff(log(Cl(AMZN)))  #differenced log returns\n",
    "plot(amznrt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to know if the differenced series looks like white noise. If it does not then there is unexplained serial correlation, which might be \"explained\" by an autoregressive model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pXrhfsuo41em8dXjp4v5+HzWek3k+cm\nd0zqishPJXUzgSpoar81/Z5kZ9vzsuFQHP1Fnv/y2I7Gr5jU57bWuu2fA/xTcuDoQFXw1Nvq\nxq9ejRbd7GG8KLvZwh3MWO641tUvjQABAl0I+Aevi2HWSQIEtrjAO3P+4wVNFRtVMAwv7qt7\nVUS8uJ6MWhVCdUWk2vtveNj+Z633gLHp2kcVW/+a1NWURySLtdrfSlp9ruVDYxs8fux5PX1s\ncnbylqSu1NwqqfZ7SZ3vJcnfJdUuTF6XPDp5VzK06beVDfOX81hXoe42tuJbx57X0/uPTa/1\nLxP3yLFOS75rdMwqeJ6UnD6aXsuHpcZ1ev7ua3kS9k2AAAECBAgQIEBgpQJ/kA3qhfN4qoh4\nU/KepN5mN76sip2h1dWWs5Jh+efz/OeTBydVbA3z63G8MHj62LJz83yp9oEsGPZRBc7QqqAZ\n5tfjq5IHJsclFyTDsnfn+dCenSfD/Hqsoq/O6d5JfV6mrngMy6eLrixadrtF1vxqMuzrjDyv\nty5Wym6YX4+fSYZWRdn4socMC0aPvz22vN7eON7ql5Lj2/7IaOELpubXeX02OT8pp/H8Wqar\n/Xgy7Otb2+dM/vGAseW13l5jiy8eW/bEsfnjT/cZW6e2f2fyouSnE40AAQIECBAgQIDAhgvU\nC/p6kVovVneUKkTqhfx4+/5MnJe0tn3J+AZ5vtoCqQqzl+7gmBdl+XDlJE+339Gurpy0zrOW\n1RWX2v9q2p9k46WOM2719ax3q9GB1qJAqvFa6jym5584Oo+1LpDqMB9e5LzKTCNAgMBcC9Rv\nszQCBAgQ2PwCdZXgocnPJuNXNIYzvzpP/iOpouapSX2GZbzVi92jkiosxm9FXevUFaVnJM+q\niRm2enH/q8mTkjrn65KhVX/+d3K/5NPDzDxWMfITyXOTunIy3eoOdickj0tq/6tpdYwqCsff\nTlZX4v40qaKtXKrtkRy7/Vlff/xyunvRWJfLyeuGMRBPCRCYT4HV/vZtPlX0igABAptfoK5o\nfEdy++TsZFuykoKhtr1TUm/jqqslVbCsdds7B7hHck1yTjJdqGXWRKsX4wclh4zmbsvjl5KV\n9HO0afOh3k5Wn0eq8/pkMl4wZbLrtmt6X8XinsnHkypgNQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGAxgV0W\nm2nehgjcK0fdbUOO7KAECBAgQIAAAQIEVifwjWz+odXtYnNsrUDaHONQxdEHN8epOAsCBAgQ\nIECAAAECOyVQr2m3fJG060513UazFhiuHN06O67qWyNAgAABAgQIECCwVQR2z4leldTjlm8K\npM01hFUcKZA215g4GwIECBAgQIAAgY4Evq2jvuoqAQIECBAgQIAAAQIEmgIKpCaPhQQIECBA\ngAABAgQI9CSgQOpptPWVAAECBAgQIECAAIGmgAKpyWMhAQIECBAgQIAAAQI9CSiQehptfSVA\ngAABAgQIECBAoCmgQGryWEiAAAECBAgQIECAQE8CCqSeRltfCRAgQIAAAQIECBBoCvT4PUj7\nRWTfZI/kK8mXk6sTjQABAgQIECBAgACBzgV6uYJ0ZMb5pOTi5LLk3ORTyflJFUlnJ69KDkg0\nAgQIECBAgAABAgQIzK3A89Oz60f5fB4/kLw1+f+TtyX/llyU1DqXJD+TrHc7Oges4+++3gd2\nPAIECBAgQIAAAQKrFKjXsPVatl7Taptc4DE5vxqsKoTu2TjXXbLs/skHk1r/mGQ9mwJpPbUd\niwABAgQIECBAYJYCCqRZaq7xvl6X/dfb5+rzRstp9fmkK5NXLmflGa6jQJohpl0RIECAAAEC\nBAisq8BcFUjz/hmkI/JX44zkmmX+Fbk8652VHLzM9a1GgAABAgQIECBAgMAcCcx7gVSfLToq\n2W2ZY1ZXkKqoqhs4aAQIECBAgAABAgQIdCYw7wXSKRnPw5M3JfdpjG19Bul+yenJXslpiUaA\nAAECBAgQIECAQGcC8/49SKdmPA9MXpA8MrkgqVt7X5rUZ432SfZPDk0OSq5NTkjen2gECBAg\nQIAAAQIECBCYS4HD0qvXJ1Ug1V3qxlNfEvvZ5EXJIclGNDdp2Ah1xyRAgAABAgQIEJiFwFzd\npGHeryANA35Onjx+NFFXjfZN9kzqi2OvSDQCBAgQIECAAAECBAgs9FIgjQ91vbWuohEgQIAA\nAQIECBAgQGBCoMcCaQJgjSbq5hcPTpZ797zvXqPzmN7tHUczLpxeYJoAAQIECBAgQIAAAQLT\nAsdnxkeSp00vWOF0feapvlOpPt+0nHw969Xnom6ZrGU7KTuvaAQIECBAgAABAgRmJeAzSLOS\n3IT7uX3Oqb4HqR5X0+ozT/WdSsttx2XFVydrfdt1VwyXOyLWI0CAAAECBAgQ6FLAC+bJYX9F\nJt+cfGlytikCBAgQIECAAAECBHoQUCBNjnIVRoqjSRNTBAgQIECAAAECBLoRWOu3dHUDqaME\nCBAgQIAAAQIECGx9AQXS1h9DPSBAgAABAgQIECBAYEYCCqQZQdoNAQIECBAgQIAAAQJbX2De\nP4NUd4fbZyeG6QPZ5oyd2M4mBAgQIECAAAECBAhsYYF5L5CenrH5/p0Yn9/JNgqknYCzCQEC\nBAgQIECAAIGtLDDvBdLDMzh12+6jk79P/jpZTvv0clayDgECBAgQIECAAAEC8yUw7wXSFzNc\nD0r+Oali6cTkPxONAAECBAgQIECAAAECNxPo4SYN16TXvzTq+Z/dTMAMAgQIECBAgAABAgQI\njAR6KJCqqx9PnpfUDRvukWgECBAgQIAAAQIECBC4mUAvBVJ1/MXJEclHa0IjQIAAAQIECBAg\nQIDAtEBPBdJ0300TIECAAAECBAgQIEBgQkCBNMFhggABAgQIECBAgACBngUUSD2Pvr4TIECA\nAAECBAgQIDAhoECa4DBBgAABAgQIECBAgEDPAgqknkdf3wkQIECAAAECBAgQmBBQIE1wmCBA\ngAABAgQIECBAoGcBBVLPo6/vBAgQIECAAAECBAhMCCiQJjhMECBAgAABAgQIECDQs4ACqefR\n13cCBAgQIECAAAECBCYEFEgTHCYIECBAgAABAgQIEOhZQIHU8+jrOwECBAgQIECAAAECEwIK\npAkOEwQIECBAgAABAgQI9CygQOp59PWdAAECBAgQIECAAIEJAQXSBIcJAgQIECBAgAABAgR6\nFlAg9Tz6+k6AAAECBAgQIECAwISAAmmCwwQBAgQIECBAgAABAj0LKJB6Hn19J0CAAAECBAgQ\nIEBgQkCBNMFhggABAgQIECBAgACBngUUSD2Pvr4TIECAAAECBAgQIDAhoECa4DBBgAABAgQI\nECBAgEDPAgqknkdf3wkQIECAAAECBAgQmBBQIE1wmCBAgAABAgQIECBAoGcBBVLPo6/vBAgQ\nIECAAAECBAhMCCiQJjhMECBAgAABAgQIECDQs4ACqefR13cCBAgQIECAAAECBCYEFEgTHCYI\nECBAgAABAgQIEOhZQIHU8+jrOwECBAgQIECAAAECEwIKpAkOEwQIECBAgAABAgQI9CygQOp5\n9PWdAAECBAgQIECAAIEJAQXSBIcJAgQIECBAgAABAgR6FlAg9Tz6+k6AAAECBAgQIECAwISA\nAmmCwwQBAgQIECBAgAABAj0LKJB6Hn19J0CAAAECBAgQIEBgQkCBNMFhggABAgQIECBAgACB\nngUUSD2Pvr4TIECAAAECBAgQIDAhoECa4DBBgAABAgQIECBAgEDPAgqknkdf3wkQIECAAAEC\nBAgQmBBQIE1wmCBAgAABAgQIECBAoGcBBVLPo6/vBAgQIECAAAECBAhMCCiQJjhMECBAgAAB\nAgQIECDQs4ACqefR13cCBAgQIECAAAECBCYEFEgTHCYIECBAgAABAgQIEOhZQIHU8+jrOwEC\nBAgQIECAAAECEwIKpAkOEwQIECBAgAABAgQI9CygQOp59PWdAAECBAgQIECAAIEJAQXSBIcJ\nAgQIECBAgAABAgR6FlAg9Tz6+k6AAAECBAgQIECAwISAAmmCwwQBAgQIECBAgAABAj0LKJB6\nHn19J0CAAAECBAgQIEBgQkCBNMFhggABAgQIECBAgACBngUUSD2Pvr4TIECAAAECBAgQIDAh\noECa4DBBgAABAgQIECBAgEDPAgqknkdf3wkQIECAAAECBAgQmBBQIE1wmCBAgAABAgQIECBA\noGcBBVLPo6/vBAgQIECAAAECBAhMCCiQJjhMECBAgAABAgQIECDQs4ACqefR13cCBAgQIECA\nAAECBCYEFEgTHCYIECBAgAABAgQIEOhZQIHU8+jrOwECBAgQIECAAAECEwIKpAkOEwQIECBA\ngAABAgQI9CygQOp59PWdAAECBAgQIECAAIEJAQXSBIcJAgQIECBAgAABAgR6FlAg9Tz6+k6A\nAAECBAgQIECAwISAAmmCwwQBAgQIECBAgAABAj0LKJB6Hn19J0CAAAECBAgQIEBgQkCBNMFh\nggABAgQIECBAgACBngUUSD2Pvr4TIECAAAECBAgQIDAhoECa4DBBgAABAgQIECBAgEDPAgqk\nnkdf3wkQIECAAAECBAgQmBBQIE1wmCBAgAABAgQIECBAoGcBBVLPo6/vBAgQIECAAAECBAhM\nCCiQJjhMECBAgAABAgQIECDQs4ACqefR13cCBAgQIECAAAECBCYEFEgTHCYIECBAgAABAgQI\nEOhZQIHU8+jrOwECBAgQIECAAAECEwIKpAkOEwQIECBAgAABAgQI9CygQOp59PWdAAECBAgQ\nIECAAIEJAQXSBIcJAgQIECBAgAABAgR6FlAg9Tz6+k6AAAECBAgQIECAwISAAmmCwwQBAgQI\nECBAgAABAj0LKJB6Hn19J0CAAAECBAgQIEBgQkCBtLCwe0S+L9l7QsYEAQIECBAgQIAAAQLd\nCfRSIP23jOyfJ89J7joa5Vvl8Q3JJcmHkyuT1yb7JhoBAgQIECBAgAABAh0K7Drnfa4C8O+S\nR4318zfyvK4Y/c/kscm7k88lRyY/n3xHcv/k+kQjQIAAAQIECBAgQIDA3Ag8NT2pQucdySOT\npyfnJJ9Nrkt+Ohlvv5WJWv/x4zPX4flxo+Ou9dv8Ts5xKhoBAgQIECBAgACBWQnUR1bqNfTR\ns9qh/aydwD9l15cme44doq4m1QD+49i84WldcTov+Ythxjo9KpDWCdphCBAgQIAAAQIEZi4w\nVwVSFQTz3A5N5+otdF8f6+S78ryuHn1ibN7wtOafm9x5mOGRAAECBAgQIECAAIF+BOa9QKqr\nQQ9Oxq8gPTzT1e+7J9OtPpN1z2Tb9ALTBAgQIECAAAECBAjMv8C8F0h/nyHcL6m32v1k8tzk\nT5O6a10VSj+TDK0s/jKpu9u9N9EIECBAgAABAgQIECAwVwJV9JyW1GeOhlyc57dPXj2a9295\nfFNywWj67Xlc7+YzSOst7ngECBAgQIAAAQKzEpirzyDN+22+6zNFxyZ19eiY5JzkLcmXkmcn\nNZg/ltw7+VryZ0l9V5JGgAABAgQIECBAgECHAvNeIA1DWt+FVBlvX87Ek5K6ylQ3czgv+Vai\nESBAgAABAgQIECDQqUAvBVJreIc717XWsYwAAQIECBAgQIAAgQ4EFEhrM8i7ZLf3TeotfMtp\n37WclaxDgAABAgQIECBAgMDaCiiQJn2Pz+TTklckr5xctKKpw7L2O5PdVrSVlQkQIECAAAEC\nBAgQ2FCB+vyNdpNA3d3uiKQeV9POzsb13Uu3WGaqKNMIECBAgAABAgQIENhgAVeQJgegrhy9\nOam73GkECBAgQIAAAQIECHQmoECaHPAqjBRHkyamCBAgQIAAAQIECHQj0GOBtF9Gd99kj+Qr\nSd3u++pEI0CAAAECBAgQIECgc4FePoN0ZMb5pOTi5LLk3ORTyflJFUn1maFXJQckGgECBAgQ\nIECAAAECnQr0cAXp+RnbE0fjW18Ge0ZSRVIVRnUlaf/kzslTkkcnz0xOTTQCBAgQIECAAAEC\nBAjMlcBj0pvrk7cl92z0rL636P7JB5Na/5hkPdtxOVgdd+81PujJ2X9FI0CAAAECBAgQIDAr\ngfruz3ote/SsdriR+5n3t9gdG9xzkno8swFdA/q+5GHJVckTEo0AAQIECBAgQIAAgc4E5r1A\nOiLjWW+pu2aZ43p51jsrOXiZ61uNAAECBAgQIECAAIE5Epj3AumijNVRyW7LHLO6w10VVXUD\nB40AAQIECBAgQIAAgc4E5r1AOiXjeXjypuQ+jbGtzyDdLzk92Ss5LdEIECBAgAABAgQIEOhM\nYN7vYld3ozsweUHyyOSCpG7tfWlyZbJPUnexOzQ5KLk2OSF5f6IRIECAAAECBAgQIEBgLgUO\nS69en1SBVDdkGE99SexnkxclhyQb0Y7LQeuc3MVuI/QdkwABAgQIECBAYDUCc3UXu3m/gjQM\ndN3J7vGjibpqVN9/tGdSXxx7RaIRIECAAAECBAgQIEBgoZcCaXyo6611FY0AAQIECBAgQIAA\nAQITAvN+k4aJzpogQIAAAQIECBAgQIBAS0CB1NKxjAABAgQIECBAgACBrgQUSF0Nt84SIECA\nAAECBAgQINASUCC1dCwjQIAAAQIECBAgQKArAQVSV8OtswQIECBAgAABAgQItAQUSC0dywgQ\nIECAAAECBAgQ6EpAgdTVcOssAQIECBAgQIAAAQItAQVSS8cyAgQIECBAgAABAgS6ElAgdTXc\nOkuAAAECBAgQIECAQEtAgdTSsYwAAQIECBAgQIAAga4EFEhdDbfOEiBAgAABAgQIECDQElAg\ntXQsI0CAAAECBAgQIECgKwEFUlfDrbMECBAgQIAAAQIECLQEFEgtHcsIECBAgAABAgQIEOhK\nQIHU1XDrLAECBAgQIECAAAECLQEFUkvHMgIECBAgQIAAAQIEuhJQIHU13DpLgAABAgQIECBA\ngEBLQIHU0rGMAAECBAgQIECAAIGuBBRIXQ23zhIgQIAAAQIECBAg0BJQILV0LCNAgAABAgQI\nECBAoCsBBVJXw62zBAgQIECAAAECBAi0BBRILR3LCBAgQIAAAQIECBDoSkCB1NVw6ywBAgQI\nECBAgAABAi0BBVJLxzICBAgQIECAAAECBLoSUCB1Ndw6S4AAAQIECBAgQIBAS0CB1NKxjAAB\nAgQIECBAgACBrgQUSF0Nt84SIECAAAECBAgQINASUCC1dCwjQIAAAQIECBAgQKArAQVSV8Ot\nswQIECBAgAABAgQItAQUSC0dywgQIECAAAECBAgQ6EpAgdTVcOssAQIECBAgQIAAAQItAQVS\nS8cyAgQIECBAgAABAgS6ElAgdTXcOkuAAAECBAgQIECAQEtAgdTSsYwAAQIECBAgQIAAga4E\nFEhdDbfOEiBAgAABAgQIECDQElAgtXQsI0CAAAECBAgQIECgKwEFUlfDrbMECBAgQIAAAQIE\nCLQEFEgtHcsIECBAgAABAgQIEOhKQIHU1XDrLAECBAgQIECAAAECLQEFUkvHMgIECBAgQIAA\nAQIEuhJQIHU13DpLgAABAgQIECBAgEBLQIHU0rGMAAECBAgQIECAAIGuBBRIXQ23zhIgQIAA\nAQIECBAg0BJQILV0LCNAgAABAgQIECBAoCsBBVJXw62zBAgQIECAAAECBAi0BBRILR3LCBAg\nQIAAAQIECBDoSkCB1NVw6ywBAgQIECBAgAABAi0BBVJLxzICBAgQIECAAAECBLoSUCB1Ndw6\nS4AAAQIECBAgQIBAS0CB1NKxjAABAgQIECBAgACBrgQUSF0Nt84SIECAAAECBAgQINASUCC1\ndCwjQIAAAQIECBAgQKArAQVSV8OtswQIECBAgAABAgQItAQUSC0dywgQIECAAAECBAgQ6EpA\ngdTVcOssAQIECBAgQIAAAQItAQVSS8cyAgQIECBAgAABAgS6ElAgdTXcOkuAAAECBAgQIECA\nQEtAgdTSsYwAAQIECBAgQIAAga4EFEhdDbfOEiBAgAABAgQIECDQElAgtXQsI0CAAAECBAgQ\nIECgKwEFUlfDrbMECBAgQIAAAQIECLQEFEgtHcsIECBAgAABAgQIEOhKQIHU1XDrLAECBAgQ\nIECAAAECLQEFUkvHMgIECBAgQIAAAQIEuhJQIHU13DpLgAABAgQIECBAgEBLQIHU0rGMAAEC\nBAgQIECAAIGuBBRIXQ23zhIgQIAAAQIECBAg0BJQILV0LCNAgAABAgQIECBAoCsBBVJXw62z\nBAgQIECAAAECBAi0BBRILR3LCBAgQIAAAQIECBDoSkCB1NVw6ywBAgQIECBAgAABAi0BBVJL\nxzICBAgQIECAAAECBLoSUCB1Ndw6S4AAAQIECBAgQIBAS0CB1NKxjAABAgQIECBAgACBrgQU\nSF0Nt84SIECAAAECBAgQINASUCC1dCwjQIAAAQIECBAgQKArAQVSV8OtswQIECBAgAABAgQI\ntAQUSC0dywgQIECAAAECBAgQ6EpAgdTVcOssAQIECBAgQIAAAQItgd4LpFsE567JbVpIlhEg\nQIAAAQIECBAg0IdADwXSgRnKVyavGRvSffP8FcnVyWeTS5OzkhMSjQABAgQIECBAgACBTgV2\nnfN+3y79OzM5OHnfqK+75fHdyT2T65L3Jpck905elNQVpWcktUwjQIAAAQIECBAgQIDA3Aj8\nSXpyffIbyR6jXj1rNO/VebzDaF497J68NKn1H5qsZzsuB6vj7r3GBz05+69oBAgQIECAAAEC\nBGYlUK+j67Xs0bPa4UbuZ97fYleDdG7yx8k1I+j75fHLSV0l+uJoXj18I6ni6QvJQxKNAAEC\nBAgQIECAAIHOBOa9QKq3EP5nMv52uW9l+rzkm8l0q/UuTL5zeoFpAgQIECBAgAABAgTmX2De\nC6QPZQjr7XK3HRvK9+X53ZIDxuYNT+std/dKPjLM8EiAAAECBAgQIECAQD8C814gnZShrM8e\nfTipt9ZV+6ukCqc3JndMhvb9eVLF07XJm4eZHgkQIECAAAECBAgQ6Edg3u9i9x8ZyqclL0/+\nOfloUsXRJ5NfSrYln0vqClPdDrw+XPbUpNbTCBAgQIAAAQIECBAgMJcCt0+vXpicl9QVoiqE\nxvOVTL8++d5kI5q72G2EumMSIECAAAECBAjMQmCu7mI371eQhgH/Up48d5Rb5LE+a1TfjfTV\n5Pyk7mqnESBAgAABAgQIECDQuUAvBdL4MNdd7C4YZXy+5wQIECBAgAABAgQIdC7QY4G0XkN+\nVA5UlxuX0w5bzkrWIUCAAAECBAgQIEBgbQUUSJO+x2eyburwiuSVk4tWNHWXrP1vSb2dTyNA\ngAABAgQIECBAYIsIzPttvlc6DHUzhyOSelxNOzsb75nsscxUYaYRIECAAAECBAgQILDBAq4g\nTQ5AXTmq70CqmzqsttXd8pbb6nNRGgECBAgQIECAAAECGyygQJocgCqMZlEcTe7VFAECBAgQ\nIECAAAECW0KgxwJpv4zMvkm9/a2+/6hu8X11ohEgQIAAAQIECBAg0LlAL59BOjLjfFJycXJZ\ncm7yqeT8pIqk+szQq5IDEo0AAQIECBAgQIAAgU4FeriC9PyM7Ymj8T0vj2ckVSRVYVRXkvZP\n7pw8JXl08szk1EQjQIAAAQIECBAgQIDAXAk8Jr25Pnlbcs9Gz3bJsvsnH0xq/WOS9WzH5WB1\n3L3X+KAnZ/8VjQABAgQIECBAgMCsBOq7P+u17NGz2uFG7mfe32J3bHDPSerxzAZ0Dej7kocl\nVyVPSDQCBAgQIECAAAECBDoTmPcC6YiMZ72l7ppljuvlWe+s5OBlrm81AgQIECBAgAABAgTm\nSGDeC6SLMlZHJbstc8zqDndVVNUNHDQCBAgQIECAAAECBDoTmPcC6ZSM5+HJm5L7NMa2PoN0\nv+T0ZK/ktEQjQIAAAQIECBAgQKAzgXm/i13dje7A5AXJI5MLkrq196XJlck+Sd3F7tDkoOTa\n5ITk/YlGgAABAgQIECBAgACBuRQ4LL16fVIFUt2QYTz1JbGfTV6UHJJsRDsuB61zche7jdB3\nTAIECBAgQIAAgdUIzNVd7Ob9CtIw0HUnu8ePJuqqUX3/0Z5JfXHsFYlGgAABAgQIECBAgACB\nhV4KpPGhrrfWVTQCBAgQIECAAAECBAhMCMz7TRomOmuCAAECBAgQIECAAAECLQEFUkvHMgIE\nCBAgQIAAAQIEuhJQIHU13DpLgAABAgQIECBAgEBLQIHU0rGMAAECBAgQIECAAIGuBBRIXQ23\nzhIgQIAAAQIECBAg0BJQILV0LCNAgAABAgQIECBAoCsBBVJXw62zBAgQIECAAAECBAi0BBRI\nLR3LCBAgQIAAAQIECBDoSkCB1NVw6ywBAgQIECBAgAABAi0BBVJLxzICBAgQIECAAAECBLoS\nUCB1Ndw6S4AAAQIECBAgQIBAS0CB1NKxjAABAgQIECBAgACBrgQUSF0Nt84SIECAAAECBAgQ\nINASUCC1dCwjQIAAAQIECBAgQKArAQVSV8OtswQIECBAgAABAgQItAQUSC0dywgQIECAAAEC\nBAgQ6EpAgdTVcOssAQIECBAgQIAAAQItAQVSS8cyAgQIECBAgAABAgS6ElAgdTXcOkuAAAEC\nBAgQIECAQEtAgdTSsYwAAQIECBAgQIAAga4EFEhdDbfOEiBAgAABAgQIECDQElAgtXQsI0CA\nAAECBAgQIECgKwEFUlfDrbMECBAgQIAAAQIECLQEFEgtHcsIECBAgAABAgQIEOhKQIHU1XDr\nLAECBAgQIECAAAECLQEFUkvHMgIECBAgQIAAAQIEuhJQIHU13DpLgAABAgQIECBAgEBLQIHU\n0rGMAAECBAgQIECAAIGuBBRIXQ23zhIgQIAAAQIECBAg0BJQILV0LCNAgAABAgQIECBAoCsB\nBVJXw62zBAgQIECAAAECBAi0BBRILR3LCBAgQIAAAQIECBDoSkCB1NVw6ywBAgQIECBAgAAB\nAi0BBVJLxzICBAgQIECAAAECBLoSUCB1Ndw6S4AAAQIECBAgQIBAS0CB1NKxjAABAgQIECBA\ngACBrgR2VCDdPxo/3JWIzhIgQIAAAQIECBAg0K3Arjvo+cuyfN/kO6bWu0emb5u8d2q+SQIE\nCBAgQIAAAQIECGxZgR1dQVqqYy/IgvcstdB8AgQIECBAgAABAgQIbEWBnS2QtmJfnTMBAgQI\nECBAgAABAgSaAgqkJo+FBAgQIECAAAECBAj0JKBA6mm09ZUAAQIECBAgQIAAgaaAAqnJYyEB\nAgQIECBAgAABAj0JKJB6Gm19JUCAAAECBAgQIECgKbCj23zXxvslfzS1l7uPpqfnD6u9I0/e\nOUx4JECAAAECBAgQIECAwFYQWE6BVN+D9OwlOrPU/K9mfQXSEmhmEyBAgAABAgQIECCwOQV2\nVCD9Zk77Njtx6mftxDY2IUCAAAECBAgQIECAwIYK7KhA+scNPTsHJ0CAAAECBAgQIECAwDoK\nrOQmDXfNedXb7abb7TLjmcnOXGma3pdpAgQIECBAgAABAgQIbJjAcgqkvXJ2r0s+nTx4kTN9\nYOa9NLkwOS7RCBAgQIAAAQIECBAgsCUFdlQg7ZZevT35meTi5Jpkun0iM04azXx1Hk+YXsE0\nAQIECBAgQIAAAQIE5kHgKenE9clpyS130KGjsvyLydXJQTtY1+JJgbryVs57T86e+dTJ2WNF\nI0CAAAECBAgQIDArgd2zo3ote/SsdriR+9nRFaSnjTp7fB6/toMT/VCW/3pSb8l74g7WtZgA\nAQIECBAgQIAAAQKbTmBHBdLdcsZV+Fy0zDP/31nvuuTwZa5vNQIECBAgQIAAAQIECGwagVaB\nVJfK6i1fn1nB2X49616ZHLCCbaxKgAABAgQIECBAgACBTSHQKpC+kTOsGzP8cLLLMs/2e7Ne\n3e77wmWubzUCBAgQIECAAAECBAhsGoFWgVQn+b7kDsmRNbGM9vDROh9dxrpWIUCAAAECBAgQ\nIECAwKYS2FGB9KrR2b4mjzv6XNHPZ53fTepmDn+TaAQIECBAgAABAgQIENhSAjsqkN6Z3tR3\nGx2R/EdSd6m7b7Jfsmvy3clPJ3+ZvDbZM/mV5PJEI0CAAAECBAgQIECAwJYSqCJnR60Knq8m\nv5r88djK38rzW4xNX5rnv5acPDbPUwIECBAgQIAAAQIECGwZgeUUSHWzhmcldYWovt/oh5OD\nk9r2w0ndBvzM5J+SyxKNAAECBAgQIECAAAECW1JgOQXS0LH/zJPKjlq9ze6OyTk7WtFyAgQI\nECBAgAABAgQIbCaBHX0GaSXn+p1Z+cXJBckTVrKhdQkQIECAAAECBAgQILAZBFZyBWmx863t\nH5Ucnzw4Gb4v6Yo81wgQIECAAAECBAgQILClBHa2QLpTenlc8uSk3k5X7ZLk/0v+KvlYohEg\nQIAAAQIECBAgQGBLCaykQKqrQw9N6mrRI5PxO9g9PdNVGNUNHTQCBAgQIECAAAECBAhsSYHl\nFEi3S89+IXlqcpdRLz+Vx5OTKpJ+P/nnRHEUBI0AAQIECBAgQIAAga0rsKMCqW668Ixkj6Te\nQvfK5JTkX5NqT9r+pz8IECBAgAABAgQIECAwBwI7KpAePOrjb+fxD5OlrhJdPwcWukCAAAEC\nBAgQIECAQOcCO7rN93viU8XPicmFSX1ZbH0OaUfbZRWNAAECBAgQIECAAAECW0tgR4XOs9Kd\nukvdLyefT34+eXuyLanPHg2fSdolzzUCBAgQIECAAAECBAhsaYEdFUjVucuTv0iOSo5M/izZ\nO3le8ltJtccmB25/5g8CBAgQIECAAAECBAhsUYHlFEjjXftwJp6Z1FWlxyV1Nem6pD6jdEHy\nj0nNv2WiESBAgAABAgQIECBAYEsJrLRAGjp3TZ68IfmR5DuSKpC+kDwieX3y7EQjQIAAAQIE\nCBAgQIDAlhLY2QJpvJPnZeJ3k/o8Ut317tTk64lGgAABAgQIECBAgACBLSWwo9t8r6Qzdbe7\nd4+yku2sS4AAAQIECBAgQIAAgU0hMIsrSJuiI06CAAECBAgQIECAAAECqxVQIK1W0PYECBAg\nQIAAAQIECMyNgAJpboZSRwgQIECAAAECBAgQWK2AAmlh4YAgHp6wWO3fJtsTIECAAAECBAgQ\n2OICioKFhV/LGH4yuc0WH0unT4AAAQIECBAgQIDAKgVmeRe7VZ7Kmmx+RPa69w72fPBo+Q/k\n8crR8/pOp/NHzz0QIECAAAECBAgQINCJwLwXSK/NOH7fMsfy9LH1fifPTxyb9pQAAQIECBAg\nQIAAgQ4E5r1AemXG8CXJnslbknor3XR7UGbcO3lZ8rXRwvePHj0QIECAAAECBAgQIEBgrgS+\nJ735SPLV5FeSXZLx9keZqC+53X985jo/P250Djt6O+BqT+vk7KCiESBAgAABAgQIEJiVwO7Z\nUb2ePnpWO9zI/fRwk4aPB7iuEL08eWnyf5Lhc0d5qhEgQIAAAQIECBAgQOAGgR4KpOrpNUnd\nre4hyXcnH00el2gECBAgQIAAAQIECBC4UaCXAmno8LvzpO5s947k9cmpyX6JRoAAAQIECBAg\nQIAAgYV5v0nDYkN8eWb+t+StyZ8n+yQaAQIECBAgQIAAAQIEFnq7gjQ+5H+TiboF+N8m702+\nmWgECBAgQIAAAQIECHQs0OMVpPHh3paJx4zP8JwAAQIECBAgQIAAgX4Fei+Q1nLk6/biuy3z\nAHda5npWI0CAAAECBAgQIEBgDQUUSJO4x2fyackrkvqS2Z1td82Gdae86e9c2tn92Y4AAQIE\nCBAgQIAAgXUQUCBNIt8+k3WXu3pcTftcNr51slzfJ2Tdl63mgLYlQIAAAQIECBAgQGD1Ast9\nAb/6I22NPdSVozcnX5rB6V69gn18fQXrWpUAAQIECBAgQIAAgTUSUCBNwlZhNIviaHKvpggQ\nIECAAAECBAgQ2BICPRZI9cWw+yZ7JF9Jvpys5GpPVtcIECBAgAABAgQIEJhHgV6+B+nIDN5J\nycXJZcm5yaeS85Mqks5OXpUckGgECBAgQIAAAQIECHQq0MMVpOdnbE8cje95eTwjqSKpCqO6\nkrR/cufkKcmjk2cmpyYaAQIECBAgQIAAAQIE5kqgvgT2+uRtyT0bPavbcd8/+WBS6x+TrGc7\nLger4+69xgc9OfuvaAQIECBAgAABAgRmJbB7dlSvZY+e1Q43cj/z/ha7Y4N7TlKPZzaga0Df\nlzwsuSp5QqIRIECAAAECBAgQINCZwLwXSEdkPOstddcsc1wvz3pnJQcvc32rESBAgAABAgQI\nECAwRwLzXiBdlLE6KtltmWNWd7iroqpu4KARIECAAAECBAgQINCZwLwXSKdkPA9P3pTcpzG2\n9Rmk+yWnJ3slpyUaAQIECBAgQIAAAQKdCcz7XezqbnQHJi9IHplckNStvS9Nrkz2Seoudocm\nByXXJick7080AgQIECBAgAABAgQIzKXAYenV65MqkOqGDOOpL4n9bPKi5JBkI9pxOWidk7vY\nbYS+YxIgQIAAAQIECKxGYK7uYjfvV5CGga472T1+NFFXjer7j/ZM6otjr0g0AgQIECBAgAAB\nAgQILPRSII0Pdb21rqIRIECAAAECBAgQIEBgQmDeb9Iw0VkTBAgQIECAAAECBAgQaAkokFo6\nlhEgQIAAAQIECBAg0JWAAqmr4dZZAgQIECBAgAABAgRaAgqklo5lBAgQIECAAAECBAh0JaBA\n6mq4dZYAAQIECBAgQIAAgZaAAqmlYxkBAgQIECBAgAABAl0JKJC6Gm6dJUCAAAECBAgQIECg\nJaBAaulYRoAAAQIECBAgQIBAVwIKpK6GW2cJECBAgAABAgQIEGgJKJBaOpYRIECAAAECBAgQ\nINCVgAKpq+HWWQIECBAgQIAAAQIEWgIKpJaOZQQIECBAgAABAgQIdCWgQOpquHWWAAECBAgQ\nIECAAIGWgAKppWMZAQIECBAgQIAAAQJdCSiQuhpunSVAgAABAgQIECBAoCWgQGrpWEaAAAEC\nBAgQIECAQFcCCqSuhltnCRAgQIAAAQIECBBoCSiQWjqWESBAgAABAgQIECDQlYACqavh1lkC\nBAgQIECAAAECBFoCCqSWjmUECBAgQIAAAQIECHQloEDqarh1lgABAgQIECBAgACBloACqaVj\nGQECBAgQIECAAAECXQkokLoabp0lQIAAAQIECBAgQKAloEBq6VhGgAABAgQIECBAgEBXAgqk\nroZbZwkQIECAAAECBAgQaAkokFo6lhEgQIAAAQIECBAg0JWAAqmr4dZZAgQIECBAgAABAgRa\nAgqklo5lBAgQIECAAAECBAh0JaBA6mq4dZYAAQIECBAgQIAAgZaAAqmlYxkBAgQIECBAgAAB\nAl0JKJC6Gm6dJUCAAAECBAgQIECgJaBAaulYRoAAAQIECBAgQIBAVwIKpK6GW2cJECBAgAAB\nAgQIEGgJKJBaOpYRIECAAAECBAgQINCVgAKpq+HWWQIECBAgQIAAAQIEWgIKpJaOZQQIECBA\ngAABAgQIdCWgQOpquHWWAAECBAgQIECAAIGWgAKppWMZAQIECBAgQIAAAQJdCSiQuhpunSVA\ngAABAgQIECBAoCWgQGrpWEaAAAECBAgQIECAQFcCCqSuhltnCRAgQIAAAQIECBBoCSiQWjqW\nESBAgAABAgQIECDQlYACqavh1lkCBAgQIECAAAECBFoCCqSWjmUECBAgQIAAAQIECHQloEDq\narh1lgABAgQIECBAgACBloACqaVjGQECBAgQIECAAAECXQkokLoabp0lQIAAAQIECBAgQKAl\noEBq6VhGgAABAgQIECBAgEBXAgqkroZbZwkQIECAAAECBAgQaAkokFo6lhEgQIAAAQIECBAg\n0JWAAqmr4dZZAgQIECBAgAABAgRaAgqklo5lBAgQIECAAAECBAh0JaBA6mq4dZYAAQIECBAg\nQIAAgZaAAqmlYxkBAgQIECBAgAABAl0JKJC6Gm6dJUCAAAECBAgQIECgJaBAaulYRoAAAQIE\nCBAgQIBAVwIKpK6GW2cJECBAgAABAgQIEGgJKJBaOpYRIECAAAECBAgQINCVgAKpq+HWWQIE\nCBAgQIAAAQIEWgIKpJaOZQQIECBAgAABAgQIdCWgQOpquHWWAAECBAgQIECAAIGWgAKppWMZ\nAQIECBAgQIAAAQJdCSiQuhpunSVAgAABAgQIECBAoCWgQGrpWEaAAAECBAgQIECAQFcCCqSu\nhltnCRAgQIAAAQIECBBoCSiQWjqWESBAgAABAgQIECDQlYACqavh1lkCBAgQIECAAAECBFoC\nCqSWjmUECBAgQIAAAQIECHQloEDqarh1lgABAgQIECBAgACBloACqaVjGQECBAgQIECAAAEC\nXQkokLoabp0lQIAAAQIECBAgQKAloEBq6VhGgAABAgQIECBAgEBXAgqkroZbZwkQIECAAAEC\nBAgQaAkokFo6lhEgQIAAAQIECBAg0JWAAqmr4dZZAgQIECBAgAABAgRaAgqklo5lBAgQIECA\nAAECBAh0JaBA6mq4dZYAAQIECBAgQIAAgZaAAqmlYxkBAgQIECBAgAABAl0JKJC6Gm6dJUCA\nAAECBAgQIECgJdBbgbSj/t4iWPsle7bQLCNAgAABAgQIECBAYD4FdlQwzEOvb59OvCG5LLky\neU9y32Sxdo/MrPWes9hC8wgQIECAAAECBAgQmG+BeS+QbpXh+2Dy2KSuDp2fPCB5X/L7iUaA\nAAECBAgQIECAAIEbBea9QPr19PSQ5MTkTsnhyQ8kH0uel/xJohEgQIAAAQIECBAgQGC7wLwX\nSMeklxcnL0iu2t7jhYUP5fH+yb8kz0qqiNIIECBAgAABAgQIECCwMO8F0sEZ4yqErp0a6ysy\n/ePJWckfJfUWPI0AAQIECBAgQIAAgc4F5r1A+nzG9yHJYnelqxs2PCKpzyWdkix144Ys0ggQ\nIECAAAECBAgQ6EFg3gukd2UQ903+ILnjIgN6QeY9NKm33/1T8mOJRoAAAQIECBAgQIBApwLz\nXiD9ecb1E0l91ugLyeOS6fbpzHhYcl1Sn1WqtssND/4kQIAAAQIECBAgQKAngXkvkL6ewbxP\n8rLkvOQbyWLtw5l5r+T0xRaaR4AAAQIECBAgQIBAHwK7dtDNr6SPvzpKqyA8O+s8PKnbgFdh\npREgQIAAAQIECBAg0JlADwXS+JDW2+h21OqLZTUCBAgQIECAAAECBDoU6K1AWs8hPiwH232Z\nB7zDMtezGgECBAgQIECAAAECayigQJrEPT6TT0tekbxyctGKpu6atT+7oi2sTIAAAQIECBAg\nQIDAhgsokCaH4PaZPCKpx9W0z2Xj2yXL9f3ZrPvi1RzQtgQIECBAgAABAgQIrF5guS/gV3+k\nrbGHunL05uRLMzjdS1ewj/oeJo0AAQIECBAgQIAAgQ0WUCBNDkAVRrMojib3aooAAQIECBAg\nQIAAgS0h0GOBtF9GZt9kj6RuAf7l5OpEI0CAAAECBAgQIECgc4HW9wLNE82R6cxJycXJZcm5\nyaeSeERMqgAAKcxJREFU85Mqkuo7kF6VHJBoBAgQIECAAAECBAh0KtDDFaTnZ2xPHI3veXk8\nI6kiqQqjupK0f3Ln5CnJo5NnJqcmGgECBAgQIECAAAECBOZK4DHpzfXJ25J7Nnq2S5bdP6kv\nia31j0nWsx2Xg9Vx917jg56c/Vc0AgQIECBAgAABArMSqO/+rNeyR89qhxu5n3l/i92xwT0n\nqcczG9A1oO9LHpbUHeWekGgECBAgQIAAAQIECHQmMO8F0hEZz3pL3TXLHNfLs95ZycHLXN9q\nBAgQIECAAAECBAjMkcC8F0gXZayOSnZb5pjVHe6qqKobOGgECBAgQIAAAQIECHQmMO8F0ikZ\nz8OTNyX3aYxtfQbpfsnpyV7JaYlGgAABAgQIECBAgEBnAvN+F7u6G92ByQuSRyYXJHVr70uT\nK5N9krqL3aHJQcm1yQnJ+xONAAECBAgQIECAAAECcylwWHr1+qQKpLohw3jqS2I/m7woOSTZ\niHZcDlrn5C52G6HvmAQIECBAgAABAqsRmKu72M37FaRhoOtOdo8fTdRVo/r+oz2T+uLYKxKN\nAAECBAgQIECAAAECC70USONDXW+tq2gECBAgQIAAAQIECBCYEJj3mzRMdNYEAQIECBAgQIAA\nAQIEWgIKpJaOZQQIECBAgAABAgQIdCWgQOpquHWWAAECBAgQIECAAIGWgAKppWMZAQIECBAg\nQIAAAQJdCSiQuhpunSVAgAABAgQIECBAoCWgQGrpWEaAAAECBAgQIECAQFcCCqSuhltnCRAg\nQIAAAQIECBBoCSiQWjqWESBAgAABAgQIECDQlYACqavh1lkCBAgQIECAAAECBFoCCqSWjmUE\nCBAgQIAAAQIECHQloEDqarh1lgABAgQIECBAgACBloACqaVjGQECBAgQIECAAAECXQkokLoa\nbp0lQIAAAQIECBAgQKAloEBq6VhGgAABAgQIECBAgEBXAgqkroZbZwkQIECAAAECBAgQaAko\nkFo6lhEgQIAAAQIECBAg0JWAAqmr4dZZAgQIECBAgAABAgRaAgqklo5lBAgQIECAAAECBAh0\nJaBA6mq4dZYAAQIECBAgQIAAgZaAAqmlYxkBAgQIECBAgAABAl0JKJC6Gm6dJUCAAAECBAgQ\nIECgJaBAaulYRoAAAQIECBAgQIBAVwIKpK6GW2cJECBAgAABAgQIEGgJKJBaOpYRIECAAAEC\nBAgQINCVgAKpq+HWWQIECBAgQIAAAQIEWgIKpJaOZQQIECBAgAABAgQIdCWgQOpquHWWAAEC\nBAgQIECAAIGWgAKppWMZAQIECBAgQIAAAQJdCSiQuhpunSVAgAABAgQIECBAoCWgQGrpWEaA\nAAECBAgQIECAQFcCCqSuhltnCRAgQIAAAQIECBBoCSiQWjqWESBAgAABAgQIECDQlYACqavh\n1lkCBAgQIECAAAECBFoCCqSWjmUECBAgQIAAAQIECHQloEDqarh1lgABAgQIECBAgACBloAC\nqaVjGQECBAgQIECAAAECXQkokLoabp0lQIAAAQIECBAgQKAloEBq6VhGgAABAgQIECBAgEBX\nAgqkroZbZwkQIECAAAECBAgQaAkokFo6lhEgQIAAAQIECBAg0JWAAqmr4dZZAgQIECBAgAAB\nAgRaAgqklo5lBAgQIECAAAECBAh0JaBA6mq4dZYAAQIECBAgQIAAgZaAAqmlYxkBAgQIECBA\ngAABAl0JKJC6Gm6dJUCAAAECBAgQIECgJaBAaulYRoAAAQIECBAgQIBAVwIKpK6GW2cJECBA\ngAABAgQIEGgJKJBaOpYRIECAAAECBAgQINCVgAKpq+HWWQIECBAgQIAAAQIEWgIKpJaOZQQI\nECBAgAABAgQIdCWgQOpquHWWAAECBAgQIECAAIGWgAKppWMZAQIECBAgQIAAAQJdCSiQuhpu\nnSVAgAABAgQIECBAoCWgQGrpWEaAAAECBAgQIECAQFcCCqSuhltnCRAgQIAAAQIECBBoCSiQ\nWjqWESBAgAABAgQIECDQlYACqavh1lkCBAgQIECAAAECBFoCCqSWjmUECBAgQIAAAQIECHQl\noEDqarh1lgABAgQIECBAgACBloACqaVjGQECBAgQIECAAAECXQkokLoabp0lQIAAAQIECBAg\nQKAloEBq6VhGgAABAltB4HZb4SSdIwECBAhsDQEF0tYYJ2dJgAABAosLPDyzP7z4InMJECBA\ngMDKBRRIKzezBQECBAhsHoFb5lQqGgECBAgQmImAAmkmjHZCgAABAgQIECBAgMA8CCiQ5mEU\n9YEAAQIECBAgQIAAgZkIKJBmwmgnBAgQIECAAIEVCfxi1j5qRVtYmQCBdRFQIK0Ls4MQIECA\nAAECBCYEnpyph03MMUGAwKYQUCBtimFwEgQIECBAgAABAgQIbAYBBdJmGAXnQIAAAQIE2gL1\n//Wx7VUsJUCAAIFZCOw6i53YxywEfjY7+etXLizsfu0ie3vbwsIub7z5/OufnXnfffP52+dc\nkm1+/ebLfuYOCwuve83N52+fc13+/INsd/bk8uv3z/QLk90n5984NcPzu/5B2esTbtzz5BPn\nd5PHEuPL7yainfn54Lf1/D5154WF/9h7YeHnxv9dm8Ofj0vTx/s8ZmHh7IMzRheOjZN/n2/E\n2Go/v393l4WFgx69sPCDd0sX/P924zguzOHPb2/je9NgbtVnCqRNM3LbL+btktOpTLfF5tU6\nS60/LJvez2iTRY/R2Gb7buoEW+exfaWpP3bi/HamT85vzH1nzGtz43sDIr+b/jLtjMXObLPa\nv3855o3/fg5nX+exWNuI81vqPJaa3zr32mZ7Z6c29vN7A8gWG9/tQz2c81LjPoz5Ustb81vL\npv4KbZ+s9Ufb/PO9FhaO/PjCwj5fG6241L5qsb9/NyCN+Y3Ubnroze+mnntGYBUCx2Xb65P8\nhnBN28nZe0UjQIDAvAj8VDpy6bx0ptGPXG3Y/v/EnRrrWLS1BD6Q033uJj3lb+W8fniTnpvT\n2pwC9S6jei179OY8vZWd1WK/iVrZHqxNgAABAgQIECBAgMAsBdb6l+azPNe525cCae6GVIcI\n7LTAS7PlD+z01jYkQIAAAQIEZiFQr8//K/m+WezMPlYuoEBauZktCMyrwCPTse+d187pFwEC\nEwLPytRDJ+aYIEBgswjU6/NbJrfaLCfU23kokHobcf0lQIAAAQILC48Kwg+BIECAAIGbCyiQ\nbm5iDgECBAgQIECAAAECnQookDodeN0mQIAAAQIECBAgQODmAj1+D9J+Ydg32SP5SvLl5OpE\nI0CAAAECBAgQIECgc4FeriAdmXE+Kbk4uSw5N/lUcn5SRdLZyauSAxKNAAECBAgQIECAAIFO\nBXq4gvT8jO2Jo/E9L49nJFUkVWFUV5L2T+6cPCV5dPLM5NREI0CAAAECBAgQIECgM4F5L5Ae\nk/Gs4uj05DeTM5PF2i6Zeb/kxcnrkm1JfcO1RoAAAQJ9CfzPdPe1yef76rbeEiBAgMAgMO9v\nsTs2HT0nqceliqOyuD55X/Kw5KrkCYlGgAABAv0J/Pd0+aj+uq3HBAgQIDAIzHuBdEQ6Wm+p\nu2bo8A4eL8/ys5KDd7CexZtb4DY5PV94urnHyNkRIECAQB8Cv5Bu/kofXdXLeRGY9wLpogxU\n/SZwt2UOWN3hroqquoGDtnUF6grga7bu6TtzAgQIECAwNwL3SU+OmZve6EgXAvNeIJ2SUTw8\neVNSP6BLteEzSPVZpb2S05Za0fwtIXCLnGVFmx+BuhOlRoAAAQIECBBYc4F5v0lD3Y3uwOQF\nySOTC5Lzk0uTK5N9krqL3aHJQcm1yQnJ+xONAIHNIVBvmazPENYvOz69OU7JWRAgQGBTCRyW\ns3lI8upNdVZOhsAWFZj3AqluvvCS5O+T30/un0xfSfpq5l2YvDh5afKFRCNAYPMIDP9ODY+b\n58ycCQECBDaHwANyGs9JFEibYzw221ncbnRCl2y2E9us59PLC466k93jR4NQV43q+4/2TOqL\nY69INAJbUeDWOeljk7/ZhCdfb3Gsn7GrN+G5OSUCBAjMo0B9XEAjsJjAC0czj1tsoXk3F5j3\nzyDdvMc3vLWurhJ9NlEcLSZk3lYR+IGc6Ga9GcUzcm515VYjQIAAAQIENlZgtxy+oi1ToJcr\nSMvkmOlqd8zelvuXsT4HVe2Q5Gvbn63NH3uPdlufuZpFu1V28pVZ7Cj7qJtj1NsdZ9H2y07K\nfjP2c4+c13XJN5PVtvp8Xf3GcFb9rH8Pbjuj/dWt8uuzQ7M4txrPavU5wVn8fasx+FZSnzmc\nRZvlz0H9jM7qqlv9Amz35Ouz6GT2Mct+1hiUf43DatsB2UH1dRZ/1+pcal+1z1nsr66k1s/V\nNclqW/2fUq1+tmq/q201BvVuiln0s85lln9335T91Rf2fqJ2vMpW/uU1izGoU5nlz0H9fM7q\n38n6t7v6OqvxzK62f4Z7Fvsrs/o/fhb7qvOa5RjUedXrrutrxzNos3otM/yM3z7nNAu3Wb/+\nW4xqua95F9t2081zOXZySI7P5NOSVySvnFy0oqm7Zu26QqURIECAAAECBAgQ6EXgmHT0jK3e\n2fptg3aTQFXq9T1I9bia9rlsfKdkudX0kVn3zcndkllcWchuFm3126pq37jhYVV/1vdL/W1S\nxeAsfgv8juzn5OR1yWpbFf63TGZxRap+G/Tx5JHJx5LVtpdlB3UHxd9a7Y5G29fnkK6a0b5m\n+Rvg+i18/Yb6azM6t1n2s/ZVP2ezuLLywOzn5cndk1m0Z2Yn/5CcO4Od/Wr28YPJ8PnL1ezy\nDtm4/sN7QHLeanY02vbkPNbVgT8eTa/2YZa/UZ7lvp6djtXfjSettoOj7Wf5c1D/RtZVlbqi\nvdr2qOzgeUn9fZtFm2U/60pU/X/81Bmc2HdmH29P7plcPoP9zXIM6nRm+W/4LMegXgvV/8uz\neO3xvdlP/Rv5Pcks/o9/a/ZTr7/+Ollt+9ns4EnJQ1e7o9H2sxyDWb7+W6p7Nc6fWWrhVpuv\nQJocsbpyVD8oX5qcvVNTF6xgq4NG634+j7P4B2QFh97pVQ8eO+drd3ovN21YL1gvS7bdNGtT\nPKsXS9UuSrbVk1W2evtUvU1s2yr3Y/PNIXBxTqPemrFtRqfzP2a0n9rNFUkVgduS1bbhZ7z+\nXdu22p1l+yqc6xcF25J5btXH6uu2ee5k+nZJUr8o25Zstla/QKoX0ttmcGLD25S+kH1Vn7X1\nF7jt6JD1i5pZvOW6XnNVsbstWW2r1zD1Wmbbane0RbcfirAtevqTp61AmvSowmgWxdHkXk0R\nIECAAAECBAgQILAlBHoskOoD3/XB1D2S+u3Dl5P6rb5GgAABAgQIzJdAvR1ruOowXz3TGwIE\n1kyglwKpPuPzjORRSd2daLrV9yS9M/mt5L+mF5omQIAAAQIEtqTAu2Z41mdnXyckl85wn3ZF\ngMAmFOihQHp+3E8c2dd7Vs9I6n2idfWoriTtn9w5eUry6OSZyamJRoAAAQIECBAYBOozfX8y\nTHgkQGB+Bea9QHpMhq6Ko9OT30zOTBZrdXeV+yUvTl6XbEs+kGgECBAgQIAAAQKbQ6DufvnL\nySxu0LA5euQsNqXAvBdIx0a93j5Xj60viau7UL0veVhSd5J7QqJACoI2c4EPZY9XzXyvdkiA\nAAECBOZfoO4K+Rfz30093GiBeS+QjghwvaWuVRyNj0Hd6vGsZLiF9fgyz/sUqOK52vB4w9TO\n//mind/UlgQIECBAgAABAmst8G1rfYAN3v9FOf5RSX151XJa3eGuiqpPLWdl63QhUHc4rCuQ\nH+2itzpJgACBlQvUdwLVd4JpBAgQmAuBeS+QTskoHZ68KblPY8SGzyDVZ5X2Sk5rrGvRDQL1\nH2K9fbG+HHDe29+ng/XlbxoBAgQI3Fzg7ZlVd4vVCBAgMBcC8/4Wu7ob3YHJC5JHJvUt8Ocn\nlyb1Def7JHUXu0OTg5L6tvgTkvcnWlvg01l8l/YqlhIgQIAAAQIECBDYWgLzXiDV50ZektQV\ngN9P7p9MX0n6auZdmLw4eWnyhUQjQIDAVheoX/i48rnVR9H5EyBAgMC6C8x7gTSA1lvBHj+a\nqKtG9f1Heyb1nukrEo0AAQLzJvCydOi1M+rU8Fba62a0P7shQIDAvAmcmw59ZN461Wt/eimQ\nxse33lpX0QgQIDDPArP8t65uePNDSb0A0AgQIEDg5gL1OfaKNgcC836ThjkYIl0gQIDAphDw\n2cxNMQxOggABAgTWWkCBtNbC9k+AAAECBAgQIECAwJYRUCBtmaFyogQIECBAgAABAgQIrLWA\nAmmthe2fAAECBAgQIEBgswrUHY81AhMCPd6kYQLABAECBAgQWCOB+pLyM9Zo33ZLgMDqBX47\nu/jY6ndjD/MmoEDaNCP6czmTk/9yYeEWi91GN3dF2eUNNz/V65+TeYfffP72OZdkm1+/+bLr\nH5R5T7j5/O1z6th/kO3Onlx+/f6Z/sNkt8n5N045vxso+N34V2Kho79/t02vL3l1/vDzsbDs\nf1/q+5lG39HUxb8vx970o7H9WUc/H12M79Tw9vTv31yM7yJ35/T66oa/1Ds7vtM/EltvWoG0\nucZsl5xOZSVtqfVb81vLWsdearud2WapfdX81rKdOdbObNM6h9aynTnWzmzTOofWsp051s5s\n0zqH1rKdOdbObNM6h9aynTnWzmzTOofWsp051s5s0zqH1rLhWE/Lk6uHidHjUttNrTYxudQ2\nrfmtZRM7n5pYarup1SYml9qmNb+1bGLnUxNLbTe12sTkUtu05reWTex8amKp7aZWm5hcapvW\n/NayiZ1PTSy13dRqE5NLbdOa31o2sfOpiaW2m1ptYnKpbVrzW8smdj41sdR2U6tNTC61TWt+\na9nEzqcmltpuarWJyaW2ac1vLZvY+dTEUttNrTYxudQ2rfmtZRM7n5pYarup1UwSmK3A0dld\nvQd299nudkvt7RM52+O31Bk7WQILC48IwvQLfS4ECBAgQKA3gXoNW69l6zXtlm9u0rDlh1AH\nCBDYQIEv59iXb+DxHZoAAQIECBCYsYACacagdkeAQFcCH0hvv72rHussAQIECBCYcwEF0pwP\nsO4RILDmAteu+REcgAABAgQIEFg3AQXSulE7EAECBAgQIECAAAECm11AgbTZR8j5ESBAgAAB\nAgQIECCwbgIKpHWjdiACBAgQIECAAAECBDa7gAJps4+Q8yNAgAABAgQIECBAYN0EFEjrRu1A\nBAgQIECAAAECBAhsdgEF0mYfIedHgAABAgQIECBAgMC6CSiQ1o3agXYg8K0sr2gECBAgQIAA\nAQIENkxg1w07sgMTmBR4bCbPm5xligABAgQIECBAgMD6CiiQ1tfb0ZYW+OTSiywhQIAAAQIE\nCBAgsD4C3mK3Ps6OQoAAAQIECBAgQIDAFhBQIG2BQXKKBAgQIECAAAECBAisj4ACaX2cHYUA\nAQIECBAgQIAAgS0goEDaAoPkFAkQIECAAAECBAgQWB8BBdL6ODsKAQIECBAgQIAAAQJbQECB\ntAUGySkSIECAAAECBAgQILA+Agqk9XF2FAIECBAgQIAAAQIEtoCAAmkLDJJTJECAAAECBAgQ\nIEBgfQQUSOvj7CgECBAgQIAAAQIECGwBAQXSFhgkp0iAAAECBAgQIECAwPoIKJDWx9lRCBAg\nQIAAAQIECBDYAgIKpC0wSE6RAAECBAgQIECAAIH1EVAgrY+zoxAgQIAAAQIECBAgsAUEFEhb\nYJCcIgECBAgQIECAAAEC6yOgQFofZ0chQIAAAQIECBAgQGALCCiQtsAgOUUCBAgQIECAAAEC\nBNZHQIG0Ps6OQoAAAQIECBAgQIDAFhBQIG2BQXKKBAgQIECAAAECBAisj4ACaX2cHYUAAQIE\nCBAgQIAAgS0gsOsWOMeeTnH3dejsbutwDIcgQIAAAQIECGx2getzgtdu9pPcIue3Hq9h141C\ngbRu1M0DfXO09KrmWhYSIECAAAECBAgQ2LwC39i8p7b8M9tl+atac40F7pX9r/XVnd/JMW6V\nnJxoGyPw5Bz2a8nrNubwjhqB45NLkzfS2DCBZ+bIX0j+bsPOwIFPCMFnkn9AsWECz8mRP5Kc\nvmFn4MC/GYL6GTgVxUwEqjj60Ez2ZCcE1lHg5Byrom2cwOtz6Fdu3OEdOQL1ovxPSWyowNty\n9D/c0DNw8PeE4EQMGyrwgRz9uRt6Bg5+ZgiehYHAtICbNEyLmCZAgAABAgQIECBAoFsBBVK3\nQ6/jBAgQIECAAAECBAhMCyiQpkVMEyBAgAABAgQIECDQrYACqduh13ECBAgQIECAAAECBKYF\nFEjTIqYJECBAgAABAgQIEOhWQIHU7dDrOAECBAgQIECAAAEC0wIKpGkR0wQIECBAgAABAgQI\ndCugQOp26HWcAAECBAgQIECAAIFpAQXStIhpAgQIECBAgAABAgS6Fdi125732fFv9NntTdXr\nb+ZsjMPGDkn5G4ONH4P6WdA2TsDPwcbZD0f2/8EgsXGPxmDj7B2ZwKYR2D9nUtE2TuB2OfRt\nNu7wjhyBA5J9SGyowO1z9Ftv6Bk4+B1CsDeGDRW4Y46+14aegYMfHII9MRAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAhgnssmFH\nduD1FLhFDnaf5KDkrOSzibZ+AvvkUPstcbirM/+SJZaZvXqBb88u7pu8rrGrO2XZkUmNxb+N\nHvOgzUjg27Of1hjcOcuX+r/ogiy7NtF2TuCwbHZ4slvyqeTTyVLNz8FSMqubv9wx8HOwOufW\n1t+VhXdPLkzOTL6ZLNX8HCwlYz6BORP4zvTnk8n1Y/l4nh+SaOsj8PIcZtx//Pmp63MKXR6l\nCtNPJFc1en9iltV/lsOY1IvxZzfWt2hlAjsagwOzu8F+sce7rexw1h4J3CGPpyXTpu/OvHrB\nPt38HEyLrH56JWPg52D13ovtYf/MfEsy/nPw1Uw/ZbGVM8/PwRIwZhOYN4H6rez7kiuTn0vu\nmhyX1D8Qn0/2TrS1F/hADlEv0l+ySGpctNkL1BW705P6j3GpAumho+VvzmNdQbp3MmzzK3mu\nrU5gOWPwsByixugdyWI/Hwes7hS63Prb0uv3JuX6huThyQOSv0quSz6W7JkMzc/BIDG7x5WO\ngZ+D2dmP7+ntmaifg1cn9e/7TyT/ktS8X0rGm5+DcQ3PCcy5wPHpX/1D8NSpflaRtNj8qdVM\nzkCg/qP8SvKeGezLLpYn8JNZ7cKk/o5fkyxWIO2V+ecm5yf1FtSh7Z4nNf8Lyfj8YbnH5Qks\nZwxqT89JapweUBPaTATKskw/sMje/nG07DGjZX4OFkGawayVjEEdzs/BDNCndnGvTNfPwQen\n5n9HpusXBe8fm+/nYAzDUwI9CNTnKb6e3Gaqs/W2l68l0/9wTK1mcgYC9d7n+kf6f81gX3ax\nY4H6bXl51+e6HpWcmSxWIA3r/WGWT7ffz4zax49NLzC9LIHBdkdjUDt7fVIvVm5dE9pMBJ6Y\nvZybPHmRvT0u8+rv9m+Plg1j5edgEaxVzFrJGNRh/BysAnuJTeszR7+bPGSR5Wdn3mVj8/0c\njGF4eoNA/XZbm0+B3dKt708+k3x5qov1lrtPJd+X1Hra2gnUGFT7UHJMUm/dqv88q3DSZi9Q\nnyF6QXK3pN57vlSrt1tU+/cbHib+HObVbyC1lQssdwxqz8O/UXXl7vHJs5IfSW6ZaDsncEo2\nq9+Sn7TI5oeN5tULxGp+Dm5wmPWfKxmDOrafg1mPwA2fP31+dvvOqV0fmelvT941Nt/PwRiG\npwTmXeDAdLB+U/ieJTpa/zjU8jsusdzs2Qi8MLsp5ypU63HIt/L8T5JdE23tBJa6gvTyHLLG\n4gGLHPp+o2WvXmSZWSsXWGoM6m0t9XPwxaR+aTP8bNRj/bwML1ryVJuBwO2yj/9KrkjuMNqf\nn4MRxDo9LDYGfg7WHn+XHOJJSV2pq39rzkq+PRman4NBwuONAq4g3Ugxd0/2GfVoqVtIXzZa\nvvfc9Xxzdah+W1WtXgQ+Ijlk9Fh3Fqzflv9Goq2/QOvnw8/G+ozHETlM/R+0X/J7yd2T70nq\nlwp1peMfkv0TbfUC9e/8W5N6gf4/kvr3qJqfgxsc1uPPpcbAz8H/a+9eQ20p6zgAlyfxIHqk\nvGARsSUR63RM1D5EokeN6EJkFy06CJFity8VFEF+SfpQRNDpQkZE0EfLS/eSylILukomkgkF\nhUppx/JSJ9Pq93eviWFYs9prr7XO3s08L/z2zLyz1pr9PnPefdaseWfW6vXrK04+n9QQ0xrO\n+5Xk7qQp+kEjYUpgBALPTBvrk9hretp67WR9M+Si52GqFxSosxFvTnZ2Xqc+wa2hjwcTB6kd\nnCUu/iKvNe0apBp+VP1jz5Rt1RuWWveFKetUzS/Qtw9OyEvVG5b6jqRu+XAqah/UcEllMYE6\nKKobNpTn/s5L6QcdkBUtztoH+sGK0FsvW0N268PJs5Krkvpqh/q6k6OSKvrBuoOfBEYhUEO3\n6uLnG3ta+/3U13+Yx/asV716gS9mE7UPXrD6TY12C31vzq+c2J87RWbvZN0npqxTNb9A3z6Y\n9Uq7s7L6Rt11Tdm8wLPz1LuSspx2sKkfbN52o8/8X/tg1uvoB7N0Nr+u+b/3tZOX0A82bznY\nZx422JZp2GMh+FPSN0Sl6v+W1FkMZWsE7ptsdtfWbH7UW71n0vpp/aOpaw/BGDXWFjRe31gc\n/Xl5iZuTteTy5IqkW/SDrshylzeyD2ZtUT+YpbP5dZ+bPPUVk6l+sHnLwT7TAdJgd+0TDavr\nXGpcf53eb5fjs/Cc5OfJ4+0V5pcqUGOdy/hHybS+dupka3dOpiaHTqD6RpVpZ5Caup+sP8TP\nFQnUNXj1b7/uXtct+kZXZL7lGkr0g6SGENWbwM8m04p+ME1lOXUb3Qf6wXK8u6/ynlQ8kJzf\nXZHlGl1T5eH1yZP0gwmECYGxCLwmDa2hFe/tNPh9k/rXdeotLl/gVxPrizsvXddd1B/p73bq\nLS5XYNbwrtuyqXuT9hm8Y7JcF7DfmrjDYBCWUPr2QQ1vqb9Ptyd1l6mm1Py3klp3TlNpumGB\nut7id8nB5IUbeJZ+sAGkOR8yzz7QD+bE3eDDX5nH1d+Q66Y8vobu1rpXtdbpBy0MswSGLlBn\nLe5I6ixR3SXqxUmNQ6/laxNl9QIXZBPlfX/y0aT2QR2wPpT8OTktUVYn0PfmvLZYZy7qP8k6\ny1cfFlyU1ONreOoZibIcgb59sCMv/72k9sGNySXJq5MbkqrrO+uRVcoMgSuzrvxqiOj1Pbks\n9U3RDxqJ5U3n2Qf6wfLc269UH7R8I6m+UH9T3phcmDQfvlyd+XbRD9oa5gmMQOC4tPGbSZ2t\nqD8UlW8nJybKoRF4eTZT3+vS+Ncb8JuTkxJltQJ9b86bre7LzIGk2Tc1f2mz0nQpArP2wVOz\nhU8n1SeafVAfJtTwGGVzAnX2s7Hsm+7vvLR+0AFZcHHefaAfLAje8/Rdqf940v778kiWr0gO\nT7pFP+iKWCYwAoGj08YzEwdGW7ezn55N15mJI7fuV7DlKQL1SePJye7kiCnrVa1eoG6DvydZ\nW/2mbKFHQD/ogTmE1frBarBryOPpySlJnbGbVfSDWTrWESBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIDEZgx2BaoiEECBAgMHSB3Wng2ckjyYNDb6z2ESBAgAABAgQIECBA\nYJbAh7Ly38m+WQ+yjgABAgQILCJw2CJP9lwCBAgQIECAAAECBAgMScAB0pD2prYQIECAAAEC\nBAgQILCQwFMWerYnEyBAgACB7S3wovx6pycnJweS3yRfTg4m3bIzFecm5yW/T76WPDnZm3wn\nuTtRCBAgQIAAAQIECBAgsC0E5rkG6Zj8xlcndc3Sv5L7JvO1fGfyjKRdTs3CA0mtr8c+mtQB\n1WeSqntpohAgQIDACAQMsRvBTtZEAgQIjFDgXWnzRcn+5ITk+OS5yZeSU5J3JE3ZlZnrk8eT\nC5J6bHOAdXnmq9SZJIUAAQIECBAgQIAAAQLbRmCeM0gfy299Q3Jk57c/M8t1RqgOlJrytsxU\n3Vubism0PkS8Pal1L5vUmRAgQIDAwAVcgzTwHax5BAgQGKnAOzvtPi7LNYzu/El9+8CpDpqq\nXLc++e/PGpp3TVLfv6QQIECAwEgEHCCNZEdrJgECBEYmUGd/LknelOxJjk2q1HVGVdpD5p6f\n5X8mf6wVnfKHzrJFAgQIEBi4gAOkge9gzSNAgMBIBT6ZdtfQud8mdbOGnya/TO5J7k3a5eEs\nHJ4cnTzUXpH5uhZJIUCAAIERCThAGtHO1lQCBAiMRKBuylAHR3ckZyV/T5pSt/2usmN98sTP\nX+fn3qTOJN2StEvdIlwhQIAAgREJ1BAEhQABAgQIDEngpEljashc++CohtXVgVOVOmPUlKsy\nUzdi+EByRFOZ6RnJG1rLZgkQIEBgBALOII1gJ2siAQIEBibw7rSnbuE9rdTBzk1JfZfReckH\nk68nz0rqYOclycHkaUlTauhd3fWubg3+s+SrSd3qe1/yl6Ru8FA3bFAIECBAgAABAgQIECCw\nbQSa23zX2Z6+NLfqPjuPuav1uMcyXwc+a5NpfedR98ti35K6HyZ/TW5N3p7UAVZtqxmal1mF\nAAECBAgQIECAAAEC/38CNYx8LTkt2Zn0laOyon1NUvtxn8pCHSDVLcIVAgQIECBAgAABAgQI\nDF7gsrTw0eTSTktPzPKB5P7ENbsdHIsECBAgQIAAAQIECAxTYC3NejCpA6GPJBcm709uS2po\n3usThQABAgQIECBAgAABAqMROCctrRs0NNc2/SPzP04uThQCBAgQIECAAAECBAiMUqDubrc7\nmXXN0ihhNJoAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBDYzgL/AW8CETx0oBpvAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Series  amznrt”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acf(amznrt, na.action=na.omit)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We notice a statistically significant peak at k=2. Hence there is a reasonable possibility of unexplained serial correlation. Be aware though, that this may be due to sampling bias. As such, we can try fitting an AR(p) model to the series and produce confidence intervals for the parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "2"
      ],
      "text/latex": [
       "2"
      ],
      "text/markdown": [
       "2"
      ],
      "text/plain": [
       "[1] 2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amznrt.ar <- ar(amznrt, na.action=na.omit)\n",
    "amznrt.ar$order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.0213068739044181</li>\n",
       "\t<li>-0.0618246876266611</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.0213068739044181\n",
       "\\item -0.0618246876266611\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.0213068739044181\n",
       "2. -0.0618246876266611\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] -0.02130687 -0.06182469"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amznrt.ar$ar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tbody>\n",
       "\t<tr><td>4.113038e-04</td><td>8.253337e-06</td></tr>\n",
       "\t<tr><td>8.253337e-06</td><td>4.113038e-04</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{ll}\n",
       "\t 4.113038e-04 & 8.253337e-06\\\\\n",
       "\t 8.253337e-06 & 4.113038e-04\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "1. 0.000411303760528434\n",
       "2. 8.25333735795905e-06\n",
       "3. 8.25333735795905e-06\n",
       "4. 0.000411303760528434\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     [,1]         [,2]        \n",
       "[1,] 4.113038e-04 8.253337e-06\n",
       "[2,] 8.253337e-06 4.113038e-04"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amznrt.ar$asy.var"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "alpha1=-0.0213, alph2=-0.0618. We can find the 95% intervel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.0610353444681181</li>\n",
       "\t<li>0.0184353444681181</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.0610353444681181\n",
       "\\item 0.0184353444681181\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.0610353444681181\n",
       "2. 0.0184353444681181\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] -0.06103534  0.01843534"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "-0.0213 + c(-1.96,1.96)*sqrt(4.11e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.101535344468118</li>\n",
       "\t<li>-0.0220646555318819</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.101535344468118\n",
       "\\item -0.0220646555318819\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.101535344468118\n",
       "2. -0.0220646555318819\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] -0.10153534 -0.02206466"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "-0.0618 + c(-1.96,1.96)*sqrt(4.11e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that for alpha1 zero is contained withing the CI, while for alpha2 zero is not contained in the CI. Hence we should be very careful in thinking that we really have an underlying generative AR(2) model for AMZN. \n",
    "S&P500 US Equity Index\n",
    "---------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'GSPC'"
      ],
      "text/latex": [
       "'GSPC'"
      ],
      "text/markdown": [
       "'GSPC'"
      ],
      "text/plain": [
       "[1] \"GSPC\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "           GSPC.Open GSPC.High GSPC.Low GSPC.Close GSPC.Volume GSPC.Adjusted\n",
       "2007-01-03   1418.03   1429.42  1407.86    1416.60  3429160000       1416.60\n",
       "2007-01-04   1416.60   1421.84  1408.43    1418.34  3004460000       1418.34\n",
       "2007-01-05   1418.34   1418.34  1405.75    1409.71  2919400000       1409.71\n",
       "2007-01-08   1409.26   1414.98  1403.97    1412.84  2763340000       1412.84\n",
       "2007-01-09   1412.84   1415.61  1405.42    1412.11  3038380000       1412.11\n",
       "2007-01-10   1408.70   1415.99  1405.32    1414.85  2764660000       1414.85\n",
       "2007-01-11   1414.84   1427.12  1414.84    1423.82  2857870000       1423.82\n",
       "2007-01-12   1423.82   1431.23  1422.58    1430.73  2686480000       1430.73\n",
       "2007-01-16   1430.73   1433.93  1428.62    1431.90  2599530000       1431.90\n",
       "2007-01-17   1431.77   1435.27  1428.57    1430.62  2690270000       1430.62"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getSymbols(\"^GSPC\")\n",
    "GSPC[1:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1y9BBu8DvIYCu0GjUv4fdSb8YPaFgER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blZOk1euyJVdYPM4LHIQ//Y73JsXj+L4z4Ay0MwZ8iF07KzCH6ww4A86AM+AMOAMV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vAgA2k8/NPg2RlIwWNmFum3PJzpHOxqCBgChoAhkCwC4c5espIsdu8IcBTkBLFPRTiW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\nMswf5/nrgZsMVvfuluC+F9d8dA8vNMtnZAgYAoaAIRANgUaCq/11g1PRY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6LHGrDQ6gQvhPypyL/Yi/A6FmoGUh1nbo6k9cRN7I3YXCr5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K6HApbdZhHpVohQ6TKBdeTywLvh0/8IiDjlwf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\nptRhhx2WNR8St0P+niuT0ps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E9DeAP6\ndYhCOAJh+T+O6vnUy/gmnLbSz51P/7gZp832eQqkFsKVzXiB5AWIx5kCb174hNevb7AMfcDJ\nUW8eOKEdtg9C3oN4H2Y4WbQJSCBs32C1HAOfCFh/uWVLsm+QXT7+8TLn267/gPCmsFL95mUS\n5DifsanSrx1sZ5+F/ATC+ySO20dAZkOGQL4E8YYkrx18qDAZ8hXISq8hOo6fgCZI8TMuVAM7\n7LMQ3lz9A8I3M/UQrv6zEMInUAdB3IGTFd40/wqyCfI+xNycjcB+tsCLKsOG5k2rv7wBZOjY\nvGn1l5Ow/4ZcDOkM+T1kDUQhHIF8+YfTUj658+kf7+L0L4P8HdIEecQR3mQcAskUsvmGZfz6\nx62IPx4yAbIdopA/gWz8/djnr6k8SibZN0isUP/wuvIHCCdJ10F43VIIRiAbe9ag/rEvx26I\n4iTxRoi533kN+3xQxnBY86bV36SuHXzI/WsIr01+n6G2MkoH8RDg002F4ibwHMw712Uin1AP\nhhwHMU/sal3pZpeTKndY5RyYgdSd5t5vcA78Js9tnTRO0ryBE7EBENo0CXIDZCzkREgdRCEY\ngXz5B6u9/HLl0z9eAoZGD4pVznG2/pHNNyzu7R98Q/VNyO2QFyEKhRHIxt/LvjBN5VE6yb5B\nYoX4h5MiPlTj9WIqZDpEITiBbOxZi/rHviz5ZsYd2AYPh4x0Iv3uq5K6dnBSxK8a+AZJwRIB\nTZAsgQ+plk+1+d38GRDu02/sPOa3Jnxj5A3veyJyDaAm+1pnp4eJcG1N3BZXnNndgZ3VjvBN\nFz8D/HfIJyFzIArBCOTLP1jt5ZkrbP/w9g1SCdI/WI7fgJt+wHLuYOLZP/gWdQZkKeRHEHOx\n3Q/7DLxhYRzfYHkna4hS8CGgvuEDJUdUUn2DZuTrn8Eo+xiEtv4n5GaIQjgCYcamcDWXb24+\nBOab/SsgR0N4z8LAh70MQe6rmC/qawc/7eMCGhdD+LWQuXbw4TgDryGM4z0Xr0cKMRHwe0sQ\nkypV6yFwEI5P8MTxkDdO7jc0h+P4BcgkyNsQfrIzGtIP8iAkU+AEKp8Q5CK3JkDF0508tLXU\nQlDfmPPyG0g7mcSQ26j4h1RbdNmD+iCf/pFv3+BkZh3ETIS80BjPz+g2Q46HDHK2nDDxQkf5\nEMJwFoTH9/GghEJQv5hTUt8wJKLbBvVBkn2DZ5fP2HUUyj0DGQiZAinlyRE/d+eXHb0h7sBr\nOsPu5k2rv97+wQcr+YQwY1M+9ZdKmTA++BlO6n8gAyCzIJ+HDIMcAckUkrh2jHeU/xZbc93g\n9jon/kknfohzrE1MBNrFVK+qzU3gr8jCztzflZWDYy2EN2EmXIud7pArIN6bKdNBzACMLAWH\n15waTsd2nqc2xjG80LxJL8LA73fZoXk+7mAGkjp3ZInsB/WNeXK0n8958WloPiEM/3zqL5Uy\nQX1go3/8GyDycwzz3TqZ8qZoKIS/a+KNEG8WfwrxBo65V0HehTwCWQQppRDUL+ob8Xk1qA9s\n9A2edZBrB/MNhyyA8Mk4H6QthJRyGAfjZ0AmQ37tOhE+zGTggxMT3P3D/dvEwSZDHlteO4KM\nTXlUXTJFgvqgD86I4/ByCNsh38aYcKqzE+V9FasM6h/ed73i2ODe0K4TIA9D3oeYN13YVYiD\ngN4gxUE1WJ2rkO1AyLGu7COdfXZaEwY5OytNhLPlE+qTnX1eYKIKT6OiZZCLIF1clXZ14pZg\n+zcn/nVsu0GucY7dm//nHPzFHVki+6tgZxDfmBvk05DfPZgejeNhEAbvE8Lm2Mx/w/DPXEvp\np6zCKQTxQdL9g5MeTnI+D3GHK3HA+KlO5FvY8gbVK9c56bxYMu1/nONS2ayCoUH8or4Rn0eD\n+iDpvhFm7OLDQd7odYTwM+xSnxzhFFKr+Afh/OZN+i/HBF4fGNzXddM/zDW/OUfzg1DuV5mI\nENugY1OIKksu6yrH4lw+MH3jA+R3T47InRMnhijvq1hfUP8wn/e6wePHWQnCDyE8dj9IZ7yC\nCJQNgfE4k72QOsh0yDQIP8Xh7xFGQUz4OnaY7yXIJZBTIDdA1kM+hDBtLMSEudhhXE8T4Wzb\nOPF8+pgrUI/R+e/Y/yxkEaQJwicYJnAw+ROEeXmBuxRyAeQxCONmQUoxBPUNz41vDHiu8yGX\nQb4D4duDNyCMPw7CcBKEx9/jQY4QlL9fNfTTNr+EEosL6oMw/eMYMKAPfurD4jYnzdzM+GRJ\nR7Ef8UaHb4luh5wFucM5Zt/LFfi2kTawj5RiCOoXnlux9Y0xsInsv0rjSjgE9UHSfYNIg45d\npr+tQRmOnX4yiRWWUODYsATCNrYY8l2I6QO8uWW6CZ/EDvPxBv0myBUQMvgXZKuzj006mOtp\njYnIsC10bCqHa0dQH9SCIScY9AHH75MhfCg8D1IP4aTpZYgJxXDtuBPG0F7eSyiIQNkT4ESH\nHZGNnrIKwk7qDm1x8EsIJycmH1+vTobw1TDjfgUxgTdpjOtpIpwtBw7GB5kgscjnIBshRif3\nr4R4QxdE8Km52z4OMDdDon4CgyoTC0F8Q2M+BvkbxHDiJPcWyOeduGOxZeCgxjxBJkjMH5Q/\n87rDIhxsc0eU8H4QH4TpH8eABX3wUx8mtzlpuSZILNoL8mfIHojx+wLs94PkCqU+QeL5BfEL\n830MUkx9Ywzsob++Cin1EMQHNvoGuQYZuziBMH0n0/YnJegkfvb+vOvcdmD/UUgniDfwywtO\nhnj+HEs4dg+GvAvhjboJj2GHeXJNkJi/kLGpXK4dQX3wb+D1JsS0P97D0FcDnS0fgh0AYSiG\na4cmSM2+0N8KItAe53oUpH+Oc+6C9OMgpsPmyB5JMt8QHQI5EtIhR40cvGkfBydemMshBPUN\nz7U7hJyiPPcw/GlDOYagPrDRPzoD+DBIkIlRufkmqF943uob8Xg/qA9s9I1KH7v6wuW8HtJH\n2UIbJA6FcGITZajksclwDOID8h8I4QSID6+SCvJPUqSlRwREQAREQAREQAREQAREQAREQARE\nQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQARE\nQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQARE\nQAREQAREQAREQAREQAREQAREQAREQAREQAQsEIjyn1paML9iVB6MMz0ZcoRzxh9mOXP+w9nT\nIdyug+yCZAr0P+v9OIT/RXojxB34z/4GQfiPHrMJ/1s4/+t0JYQwvsjF180rTF7+Qzv+g9JT\nIPwP7RsglcIfp9oq1OLoBMipkG4Q/mf6nZBMIUz/MHUMxM5oyDIT4bPNp16fako6KowvwrR3\nN5SBOMjlC5M/TF5Tpty2YcarfNpwEMaHAeppkK4QXpP2QCoxxO0LMr0Awr61ngc5Av/p/FkQ\n+oTX8EoLSYxXQfxRDfD8p8K8htVAPoDshSiIgAhkIdAPafMh7Cxu+SuOOdh6w3cQwQmRyctJ\nz/XeTM7xodi+BjF5uX0VchDEBP63Z3d6pn1OsMo9hPVFEL6GWZi8I1FoFcTti5U4ZnylhYk4\nYXMxMTw4Qbo2A4gw/cNU0QU7yyHbTITPNp96faop6agwvgjT3t1QgvjC5A+T15Qpp23Y8Sqf\nNpyLcQ8A/T3E9E1ut0OmQCopJOEL8pwMIeOv8iBH4CTqWQjz8yFppYUkxqsg/vgUwG+CuPvI\nP3DMMVJBBEQgA4E2iH8Kwo7zO8h5kNMh0yF7IK9A+CbBhLOxw7xzIcdDOGl5DMK4ayDuUIWD\nv0F4M3kZ5BAIOzMvXu9AOkIYOkB+mEFmIJ51r4X0gpRzCOuLoHzJLEzeAci/GcIB9XrIkZCv\nQ/hGcQtkIKRSAts7+8FKyDchR0GuhbwOYbucAHGHMP3DlONbU9OHMk2Q8qnX1F8u2zC+CNPe\n3XyC+MLkD5PXlCmnbdjxKp82HITxQkBlX7wHwuvRZyDPQBh3JaQSQhK+IEeybYSQbZAJ0i1O\nXuavtAlSEuNVEH98Gux5DVsGGQs5HvJLCB9sM64aoiACIuBD4HTEcfDiUx5v+CMimPZZJ4Gv\nildC3oPwyZAJ7bHD+NUQd/xVOGb5L0DcYTIO/OLdecz+HOzwU6ZKGFxPx3mSSxBfIFsqDN8w\neb/m2HEblbjCt7FP+252xZX77pPOOZ/jOdERTvyrrviw/YNFecFaCyFXtnO/CVI+9aKqsgth\nfBGmvRtQQXyRT15Tpty2p+OE2G6DjFf5tOEg/hju2PCiB+4gHPOm8P888eV6GLcvegKceVjZ\ngH36/as5YHKyyi9N1kGYvxKu4TjNlvAk9njeQa4dYcerMP5g3+BD6kMh7vA7HNC+M9yR2hcB\nEfiIwOXYXQmZ9FFUy97F2GMHutWJOc85vtM5dm/+00kb7Yp8HvscTLu54rjLTyb4LbL3osY0\nd7gEB9T/bXdkGe9fjnNbCQniC2IIwzdMXvqX3MdQiSuMxD7jf+6KK+ddPpV9AcJJkHvib875\ndezwKZxJC9s/TH7+tousF0H8JkgmX9B+h2rKLoT1RZj2TliGcS5fhM1bdo5wnVCY8crwDdqG\nTf5c/jgC9twGOctll9l9GzsbzUGZb+P0BdGxP3HsnwWZ6OxnmyB1RJ43Ic9AfuDkPwnbSglx\nj1dB/XE6gNNv3/ABz585jIL08UlTlAiIQA4CNyKdnYufxzHcCuHxOB54Al/1Mo15GKohfCK+\nlAc+YTHi+Kqe+fxCP0Tyk643IPwEr9KD1xdh+IbJS84cNOnLuTxwhfuwz/gLXHGVursfTnwL\n5C0XALZ98gnSP1jsbMjtkB48QMg0QQpbb3NtlfPX64uw7Z2kgvoibN7K8ULrM/WOV2HbcBh/\ntNbcfHQ8NrshD/slVlhcob4grl9AzCR0DPY5zmWbIN2D9K0QvsnjpJj5K2mChNPNGKIYr4L6\n4zpYQfYnONZ0xZaLNPR2jrUpAgLtisAGmRCOAH/v8x8QDnJPOEX7OltOXLzBPKk70Enojm17\niF9eZmF+3siwo/ITI2/4HiJ6QK6CcKJVycHPF2H48i1HGF88hfx8KnsT5BXIHyD8TOA4yA8h\nf4RUergBALpAfuUCEaZ/sNjjjriq8N0NW69vJWUc6fVFmL5hxp6gviDGMHnLGHvGU/Mbr8K2\n4XwY83dnl0M+CRkN4Zvfr0MqOUThC/K7OgREPiydDLkSsjJEuUrJGsV4FdQf/R2om7B9FHI+\nhG+3GOZCpkAy3aMxj0ICBDRBSgByhCr4epw3xRxcJ0HehzDwhpCBnz14w0YngmUZsuVlujc/\n40zgDc6FkH9B5pnICt3m4wuicvPlEyQGP78x3p2Xx3zyej9kLORoyJEQBn6ywgnBLh5UcGDb\n5I+P34R8G2JCtjbvZWzKBNnGVW8Q3cWex88X2XjxfArxRbHzsG1fPuNVVP7YHyf/3y4Av8f+\nGtdxpe3a8AW//Pg15BHIbyoNeIDzTXq8OtCxaQ62bSGcENVBLoGMg9Bf/wYx9wjYVUiagJmx\nJq1X+sIT4KSIT+9OhEyFTIeY0ODs+PmTnY+BN9cM2fIy3ZufcSZMwA5fQ/M1fSXfjOfrC3J0\n8w3rCw7iyyD1kI9DOjlbTpSXQJheqeEKnPgMyHoIn5TugJiQjbPbHyZ/0G1c9QbVX6z5roBh\nfr7IxovnUogvWF7Bn0C+41VU/uBT8gGQEZBpED6p53jF8avSgi1fcFK0B8I3SAqtCVyBw6TH\nK/OwiPdTvKfj/dzvIPxM/hnIKZBKvp7j9O0Hvxtq+1bJAi+BwYj4O+RkyH9C/h/EHcznKPz0\nzRtM3BYngTfTfCph4nPld6dzcOVnYZwgVWrI5YswfMPkJe//gGyHjIa8COFEiVse0783QSox\n3IKT5hPq9yCnQV6DuEOY/uEul2s/rnpz6S3m9Gy+CNvei/k8S8W2XONVEm2YDytWQ/4B+SJk\nPuQICD+5q6RgyxdfAuTzINdCeM2odaQaW4b9IIzjp5CVFmyNV/wKh+HnEPPgKB2BP791dni/\np2CRgCZIFuEHVH0U8j0DGQiZArkZ4g1BLnJrnEKc4KyDZJsg8SZ8s5PfbE7CDm3hp3VGn0mr\nlG0QX4ThGyZvb0D+OIRtwXz6YrhzcsS3i8dABpjICtjygv4TyHcgnCjygvJPiDeY9urX5k2c\n6R/estmO46o3m85iTQviizDtvVjPs5TsCjJe2WjD5usHPtiplGDTF+MdyLzx5gTJyHVO/JNO\n3BDnuBI2tscrPsxj+KB50+rvE84Rr/kKFglogmQRfgDVw5HnaUgnCC8m90L8gnlifrpPool7\nwZXG/EdA+LrfHdghh0JegphP8kz6KGfnERNRYdugviCWMHyD5qU/2F/7UIFPaO/EtfVJK8co\nsvgNhE9F+UT6DIjfxQbRLW+UTF9gnAkmzt0/TFqubdh+l6u+Uk0P64uwY0+pcrFpd9DxKq42\n/HWcPD+tG+kDYY8TV+eTVo5Rtn3Bh5o/9ZFFDuyHnTT6qxJCMYxXpt+d4AN8fyeOD/0UREAE\nfAjUIG4lhK9fg7xqXYp8fG3bBWJCV+y8D1kMaWcisR0H2Qu53hXH3W9AGP/vPPAEfqPLtGM9\n8ZVwGNYXYfiGyfsqYDdCeMF1hwNxwDd+5qmUO61c96/CibE9zoUEmRSG6R9eZryR2OaNdI4L\nqTdDlSUXHcYXYdq7H4hsvvDmD5PXW7aUj8OOV4W04UyMPw2A7J/zfED+0Un7jE9auUUl6Ysx\nDtevBoR4p5OfX4dUUkhqvMrmDz7QfBfCLxd4/XYHTljZd4a5I7UvAiLwEYHbsMtOwg7EJ+R+\nMgnxJlyCHebn2x9OcD4L4cWLn7WcAHEHPkFZDuFbidshZ0HucI7nYusXTF0d/BLLPC6sL8Lw\nDZP3E+BMn22E3AA5E8I28A6Evj8fUgmhJ05yE4Tn/BeIX99gHN+8mhCmf5gyZsu2n2mCVEi9\npv5S3ob1RZj27sclmy+8+cPk9ZYt5eOw41UhbTgTY37C9CcI++hCyKWQCyCPQRg3C1IJIUlf\njAFQsv1qQLCVOEFKcrzK5Y/L4Se+TeW92Bch50AehNCHP4AoiIAIZCCwGPHsKNmEv79wh8/h\nYCPElOH+le4Mrv1e2P8zhB3U5F+A/X4Qb+BNzXaIeS3sTS/343x8EYZvmLycJC2DGJ9x+wbk\nbEilBD55dp9/pv3uHiBh+oe76CIcbHNHePbzrddTTUke5uOLMO3dCyWXL9z5w+R1lyv1/XzG\nq3zbcDbGXQByKoQP6Uwfrcf+zZBqSCWEJH0xBkDJWROkzC0ryfEqiD/4UNM84KTv1kK+D+ED\nBgUREIGICbBjHQI5EhLkbU9n5BsG8ZsYIVqhQAJh+IbJ2xN20W+9C7Sv0oqH7R9B+cRVb1D9\npZgvTHsvxfMrNZvjasP8zOw4yBBIkM9hS41bHPbG5Ys4bK2UOuMcr3j/dXilgNR5ioAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI\niIAIiIAIiIAIiIAIiIAIiIAIiIAIiEB2Av8fhPi3H7jGYT8AAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Cl(GSPC)”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(Cl(GSPC))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gspcrt=diff(log(Cl(GSPC))) #the first order difference of the log closing prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PLPJ1/q5MlTp07tks++ce5DPE6EhduvsuN/APE4JM4y5pM358bBcNgvn33j2gcN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5jPrIxz6QV+kiruGbDDQZmL8ZaM5J83fuJhJ5s2Amkvam03mYgdwFVE42W0Or6tty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\n5k05dhmPjx3LS9M2Qe7q8Rub0rZRH4x91DV5hoDx6zGpPTHuqPqG0qH3KI+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4lji5texGBbZR9xOd7z0c2eGLvpc357yfDH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\nwj8Jb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H+1nTV3ffffc2WiPY1BqQxT42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\n19riuN8L7ueZRUy+iRsFRtUbxZd1ShsqZKW+iIcivh0owSwxubeMCvOyY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KOhyQ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\nbXF9smXbNcOP+wY65hBpZEDUpU5flvSQwf+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r5V0g+XQuR39cdvDBB6/hMSL/PaRcKJ89Cdp4LT///POHb7nllqT5ZFwc6z5ckjzb8Sgy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BOksvzr7noVX8Hu3p4q/FfsBKvwIdgMEQgR6D4R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1hSS+6Q0YZ0LY55ZFBBOHvytyT+ycBXnRRVTZNokP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\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IiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiA\nCIiACIiACIiACIiACIiACIiACBQn8P8Bv7XKYH/igHMAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “gspcrt”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(gspcrt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is clear from this chart that the volatility is not stationary in time. We can see the highly volatile period around 2008. This is also reflected in the plot of the correlogram.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Uu3Tt12x7Qj+7x/Hv+W5ILkm0mdAeu3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",
      "text/plain": [
       "Plot with title “Series  gspcrt”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acf(gspcrt, na.action=na.omit)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ultimately we need a more sophisticated model than an autoregressive model of order p. However, we can still try fitting such a model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "20"
      ],
      "text/latex": [
       "20"
      ],
      "text/markdown": [
       "20"
      ],
      "text/plain": [
       "[1] 20"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gspcrt.ar <- ar(gspcrt, na.action=na.omit)\n",
    "gspcrt.ar$order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.104483124883774</li>\n",
       "\t<li>-0.0591550404238166</li>\n",
       "\t<li>0.0162587935240395</li>\n",
       "\t<li>-0.0328372364197795</li>\n",
       "\t<li>-0.0455719190782246</li>\n",
       "\t<li>0.0079081130706586</li>\n",
       "\t<li>-0.0249471928635361</li>\n",
       "\t<li>0.0260316938783618</li>\n",
       "\t<li>-0.0137605057264962</li>\n",
       "\t<li>0.0401744989844556</li>\n",
       "\t<li>-0.018830797795191</li>\n",
       "\t<li>0.0353539552176679</li>\n",
       "\t<li>0.00210291555611225</li>\n",
       "\t<li>-0.040385881653322</li>\n",
       "\t<li>-0.0448877407155916</li>\n",
       "\t<li>0.0498837796607622</li>\n",
       "\t<li>0.0151763726225706</li>\n",
       "\t<li>-0.0603517753491562</li>\n",
       "\t<li>0.00998435318558384</li>\n",
       "\t<li>0.0440059370572933</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.104483124883774\n",
       "\\item -0.0591550404238166\n",
       "\\item 0.0162587935240395\n",
       "\\item -0.0328372364197795\n",
       "\\item -0.0455719190782246\n",
       "\\item 0.0079081130706586\n",
       "\\item -0.0249471928635361\n",
       "\\item 0.0260316938783618\n",
       "\\item -0.0137605057264962\n",
       "\\item 0.0401744989844556\n",
       "\\item -0.018830797795191\n",
       "\\item 0.0353539552176679\n",
       "\\item 0.00210291555611225\n",
       "\\item -0.040385881653322\n",
       "\\item -0.0448877407155916\n",
       "\\item 0.0498837796607622\n",
       "\\item 0.0151763726225706\n",
       "\\item -0.0603517753491562\n",
       "\\item 0.00998435318558384\n",
       "\\item 0.0440059370572933\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.104483124883774\n",
       "2. -0.0591550404238166\n",
       "3. 0.0162587935240395\n",
       "4. -0.0328372364197795\n",
       "5. -0.0455719190782246\n",
       "6. 0.0079081130706586\n",
       "7. -0.0249471928635361\n",
       "8. 0.0260316938783618\n",
       "9. -0.0137605057264962\n",
       "10. 0.0401744989844556\n",
       "11. -0.018830797795191\n",
       "12. 0.0353539552176679\n",
       "13. 0.00210291555611225\n",
       "14. -0.040385881653322\n",
       "15. -0.0448877407155916\n",
       "16. 0.0498837796607622\n",
       "17. 0.0151763726225706\n",
       "18. -0.0603517753491562\n",
       "19. 0.00998435318558384\n",
       "20. 0.0440059370572933\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] -0.104483125 -0.059155040  0.016258794 -0.032837236 -0.045571919\n",
       " [6]  0.007908113 -0.024947193  0.026031694 -0.013760506  0.040174499\n",
       "[11] -0.018830798  0.035353955  0.002102916 -0.040385882 -0.044887741\n",
       "[16]  0.049883780  0.015176373 -0.060351775  0.009984353  0.044005937"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gspcrt.ar$ar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This motivates the next set of models: Moving Average MA(q) and the Autoregressive Moving Average ARMA(p,q). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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