AR_MA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#AutoRegressive Models\n",
    "#Moving Average Models\n",
    "#AutoRegressive Moving Average Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Volatility Clustering\n",
    "    #volatility of an instrument is not constant in time\n",
    "    #conditional heteroskedasticity\n",
    "    #AR, MA and ARMA do not take into account volatility clustering\n",
    "\n",
    "#Strict Stationarity\n",
    "    #this is violated for many instruments \n",
    "    #distribution of the time series is unchanged for any shift in the time series\n",
    "\n",
    "#Aikake Information Criterion\n",
    "    #we will create a number of AR, MA, ARMA models of different orders of p and q \n",
    "    #We will use AIC to determine the best model\n",
    "    #AIC = -2Log(L) + 2k where k is the # of parameters and L is the liklihood function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#AutoRegressive Models\n",
    "    #linear\n",
    "    #extension of random walks but instead of the dependence being on the last observation\n",
    "    #the dependence is on an arbitrary number of time steps\n",
    "    #Each time step gets its own coefficient\n",
    "    #We can make predicitions upt to X_t+n time steps into the future\n",
    "\n",
    "    #Stationarity \n",
    "    #Solve the characteristic equation\n",
    "    #AR model written in BSO form set to zero\n",
    "    #theta_p(B) = 0\n",
    "    #For each of the variables in the equation that satisfies this constraint, \n",
    "    #they must exceed one in order to meet stationarity constrain\n",
    "\n",
    "\n",
    "#Yule-Walker Equations\n",
    "    #autocovariance and autocorrelation are defined by these two equations for AR Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AR1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#AR(1) process with alpha 0.6\n",
    "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": {},
   "outputs": [
    {
     "data": {
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9AOOgNdjz3VAL5X9VXpf6Sg06WXmSL4HtLhmY5yYhMwgTgCGKSk2SOOwTzRWW/a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lm4AJmIAJmIAJmIAJFCHQqxmkNEvOisDy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",
      "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": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "1"
      ],
      "text/latex": [
       "1"
      ],
      "text/markdown": [
       "1"
      ],
      "text/plain": [
       "[1] 1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "0.523118682841303"
      ],
      "text/latex": [
       "0.523118682841303"
      ],
      "text/markdown": [
       "0.523118682841303"
      ],
      "text/plain": [
       "[1] 0.5231187"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in c(-1.96, 1.96) * sqrt(x.ar$asy.var):\n",
      "“Recycling array of length 1 in vector-array arithmetic is deprecated.\n",
      "  Use c() or as.vector() instead.\n",
      "”"
     ]
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>0.355604984470312</li>\n",
       "\t<li>0.690632381212294</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 0.355604984470312\n",
       "\\item 0.690632381212294\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 0.355604984470312\n",
       "2. 0.690632381212294\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 0.3556050 0.6906324"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#ar in R will fit an autoregressive model with an MLE procedure \n",
    "x.ar <- ar(x, method='mle')\n",
    "#The ar function can estimate what order our model is\n",
    "x.ar$order\n",
    "\n",
    "#This is lower than our 'true value'\n",
    "x.ar$ar\n",
    "\n",
    "#We can estimate what our alpha parameter is \n",
    "#we see that it falls within the 95% confidence interval\n",
    "x.ar$ar + c(-1.96,1.96)*sqrt(x.ar$asy.var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "1"
      ],
      "text/latex": [
       "1"
      ],
      "text/markdown": [
       "1"
      ],
      "text/plain": [
       "[1] 1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in c(-1.96, 1.96) * sqrt(x.ar$asy.var):\n",
      "“Recycling array of length 1 in vector-array arithmetic is deprecated.\n",
      "  Use c() or as.vector() instead.\n",
      "”"
     ]
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.753859327423862</li>\n",
       "\t<li>-0.440835336983248</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.753859327423862\n",
       "\\item -0.440835336983248\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.753859327423862\n",
       "2. -0.440835336983248\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] -0.7538593 -0.4408353"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CADKypBWul/xY6f1N0teVrvm3VzveT/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bpsK4HvPknjfhxp4CgUcT2Hd1CRLtCc5/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\n1Nv5vNH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jTfqv59C0CW8LoXDppm6HmZ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\nAAIIIIAAAhkFKJAyQ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IAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE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\ngAABAgQIECBAgACB7SzwH500cNpc/PJJAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Series  x”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What happens if we change our alpha param to -0.6\n",
    "set.seed(1)\n",
    "x <- w <- rnorm(100)\n",
    "for (t in 2:100) x[t] <- -0.6*x[t-1] + w[t]\n",
    "    \n",
    "layout(1:2)\n",
    "plot(x, type='l')\n",
    "acf(x)\n",
    "    \n",
    "    \n",
    "#lets fit our ar model with an mle estimator\n",
    "x.ar <- ar(x, method = 'mle')\n",
    "\n",
    "#let's get our estimated order\n",
    "x.ar$order\n",
    "\n",
    "#lets compute our 95% conf interval\n",
    "x.ar$ar + c(-1.96,1.96)*sqrt(x.ar$asy.var)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AR 2 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in arima0(x, order = c(i, 0L, 0L), include.mean = demean):\n",
      "“possible convergence problem: optim gave code = 1”"
     ]
    },
    {
     "data": {
      "text/html": [
       "2"
      ],
      "text/latex": [
       "2"
      ],
      "text/markdown": [
       "2"
      ],
      "text/plain": [
       "[1] 2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>0.692274370686477</li>\n",
       "\t<li>-0.36943480251992</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 0.692274370686477\n",
       "\\item -0.36943480251992\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 0.692274370686477\n",
       "2. -0.36943480251992\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1]  0.6922744 -0.3694348"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0ht+jU7uDFDnKZ+CrbQvMQuItGsz79Wcd7YoCLhIIVeXkf1GMxaReK+tzWIgB2k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NL5GSt4q8LPzBiH4BtLdAhwTqs0lqI8LU0EzPQVSoul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0dEfr5mqZgAmYgAmYgAmYwFgSsIM0lqfd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\nAQIECBAgQIAAAQIECEyzwP8P/Ev8hbnOCCYAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Series  x”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What happens if we change our alpha param to -0.6\n",
    "set.seed(1)\n",
    "x <- w <- rnorm(100)\n",
    "for (t in 3:100) x[t] <- 0.666*x[t-1] - 0.3*x[t-2] + w[t]\n",
    "    \n",
    "layout(1:2)\n",
    "plot(x, type='l')\n",
    "acf(x)\n",
    "    \n",
    "    \n",
    "#lets fit our ar model with an mle estimator\n",
    "x.ar <- ar(x, method = 'mle')\n",
    "\n",
    "#let's get our estimated order\n",
    "x.ar$order\n",
    "\n",
    "#lets compute our 95% conf interval\n",
    "x.ar$ar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "'AMZN'"
      ],
      "text/latex": [
       "'AMZN'"
      ],
      "text/markdown": [
       "'AMZN'"
      ],
      "text/plain": [
       "[1] \"AMZN\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Lets look at a company\n",
    "require(quantmod)\n",
    "getSymbols('AMZN')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           AMZN.Open AMZN.High AMZN.Low AMZN.Close AMZN.Volume AMZN.Adjusted\n",
       "2017-12-21   1175.90   1179.17  1167.64    1174.76     2123100       1174.76\n",
       "2017-12-22   1172.08   1174.62  1167.83    1168.36     1585100       1168.36\n",
       "2017-12-26   1168.36   1178.32  1160.55    1176.76     2005200       1176.76\n",
       "2017-12-27   1179.91   1187.29  1175.61    1182.26     1867200       1182.26\n",
       "2017-12-28   1189.00   1190.10  1184.38    1186.10     1841700       1186.10\n",
       "2017-12-29   1182.35   1184.00  1167.50    1169.47     2688400       1169.47"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tail(AMZN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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F1oK2MQ6najlSZ1tmzZ8lNMvmipiTC+t+NHjKssNSdPnvx76JEvn14wSXv27Lkn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KzJalqcvv3Yyi0KH+DOH3N/tf5LE3Td1M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avyU7UORYHQt1ygrZOQRQXP9dKGA912dxXv7I\nNGL0NBirA0zXTgOKfw+gt8fafxzobbm2euupc8IxwM0VcAVcAVegYSrQimSprfYOUsPMn+1S\npakoyqzJoCOQHQY0j13nfwai5h2kqBq+7wq4AmkpoBGfTwWR60WOXtxoOovapc8DmaYQ6fhi\nsBKoU3MfmAKyTR2YV0B4j+I6PjtQCcejuUdpmFzCvbqlPwj9fJh9xTUNyP/NQB0mTTNpA9SB\nuhacCxROWAv0kkudxNbAzRVwBVwBV6BhKuAdpIaZLzlTpakdmlfaIuuqFml4EOgH+PuRa1Xd\nQeIfhe0vRPxNfZd/hHaM5T8ylUP8Y9p9+CeqvVJ3LkIAX294NV3IzPgHd83JzyQegmOnGc7d\nyNN+sW9IKKDyU/maUHQFo7nuuuva4OfAggFLD3A6t6pTpI7NMKC2aNcDDzzwxilTpnyCfVn4\nIkej3ZvAieAa8CeQbfo+Sx0LjS4p3ktBLMPPz06ePLlZPYGP5bzS9oN6rhdzejCBXwSv7777\n7t/GV8Ur/A7IZgBNqTsU3At0TX6PBWWb6iflt7bsiIqIQHUU3hOKuKXsoJWqo7RFg+DWA5KJ\nGdTRnH7QFh1Cndkl58WUThaoo6mwKi8pu6r/ZgZnreqpGWFApN9R2sDs58TUkqH2VnmaGkGO\niPXsJ+S4lOSpquog1fejmKRglYxrT8j/DvSmMmqabncyWAD+B4wCVW98pPcDwdJR+GZ17NhR\nD0Zm1rx583NZwOAnZoQQwTmFxSjOMebsh773Tp06tZ0VLx8Lj8PPy634Qh7y8xLla3ic9rZz\n584D8fOOlHiaE+9vgEZRLgC/AOoMLf3f//3fD3r16vVd9mULt24y0xX0470GvAPUdkUfIhRP\nF6D2TNPWRoOrQUG76aabOuPn3bW1tfW9UHiASOYATU8u1/5CBHPB3oceeuhPvv3tb4ft8r1B\nxGqHp4MngTqDJ4G+4LegbFP9pPxOKTuiIiKAsy/l9h7jOjqWduHnRSQzkaBw3oO+RyUSWYxI\nOnXqNAB9/xwjaKJByM+r8PWMRCPNExkPtZ1UR/v06XNwnmCJX8LPI8BfE484T4StWrW6FM6J\neYIkfkkdbf2Ooq9ekJuY2lvlKR1Ctdsmho/mz38mjqVIUu0dpNfQTm/v2uTQcDXnPgfeAL8H\nR4OqNlaI2UGwdJJK2YzVYUw5Az+ty3YzfLX2M+Mjq+FY8jZDX2tttTKhKW9KfMonPeS0BS2B\nvrN5E3QHfwOyqJ9f4/g1cCx4DKjjcCVYAQaC0DR9WJ2ulcEJdTLUrhU0yk4mL+mA1penGo0a\nAdTxSsI0na5my5YtHXfcccf32FVn+wGdyzLx3g30DVIipjxVe5RIZDEj4WEvw0eH24y3En5K\njpTqTL1Ki4+LZrqGCVEZCrjDU6luWb0u42OeOpoKf/B7pjbLzKzLkBxr3759xsewrlo4G+Yl\nWzN90db8+c9CyzQ5zBuXNJ3JEbfefuwE/hvoI+Bs08OJhjn1ZlZvosK5/+xWn1FBbqCzMs3S\nMzgvrqure9iSk4b9FvgSeescN91wXoOvM+OGTyIceam3+pPGjBmTeehMIs4YcdxKGD2kW9u1\n+Kt8NTEeSuaRn5MSJvsy8WmUp3MQ73FsPwH+E9ysc6qf8IZ1VCMs6hjJ5PsHYDl4BGiEoAOQ\n7bN1k1nFLtiNt2FJ8ZVwXsAy3y/Hu6PsUDcSw8T58+dvePPNN7UQxblA7XDqRh39IyRTUyeK\nEFCOXuBw0qhRo/QtlZXdSgfUvI5Sbs+jHD1l5SRLJadRR+MkX3Xv9jgBkwhD2cnUUX5HX0oi\nvrhxbNiwYQFtw/fihk8iHGVoKmVX9dTM0HcDvOevWLEisZcxhRKv9lbtrtrfQmGTuo6P5s9/\nSaXd40lHAY0cPQs0l30L0ANKLtPQqgqqwgmTgaWNg0y87S1JncsVcAVMFDgVli+AVUD1/KvB\ndn+2heyXBNA9aqNC00O+zp0enAhXeusaBmgEW7XNbq6AK+AKuALVo0ArXNFv05HV41J1e6K3\nrL8ArwBNFanP9LByJ1DmTgaW5h0kS7WdyxWwU+BYqNSmvAs0IqR9TVfTNteoNqe3s304ugNo\nWl5oX2dHI0kalTgo2H+FrabZubkCroAr4Aq4ApVQwDtIlVA9Ic5mMeL5NGE07cXSvINkqbZz\nuQJ2CnwFKnWGhIVgPVBn6QEQpz0iWE4bz1nFqW+X6sBngZsr4Aq4Aq6AK1ApBbyDVCnlq5jX\npIM0d+7cLwmWOrKU5RSWRT3QkpNlQr/Ayj9nWHLi5zgw2JizK35OzbNEc+LJ0bKvcJ6TeMQF\nIkTb05WvBYIldpnVhbrjpxYQKMdUHjTKo9EedWbuB4uD/e+z/ZjBOSpmHdVokdIXjkp96mOR\nxTihpW3h+zX+7hQjeGJByMtDyVPTFTXRdojqaWJOxIhIq1TBa1pH4RsEzOsonFfefPPNcUZF\nYyhXOEhQR/U9kKlRhs4Fx1iRVrCO7k6eXm3lp3hoi8bCOcSSE64dyM9rpk+f3s2KV+2t2l3l\nrRWnfleElPmqqoNUzhvMlHX26JNWgI/0hghJx5svPpayPIuPo/vlC5P0NThPIM6hScebLz58\nHAbvcfnCJH2Njzz3g/cbPXr0iE6/Sppmu/jwcQAnTtnupMEBfg6F22yUhOWKe+OWRmmKtXBV\nIuXJfkDfFepD/YfAIhB+aP0E+7ksbh3VN5WXAHWU1Pl6FRRtffv2VcdoHKsp7V30zWXcQF72\nJ0/1LZaZ0fYdB+8XzQghohxl6ijL+potxY+fA9B2pKWfAdeE1q1b97LipczW4mcpdbSsJFKG\nTiUCsw4SZWdH+MaxBHb3shJe5M1o2xNMKPK2soJTdlU/jy8rkiJvprPShjwdz4qePYq8teTg\nQXs7Lmh/S46nmBv17CcUc09TD+sdpKZeAtx/V8AVSFKBm4lsFngHnBREvIatFoi5CIQdJC3Y\nUK6tJAIt+X0GeA+4uQKugCvgCrgCrkACCpgN7yWQVo/CFXAFXIGGroDe8oYr+IRvJNV5eSNI\nuEaTZEl0kBTP7kDfILm5Aq6AK+AKuAKuQEIKeAcpISE9GlfAFXAFUCA6lUrTjf4JvhVRRqNL\ne4Kk/u+Qd44i4vquK+AKuAKugCuQhALeQUpCRY/DFXAFXIGtCkT/l1lLTv0NaCpcaBpJ+n/h\ngW9dAVfAFXAFXAFXoOEp4N8gNbw88RS5Aq5A41RgJ5K9M9B3SP8B3gI3ADdXwBVwBVwBV8AV\naEQKeAepEWVWuUllRZo6odx4irxfnJuKvKfc4Jsq4Seryln7WceqNB9uwcoVrIj7K5GfSp7K\nbbll9wTiuFSRxbBS/DyHeLV63bfBNUBT6fS/j4ox5alZOVq/fr24Ptq8ebMZZyBGKfoWo+PH\nwgbtULll6GPx5juhdkh1lDCmdRQ+Uz+lQdDmWvKKy5JPbspMeevq6jbD+RFbU19Z2W2TZVsk\nYStRR6HdEtRRS33FpXZXeWtiqp9BHTXhqwYS7yBVQy7G9IH2dZIQM3giwWh4jqYNuD2RyGJG\nsmnTpkvwc2LM4IkEw8/xK1eunJJIZDEjGTly5AKC9jzzzDM3xryl7GBr1qy5gv7YmLIjKjKC\nDRs2TFS+FnlbdvABnDgNaNncvDZ//vz78POQvIG2v6jlvb8O/gcs2/5S/CN8vID6cn78O8oL\nOXr06NXU6WcRAwAAQABJREFUlZ6jRo0KF48oL8KYdy9ZsuRGgp4cM3giwVasWHEpLzHOTiSy\nmJEMGzbsaYJK3w0xbyk72Nq1a6+sRB2Fs/eIESO0nL2JLViw4P4i62gi6aItOo06+qtEIosR\nSaXqKGX3EZJ3cIwkJhZE9VP1NLEIY0RE3VRnpefw4cOfihE8kSDUk0VBu5vUYj0F0wWf+fNf\nwUR5AFcghgLjCKP/ZRL9fiHGbR7EFXAFYiowmHDPAdWz78S8p5hgtUHcvYu5ycO6Aq6AK+AK\nuAJVooD/o9gqyUh3wxVwBZqOAuNxVavKybpu3ST6V9PrFoEXE43VI3MFXAFXwBVwBVwBcwV8\nip255E7oCrgCBRTQym9HFghTzOU9CdwzuOEDtp8s5uaYYUcRTlNDLOexx0yaB3MFXAFXwBVw\nBVyBYhTwDlIxajXysHPmzPmpYOkGfAtnzZp1rDHnj+Cdask5d+7c3wOzb0fk24wZMw7Az+Vs\nNaxtYrNnz/4mnPpfPmmZ/vXAIHBiQKBV4UZfc8010M75UXCu2M0V3KApcPpG7HpQsDzOnDmz\nP/n5GmHj2BEE6gIejhM4Xxj0vQw/zerotGnT2sO3kjLUPV+6kr6Gn6fC+2DS8eaLT/UTzuvz\nhUn6Gnz7A9M6ip8T4EyzjuaUCd63qTfFfLeXM564J/Hx8CLqaNxoC4aD9zZ4xxYMmFCAqVOn\ntoNvhXUdJS/74uvShNyIFQ1819M2mH4nPXny5BbwLoc3fIkWK63lBCI/94ZzpdrfcuIp5l74\nzJ//iklfQwzrHaSGmCvppakbUQtmxqopesBNY0pTPh/EZ+onizSIz9RPVhnqhL5dNm7cqP+3\nY2Lwpe3nLjiiBQ92DRz6Mdsbli9f/im2peSpfoDUeZkB/gvcD3Qu7whV8+bNu5CnKruFTHmu\njtH7oOzpdYG+pfhZKJ05r3fo0KENnJ1atGhRcOGKnBGUeNLaTyWTD8C7Bbwlprqk2zJ1lDtb\nlXR3CTdVyM8a6ssutEmdS0hySbfAp3qt9sLUVIaksRVp586d28DVuVWrVvo3AmamvMRXa327\nWtfR2tralnB2AZ2sxKX87CQ+tb9WnPCozJqVW0O/UqPyDlJq0ja8iKmQzwnGKZtHQ/u6JSc/\nnC/A96wlJ7qKT9+gmBkPtUvx9YnFixdr2piJ4eeL4JkUyfYJ4j6R7adAptOJj81Xr15dbDk6\nhvtXgL7gcbAW3A907jRQr+HjG0D3FDJN31OHTv/vSAtAlGumdXTVqlXrKENPsirXe+UmvJj7\n0XYx4Z8q5p4Ewi7CV+t24V3V0YULF5qtNIm26qg/nYBexUbxGA9+bxV7Uxnh3+Def5Zxf0m3\nkp8LwEsl3VzCTevWrVsP35OsQrashNvLueVtbn6snAiKvRc/nwX6/bY0TYueR9k1Gy3jpeYy\n5anaXytHaRdMf1us/HKe6lfAV7Gr/jx2D/Mr0J/LerulztcGoM7GXeBeoE69jheCQiMdeiOn\nqXQ9gR7WdJ8wEoSmJab1nZO25dpJRKCHX3WS3FwBV8AVcAVcgaaqQCsc1+/tkU1VAPc7eQW8\ng5S8ph5j41FAUwT1Fm8JUON6PXgHbAJrgEZ7NNVO184C+exwLipcNvaL3DSVffEpzM6R86Xs\nKj0vl3Kj3+MKuAKugCvgClSRAlXVQfIpdlVUMt0VV6CRKqDRHXWS9gIaMdIiBb8CGknqAB4E\nfwWy4Vs39f79JVc2g7VBCMV1FVDnK7T17IhP1n/rpkZT5cRVyDRSNAcoXqW7I1gN3FwBV8AV\ncAVcAVfAFXAFElRgHHHpbbY+Hk/NWMVEKyrtnxpBjohZGeYYy5ValARWzduHFXh65UhOaqfg\n6w2vHvDNjFWNmpOfx5sRQgTnbuRpv4Q5NSXuHwE+EYn7bvYz3x3dcsstB++zzz4zOVY9+QXI\nNaVtIOe3AN2nleUUNhofhxn7LH91TfgX0Apuj4IfgD5gt+uuu64Nfiq+bPsdJ8J79Z3HtUBp\nT8RUP9H4gEQiixkJfn6WlZxMX5bddNNNnfFVo31mpvqJtlrN0MxUR+E9wYwQopTqaEEXyM9B\ncOsNsonlqaOp8mulPurMLqmSZEVeiTqqvKTsHpuVlFQP4ay1/h2VQ/od1Wp2qToXiVztrfI0\ncir1Xf22CCkT+QhSygJ79CkpwEd6PxBSij5ntPDN6tix4+CcF1M6yQpk57KAwU9Sij5ntHBO\nYTGKc3JeTOkknP3Q914tA5sSxceibdmy5Tj8vPxjF0o7sQe3aRGGCUAdlWNA9OPyuRz/EdS0\nadPmxxdddNEH7P4dTAT6Lil7NOnTnHsVnAjU4RkEngHZ9lJw4ma2PYDi1EhSNzAH3MLKUQPx\n8w72s+1zkRPqTH0daEQqKbuQ1aouTCqyQvGoo4Kfd7OSU69CYZO83r59+1GUXXU2zUz1k/I7\nxYwQIjj7Uk/vMa6jY9H255Z+igvOe9D3KCveTp06DUDfP1vxhTzk51X4ekZ4nPaWh9pOqqN9\n+vQ5OG2uaPz4eQQIR+6jl1Lbp+27FE6172amjjb5eS/6ftKKVO2t8pQOoVZiNDF8NH/+M3Es\nRZJmKcbtUTcwBVg1pZlgmSwqZTNWh8n1tj+1ZODjDtZ+4kwzfLX2M5OXbdu2teRNsgzpx/eH\nQNPULgPZ9ktOfE8nlZ/dunXT6nMa1XkPHAROAVH7PAfqVIX2ADsa7cm2NznxINDojxZ90AiS\nTA932h/4/PPP7xqUoX4cXwlC24kdccwHs4OTSa5+lKS+QfLq31B2MmWIFwqm7YK0ta6j4lN7\nVL8ayV/hYS/DR4fbjLcSfko56zwNyo+ZrmHpUBkKuMNTqW43bdqU8dG6jga/Z5a/LeZlSBnH\ny5qMj2FdTTUzg8jDvGRrpq91/bTQMW0OsyHFtB3x+F0BV6BRKdCG1PYEBwapXhUz9erwLAMa\n7QnvDW/tzc6vw4M82zquqaMVLtCwhv0ng3Maedr1vvvuO/Wgg9QHy4T7FturwOtA6f4foHDN\ngabyvQvcXAFXwBVwBVwBV6BKFPAOUpVkpLvhCjQyBdQ5Ct/+fsi+Oilx7TYCarpJL3ANUKdF\n0+HU4XkexLWVBFSH69tgBlgLNOq0ZdmyZRfyxm0j++G3BvPY/39A9srWTeZ7p4eCfd+4Aq6A\nK+AKuAKuQJUo4B2kKslId8MVaGQK7E96tYy3Ro62AHWS4tolBFTn6ntgfHDTV9iqQ/NCcBxn\no9XuvgxuB+vBW2A50BS+zHQPNvrOSZ2oDuByoA5RklPqiM7NFXAFXAFXwBVwBRqSAt5Baki5\n4WlxBZqOAmp71Dn6QoBiPF9H4O8DLaxwAFDHRvFdCNTRKcY0chSaFmBYAt5v167deYwgaZSr\nFmglvBHgG0AjVW6ugCvgCrgCroArUMUKeAepijM3h2t6E+7mCjQEBTQCpBGcRwKUkqazuEnT\n5NRh0giUVrkrx+aHN/PB7loWF1EaFeez4BmgkSs3V8AVcAVcAVegsSngz39F5ph3kIoUrDEH\n5434DcC0kkB3cV1d3cOWurH6zi3w7mTMeQ2cplOveIDX9zaTxowZow6Cld0KkToL5ZoWONDU\nurh2Lf5m/0PWF+PeXGy4Z5999p0bbrhBHTiNTpnVGXycFqweVWySSwq/YMGClX379r1g8+bN\nL5cUQYk3sTLXPazgVOxoX4lsW29D1z+yt2tZkRR5M36+wNLFk0aNGqXv26zs1i1btiy0Igt5\naP/Ooxw9FR6nvd24ceM8VmGclDZPjvh/zrn/3955gNtR1Wv/pIckpNN7i5BA6FUFRPCCKISO\nihCEgOIFrvAhTSHAVbErXL0EUYoUpYQgghQFBUGaASIQmgQIhNDSe/1+786sc+ds9tln73P2\nrF3O+3+e98zMmjXrv9ZvlZk1M3uObppEMdrOTP5njvpo+PcEUfwuXLhwEnz1GnM0ow2NYwzU\nR3iiGXwX8in1s2fMmKF/HRHFNN4y/p2r8TeKQ5zANvr1X6yy2U9jExij9ov6NnYxXToTaCbw\nZdbeaN6qvZXfkiX1yYdqL2vOkQmYgAmYgAnUHIGe5Ejnzd1rLmftyJBeIbGZgAmYQGwCenpd\nzhOk2PnT3cQ/I928sJmACZiACZiACXQiAp4gdaLKdlFNoIYI6BU7vcJWq/ZdMrYfKuereLVa\nFufLBEzABEzABEygDAKeIJUBq96jTpgw4SgpZjl4d/rSW2+9dYuYPm+77baDeKd4dEyflHMM\n2j+yzyGUc9zYsWOj9WPYfgqfp1agnGX9Bgm2x6leK+C3pCRuvvnmDSmnPusd1fB5ZMw+Stvp\njr8rKW/U3+xRlztQp+fHhAvbA9RPY/qE62D8Ru2j+NsbVaKPloUKn5ffdNNN65Z1UAciJ31U\nvweKarShM9AnYjmtYh9dhzr9Raxyyg9j0Yn4PCCmT3x1oT6vuPHGG4fG8qvxVuOu6jaWT51X\npFj+GsFPtAurRoBV72XgR3oHSDHL0bVr1xP4cfS2FfD5edIoaQDD577EVfxoRhlH4XefaA5x\nxI9ZN8HvSZtuuulqsfxSxj3xdVgF/JX1ih3l/Dy+9UQnivXo0WMEjsL/WIriM3EStY/ygQZN\njMbwg+ENYhaSutyVOv1STJ+Mffvg9+CYPmlHuT46fPjwPrH8Us49YXt4LH8pP6f06tVL/7w5\nitFmh1PO6H2UNnQEBYw2QaLt9MffGD72sWEUsIkT2A5Dp8T0SdtV//x0TJ9MVnpTpyfzQYpN\nY/lNxtsxyfgbxa2u/aQozhrEiSdIDVKRpRSDwW6JVErcCsaRT/1D0I7ar0ig1Cc0S6tRTiYs\nlShnOZyWMOCt4ItVMX/LU6n6LOsJElDUbmO23UqVs5z6VFzVabR2tGDBAvlayVeVovlMgETn\nm4xDMdtQk8Yh9VHKHLWPqh0lnKMtkjE3pl/5iukvsIzql6/A6lXklSyjlpVJw9KYY5HgVqOP\n4nZ50kdj8pUvjbvRXjNX/0z6qFDbSiDgCVIJkBolCuPrOVLM8jDwfJwx4I8V8KmnJL1KSedP\nf/rTj+69997zS4lbqTiU8+SZM2deWqn0Sknn8MMPn0S8Yccff/yiUuJXIs7cuXMvYz52bAfT\nuoDjD0Elnxz45OxpfDL54g76LfnwZ5999kHKuX3JB1QoImXU53zPrlBybSZzzDHHzGFMGMan\nbqP+1mrq1KnXk7nPtZnBCkbgM77f4ybGVyuYZJtJjRo16l9EEt+FbUauUIR58+ZdXoE+WnZu\n8Dni0EMPfaTsA9t5AJ9I/ms1+ihj0Rfoo//bzmyXfVi1+ihtV/+jbquyM9yBA9Q/1U87kETZ\nh9I3NVkZdsghh0T7RD395OVk3J1ddobbeYCu/aR2Hu7DTKBqBPRevD/z/VH8+xA0Bek1IA1i\nhR73dyF8N9QPybS8Fd2lDVvNETiPHM1Eau9P1FzunCETMAETMAETMIH2EGioz3y3B4CPqTwB\nT5BaMv04m7oT+TbShfSoZPkNlvm2MwGK8xDSROrHyfa/WdqyJaDJqepohzbcjGT/c+i36D2k\nV470T19VxzYTMAETMAETMIH6J9BQE6RoX9Co/3p3CSIR0EX3lUivpAxCendfn1yWrblq0eLv\np5KtT7KcgLZBH6LVkS1bAnpaty5aD01sxVVvwv8T6aMHkuxq9HPkOhINmwmYgAmYgAmYgAmY\nwEcIjCFET0H6fmRPBQP4fOaPpAom2WZS+HtBn4ZuM+L/RdDTCLHYPAl6IdlWmJT+atGWSZh+\nz/Bqsv7ohRdeePspp5yi37d8DEUxPp95LWrttyOaRPSodEb4+s7m8P2Qpe7aRDE+h/p1fN6W\nONuaperk6CLOP5HEeYXltGR9eJH4BXfpM6z4vbDgzgwC+TT9rtTnGxkkXTRJyvlDyhmtj153\n3XV98TeTNrRh0YxVeCflPAK/euobzdQ/8XlNNIc4wt9mKGofpZyn4DP00WjFxe879JvtYzmk\njLtUo4/i9078nhirnOPGjeuDvxmx+yh1OZKyvhurnPKDv2sYG6L+Tkaf2sbvh/gdFqus1OcG\n+Jyp8TeWT/zFuP7TtYiuCXaPVa4s/XTNMnGnXXME9JlsKZrx1ZQ1cDYkcainQxu14lwd64vo\nYfQo0oRHdgb6CtIkaDG6BJ2CZGutWjSdylKvb8l+uckmm8waPHiw4p6VC4nwh480iGsoZ9qj\nJml6De276cBKrPOVoYHwHbxo0aKKT75S+dOk5G60vsLwly5n+MG7nt7dh/opCkqbwpagLdCn\n0Z1Ik6WyLPEbre1269ZtMHWqthvVYpezX79+vfE5kM/O6lPC0Sx2OVUwfgA+NPEbrZw4yvVR\nlhrfoliVytlEf1mTMUlP/aMY/gbjqNBbBZn6VxsS40ydpBIfNGiQnsIP4jPfeoU8mqkuKWts\nvkNi91E+o94Dn4PRwFhwaT8D5E/jbyyf+FGbjdZuI5YrM1eeIGWG1gkXIKCnCfpaVq8C+0YT\ndgN6C/0QBbuHlavRl9ERSBetxyOZThjzkH70/zcke3nAgAFzmSC9wfqwXEg2f/Q7KV0M6ARS\n7CSip1yyL6Ef59Zq748mMaqbfNOXAzUJOgDlJqV8valbEmlTll9HC5J9+7Gciq5A30cjkGwv\npDqSTUYHoaXasJmACZiACZiACZhALRLwBKkWa6Vx86QLbk2O/l+BIm6dhI1nqd8SFbK7CHwI\nrZ3s1BObD5P1R1jq0XzutzB9+vSZzfrOSBfoHbH0XSVNzsKrSDex/gWkJ1vpCR2bLWxjtvR7\nqnXQN9DlqNbsYDKkCaaeBKXLuyPbYv1r9BV0A69Lnjd9+vSNWN8ezUcnoPeRngrpKcRJ6Jvo\nHrQtUp3ogww2EzABEzABEzABE6gLAp4g1UU1NUwmuyclOTqvRHrMfBS6IlHe7uZNff3sB0gT\no7WRXq37AMn0VEJPLpZpg/+KrYt3pas47bE+HPRf6E2kvMm+g36P/o42QLsiPTnZjX+42Zdl\nIduUwAeQ8tMFaQJxF9Kk5GKUe3WNZTUs9H+x1Lry+ZdURjRpfR3p6ZEmnF/ktZZulHUA65o8\n6Wng75CeoOlpXeCkCaMe5f8IvYMORTYTMAETMAETMAETqAsC4QKpLjLrTNY9AT09kg1HekrU\nE+miWhOOHuhMpFfjitksdupJlF7n2gqdhT5iq6++up5aXIcOQSenImiSUoqdQ6SfotWRnhTJ\ntkO7oV2QJmTHojfRIJ6qbMIybaez8Wn0OfQ6OhLpNbZ/oc+iy9H56ABUDdPE7H6kJ296ciTT\nBPZjSOXbFh2Inkb6DdE+aAXvTa/gn81pMjgKqQ7TdisbekqmieSf0L7oBqQ0bCZgAiZgAiZg\nAiZQFwR0QWQzgVgENAmSaWJ+MNKE42dITzB+hRagtux5Imjyo8mVJhoPoo8YF/IrCTwOvYx+\nib6HPo9+gS5Ct6O0Kb310PVoMXoXyRahTyG9PrYlUviX0MNoBtLHCZby2xxNxIINYUXlCjad\nlbuTjW+z1BMkPYGSKc1q2G9wqklPsNNY2RD9F1LZxEP2zVWL3Icmnll77bUX8+PdbQnT5FRP\nnPItlPsedmyKxuZH8LYJmIAJmIAJmIAJ1DIBXajaOgkBJg2TpcjFferNN9/UROImtBbSBOMC\npImHJi2aHL2KNGkoxWYR6Riki/uCkyNeA9OrX5pIyZ5FaueD0OFIT692Rfn2cwJeQHsgTYj2\nQuOR4iv/mjT0QzsivYampyrK8z/R21OmTOnyyCOP6GnTsagPCraCldvCBks9WdkO/T0J00Sj\nXcaXx96lrP987bXXNKEr1cTuDhQmZstZvxFpEnkW0kRJkyOF/w7pSVewA3fZZZdx8+fPF9+/\nIj19as2uZIfKOb+1CGWGq27kN4rRT95CT0Zx1tJJ1D46e/bs+bShiUzwP2iZjWy3YPsaHp7J\n1stHUn+ZsoZx4SM7swignO+pj77wwgsa76IYPl/B0b+iOGvp5HG+zjWtZVCmW2+R+hOZeiiQ\nOPU5CemcFcUYbxfgbyJP7t+P4vD/nLzD6uP/t5n9GuV8HkUb55MS6Vz+FG1X1yZRjC/Pvq86\n1fgbxSFOGBeinltilct+Gp/AGIqoJx56damebRsyr8nEt5EmEsEOYUXl00D0ZhL4UBI2iaUm\nHllZuEjXBb/yIGnSogvuEUg2GOkCRvsWoinJ+sUsZT9A2hcmNQpL2/ZsLEWaqNyFDkOKvxMq\nNBkjOPe7HMV5A52PuqAYdhVOVH75PgX9F9oDBduNFZVFE6XwxC/sC0tNBNcKG16agAmYgAmY\ngAl0egK6uapri907PQkDqBiBRpkgnQQRdQ5JExI9HdKF/xSku1/L0L9RMD1Z2SdsZLjsStpb\nI+XrTqS8aP08JPsq0rakCcvl6GW0KZLpKc+f0UBttGK/IlzHq4whrSGtxFWwfp8U4mm5ngIz\ntv1JfwGSP72mKC6FbHMCY03YCvl3mAmYgAmYgAmYQH0R8ASpvuqrLnJb7xOkj0P5PaQL73+h\nqUhPZB5F05HCL0Bj0WRUDdNTD+XjC0hPhDSBuwX1Rvo9kl75eR1dhNpja3KQnsjIh6T0u6PW\nrBs7NEnSUyfF3wVlaXq6pyd48nUvOgrZTMAETMAETMAETKASBDxBqgRFp9GCQJQJ0u23376Z\n1MJzZTbGk8xM9DsULvRHKWzHHXecyD9uDU9q9CrbHihT43/1bHTrrbduWcDJtYRtgPR0RBO2\nR5B+e6RJg55m9UftenKCvxGXXHLJFhw/Fy1Ez6BS7AYiyf/ppUROx7n55pu7UZ+aZOWbGGsS\n2AOFp0RfZV1+7kHtNnyuPX78eH2kIaqpPlWvsZxeffXVvSnnXrH8BT/qnzDWE7xoRjn3Gzt2\nbGgnUfzecMMNgyhrGCui+KT9rA/b4VGcJU7UR/G7b2SfVemj1OfelFcXSFGsWn2UsWh7+oxu\niEWzavRR1SVt91PRCokj9U/105g+5UvnUcbAYjc0K5oljbeq04om2kZiOrdIbUTr6O6GmiBF\nPSl2lLyP7xgBfqR3vtSxVAoerd/gnI2ORk8kMSaw3Plb3/rWetdcc81LSZh+n6SnSplat27d\nzuADBpcUcHIcYVORJgrTkC7Qjkf6Maryq9fOtK9sw+elW2+99YkcqA9PaPK1XYmJ6MmV7FxU\n1uQMn9tSn38eN25cn1wK//fnG6yehVQvf0KaFH0NvYyUv3Zbjx49xvAVu5+2O4F2Hkh9Xqx6\nbefhZR82aNCgvSinfk8W287r2bNnuKGQuW9NVCjnfcOHDy90QyEz/3379j2StvubzBwUSJhy\nnkr7vbTArsyC8DmSdnt/gT6amU/KeCJsf5aZg1YSxuf9+M78BlhwP3DgwD3he3fYjrWkPv+H\nso6O5Y+L2oHqo5xf9Kp3NKOcu6G/RHOII8a+7+FTv3+NZppoU59/hm+p5+wO503jreqUCaFu\nGkcxypjV9V+U/FfDSbQZczUKZ58tCfDVlLIuwFse3WLrYLZ0V3RH9AraGE1E+fYqnbLr8uXL\nK+U3P/2C20k525r8P83Bav969e4y9FvUEetKWVXO75aZyKtJ/LVY6lXFv5d6POXMlZF/ipvm\nuwbHfz5JQye39Acw9JTsb8m+9i66Br/tTaA9xyU+26rT9iRd8JjY/lKZEN90faZ2VX6VtpNj\nygQ0GluVohp85VNWeYqtp8jFXs4fE+5ofqtRzlCnSb22DqSCe+RL55cKJllSUvLJF8+i+V26\ndGlXJg5Nsftocj6LNhYJftJ+orGVT27W5MoY+qrCsrZQlyyj8YVtNF9Z84uVvidIsUjXgB86\nyG9Ru56Q5GX/SLa/mITtzvJN9Eyy3WKBuwv4PGnmT43SThnYf4ffAemwAuv/JExPQt5Dvyiw\nv6wgfF6Bz/Z8JvT3OJqP9Huoh9FGSDzbNE7SLxLpnGOPPVbHBxvJSi+kSd+XkJ4uzUK6U6Vl\nR+0OEniuo4m04/hfU9457TiuXYdwUfIUJ69z2nVwBw6ijNclFyYdSKX0QydNmjRz5MiR5/KZ\n73+XflTHY8L3fvgu6HhKpacAV/Ux3YiIZpTzJS5uzznyyCPnRXPKZ/y5KfVCRH85V4x//492\nVPA8kEVe+FTyU0zwo/dRyvIz9HwWZSqUJm1nJq9jqY+Gm2mFolU8bOHChZPge2bFEy6SIG1o\nHGOgPqIUzeC7kKd0Z8+YMWNyLKcabxn/ztX4G8snbCt1/Rcry/ZjAjkCY/iriUvfOuGhi+Q/\noNORXmX7ArK1n8B6HKr6l7ZLktmV5SeT9XIWvyLyY0hPjvony54sz0AHI5sJmIAJmIAJmIAJ\nVJqArjV0HaMb5zYTqAiBepsgPUCpL65IyZ2ICOhjCtOQBpY9kZ786I7z71BbdjYRnkbhtQQ9\nhfp2Wwd5vwmYgAmYgAmYgAlUkEBDTZDCRVUF+TipTkBgNcoY9fWYBme6lPLpQwqaIOk3UV9B\nepqo9WKmejgc6anTiCSiwhYm616YgAmYgAmYgAmYgAmUScATpDKB1XP0CRMmHCVVoAz6jcvi\nUtLh3elL+SzqFqXErVQcPhN6EO8Uj65UeqWkQznHoP1LidtKHE2KPkA/QlshTUD1mly+qc/e\nhE5ef/31//OUU07Zgd9WKO5BSUT95iizyas++wrbUxNf0RawPU71GsshXxfakHL+NJa/4Aef\nR1aoj4Ykiy71aVv8XUl5BxSNWOGd1OUO1On5FU62aHKwPUD9tGikCu/UV6rwOy7mZ9TxtzeK\n3kfxeflNN920boURtppc0kf1e6CoRhs6A30iltMq9tF1qNMO/z63HE6MRSfi84ByjqlA3C7U\n5xU33njj0AqkVVISGm817qpuSzqgApF0XpEqkFSnScITpE5T1TyeWLnyAKkCRS55gsRHo07g\nAn7bCvgsOQl87kvkz5d8QAUiUsZR+N2ng0lpYrMlWge9g/QborSJo+Icjf63V69eP/jMZz7T\nla/wXMP2f6PxaD2U2RMkyqhXAA9DUQ2+n8f3frGc8rliPZE7OZa/lJ9K9dFUkq2v8oEGTYzG\n8IPhDVqPVfk91OWu1KleJY1mjH374PfgaA5xRDvahHKexGd98z/Fn1k2KOee+NST5dh2CmOS\nxq8oRpsdTjmj91Ha0BEUMNoEibaj88AYPvaxYRSwiRPYDkOnxPRJ21X//HRMn0xWelOnJ/NB\nik1j+U3G2zHJ+BvFra79pCjOGsSJJ0gNUpGRi1HyBClyvurdnb5GFyY3k1nXk6T0pEAXPWIv\n+5BBfZZWOHFO1BI7BOlkGvVrR3JsMwETMAETMAETMIFGIRDt8V6jAHM5cgT0Q7wlZlFxAt8i\nxbfQmknKn2N5Ero/2T6Q5TNIXxH872OOOeZTLO/bZJNN/sonSn/C+grUDf0d2UzABEzABEzA\nBEzABNpBwBOkdkDrxIcMp+wPIL2ru6gTc8iq6LenElbf/CXS62x6aqRX2/RESdt3o6YRI0bM\n1PL000+fzv9Civr/KuTXZgImYAImYAImYAKNSMCv2DVirba/TIOKHKrfZHwTzUXnoQeRLTsC\ny0h6EloL6Z/y3od6o3eQzQRMwARMwARMwARMICMCfoKUEdg6TPZk8nwZ+jf6LHod6YfF+tHt\nDuhXSK/V6QnGH5EtewJTExcXply9m1r3qgmYgAmYgAmYgAmYQIUJeIJUYaC1nNyrr7662axZ\ns/SFNH2680V0NboKaQK0Ofoe+k90C1Lb0Ctc+p2Lnmbo9zHfRfpfPeXYEr6Es7ScAyoQdyk+\nNZmLaUtWrFhR6XLqVbqfo9PRdeh5NA0FW8JXaVYsx0JAhGU16lPFUn3GrNOqlZM6jfZkf8GC\nBUv79eu3ctmyZZVuu201xeh8k3EoZhtq0jikPgqMqH00cl/J1XVS1ph8Y48JoU1H9btkyZJl\nfIhnJcuYbJv4CNBS2m7UcUF9FJ9Ry6m+mfTRmH7lS+Ourq2imPpnFEcN5CTaibiBmNVtUa69\n9tpLLrvssr4UQE+Lfor0utxRaHCyPJ/lOWgnpH9SuhH6BhqJvoPKnRzp0+IfZwyI+sRp6dKl\nF3MuOY38RjPKefLMmTMvzcDh35I072T5g3T6hx9++CS2hx1//PHRfg82d+7cy5iPHZvOR4z1\nhQsXnqZ6jeFLPp599tkHKef2sfwFP5TxXPrL2WE76yUf+phDXxl25JFHvpS1r3T6U6dOvZ5t\nfYQkmvEhk+9xE+Or0RziaNSoUf9iIb4LY/mdN2/e5dXoo/gcceihhz4Sq5yTJk36azX6KGPR\nF+ij/xurnNXqo7Tdf1BG/e41mql/qp9Gc4gj+qYmDsMOOeQQfQApitFPXk7G3dlRHOIEf+dI\nsfzZjwlUisAYEtLkQ5OXrE2fgd4QaWKkzrI72gSlbVs29HsXW/UJDCMLaht6ymczARMwARMw\nARMwgVok0JNM6XpF15U2E6gIgZgTpIpk2IlEJbBdVG92ZgImYAImYAImYALlEWioCZJfsSuv\n8h3bBKpBINqj/2oUzj5NwARMwARMwARMoJYIeIJUS7WRcV5uv/32H0kZu2mRPP5euO222/Sh\nh2iGzwvRuGgOcTRhwoRrUbTfjqhsN9988+aU80OWumsTxcaPH/91fN4WxVnKCX6vUL2mgjJd\nvfXWW3elPt/I1EmBxCnnDylntD563XXX9cXfTNqQXruNZpTzCPw+FM0hjtQ/8XlNTJ/42wxF\n7aOU8xR8Ru+j+H2HfhPtd3uUcZdq9FH83onfE2O1o3HjxvXB34zYfZS6HElZo341FX/XMDZE\n/Z3M2LFju+P3Q/zqdfYoRn1ugM+ZGn+jOMQJ/qJf/8UqW1Z+9KUyW+choH/wGtX4csoaOBwS\n1ekqf1HLykcahlLWqOXkK0MD8Tl40aJFPeAb5Qs1+BPXqOVU20n8RvuiUrdu3QZTp2q7US0p\nZ5dYTvmCXW98Duzevbt+mxjNknJG7aP8AHwofSaqT4Dm+ihL3cSI0kerVE59kGdN+A6K1Yjw\nN5h2tGYsf8GP2q4Yh+2sl4MGDdLvgQfxJbsBWftKp6+6rALfIcnYkM5KpuvDhw/vgU99qGpg\npo5SidN+Buj8rfGX4PmpXVmuRmuzWRYiZtqeIMWkXWVfDAKTq5CFpxgI3ozplxPnS5R1Vkyf\n+NMnuF+O6ZOL2ncp6z9fe+21xbH8Us5X8BV94oDPF9B7Ecv5Fr6ejOUv5WcyjKNNkGbPnj1/\n4MCBE/kq1wepPGS+ShFfo+3GfnX0ZXzqk9vRjHK+pz76wgsvRPvSJD7VR6NPHPD5OBd+06LB\nbWpSH30ior+cK+pzEno1lt/58+cv6NGjx0S+cPl+LJ+Jn3dYPh7TJ1x1HtX/YoxpunHxFG03\n2tMybmq+v9pqq03U+BuroIwL1bj+i1U8+2lgAv5IQwNXrotmAiZgAiZgAiZgAg1OQE/KG+Yr\ndv4NUoO3VhfPBEzABEzABEzABEzABEygdAKeIJXOyjFNwARMwARMwARMwARMwAQanIAnSA1e\nweni8RUTfVFps3RY1ut8GeYTMb/UovLw1byN+ALPllmXLZ0+/kbgd/10WNbrfNWoG/X56az9\npNPH59rUqf6RcFRTfapeYzm9+uqre1POvWL5C37UP2G8ediOsaSc+/Elp6jnghtuuGEQZd0l\nRvmCD/VP2A4P2zGW6qP43TeGr+CjWn2U+twb33rFJopVq48yFm1Pn4n6G69q9FHVJW036hdo\n8Tlc/TRKA0o50XlUX7NLBWW6qvFWdZqpk7zEdW6R8oK9WYRA1JNikXx4VwQC/EjvfCmCq2YX\n+Ltt9dVX3785IMIKXyA7gw8YXBLBVbMLfF7KxyhObQ6IsILPbeH7Z30GNoK7nAt+LDyGcv40\nlr/gh/q8WPUatrNe8uWovSjnXVn7KZD+eXyt6rwC4ZkEaaJCOe/jS05Rbyj07dv3SNrubzIp\nVCuJqn/Sfi9tZXcmwfgcSbu9P3IfPRG2P8ukQEUSxef98N2jSJSK7uLjInvC9+6KJlpCYtTn\n/1DW0SVErUgULmoHqo9uvfXWW1UkwRIToZy7ob+UGL0i0Rj7vofP0yqSWImJaKJNff4ZvtuV\neEiHo2m8VZ0yIdTX86IYZYx+/RelYBk68QQpQ7i1ljRfiOkqxcwXnbIrX4eJ9lUulY0ydold\nTtx2payxy5mrS76GE9Nv9DaU1GlUv9XoKyonFrWctJ1cG2ICGnVcqAZf+dR4tApznL9c7OX8\nMeGO5rca5RTN2HUqf7iNxjW0GLWhxHcIynTJ1+tyZYzdR5PzWcxzS/Q2pIrjZk2ujKGvZlqZ\nSeKhLllG4xu7f8bgmLWP6INL1gVy+iZgAiZgAiZgAiZgAiZgAibQXgLR3rlsbwYzOE7/yE7/\ncK0Xmof0/3KifYseXzYTMAETMAETMAETMAETMIEaJdBZniBtD/+rkP7R5Aw0Bb2I3kKaJOkf\nk41DayCbCZiACZiACZiACZiACZhAJyXQGZ4gXUDdXpTU75ss/4E0SdLESE+S9CO5DdFJ6DCk\nHwjeiGwmYAImYAImYAImYAImYAKdjECjT5COoD41OboH6ettE1Eh0w/lPol+jG5Ar6NHUaOZ\n/sOxzQRMwARMwARMwARMoPMQ8PVfmXXd6BOkUfB4DWm5uAgbNZyH0GfQG+hY1JEJ0lCO/wnq\niUqxTRXpnnvuuZZPl07Ybbfdrg8HPfbYY8rT8WglX7MZ+8lPfvLl1D49HdP/9fiAY/4zhD/4\n4IND+TpV8P/HkB5fMfkt6e9ImjcRt8PpyV9b+Vu2bNnrfB3ms0S9VfFlreVP+9pKjyhtlnf6\n9Om/o6x6OliR9AK/YunxxZ8r1lhjjc+R/98Rr6T6KJZesq+t+u0zb968348aNar5N3SV4Fes\nvB988MEd5O25EvOn9t/c/pJj2tWe+fzrQBgPpHzHFMtfR/pHOn+0n54zZszQDZNmw3db9dHh\n8vLFx+vouwPwdR2OO5yeMl+sv6299to7LV++/Fm+pvTthx9++NuV4ofbouPLm2+++TN8Lmgr\nf5Vsz7SfW/r37/8fpBlt/KN8Ixm3H4Wr3ljIWbH6qER5p02bdgd1+oKcVSK9UvsbX+q7r1ev\nXv+Jz0M5ps3zUUfzRx/tt3DhwltyUJM/kcr7M9w9j6/MxwMVi/NKV/rKRD6hfgE+7yi1Pjqa\nP9j+ZObMmWcmaNWWMi8vdTqOci7BV5TxDz+58xHXKc9Q3qWhrFpmWV7Gv7Oo03MnTZo0M+vx\nILQX2Ma4/ns9zbDe1xt9gjSSCtIrdcUmR+k6nMnGJLReOrAd68s4Rh9/6FHisdMVjwujD7lA\nar7YVRgn9YUslNZKOtQShaVsDvuVZ+1P2zLCc/45UTand+ihhz7w+OOPaxDQhKzD6clhW/lj\nsHuKaB8qbsoK5k/720qvlPIyYXg0+KpEeiGtYvnD550MqJvh72PEK6k+iqWX+Gyrfuf36dPn\nviRubpF1eQ855BBN0J8pMX890u1Px7Q3f7R9XfBVLD3y8ZH+kc4f+1cOHjz41wpLWVv10eH8\nHXbYYZwvH9RkcB/8dji9JO+t9jduXixAGiOjjAeUKzdeHXnkka/iU5K1mj/iV2z8o+0+wfjX\nC3/roljlfZ/JvX7vmrZMy8s4/yzOpHb3N7gX7R8k/RF+vXv3vpfjoo1/+JqPz6jjn5gy1v9e\nS8b7fclDyedfHUP8drVn2tAjHJ75eJDOH2w/oC3pRmuwzMc//P0xGf8+h9No5eU65R+Mg6rL\ntGVWXsY/tYPc/2SjvJmOB6FAVbj+C669rFECGjwno1InKoOIOwf9EMW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sa1zNnQ9Jv/l6hWNUb/2Q+rjymbuu4dy9cscdd2yOx64WYxlp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      "text/plain": [
       "Plot with title “Cl(AMZN)”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(Cl(AMZN))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amznrt <- diff(log(Cl(AMZN)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAlER6BeVMHV7Efg6zhT3OssTJEAC\nJEACJEACJEACJJD9BDpQxTezv5rpa8gFUnpGGjlkcfSGhhA1SIAESIAESIAESIAESMARAbmn\nzflFUn9HcGg2GAH/m6PhKCarbyfbz372s8fF8HXXXXezE4EERp977rmdra2tC2+44YZ1CS47\nOfXss8/+W2Fh4YlVVVXfdiKQwGhdXd3a7u7urddff/3dCS47OfWTn/zk7BEjRmyEdgk4tzkR\niTO6cuXKJcXFxReD7d/GXXJ6iL676siRI7u+9a1v3eFUyDP+1FNPXTl06NCfzZo1q0xDz9dA\n363ph01rjN55550lkyZN2r1r166zFy5cuNWvh+v9qlWr5vXv3/9W9KOJrrV8+6tXr/5BUVHR\nmdC81j/nev/4449PKC0tfV1zjMLPxZj/LkUf+oZr/2LtYw5qOXjw4JTvfve7r8Sed/V6xYoV\nVwwfPvy5mTNnlrrSSGQXc9HLmOtf+Pa3v/1via7bPrd48eIR55xzzp59+/adfcstt6iN0Sef\nfPIi8H0Rc+Ag2z4ls4dxsubw4cPbMc8vSZbH9vmrr7564D/8wz8c+Oyzz86vrq7ebNt+InsP\nPfTQWSeeeOJbf/jDH0744Q9/2Jwoj+1zSvd/A1Dvg0iyz/mNC6TsakJZHElysg0Y8GWfdaYR\nX3HcTBcOGzasG+fVNAcOHHgEevLtqJom/OwHvqKrpllSUnIYN5kFU6dO7cLNiYrukCFD1NmC\naYF238XC8zBkCzXbU/xE35WdbCrtecEFF3TjZrrg5JNPVh2jgwcPVu9Hwha+qs4Lxx577GGs\ndwtwk9mtNUZl/tP2Uzos5qJCmZO0+q6MUfgZxRjth5t4tbl+4sSJ3Xh/KTjhhBPU2Ep7oi1l\nblAdL/I+KtrYVOY/EZo9e3aR8B01apQaX5lvpet+/etf79LyVfs9VNjm+iaTCzcSIAESIAES\nIAESIAESIAESIAEQ4AKJ3YAESIAESIAESIAESIAESIAEPAJcILErkAAJkAAJkAAJkAAJkAAJ\nkIBHgAskdgUSIAESIAESIAESIAESIAES8AgwSEPf6gryYCk3EiABEiABEiABEiCBvkOA938B\n25oLpIDAcjk7wiT/FEl1kEDuno6Ojlc1uSFq1LPQHaGsuRyauzU1EUnpPegtmjNnToui7vPQ\nekdRz5d6Av4e8A9c7zs7OzchKtci1zrx9uFjrYT5jj/v6rihoaG5srJycVdX14euNBLZBd8N\n4Nua6Jqrc8D6HGwf78p+IrvwcxuiRy1CaPFDia47Ovc8wlA3OrKd1CzmvzvRj95KmsHyhfb2\n9k2Ihqg+RuHGj5HetexOUnPoO81r166VMfpB0kwOLrS1tTWAr8q/VfCrjz5Ugzlwr3+ssQff\ntnXr1t3V1NSkFkJd5lvMf4tl/tXwUTTAVv3+T8s36uQ3gfOl/yJ9GYc7v92ldyRAAiRAAiRA\nAiRAAnlEQO5h5V5W7mlzfuMzSDnfhHSABEiABEiABEiABEiABEjAFgEukGyRpB0SIAESIAES\nIAESIAESIIGcJ8AFUs43obkD69evv06SeYnwOfHb6WVr1qw5I7wlcwv19fVX4zfFN5qXCJ8T\nflYjXRXekrkF6I2EnzVLly5VG8dgeyk0bzOvpZ2c8PUGaVc71tJbqaurGwM/H0yf024OaFZp\njlH0nf7Qexz+qj6zh7Y8B216t116qa2B7RRoVqfOZfcquJZBV3WMQu8SJPUxCs2HV69efZJd\ngsmteWNUngdS3dCHbke6SEs0wjF6Itr0US0/RQdz0TxoTtHUhFY/tOfyVatWjdLSlflW5l1p\nWy1NeV+RpKWXDzpqN1b5ACvXfcBDelMkafpRWFh4Ex6OnqCseQX0pmpqwsdp8PUyTU08zHoq\ndG8eO3bsYC1d+DgZWtdq6fk68HMqtK/0j13vi4uLx0FjvmudBPZVxygCNMjCqBoPDI9OUBdn\np9CWk9Cm33EmkMAw5r7LoHtNgkvOTqEf9YzRioqKIc5E4gzDz8lgOzPutMbhgoEDB56pISQa\n6LMV8FN9jKIPzYK82gIJfecY6FUj2McY8VtrA9typAVaeqKDvivj83JNTSxWBqFN5yMgxVgt\nXW++rfbmXxVZufeTpCKWJyJcIOVJQ5q4gcmuQ5JJXot5RLPToj0TU51R+IkFi7afHZjwDiNi\nVbcJFEt5omhPqbr0W82+G5mfaFO1ftTa2ipaRxBVSU1TGhObOl9vHtLsQwUyD8kYhb+qY1T4\nCmTNzZtzNXVFS1PPx6mqiyiwXRA+gr2qr1g0dGrORQI3ijEK2W5vjGryFS2Zd6VtVTYZn94Y\nVdHLBxEukPKhFQ19wPy6SJJhdivZMPFciDng51aMGRpBaN374OdCw+xWssHP+c3NzcusGDM0\nMnPmzAZkLZ87d267YZHQ2Q4ePPgQ1mNzQhsKaAAhZxdKuwYslnH2LVu2vAQ/J2ZsIMOC8FHC\n+d6VYfHAxWbPnn0AY6UcoW63BS4cosDOnTufQfFvhjARuCjC+N6PDzFuCVwwRIFp06a9jeLC\nty2EmUBFDx069HAUYxSa42bMmPG7QJUNkRkhkl+OYoxiLroeY/SxEFUPVDSqMYq++xoqelag\nyobMLONTxmlIM4GKY2zKYqV8+vTpaiHqMU62e/Pu/kCVDZEZeur3fyGqy6Ik8CUBhvn+EgVf\nkAAJkAAJkAAJkAAJ5BgBhvnOsQZjdUmABEiABEiABEiABEiABEjAiAB/YmeEiZlIgARIgARI\ngARIgARIgAT6AgEukPpCK3s+InzmA5I0XYZeo4SGVta8F7o1mpoIn/k0ktqzI+Ibou+cDj/3\nYS9fa6tsCId6KzTrVcRiRCQMK3TvjTnl9CVC009Ce37kVCSBcfj5I/ipNkZra2uHQq8ZfUg1\nQhb8nAXdVxIgcHZKxic0n3ImkMAw9E5DUh2j8HMBNNXHKHR3YdyoPbcHH8+NYoxC9wXozkvQ\n3E5O1dTUDIFek/YYRVtWwtfdTpxKYhR6KzA3qD4nLaG2obsPuuVJqmX9NNpzNDSbZf61bjyJ\nQeip3/8lqUrOnFaLwZ4zRPK7ompx/n2MiJpyLF6P9I+V9qKn6iuCNIyCr6p+IspQCTTL2tvb\ni+GvSgQe6AlXVT+lz3i6apHWioqKytCm0ndVN8/Pflqiw4YNGwTNEoSdlVDCapvnp+oYxQPg\nozBmVDUBtGeMYi8fYqiM0Yj8lBDNx4FvqVYngl4Z+tFxWnq+jvRdYewfu96XlpYOgkYpwnxL\nSH61TdoyAr7yPrpPzUkIIYx6MTTL8LJESxf9Z4S8f8v8C80WJV21Pqvkj3MZfoPkHDEFSIAE\nSIAESIAESIAESIAEcoUAF0i50lLZVc+xqI7qp1nZ5T5rQwIkQAIkQAIkQAIkkK8EuEDK15Z1\n61cdzN/qVoLWSYAESIAESIAESIAESECfABdI+szzQXEwnCjKB0foQ2QE5BvIv4tMncIkQAIk\nQAIkQAIkkIQAF0hJwPB0WgJqD5KnrQkz5CKBa1Dp9blYcdaZBEiABEiABEggvwkwil1+t+9R\n3iFSy9ajTugcbEK0lo91pL5QQXSjbfD1M01N6L0Lve2amog8thu+vrljx47PtXTh5/vQshHd\nTSLvSTLdGpFxj2nmsPng5yew8UZYOxmU3wpttQ8f9u/f31JSUrK5q6vrzxnUNeMicHEH+u5b\nGRvIrOB2aB7OrGhmpeDnHhmjjY2N7ZlZCF4KmjJG1aO7QXMjonN9GrzGGZeQMfp6xqUzLIj2\nbED6IMPigYu1tLS0FhcXb+7s7NwbuHC4ArtQfGM4E8FKg6u8j34YrFTo3BJdchP6rlpIc0Se\n3Tt48ODNMv+Grr2hAcwLUdz/GdaO2UggOYHzcekIktr/s0leFaMrMondY5STmUggMYGbcFr6\nPDcSIAESIAESIIHcJyD3sPK+Lve0Ob/xJ3Y534R0gARyloDK/4XJWTqsOAmQAAmQAAmQQCQE\nuECKBDtFSYAEQCBXvjFlY5EACZAACZAACfQhAlwg9aHGXrdu3WmSLLls9JzE2rVrL6qtrR1q\nSdPITH19/Slr1qw50yizpUzQGwfdky2ZMzJTV1dXhPa83CizpUzQPAFtOsGSOWMz0p7SrsYF\nQmZcsWLFIPh5cUgzgYvL+ATj0wMXDFEAfl65dOlS1feClStXlsLXc0NUO3BRGZ9gWxG4YIgC\nMkahe0UIE4GLRjVG0Z6XQFvtQ4+oxijmookYM6rPeEUxRqUt0XcvDdwBQxSAZoWM0xAmMioq\n76OYA/tnVDiDQjLfSptmUDTjIvLeIiljA32woOqbYh/km1Uu4yG9uyVpVgp69cOHD79KU7Oo\nqOh2BDD4vrLmMgSjuE1ZcwL4vlhTUzNESxcPC1fDzwe19HwdtOd90q7+set9aWnpxfDzF651\nEthfMmDAgCUJzjs5JQsV+PmbiooK1Q8Uhg4dWoW++6QTp5IYlfGJ/rssyWUnp6FZiX67QXmM\nzgPbHztxKIVRaG4A3wtSZLF6CcFFJoPvL60aNTCG9nwEvt5okNVKFtzUlsgYHT9+/FlWDBoa\ngZ/nIf3WMLuVbJj77ofmQivGDI3IQhvt+SL4nm1YJHQ2mW+lTbEgLAttzNAAfFS//zOsWtZm\n4wIpa5vGfsUQIaafJPuWk1vEoCxEdBhVTc9P7b5dCF+1/ezxEdFwNHULwdcmW6O6i6Zl3eSd\nFle09WIqo+on+k5PW2IBarNNY9xJ/DIKvqIp81HiGrk5i5u9Hj0suNV0o/BT6Gm3qehBVo2r\n30OkD3na/imne0Sv6/FRe4x672dG87MtANp9SOqND2t6fPTHqi1fUtnx2xJ7Nb5gq37/l4pB\nLlxT+0oxF2Dkex0xQH6KZCNymPGghtw9HR0dr2qyxcT+LHTlH5GqbdBcDk21MKHiGBae72G3\naM6cOWqhQqH3PNI7SNrbE/D3gJYobko24c1rkZaerwMfa70bE/+U031DQ0NzZWXlYoT5Vg2t\nC74bwLfVqXNxxsH1OZw6Pu6000P4uQ2fii+qqqo65FToaOPPd3d3Nx59yv0R5r870Y/UQrcj\nVPImLPDVxyhIyrdzEslVZUPfacbPsWSMqoUWF8fa2toawPcOFSc9EfShGsyBquHMwbcN39Ld\n1dTUpBYGW+ZbzH+LZf7V4gu2tu7/tKpMHRLoIZBrYb7lzfdeth0JhCBwE8rKYl39E+AQdWZR\nEiABEiABEiCBxAQY5jsxF57tYwSMv0XqY1zoLgmQAAmQAAmQAAmQQA4T4Ke3Odx4rDoJkAAJ\nkAAJkAAJkAAJkIBdAlwg2eWZ1dbWr19/nSTNSuK308sQFvUMTU2ECb0avym+UVMTflYjqUbr\ng95I+FmjGaJZwr5C02a0PqNvIuHrDdKuWm2K6EJj4Kd6tD5oVmmOUQltC73H4a/qM3toy3PQ\npqoRNcF2CjSrtfqQ6EiUKuiqjlHoXYJkc4waIYPmw6tXrz7JKLOFTN4YVY/Whz50O9JFFlww\nMhHhGD0RbfqoUSUtZcJcNA+aUyyZMzXTD+25fNWqVaNMC4TNJ/OtzLvStmFtmZaX9xVJpvmZ\nj7//71N9AA/pTZGk6TRCWd6Eh6MnKGvK/x2ZqqkJH6fB18s0NfEw66nQvXns2LGDtXTh42Ro\nXaul5+vAz6nQVvu/EQhXPA7a8319xb3qGEWABlkYVeOB4dGKPhagLSehTb+jqYm57zLoXqOp\niX7UM0YR1lctFD/8nAy2MzX99LQWDBw4UC1cPPpsBfxUH6PoQ7Pgr9oCCX3nGOhVI9jHGM02\nBdtypAWamui7Mj61/7ffILTpfASkGKvlqzffVnvzr4qs3PtJUhHLExF+g5QnDUk3SIAESIAE\nSIAESIAESIAEwhPgAik8Q1ogARIITsD/aZ2/D26BJUiABEiABEiABEjAAQEukBxA7SMmeWPb\nRxqabpIACZAACZAACZBAXyLABVJfam36SgLZR4AL7exrE9aIBEiABEiABPo0AS6Q+nTz03kS\nIAESIAESIAESIAESIIFYAlwgxdLI89eISNMhSdlN0exU1uyMwk9EldP2swNRaQ53Y1PkG0V7\ninvSbzX7bmR+ok3V+lFra6toHenq6lLTlMbEps7Xm4c0+1CBzEMyRuGv6hgVvgJZc/PmXE1d\n0dLU83Gq6nZ0dHRB+Aj2qr4islun5lwkcKMYo5Dt9saoJl/RknlX2lZlk/HpjVEVvXwQ4QIp\nH1rR0AfMr4skGWa3kg0Tz4WYA35uxZihkc7Ozvvg50LD7Faywc/5zc3Ny6wYMzQyc+bMBmQt\nnzt3brthkdDZDh48+BDWY3NCG/rKgNFP7Nra2hZKu35VzO2rLVu2vAQ/J7pV6W0dPi7GeLmr\n9xU3Z2bPnn0AY6W8qqpqmxuFxFZ37tz5DK58M/FVN2ebmprux4cYt7ixntjqtGnT3sYV4duW\nOIf9s4cOHXrY8hg1qiQ0x82YMeN3RpktZGpoaHg5ijGKueh6jNHHLLhgZCKqMYq++xoqeJZR\nJS1lkvEp49SSOSMzGJuyWCmfPn36W0YFLGTCONnuzbv7LZgzMgE99fs/o4oxEwmkIXA+rh9B\nGpAmX7ZcbkRF1G5Ws8Vp1sMqgXmwlkt93qrzNEYCJEACJEACeUZA7mHlfV3uaXN+4zdIOd+E\ndIAESIAESIAESIAESIAESMAWAS6QbJGkHRIggUwIGP3ELhPDLEMCJEACJEACJEACmRDgAikT\najlaZt26dQ9IslB945ta6DXW19dfakHT2AQ070WqMS5gIeP69eufRlJ7dkSqXFdXdzr83Ie9\n2k8z165deys06y0gC2QCusulXQMVCpF5zZo1k9CeH4UwkVFR+Pkj+GljjBrp19bWDoVeM/rQ\nGKMCljLBz1nQfcWSOSMzMj6h+ZRRZkuZoHcakuoYhZ8LoKk+RqG7C+NG7bk9+HhuFGMUui9A\nV34irLLV1NQMgV6T9hhFW1bC190qTnoi0FuBuUH1OemlS5f2h+4+6JZr+Yr2HA3NZpl/tTSh\nZ+v+T6vKkev0j7wGrIAmgVGaYqKFqCnHYjdSWVf0VH1FkIZR8FXVT0QZKoFmWXt7ezH8VYnA\nAz3hatNPo8W2p6sWaa2oqKgMbSp9V3Xz/DRiYqNiw4YNGwTNkv79+x9jw56pDc9P1TGKB8BH\nYcyoaoJHzxjFXj7EUBmjEflZgPFyHPiWmvaBsPmgV4Z+dFxYO0HLS98VxkHLZZq/tLR0EMqW\nDhgwYESmNjIpJ20ZAV95H92XSX0zLVNRUVEMzTKUL8nURtBy6D8j5P1b5l+UbQlaPsP8an02\nw/plXTEukLKuSdxVCJPAVovWTW/iNmEi+NiiblpTeOPcBl8/S5vRYgbovQtz2y2aTGsKN7W7\n4eubO3bs+DxtZksZ4Of7MKW+cICmBAbZY8mNtGbg5yfI9EbajPYzbIW26dgKrb5///6WkpKS\nzYjK9efQxgIYgIs70HfVokZ5VdsOTQm5rbbBzz0yRhsbG9UiTUJTxqj6wgGaG3Hj96ka3IIC\nGaOvK+r1SKE9G5A+0NJtaWlpLS4u3owIl3u1ND2dXdhv1NQEV3kf/VBTE1rywcUm9F21b8vw\noebewYMHb5b5V8tXzAs27/+0qk0dEuiJ+JFLEb1koH2f7UYCIQjMQ1np8/IJGjcSIAESIAES\nIIHcJiDflDOKXW63IWsfEYFx0P1fSP0j0qds9hFQ+7Yk+1xnjUiABEiABEiABLKRAIM0ZGOr\n5G+dzoBrFyINz18X6RkJkAAJkAAJkAAJkEAuE+ACKZdbL2DdEcVEIiqdFrBYqOyIDHORZqQW\nqSyi5p2CCDxnhqp4wMLQGwfdkwMWC5UdUY2K0J6XhzISsDA0T0CbTghYLHR2aU9p19CGDA2s\nWLFiEPy82DC7tWwyPsH4dGsGDQzBzysRyUn1vWDlypWl8PVcg+pZyyLjE2wrrBk0MCRjFLpX\nGGS1liWqMYr2vATa8hMblS2qMYq5aCLGjOozXlGMUWlL9N1LVRrTE4FmhYxTTU3RkvdRiWan\npSvzrbSplp7no/r9n6Z/LrRU3xRdOECb5gTwkN7dksxLhM8Jvfrhw4dfFd6SuQVEILsdAQxU\nn5GC5jIEo7jNvJbhc0JzAvi+KGFgw1szs4CHhavh54NmuVPm8n9a5+9TZkZ73iftmjKTxYuI\nHHUx/PyFRZOmppYgWtUS08xh88lCBX7+BpGcVD9QGDp0aBX67pNh6x+kvIxP9N9lQcqEzQvN\nSvTbDcpjdB7Y/jhs3YOWh+YG8L0gaLlM8yO4yGTw/WWm5TMth/Z8BL7emGn5oOVw814iY3T8\n+PFnBS0bJj/8PA/pt2FsBC2Lue9+aC4MWi5Mfllooz1fBN+zw9gJUlbmW2lTLAglep7KBh/V\n7/9UHHMowgWSQ7jZZhoRYgolWaqX0Y0tBmUhosMY5bVULwk328+in6bVKoSv2n72tCWi4Wjq\n2uxDpmylTVV1tfViQKj6ib7T04ewALU1L8S4kvxlFHxFU+aj5LWyfwU3ez16WHCr6Ubhp5DT\nblPRg6waV793SB/ytP1TTveIXtfjo/YY9d7PNN9b1PuQNBw+rOnx0R+rThvTM+63JfZqfLXH\npwZH1xrqk4trh2ifBEggpwiovUHkFBVWlgRIgARIgARIIDICXCBFhr5PCvNmuE82O50mARIg\nARIgARIggdwhwAVS7rQVa0oCJEACJEACJEACJEACJOCYABdIjgHTPAmQQEoC/FYxJR5eJAES\nIAESIAES0CagFtZQ2zHqJSQg/+HY1sYbW1skaYcESIAESIAESIAE3BGwef/nrpZZZJkLpCxq\nDNdVQRSTnyKpDhLI3dPR0fFqnG9OF1eIvvMsdEfEaTo9hOZyaO52KhJnHNEB38OpRXPmzGmJ\nu+Ty8HkYf8elQBLbT8DfA0muWT+NyFGbEGFokXXDaQzCx1ovelSanHYuNzQ0NFdWVi7u6ur6\n0I5FMyvguwF8W81y28kFrs/B0vF2rJlZgZ/bELp4UVVV1SGzElZyPd/d3d1oxVIAI5j/7kQ/\neitAkVBZ29vbNyEKo/oYRaUlhPq7oSofoDD6TjP+Z46M0Q8CFAudta2trQF87whtKIAB9KEa\nzIF7AxQJnRV82xBK/a6mpqatoY0ZGpD5FvPfYpl/DYuEzga26vd/oStNAyQAAucjycJF7Z/s\nhaQuE8kPMrAxHWXET7XY/xnUkUV0CFRDRvrCcB05qpAACZAACZAACTgkIPew8r4u97Q5v/EZ\npJxvwkgccPoNUCQeUZQESIAESIAESIAESIAEQIALJHYDEiCBKAlwsR0lfWqTAAmQAAmQAAn0\nIsAFUi8k+Xti/fr110my5KHRjS1+O71szZo1Z1jSNDJTX19/NX5TfKNRZkuZ4Gc10lWWzBmZ\ngd5I+FmzdOlStXEMtpdC8zajClrMBF9vkHa1aDKlqbq6ujHw88GUmRxchGaVxTGatoboO/2h\n9zj8VX1mD215Dtr07rQVtJgBbKdAU37aqbaBaxl0Vcco9C5BUh+j0Hx49erVJ2nB9caoPA+k\nuqEP3Y50kZZohGP0RLTpo1p+ig7monnQnKKpCa1+aM/lq1atGqWlK/OtzLvStlqa8r4iSUsv\nH3TUbqzyAVau+4CH9KZI0vSjsLDwJjwcPUFZ8wroTdXUhI/T4Otlmpp4mPVU6N48duzYwVq6\n8HEytK7V0vN14OdUaF/pH7veFxcXj4PGfNc6CeyrjlEEaJCFUTUeGB6doC7OTqEtJ6FNv+NM\nIIFhzH2XQfeaBJecnUI/6hmjFRUVQ5yJxBmGn5PBdmbcaY3DBQMHDjxTQ0g00Gcr4Kf6GEUf\nmgV5tQUS+s4x0KtGsI8x4rfWBrblSAu09EQHfVfG5+WamlisDEKbzkdAirFaut58W+3Nvyqy\ncu8nSUUsT0T62gIpnb9FaNdSpEF50r5HuYHJrkPSUSfdH4hmp3uZoxQ6o/ATCxZtPzsw4R1G\nxKruo7x3e2C7PY2+iYRL0m81+65tP01bRdpUrR+1traK1hFEVVLT9ECo8/XmIc0+VCDzkIxR\n+Kw6RqGn6qe0qTfnauqKlqaeuCmbqi6iwHZB8wj2qr5i0dCpORcJ2CjGKGS7vTGqyVe0ZN6V\ntlXZZHx6Y1RFLx9E0i0Y8sHH4+HEz5CakCRM8EtIFyIl2v4SJyXfXYku5vo5zK+LJGn6gYnn\nQswBP9fURGjd++DnQk1N+Dm/ubl5mabmzJkzG6BXPnfu3HYt3YMHDz6E9dgcLT1fByFnF0q7\n+seu91u2bHkJfk50rRNvHz5KOF+1+Wf27NkHMFbKEep2W3xdXB7v3LnzGdj/pkuNeNsI43s/\nPsS4Jf68y+Np06a9DfvCt82lTqztQ4cOPRzFGIXmuBkzZvwuti4uXyNE8stRjFHMRddjjD7m\n0rdY21GNUfTd11CPs2Lr4vq1jE8Zp651Yu1jbMpipXz69OlqIeoxTrZ78+7+2Lq4fA099fs/\nl/7QdngCw2DiYyQJOygd8T0k/9O8H+B1/HY2Tkjee+MvOD7OtTDfwvGHGTCZjjLCl2G+M4CX\nZ0XkWRDpC/ITL24kQAIkQAIkQAK5TYBhvnOo/f531FV+W//PSCcjye+j/xrpHaQlSP83EjcS\nIAF9Av5P6/y9fg2oSAIkQAIkQAIkQAIJCOT7T+wugM97kP4H0kHP/zexn4z0/yL9E5IsorgF\nJ8Ab2+DMWIIESIAESIAESIAESCDLCeT7Aulr4C8LofgH4eTndvL7d3mG41+QqpDyfkP4zAck\naToKvUYJDa2seS90azQ1ET7zaSS1Z0fEN0TfOR1+7sNevtZW2RAO9VZo1lsUM1poSxhW6Kr9\n9BWh6SehPT+y6KeRKfj5I/ipNkZra2uHQq8ZfWiMUQUtZYKfs6D7iiVzRmZkfELzKaPMljJB\n7zQk1TEKPxdA0+YYNaIB3V0YNxONMlvIBB/PjWKMQvcF6M6z4IKRiZqamiHQa9Ieo2jLSvi6\n26iSljJBbwXmBtXnpCXUNnT3QbfckhtpzaA9R0OzWebftJktZYCe+v2fpapHZqZ/ZMo6wnKD\ncwWSRKWLf5BdAjb8HZI8iPg00p+QWpDyeVOL8+9DRNSUY/F6pHdsdDPslw2xFz1VXxGkYRR8\n9f0MUXXzoogyVALNsvb29mKUkgdNnW/QE66qfopTnq5apLWioqIytKn0XdXN81NrnBQMGzZs\nEDRLEHb2GE1HPT9VxygeAB+FMaOqCaY9YxR7+RBDZYxG5KeEaD4OfEu1+hH0ytCPjtPS83Wk\n7wpj/9j1vrS0VO5fShHmW/V5TWnLCPjK++g+10xj7SOMejE05bnoktjzLl+j/4yQ92+Zf6Gj\ndd+p1mddstO0ne/fIP0WMGVS+SHSSQnAyqLoSqSDSL9E+nskbiRAAiRAAiRAAiRAAiRAAn2U\nQL4vkB5BuzYiybNGO5G+hRS/SXjbbyBJdDt5Vkk2tU9wv5DjXxLoswQ41vps09NxEiABEiAB\nEshOAvm+QJKf1U1CegjpY6RkP3GQ+PdfR/pPJG5mBHhja8aJuUiABEiABEiABEiABHKIQL4/\ngyRNcQjpv3sp1YLwQ+SZgvTXSPHPK+EUN4sEuLiyCJOmSIAESIAESIAESIAE7BHoCwukWFry\nM7p02xvpMvA6CZCANQJcLFtDSUMkQAIkQAIkQAI2CPS1BZINZiY25Jsqea5JoouZbPIPbAt+\n9atf/X1ZWdlbkyZN+qNf6Pe///3xiNZzLtIRnPvtBRdc0OZfe/XVVyci+or8A9ym888//3f+\neYStLPwGNlwrRqSUd3x7ON6K6FzDXnvttakh7X15U5uufgcPHvwIEbKOig4zfPjwfr/+9a+v\niq+f1D+dPRN///SnP21Dvs9s2fP5pbIHvXeHDBnSJmyRz6g9UtmTa+nat7u7+8TPPvvs7R07\ndnwu+WWzwS+Vv3v27HkfMj3R3dLVL1X7rlix4i+ffvrpgs8//7LqKf0F28/Rd4s3btx4aqr6\nhRkfsfw6OjrGgO2bcs7fwvgbYLxtRd5CaDkbH7H8MBaHoh99iP3Z0PzQFr90/u7evXsH8shP\nmwuSzVdyzXJ/3o4+NMjC/Gc8P4Nt5aFDh9576623vvxVgmt/P/30UxmjPdHdLPNL2R6IsvY2\n+lE5+H5u8n4Utn07OztPO3DggPyrji83DX/RbxuQPlCaD8S3toEDB36AiGdnY/47FDt+Xfrb\n3Nz8ERhv9OFq+Auu7+J9Y4fW/Cf84N95+/fvf7+rq6vnnkHD3z/+8Y8fDB48eDN0W1zPB35/\nAVdb93+p5r9un18+7LlAOroV/xGHtyA9hrT86EuBjk5B7meQJLSrydbTDhgwT2OCeBwF7vQL\noVPPwusfYKFzBAP4arx+xb+Gc/L/Uv4aeeSf4Z7un58yZUqPPmwNiLU3bdq0f8EE+z2ceyak\nPV9Kwi+nrN+IESPKkWcRCvzEL7RkyZLRuFF5Jr5+cj2dPWRJ6++MGTOc8EtVP7D9PzDZStTE\nfzJtj1T25Fq69sX1Accee+zjmGC//D9fNvhBOik/+LkK1yWlrV+q9p0zZ07x66+/XoAbxy8X\n22n8/VvPnvxkNmn9cC3j8SE++fwGDRp0ZNSoUTLevtzS1M9Kf54+ffq/yiIQom+k4oe6hJ4P\nxLFjjjnmaugcC78fwfzyMU5Z4ZeufuhHMl/9WuqQbL6Sa357pLOHrGnnP8wL/2Fp/jPuf6j3\nX+NDrz2xY9S1v+hDUr/Vtvmlszdy5EgJz/yvaDOj96N09sAu5fsbrvfMf2LH32z2F7GZyB74\nzpdr3nyf9v0IWY37C/L2snfKKaecgPOlGKePIjm7P4DGUf6WlJRcfeGFF54n52VL1x425iuM\n0UWa85+0L+r9A/gq86lw3t7jrGN/v/3tb8t89Vei5flr5f1D7CWbXyze/6Xqz7+XOnDLTwJL\n4dYRpHuV3av2dNX+aVhI/yTy379kYGOG56f6/9HJoK4s4pbAzV5fGOVWhtZJgARIgARIgAQU\nCMiXAnIPfb6ClnOJ/s4VcktAvjlai7Q7t6rN2pIACZAACZAACZAACZAACdggUGjDSB7ZkIWR\n/KY5LxdI69atO02SZnutXbv2otraWtVvxurr609Zs2ZNz3NdWr5Cbxx05Xkwta2urq4I7Xm5\nmiCEoHkC2nSCRc0vf2KXyqa0p7Rrqjw2r+EZqUHw82KbNk1syfgE4y9/LmZSJmwe+Hml/A4+\nrJ0g5VeuXFkKX88NUiZsXhmfYFsR1k6Q8jJGoXtFkDJh8zoYo0ZVQnteAm35BFlli2qMYi6a\niDHT84yXiqMQiWKMSlui716q5aPoQLNCxqmmpmjJ+yjmQLUvDGS+lTbV9FPeWyRpaua6luqb\nYpbAKkU9/hvSXyB9DUn15h16kW34ve3dkjQrAL16PLh7laYmnm+6HYEhvq+suQy/0b5NWXMC\n+L5YU1MzREu3uLi4Gn4+qKXn66A975N29Y9d70tLSy+Gn79wrZPA/hI87L4kwXknp2ShAj9/\nU1FRofqBwtChQ6vQd5904lQSozI+0X+XJbns5DQ0K9FvNyiP0Xlg+2MnDqUwCs0N4HtBiixW\nL+G5kcng+0urRg2MoT0fga83GmS1kgU3tSUyRsePH3+WFYOGRuDneUjyXK3ahrnvfmguVBOE\nkCy00Z4vgu/ZWroy30qbYkFYpqUJH9Xv/7R8c6XTVxZIEwFQggTIw6NNSH9Eeg/pE6RDSPI/\nkGqQeqJzYZ+XGx5G7CdJ0zkMysLDhw+ranp+avftQviq7WePjwjuoalbCL7abAtEU1NXWy9m\nTKr6ib7T05ZYgKq2aRR8RVPmoxjWzl/iZq9HDwtuNd0o/BSQ2m0qepBV4+p3FulDnrZ/yuke\nkeR6fNQeo977meZ7i3ofkobDhzU9Pvpj1Wljesb9tsRejS/6rPr9nwZLlxpqXym6dCKN7Xtw\n/Z+9PB9j/xqSLJJkYTQCSVbwY5DkofFrkeTTi1VIebdhgPwUSR6gU9sgdw9CJr+qJgghTOzP\nQlfaVm2D5nJoqv40EwtPWeQvQkS4FjVHCwqeh9Y7FvT8NwZ/n87kE/D3QLpMtq7jpmQT3rwW\n2bJnagc+1no3JqZFQuVraGhorqysXIwITvIhkdoGvhvAt1VNEELg+hx2EtZXbYOf2/Cp+KKq\nqip5v9Hankd48UYtMV8H89+d6Ec9odv9cy737e3tm7DAVx+j8Em+nXvXpW+xttF3mvFzLBmj\nH8Sed/26ra2tAXzvcK0Tax99qAZz4N7Yc65fg28bvqW7q6mpaatrLd++zLeY/xbL/Oufc70H\nW/X7P9c+0X44ArNQXBYEv0I6J4UpuUmbjPQGkuRX+5kAtGTLxSh2//pF1QP9nYHcwpdR7AJh\ny8vMEipX+oLqb/nzkiSdIgESIAESIIHoCcgziPK+nhdR7NS/nlZuv2nQ24Ek+80ptKVBX0H6\nBtJBpDlI3EiABNwTMP0GyX1NqEACJEACJEACJEACIJDvC6RK+Cg/qfvcsLXl684GJAnewM0+\nAd4M22dKiyRAAiRAAiRAAiRAAhYJ5PsCaRdY/RVSsSEziXAniyp5tiPvtvXr118nSdMx/HZ6\nGcKinqGpiTChV+M3xTdqasLPaiTVaH3QGwk/azRDNEvYV2iqRuuTdoSvN0i7arUpoguNgZ8P\naun5OtCs0hyjEtoWeo/DX9Vn9tCW56BNVSNqgu0UaMrPmdU2iVIFXdUxCr1LkNTHKDQfXr16\n9UlacL0xKs8DqW7oQ7cjXaQlGuEYPRFt+qiWn6KDuWgeNKdoakKrH9pz+apVq0Zp6cp8K/Ou\ntK2WpryvSNLSywedfF8gPY1GkvC19UiTUjSYfLPxN0j/iSQhk9cj5d2Gh/SmSNJ0DKEsb8LD\n0ROUNa+A3lRNTfg4Db5epqmJh1lPhe7NY8eOHaylCx/lWb1rLeoZfasIP6dC+0qLuilNIVzx\nOGSQ56S0N9UxigANsjCqxgPDozUdRVtOQpt+R1MTc99l0L1GUxP9qGeMIqyvWih++DkZbGdq\n+ulpLRg4cKBauHj02Qr4qT5G0Yfk2Wa1BRL6zjHQq0awjzGabQq25UgLNDXRd2V8av9vv0Fo\n0/kISDFWy1dvvq325l8VWbn3k6QiliciaqvXiHhJNDp5CPx/IMkN85+QPkHahyQRsWTiKUM6\nBelEpC6kO5B+h8QtNQGjG9vUJniVBEiABEiABEiABEiABLKLQL4vkCT4woNIEpr4B0jy6Xf8\nN0kSavZTpH9D+neknUjc3BLg4sotX1onARIgARIgARIgARLIkEC+L5B8LDvw4nrvQL41kp+V\nDELag7QfiRsJkEA0BLhYjoY7VUmABEiABEiABJIQ6CsLpFj35ad1krhlToA3tZmzY0kSIAES\nIAESIAESIIEsJpDvQRqyGD2rRgIkAAJcbLMbkAAJkAAJkAAJZBUBLpCyqjncVgYRaTokWVIx\nvbEVzU5LmqZmOi36aarZgahy2n52ICrN4W5sppW0kC+K9pRqS7+11XdNMETmJ9pUrR+1traK\n1pGuri41TQ++Ol9vHtLsQwUyD8kYhc+qYxR6qn5Km3pzrqauaGnqiZuyqep2dHRI8Kgj2Kv6\nishunZpzkYCNYoxCttsbo5p8RUvmXWlblU3GpzdGVfTyQYQLpHxoRUMfML8ukmSY3Uo2TDwX\nYg74uRVjhkY6Ozvvg58LDbNbyQY/5zc3Ny+zYszQyMyZMxuQtXzu3LnthkVCZzt48OBDWI/N\nCW0ooIG2traF0q4Bi2WcfcuWLS/Bz4kZG8iwIHxcjPFyV4bFAxebPXv2AYyV8qqqqm2BC4co\nsHPnzmdQ/JshTAQu2tTUdD8+xLglcMEQBaZNm/Y2igvfthBmAhU9dOjQw1GMUWiOmzFjhloE\n2IaGhpejGKOYi67HGH0sUKOEyBzVGEXffQ3VPitE1QMXlfEp4zRwwRAFMDZlsVI+ffr0t0KY\nCVQU42S7N++qPQMPPfX7v0BQmJkEkhCoxnmJuDc0yfVsO70dFXogg0rJ/88RP9X+IVsGdWQR\nHQLy/0ukL3xNR44qJEACJEACJEACDgkMgG15Xz/foYaaaX6DpIaaQiRAAiRAAiRAAiRAAiRA\nAtlOgAukbG8h1o8ESIAESIAESIAESIAESECNABdIaqijF1q3bt0DkjRrAr3G+vr6S5U174Vu\njabm+vXrn0ZSe3ZEfKurqzsdfu7DXr7WVtnWrl17KzTrLYj5QT78fUqT0F0O3XtTZrJ4cc2a\nNZPQnh9ZNGlkCn7+CH6qjdHa2tqh0GtGHxpjVEFLmeDnLOi+YsmckRkZn9B8yiizpUzQOw1J\ndYzCzwXQtDFGA1GA7i6MG7Xn9uDjuVGMUei+AN15geCEyFxTUzMEek3aYxRtWQlfd4eoeuCi\n0FuBuUH1OemlS5f2h+4+6JYHrnCGBdCeo6HZLPNvhiYCF4Oe+v1f4EpmWYG++H+QsqwJVKtj\n89kfoxtbRE05Fh6OVPXyCz2bvqatPoI0jIKvqn4iylAJNMva29uLUUGVCDzQE66qfgp8T1ct\n0lpRUVEZ2lT6rurm+Wk0tmxUbNiwYYOgWdK/f3/5B9pqm+en6hjFA+CjMGZUNQG0Z4xiLx9i\nqIzRiPwswHg5DnxLtToR9MrQj47T0vN1pO8KY//Y9b60tFT+qX3pgAED5B/cq23SlhHwlffR\nfWpOQqiioqIYmmV4WaKli/4zQt6/Zf6FZouSrlqfVfLHuQwXSM4RZ48AJoGtEdRmEyaCjzV1\n8ca5Db5+pqkJvXehJ8Er1Dbc1O6Gr2/u2LHjcy1R+Pk+tGwuHEwXA43Q3aPo5yfQekNLL0Zn\nKxibMokpltnL/fv3t5SUlGxGVK4/Z2Yhs1JwcQf6rlrUKK+W26EpIbfVNvi5R8ZoY2OjWqRJ\naMoYVV84QHMjbvw+VYNbUCBj9HVFvR4ptGcD0gdaui0tLa3FxcWbEeFyr5amp7ML+42amuAq\n76MfampCSz642IS+q/ZtGT7U3Dt48ODNMv9q+Yp5IYr7Py33qJPHBHIxit2/ZdAeM1GGUewy\nAJeHRSTcsvSF0XnoG10iARIgARIggb5GQL4pZxS7vtbq9JcESIAESIAESIAESIAESCD/CTBI\nQ/63MT0kgWwmoPZzsmyGwLqRAAmQAAmQAAlkDwEukLKnLZzXBFFMJKLSaZaEjG5sERnmIs1I\nLeIbouadggg8Z1ry08gM9MZB92SjzJYyIapREdrzckvmjMxA8wS06QSjzBYzSXtKu1o0mdLU\nihUrBsHPi1NmcnBRxicYn+7AdFKT8PNKRHJSfS9YuXJlKXw9N2mlHFyQ8Qm2FQ5MJzUpYxS6\nVyTN4OBCVGMU7XkJtOUnNipbVGMUc9FEjBnVZ7yiGKPSlui7l6o0picCzQoZp5qaoiXvoxLN\nTktX5ltpUy09z0eb93+aVY9MS/VNMTIvKdxDAA/p3S1JEwf06ocPH35VnKbR4iqujPEhIpDd\njgAG3zcuYCEjNJchGMVtFkwZm4DmBPB9UcLAGhcKmREPC1fDzwdDmglcHO15n7Rr4IIZFkDk\nqIvh5y8yLB6m2BJEq1oSxkCQsrJQgZ+/QSQn1Q8Uhg4dWoW++2SQuobNK+MT/XdZWDtBykOz\nEv12g/IYnQe2Pw5STxt5obkBfC+wYcvEBoKLTAbfX5rjQa/+AABAAElEQVTktZkH7fkIfL3R\nps1UtnDzXiJjdPz48Welymf7Gvw8D+m3tu2msoe5735oLkyVx/Y1WWijPV8E37Nt205mT+Zb\naVMsCCV6nsoGH9Xv/1QccyjCBZJDuNlmGhFiCiVp1guDshDRYZwuiOL9gY/9tP1EHQrhq7af\nPW2JaDiaurb7kFHdtfuutl5MH7bNN8Z075foOz19CAtQ1XkhCr6iKfNRbwruzuBmr0cPC241\n3Sj8FILabSp6kFXj6vcS6UOetn/K6R7R63p81B6j3vuZ0fxsC4B2H5J648OaHh/9sWrLl1R2\n/LbEXo1vFGxTMciFa+qTSy5AYR3TElAb1GlrwgwkQAIkQAIkQAIkQAIkYJEAF0gWYdIUCZBA\nYAJcbAdGxgIkQAIkQAIkQAIuCXCB5JJuftvmjW1+ty+9IwESIAESIAESIIE+SYALpD7Z7HSa\nBEiABEiABEiABEiABEggEQG1sIaJxHlOnYD8h2NuJJBNBPhNZDa1ButCAiRAAiSQjwR4/xew\nVblACggsl7MjislPkVQHCeTu6ejoeFWTG6LvPAvdEcqay6G5W1MT0QHfg96iOXPmtCjqPg+t\ndxT1fKkn4O8B/8D1HpGjNiHC0CLXOvH24WOtFz0q/pKT44aGhubKysrFXV1dHzoRSGIUfDeA\nb2uSy05Og+tzMHy8E+NJjMLPbQhdvKiqqupQkiwuTj/f3d3d6MJwKpuY/+5EP3orVR6b19rb\n2zchCqP6GIUPEkL9XZu+pLKFvtOM/5kjY/SDVPlsX2tra2sA3zts201lD32oBnPg3lR5bF8D\n3zaEUr+rqalpq23byezJfIv5b7HMv8ny2D4Ptur3f7Z9oL2+SaAabsvCZWiOuP8+6pnJ/8KZ\n6fl5bI74yWq6I3CL1xdOdSdByyRAAiRAAiRAAkoE5B9Fy73s+Up6TmX4DJJTvDROAiSQhID/\n0zp/nyQbT5MACZAACZAACZCALgEukHR555Mab2zzqTXpCwmQAAmQAAmQAAmQQA8BLpD6UEdY\nv379dZI0XcZvp5etWbPmDE3N+vr6q/Gb4hs1NeFnNdJVypoj4WfN0qVL1cYx2F4Kzdss+mm0\n0AbbG6RdLeqmNFVXVzcGfmbyM9KUdtNdhGaV5hhF3+kPvcfhr+oze2jLc9Cmd6fjYfM62E6R\ncWrTZjpb4FoGXdUxCr1LkGyO0XRu9lyH5sOrV68+ySizhUzeGJXngVQ39KHbkS7SEo1wjJ6I\nNn1Uy0/RwVw0D5pTNDWh1Q/tuXzVqlWjtHRlvpV5V9pWS1PeVyRp6eWDjtqNVT7AynUf8JDe\nFEmafhQWFt6Eh6MneJpGN8Nh6wfNK2Bjalg7QcrDx2nQvSxImbB58TDrqdC9eezYsYPD2jIt\nDx8nI++1pvlt5YOfU6F9pS176ewUFxePQ5756fI5uK46RhGgQRZG1XhgeLQDX5KaRFtOQpt+\nJ2kGBxcw910G3WscmE5qEv2oZ4xWVFQMSZrJ8gX4ORls5XlP7W3BwIEDz9QSRZ+tgJ/qYxR9\naBZ8VFsgoe8cA71qBPsYo8VWdMC2HGmBpib6rozPyzU1sVgZhDadj4AUY7V0vfm22pt/VWTl\n3k+SilieiHCBlCcNaeIGJrsOSSZ5LeYRzU6L9kxMdUbhJxYs2n52YMI7jIhV3SZQLOWJoj2l\n6tJvNftuZH6iTdX6UWtrq2gdQVQlNU1pTGzqfL15SLMPyU1mzxiFv6pjVPgKZM3Nm3M1dUVL\nU8/HqaqLKLBdED6CvaqvWDR0as5FAjeKMQrZbnkfxV6Tr2jJvCttq7LJ+PTGqIpePohwgZQP\nrWjoA+bXRZIMs1vJhonnQswBP7dizNAIQuveBz8XGma3kg1+zm9ubl5mxZihkZkzZzYga/nc\nuXPbDYuEznbw4MGHsB6bE9rQVwaMvlVEyNmF0q5fFXP7asuWLS/Bz4luVXpbh48Szveu3lfc\nnJk9e/YBjJVyhLrd5kYhsdWdO3c+gyvfTHzVzVmE8b0fH2JI9ES1bdq0aW9DTPi2aYkeOnTo\nYctj1Kjq0Bw3Y8aM3xlltpAJIZJfjmKMYi66HmP0MQsuGJmIaoyi776GCp5lVElLmWR8yji1\nZM7IDMamLFbKp0+frhaiHuNkuzfv7jeqpIVM0FO//7NQbZoggQL5XXyuhfn+9wzaTX6aIH4y\nzHcG8PKsyD96feH0PPOL7pAACZAACZBAXyTAMN99sdXps1UCRt8aWFWkMRIgARIgARIgARIg\nARIwIMCf2BlAYhYSIAFnBLhYdoaWhkmABEiABEiABDIhwAVSJtRytAzCZz4gyUL1jW9qodco\noaEtaBqbgOa9SDXGBSxkRPjMp5HUnh2RKiP6zunwcx/28rW2yoZwqLdCs15FLEZEwrBKu8ac\ncvoSoeknoT0/ciqSwDj8/BH8tDFGE1jvfaq2tnYo9JrRh1QjZMHPWdB9pXeN3J2R8QnNp9wp\n9LYMvdOQVMco/FwATfUxCt1dGDdqz+3Bx3OjGKPQfQG683q3tpszNTU1Q6DXpD1G0ZaV8HW3\nG68SW4XeCswNqs9JS6ht6O6DbnniWtk/i/YcDc1mmX/tW09sEXq27v8SC+Th2f556BNdSk5A\nLc6/XwVETZHnjUb6x0p70VP1FUEaRsFXVT8RZagEmmXt7e3F8FclAg/0hKtNP40W256uWqS1\noqKiMrSp+rNynp9GTGyMpWHDhg2CZgnCzkooYbXN81N1jOIB8FEYM6qaANozRrGXDzFUxmhE\nfhZgvBwHvqVanQh6ZehHx2np+TrSd4Wxf+x6X1paOggapQjzLSH51TZpywj4yvvoPjUnIYQw\n6sXQLMPLEi1d9J8R8v4t8y80W5R01fqskj/OZfgNknPEeSugdhOXtwTpGAmQAAmQAAmQAAmQ\nQNYR4AIp65qEFSIBEiABEiABEiABEiABEoiKABdIUZGnLgmQgBDgN5HsByRAAiRAAiRAAllF\ngAukrGoOVoYESIAESIAESIAESIAESCBKAlwgRUmf2iRAAiRAAiRAAiRAAiRAAllFgFHssqo5\n3FYGkVq2ulVIaH0TorV8nPCKo5OIbrQNvn7myHxCs9B7Fxe2J7zo6CQij+2Gr2/u2LHjc0cS\nvczCz/dx0kZ0N/+ndf6+l1bciUYc74k75+wQfn4C4284E0hueCu0TZkkt2J4Zf/+/S0lJSWb\nu7q6/mxYxEo2uLgDffctK8bMjWyH5mHz7OFzws89MkYbGxvbw1szswBNGaPq0d2guRHRuT41\nq6WVXDJGX7diKYARtGcD0gcBioTK2tLS0lpcXLy5s7NzbyhDwQvvQpGNwYtlXgJc5X30w8wt\nZFRSoktuQt9VC2mOyLN7Bw8evFnm34xqnEEhzAtR3P9lUFMWIYGjCVTj8AiSWkz8o+UDH8mb\nw8OBSxUUzEIZ8TOKN+8MqssiDgksgG3pC2c61KBpEiABEiABEiABHQLy7wzkff18HTm3KvyJ\nnVu+tE4CJJCagNq3JamrwaskQAIkQAIkQAIk8AUBLpDYEzQJ8GbYPe2nIHGLexkqkAAJkAAJ\nkAAJkEB+EuACKT/bNaFX69atO01SwouOTq5du/ai2tpa1Z8O1tfXn7JmzRrVn25Bbxx0T3aE\nMaHZurq6IrTn5XEXz8Dxf4s7Z+0QmiegTSdYM2hoSNpT2tUwe+hsK1asGAQ/Lw5tKKABGZ9g\nfHrAYqGyw88rly5dqvpesHLlylL4em6oigcsLOMTbCsCFguVXcYodK8IZSRg4ajGKNrzEmjL\nT2xUtqjGKOaiiRgzqj8Tj2KMSlui716q0pieCDQrZJxqaoqWvI9iDuyvpSvzrbSplp7no/r9\nn6Z/LrRU3xRdOECb5gTwkN7dksxLhM8Jvfrhw4dfFd6SuYWioqLbEcDg++YlwueE5jIEo7gt\nvCVzC9CcAL4v1tTUDDEvFS4nHhauhp8PhrNyVGmjbxXRnvdJux5V0uFBaWnpxfDzFw4lkple\nMmDAgCXJLto+LwsV+PmbiooK1Q8Uhg4dWoW++6Rtf1LZk/GJ/rssVR7b16BZiX67QXmMzgPb\nH9v2JZ09aG4A3wvS5bN1HcFFJoPvL23ZM7WD9nwEvt5omj9sPty8l8gYHT9+/FlhbQUpDz/P\nQ/ptkDJh82Luux+aC8PaCVJeFtpozxfB9+wg5cLklflW2hQLwrIwdoKUhY/q939B6peNeblA\nysZWcVQnRIjpJ8mSeSM7GJSFiA5jlNdSvQo8P7X7diF81fazx0dEw4nXjT+2hVbsFIKvNltp\nU1Vdbb2YBlL1E32npy2xAFVt0yj4iqbMRzGsnb/EzV6PHhbcarpR+CkgtdtU9CCrxtXvLNKH\nPG3/lNM9otf1+Kg9Rr33M5fvJb24afchqQA+rOnx0R+rvSrl4ITfltir8QVbm/d/Dqhkn0m1\nrxSzz/W+VyMMkJ8iSYQRtQ1y93R0dLwaJ+h0UsDE/ix0R8RpOj2E5nJoqoUJFWew8HwPu0Vz\n5sxRCxUKveeR3kHS3p6Avwe0RHFTsglvXou09Hwd+Fjr3Zj4p5zuGxoamisrKxcjzLdqaF3w\n3QC+rU6dizMOrs/h1PFxp50ews9t+FR8UVVV1SGnQkcbf767u7vx6FPujzD/3Yl+pBa6HaGS\nN2GBrz5GQVK+nXvXPdEvFNB3mvFzLBmjaqHFRbmtra0BfO/Q8lN00IdqMAeqhjMH3zZ8S3dX\nU1OTWhhsmW8x/y2W+VeLL9iq3/9p+Uad/CaQi2G+H8mgSapQRhZoqjcpGdQzl4vIYvRfc8AB\nP8z3uByoK6tIAiRAAiRAAiSQmgDDfKfmw6t9gIDTb4D6AD/XLrJ9XBOmfRIgARIgARIggbwl\noP773bwlScdIgAQyIcDFXCbUWIYESIAESIAESMAZAS6QnKHNPsPr16+/TpKlmhnd2OK308sQ\nFlVCT6ttCBN6NX5TfKOaIITgZzWSarQ+6I2EnzUJQjQbtU0mfCTsKzRVo/VJPeHrDdKumdQ5\nkzKILjQGftqM1mdUDWhWWRyjaTUltC30Hoe/qs/soS3PQZuqRtQE2ynQlJ8zq20SpQq6icao\nszpA7xIk9TEKzYdXr159kjPH4gx7Y1Q9Wh/60O1IF8VVx9lhhGP0RLTpo84cS2AYc9E8aE5J\ncMnlqX5oz+WrVq0a5VIk1rbMtzLvStvGnnf5Wt5XJLnUyDfbXCDlW4um8AcP6U2RlCKL9UsI\nZXkTHo6eYN1wCoPQlP87MjVFFuuX4OM06F5m3XAKg3iY9VTo3jx27NjBcdmcLZDg42RoXRun\n5/wQfk6Fttr/jUC4Ynk2ar5zx3oLqI5RBGiQhVE1Hhge3bsq7s6gLSehTb/jTqG3Zcx9l0H3\nmt5X3J1BP+oZowjrqxaKH35OBtuZ7rxKannBwIED1cLFo89WwE/1MYo+NAsE1BZI6DvHQK8a\nwT7GJCXv4ALYliPJs6JqG/qujM/4/+3nVB+LlUFo0/kISDHWqVCMcW++rfbm35gr7l7KvZ8k\ndwr5Z5kLpPxrU3pEArlEwNliLpcgsK4kQAIkQAIkQALZQ4ALpOxpC9aEBGwR4KLDFknaIQES\nIAESIAES6HMEuEDqc01Oh0mABEiABEiABEiABEiABJIR4AIpGRmeJ4HcJCDfHuXCN0h+Hf19\nbtJmrUmABEiABEiABPKOABdIedekag7xxlYNdWAhtk1gZCxAAiRAAiRAAiRAAl8Q4AKpD/UE\nRKTpkKTssmh2Kmt2RuEnospp+9mBqDSHu7Ep8rXdnqaLOem3mn3Xtp+mTSRtqtaPWltbRetI\nV1eXmqYHQp2vNw9p9qECmYdkjMJn1TEKPVU/pU29OVdTV7Q09cRN2VR1Ozo6uqB5BHtVXxHZ\nrVNzLhKwUYxRyHZ7Y1STr2jJvCttq7LJ+PTGqIpePohwgZQPrWjoA+bXRZIMs1vJhonnQswB\nP/eMmd4Mh9Lu7Oy8D34uDGUkYGH4Ob+5uXlZwGKhss+cObMBBsrnzp3bHmfIGeeDBw8+hPXY\nnDg954dtbW0LpV2dC3kCW7ZseQl+TtTS83Xg42KMl7v8Y9f72bNnH8BYKa+qqtrmWivW/s6d\nO5/B8Tdjz7l+3dTUdD8+xLjFtU6s/WnTpr2NY+HbFnve5etDhw49HMUYhea4GTNm/M6lb7G2\nGxoaXo5ijGIuuh5j9LHYurh8HdUYRd99DX6d5dK3eNsyPmWcxp93eYyxKYuV8unTp7/lUifW\nNsbJdm/e3R973uVr6Knf/7n0h7b7DgH554VHkIbmiMsfop7/M4O6yj8pEz+Pz6Asi5gRkDe1\nh8yyRprrVqhLX1D9H1mRekxxEiABEiABEshfAgPgmryvn58PLvIbpHxoRfpAArlLwNm3XbmL\nhDUnARIgARIgARKIkgAXSFHSz21t3thmb/uxbbK3bVgzEiABEiABEiCBLCfABVKWN5DN6q1b\nt+4BSTZtprMFvcb6+vpL4/I5vYGH5r1INXGaTg/Xr1//NNJdTkXijNfV1Z0OP/dhL19rq2xr\n1669FZr1KmIxItBdLu0ac8rpyzVr1kxCe37kVCSBcfj5I/ipNkZra2uHQq8ZfWhMguo4OwU/\nZ0H3FWcCCQzL+ITmUwkuOTsFvdOQVMco/FwATfUxCt1dGDdqz+3Bx3OjGKPQfQG685x1mjjD\nNTU1Q6DXpD1G0ZaV8HV3XHWcHkJvBeYG1eekly5d2h+6+6Bb7tS5GONoz9HQbJb5N+a005fQ\nU7//c+qQgvH+ChqUyB4Co7Srgqgpx0JzpLKu6Kn6iiANo+Crqp+IMlQCzbL29vZi+OtH4JHF\np7MFKPSEq00/jerq6apFWisqKipDm0rfVd08P42Y2KjYsGHDBkGzpH///sfYsGdqw/NTdYzi\nAfBRGDOqmuDRM0axlw8x/DFqiimjfBH5WYDxchz4lmZU6QwKQa8M/ei4DIqGKiJ9VxiHMhKg\ncGlp6SBkLx0wYMCIAMVCZ5W2jICvvI/uC135AAYqKiqKoVmGIiUBioXKiv4zQt6/Zf6FoZZQ\nxswLq/VZ8ypld04ukLK7fazWDpPAVksGg9zAbcJE8LElXSMzeOPcBl8/M8psKRP03oWp7ZbM\nGZnBTe1u+Prmjh07Po8rEKR94oqmPoSf7yOH+sIBmo1Ie1LXzt5V+PkJrL1hz6Kxpa3QdtZ+\n8bXYv39/S0lJyWZE5fpz/DWXx3BxB/quWtQoz5ft0JSQ22ob/NwjY7SxsTE+0qSzOkBTxqj6\nwgGaG3Hj96kzx3obljH6eu/Tbs+gPRuQPnCr8pX1lpaW1uLi4s2IcLn3q7Mqr3ZBZaOKkicC\nrvI+KkGgNDf54GIT+q7at2X4UHPv4MGDN8v8q+Uo5gVb939aVaYOCfQQyLUodjtQ68cyaLvr\nUEYinJyQQVkWMSPwe2R71CxrpLn8KHbnRFoLipMACZAACZAACdggIN+UM4qdDZK0kdME1D7l\nzmlK0VSebRMNd6pGQ4A/HYmGO1VJgARIIG8JMEhD3jYtHevDBLhA6sON38dcl2en5KcxZ/Yx\nv+kuCZAACZCAQwJcIDmEm22mEcVEIiqdplkvRIa5SDNSi/iGqHmnIAKP6g0T9MZB92RNtohq\nVIT2vFxZ8wS0qc1/7mq0mJP2lHbV8nXFihWD4OfFWnq+joxPtOvp/rHGHn5eiUhOqu8FK1eu\nLIWv51rwTwKUSN2HpLMl4xNsK9Lls3ldxih0r7BpM50taNoeo+kke66jPS+BtvzERmWLaoxi\nLpqIMaP6jFcUY1TaEn33UpXG9ESgWSHjVFNTtOR9VKLZaenKfCttqqXn+ah+/6fpnwst1TdF\nFw7QpjkBPKR3tyTzEuFzQq9++PDhV4W3ZG4BEchuRwCD75uXCJ8TmssQjOK28JbMLUBzAvi+\nKGFg40oZLTriyhgd4mHhavj5oFFmi5nQnvdJu1o0mdIUIkddDD9/kTKTm4tLEK1qiRvTva3K\nQgV+/gaRnFQ/UBg6dGgV+u6TvWuU8Zm0fV7GJ/rvsowVMigIzUr02w0JxmgG1syKwMd5YPtj\ns9z2ckFzA7QvsGcxtSUEF5kMvr9Mncv+VbTnI/D1RvuWE1vEzXuJjNHx48eflTiHm7Pw8zyk\n37qxntgq5r77obkw8VU3Z2WhjfZ8EXzPdqPQ26rMt9KmWBBK9DyVDT6q3/+pOOZQhAskh3Cz\nzTQixBRK0qwXBmUhosOkvXmxWSf42E/bT9S/EL5q+9nTloiGo6mr3oekb2j3XW29mP6vyhd9\np6cPYQGqOi9Y5Gvc90VT5qMY1s5f4mavRw8LbjXdKPwUkBbb1KhdRA8Z1bj6lZI+5Gn7p5zu\nEb2ux0ftMeq9nxmPLxsQtPuQ1Bkf1vT46I9VG36ks+G3JfZqfKNgm45Dtl9Xn1yyHQjrRwI5\nTkAmXLVJNwQrv47+PoQpFiWBnOjzbCYSIAESIIEcIcAFUo40VBZWkze2WdgoXpXYNtnbNqwZ\nCZAACZAACZBAlhPgAinLG4jVI4E8J8DFXJ43sJJ77EdKoClDAiRAAn2BABdIfaGVs8dH3sTo\ntAU563CmSvYQYJ/PnrZgTUiABEgg5wmohTXMeVL54YD8h2Nu+U+AN4v538b0kARIgARIgARM\nCfD+z5SUl48LpIDAcjk7opj8FEl1kEDuno6Ojlc1uSH6zrPQHaGsuRya8g8r1TZEB3wPYovm\nzJnToiZaUPA8tN6xqGe6mHsC/h6wqJvSFCJHbUKEoUUpMzm4CB9rvehRDqz3NtnQ0NBcWVm5\nuKur68PeV92dAd8N4NtqQcHvP/4+qUlwfQ4Xj0+awcEF+LkNoYsXVVVVHXJgPpnJ57u7uxuT\nXXR1HvPfnehHb7myH2+3vb19E6Iwqo9R1ENCqL8bXx9Xx+g7zfifOTJGP3ClkchuW1tbA/je\nkeiaq3PoQzWYA/e6sp/ILvi2IZT6XU1NTVsTXXdxTuZbzH+LZf51YT+RTbBVv/9LVA+eI4Gg\nBKpRQBYuQ4MWjCj/Dug+noH2t1BG/Dwhg7IsYkZgI7I9YZY10lzfg7r0hXMjrQXFc53AsXBA\n+tF5ue4I608CJEACOU5A/lG0zMfn57gfPdXnM0j50Iq550PaT3tzz6WMa1yEkpdmXJoFSYAE\nSIAESIAESIAErBLgAskqThojgcAE5JOW/0IqCVwycQFZfObSAjSX6pqYOM9mAwH2o2xoBdaB\nBEiABPKEABdIedKQJm6sX7/+OkkmedPkMb4ZwW+nl61Zs+aMNPasXq6vr78avym+0arRNMbg\nZzXSVWmyJbo80DsZ+HlA6I2EnzVLly6NH8fG7ZOoQqnOge2l0LwtVR4X1+DrDdKuLmwnsllX\nVzcGfj6Y6JrLc9CssjRGjaqJvtMfeo/DX9Vn9tCW56BN7zaqpKVMYDsFmvJzZrUNXMugm2iM\nOqsD9C5BUh+j0Hx49erVJzlzLM6wN0bleSDVDX3odqSLtEQjHKMnok0f1fJTdDAXzYPmFE1N\naPVDey5ftWrVKC1dmW9l3pW21dKU9xVJWnr5oBN/Y5UPPtGHJATwkN4USUkuOzldWFh4Ex6O\nnuDEeBKj0LwCl6YmuezkNHycBt3LnBhPYhQPs54K3ZvHjh07OEkW66fh42QYvdaiYaPFHPyc\nCu0rLeqmNFVcXDwOGeanzOTmouoYRYAGWRhV44Hh0W7cSWwVbTkJbfqdxFcDnfX7j79PWhhz\n32XQvSZpBgcX0I96xmhFRcUQB+YTmoSfk8F2ZsKLbk8uGDhw4JluJb6yjj5bAT/Vxyj60CzU\nQm2BhL5zDPSqEexjzFfeu38FtuVIC9wrfaWAvivj8/Kvzrh/hcXKILTpfASkGOte7QsFb76t\n9uZfFVm595OkIpYnIlwg5UlDmriBya5Dkklegzxpb0g8G6LZaWDPZpZOi36a1qsDCxZtPzsw\n4R1GxKruuEqatk1cMaPDKNpTKib91lbfNXE0Mj/Rpmr9qLW1VbSOIKqSmqYH3zbftH3em4c0\n+1CBzEMyRuFz/Bg16YOZ5tEeKz319OZcTb6R+AlnVXURBbYLmkew12RbgEVDp+ZcJJ0oijEK\n2W5vjGryFS2Zd6VtVTYZn94YVdHLBxEukPKhFQ19wPy6SJJhdivZMPFciDng51aMGRpBaN37\n4OdCw+xWssHP+c3NzcusGDM0MnPmzAZkLZ87d257XJG0N4tx+Y0PDx48+BDWY3OMC1jKiJCz\nC6VdLZlLa2bLli0vwc+JaTNazgAfJZzvXZbNJjU3e/bsAxgr5Qh1uy1pJgcXdu7c+QzMftOB\n6aQmEcb3fnyIcUvSDA4uTJs27W2YFb5tDswnNHno0KGHoxij0Bw3Y8aM3yWslIOTCJH8chRj\nFHPR9RijjzlwKaHJqMYo+u5rqNBZCSvl6KSMTxmnjswnNIuxKYuV8unTp6uFqMc42e7Nu/sT\nVsrBSeip3/85cIMm+yAB+V28hEbMlTDff0Rd/yODdvqW5+eJGZTN1yLycwJpe1u/f34dtp7O\nAVh+mO+8CAeaA7zztYrHwTEZP2o/ecpXkPSLBEiABEISYJjvkABZnARIwC0BZ98gua02rZNA\nxgTY5zNGx4IkQAIkQALxBPgTu3giPCYBEiABEsgVAlwY5UpLsZ4kQAIkkEMEuEDKocYKW1WE\nz3xAUlg7QcpDr1FCQwcpEzYvNO9FqglrJ0h5hM98GinMsyOBb/QQfed0+LkPe/la29/ETmBb\nfuF0e4RDvRWa9enyGVz36+jvUxaRMKzSrikzWbyI0PST0J4fWTRpZAp+/gh+qo3R2traodB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1NUOg16Q9RtGWlfB1d9D6hskPvRWYG1Sf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\nSPaF3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QKTsGysBQWW3L4xc43gVmASzPRXhWDkg33njj/W94wxtwFWO16xLNvLac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\nQT2QLS10HhsbxzzmSHhJrajyfuxjHzvx8Ic/3NhIs5+oa+OJFfsUcR4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551LCRlnk287ZQX65MaHgK/qgzfnl89HjyScaJ6o6ts/loyU7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\npJiD3OhIfyvcbR2xwB6syhi55hvFDWrdc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XcowxmANbZd9n8ziDA2HY/AghkBNs8szissGPdDeb1K6HcNZTEc+PWC01deFbxTB1MuCnzN\n4ZeqB6m+QRX7zVVjeacayJ+oyo0N/DNVX1HzJ9X0n0W/UfPGqDmxbC17EY26fEG07Ye5P5TO\nnxx9Wvw5qh9UZaOJ339V7Vf+TUpwpcpr0NlYRd1xat+tumYt30iUMfwP1b/Vsr+LUlh0saXv\nFDYttF9AQ4V2aWOBjvG9A6ZQeIq4TZJfqfavkmxBN3kT4u9V6dPqQwR7lbD04Suqp6tStlBd\nUfVA1VNVXU4QwzGe7fJhOTx3CKdHCXvpEPgSlHP/9pKij2yudD7/umxYvljjrws+txTPeLv4\nmLWdLxcJ+AmDF2PKZvatQ/ZvNeE5Hp8a0u7+hLM2kfPmHZJ4izB8Irm8KjZch6DDXBM/V9s8\nRnSYwu83icU6/kAtdynx2b5p83jyptc9VF+pyjhR36W6qBdu6ljXx2XhjcCyCsX5scnCC7ng\nIi214FyPPY9HoO8IDPMEignnwuaCYjrVmpjgAuFiPNT8W6wMMkRsBCnGmVoW2xUw/Ik5ZFzU\nBZNObPaFkfOMDjyGptb9u5ma2l/MybIErcahTUecrKOdZdnngmh7PIaJXcr1+0rONw9xHIfx\nO0z/7hkGXGNnmkvs1wjhRzbhE1XGd1x6R2Amx/P+Opa9PRiu1bW/4Ix1P93uEnEYbPRnO9Oo\ne6DwHq/ZzNdrLA85GJs4Pgsi3mzmbl8xZ8vGdDwCnUZgfIPUaZiWONCCXFTsG2q+3wAbY7zb\neYEedINkvO0d0xcB6LGqV1shyic20W9QVax90rBf06jLdqO0naf9Q807ltt8+hGL5b5BirYR\nB29slltX0pdkJfvZktEP32gMGxu8a8wHmccxymebv1MOnXtX38P2MfsdxT7aRD777tfmk6+t\nA8B+TINqiWJH6b9tTB9IA9YlZzBUfxWUecLGnDps6RKv5HNUu5KvhS3z2j6bcb0elsbFutmM\nN9u+yLuU+2zHGftbTEdgfIO0mB7YUreOPfbY11NLuiCb1QVF353+9FFHHfXk5H8mMbwwm9q1\nb2Qm3/72tz9n0003RQ7GsUyNN/UFGD1ft4o3SB9VezvVttJclDbffPOHb7HFFu4nX3WLv5cp\n2bflA7ak4wYJeaNbeeWVJ/bee+836LcVeSzwQTHWtMlXujabyrDlz6S+r72Bvq/97qQfxVdy\n0b+p8+gtRx999Gtq1NtEv9HfolXrsSgBmn6stdZaD3nf+963QQk0Q9lBsm/9ypHGdus0R8m3\nX85d0mm1/9jHPvZgxfv6d7/73ZWTo1abhHOzC77B6Fg+S8d0TxvXtNEn+aw0NbabKeYOs+Ks\noxON62qKe4DGOV5rZ9LP5hxtS0HxXqKa52gbfNbkirnvEUccsWbBYdf+gjOWr6E+XNXr8zS3\nGtu1FZPfA+ViH1k+K22dQ+9XfeGsOOvgpM8cjda+PkTZjPi11157uR133BEfpfEceB6OElxr\n0dt1TPn98GyVUu7Z94N0PL/27W9/+xFZsaDarLesuxzbBRUj++W6Qs3ycbt9BOKi3Y4aaxaL\nEdCP9DajLszOLLXUUttrA79RiMmCFWtQFdm8wLkdN/sY8mlPVdZff/2nP/e5z4U3th/PhaWt\noPONV8bg2xeJScVbWT92X0cy5Cy0v1OdzZL7O7HGGmssvd56673wIQ95iPNoi+dxiDjLsg3y\nVt2GG274FOm3SkZt+AQbvalz6NU6l15ee+CrWzfX/DCx3bc2m2Z81llnnZWe//znrz16xq2W\nnKfXtmonJkpztC3fPm56VPTLT+Z7FDpnuTHaQT8YfmyPorcx0/j21vjRsdxYx/RNVgTaYIJs\nVlitfZsqbuvN6awESU6WWWaZJ6ifO26wwQb8tsaFPo7az4F26ueLFfPfHGwh0p21FrE+5DIw\nZxnkMaHNg6bWonN2A/XzHQVAl3gFs27HROcQv3FdaDdIOncepng7LLvssv3Wo2nXh1IHh5Hp\n2rLqK17xCkzysUHWrJU0Zqvo3GV+DnrpUNdwpbyn2epm5aE6pu/QCz+eOE25gAT1ertDvf4u\noCi9btn7UXul41a/ERjfIPUbncVMp4vJPdQB3eq0qAzwEdXELD0FHOYiFrFemE0dq7mR0SKg\nl8RU9z2xL/Zhart+N0jGtNHmoqS3RhHU7UFj3ObP8pwjcufZ6IinvuqlP/PyWDQYO6yp80Of\nbRK02Jynfs4tHM9RfBUD9BEypnFcR43psTF1yJ4x0diWxtXYBUnv0THN82XUvg7M88477yQW\n526OmcdnkK8ueDCubevCoDgj6+vzNp5DI/vqash6yxwV3nMP0y5j1Raii22eK22+ZlVOX+Ww\nNL5dcs65dLHJ8Wxjmn22tY03bcNZnuNavkCo3gLL2j8pWhpbx/T1we0ZU63192pdiH7i+CyQ\nNWkBzNGYc+xL5KvrqAT9xjfiZ4MnVrNRmQ2Hg3wwP+s5Ogg61tcjML5BWoJOBa2vu1MXZpe1\nOXiBFtkfhpgsWK5B3MrmBc7tvED7Bmlyn332+d6BBx6IQ2MzH4P1XAGiogPvHCa//OUvX/nV\nr371p7KJMTu46AypLpLR/2WXXXbPxz/+8Y/pmDZ5JG/OxW838ibtC8Lx/5tKxTZF3b777nuC\nLpxvDkrw/WwCdHT2rrvu2kWvhv548OCYpkHVyvL2vv9q1YabRr3O/KYPfvCDP++DXSAq9ZHX\n+e6WnA/Tx2RaNX1+TNNtu+22t+n8WVdfnbw4KeO8GCZ+Pyy6Sq9X1H9L/KtSzAXa1Gt8P6W7\n3ncu0CDJ+Wtf+1o+7WR8vT4lROemx7X1WNrT7bffvm+ao1YtUKqYT91yyy1/WQji3AuqRtSc\nG7VkoI1ekXy6Yj6z8TCfGWg7H9rDdbLTWvRGzdH9eywXYKPPHI1RvbZH2Yz400477cp3vat6\nWV1pXAaeh6MEZ34yT0exLdiQdyn3HqjmJjcr6+or8lwfFkrRPLmkXnf/tlACKojiLfT938Lq\n2zjO4j0CfC+eiTzMK00X1IhcLsddXr89any/+vcKOai+4DzAERu3D6j+QvXrqmyqGKsXq8by\nVDWQP16V3xLBr6/K17LgV63p/xU9qOaRj/q94x/Idj9VyidVf6O6q+olql0KX1Mjfqny+wFu\nBqKOCzI/XF69lm8oeqkqx+rqWhYXW2z/VZXCb2lor0djQCGvtt9PIc9f3eF8OWWAzwWh5rsf\n9Gm1EZx/STanJrsD1OYlHS7Hi6He3+V7SuD8GSZxnOw5d4YpzxDY599fOxh+vsb3+/rgmcKw\nkWMul8oFEv53SbGYybhZ2m7IPq0iPMfjI0Pa3Z/w/6hz9jrUL5dtpfyz6nK1zWH9wC26z9S2\nrJHDFL5+ytjGBzDD2C8K2CuVxEzXidyPPSRgXDguH1TdrG4je7Pqol5+qgS/sqgnuZjlt6z6\nw/mxyeLQr6UWh06M+/CAGgEmD8V0qtX+N+PcnpdMvAGMcmMTtKcZn5T3KDo0HIs4XWJ1cNlA\nsr/qq1ApjjHOozFuYbriWsyrPjpmxJRkUb8gePdltmLjxz7Jl/Zs+cbfTMpM8xjF/lwlfEWd\ndBf7rhhukOI453Hp4ifbPNDa9HHUfvYbu0VtHIbp46+VPJ9s28Z0lD7NxHaUeIuCDfNqtot9\nlsbTutmOOZv+yPuBNF9ms+9jX7MwAuMbpFkYxMXMBYtKaUGczW7av+kg3xHnBS8v0FfJyWtV\nrwnOsLOt7dw2LP/2wvIuNOZgv6aD7PvhSjrfyEUdPNV9yzGNNY35Zqzb9ul2pMSxryyP7YXB\nOw/TYWK22bSN4zC+ZxtLrm35do01Sr+IySc6s10OksMHwj+ZnO1+R38zOZ4zsY05LEy+S85z\nlBA3SC5dbIw1HcUGW9uZ2t8Difr6MJs5+3pRGpdR1pTZzK2rr1LuXW3HuCV8BMY3SEvQCaDX\nZ36OujC7rHgX6JW+Lw0xWbBcg7iVzQuc23mBps1XiSY/8YlPbL3TTnzzrLnw9eNHvbD8Q06b\nN+ftscceT9p1111fQqAFVHyxatw/5jGPeZDewPM5vSnLY+GxaTCJmeYj6Qc179lzzz1frmN6\ndAIOipvgwzd5DavifjRYus9BNBSbc6bd+HzmM5+58qGHHjpbb1PqnJj6+dnCHM25dvZXA1vt\nDzvssBUU71ZemdzHaat9sOmK4et656mfr1PcnwX7Bc7qFbe7KeYhCzxQCKB4T1K9WePLV09c\nuoyVsaa2ac5RKzJVP3dWzDxHM2zW24p7nf6lwzMLjp17QdUqGmijPj5PMXkwlstA22xQtzvZ\nKe7xivv2Fh+zLj7ggAOWV7xbBsxR1vZO+XdNcJNNNnnUIYccAhy/2ffA8xDDYYvG9hCtDbP1\nO+lS3tNS4lXbinuz4q47TbmABDqej1XMW1l/F1CIaW4Vb6Hv/6Yl8QATPPgBlu843ZmNwKi/\ntxk5qt6a8kgZPzw48ELbafEKdma9MJta3lC9rnOlhz2MN6NWG94Yr8EEZtQbJH43xo87KZMr\nrrjig/UD++WnmjP+65yjI/LsGTP90HM3vfr1mKWXXnpSsSPWvP38f/beBc6OqkoX706n8350\n58VDCAohQhODIPI2PAQHUDThEWFkQhhoQBTmCtwhgAMBxz/x6h1U9EocNRANOCEvRHEkKMoo\nCsQIERIIEIRAQoCkyaPTSaeb/L/vULutrq5zqmpX7VXnnF7799tdVbvWWt9a335U7TpVu802\nzgTJyBob/u0Rhx9++MUoONhfiP1SOgFRu0O0I7Zdf5AG02yTGA7T4YS360N6/I+pfoMGDeqf\nxGgWsl6c/CbCn4q2db9Qif2weAviaLcDgNmAZWcLHaaEjSxOdfnhxRkcj7rOZwEWtIEPwEdh\nOd8gZlAs6+MGxMrv5DhB6hovUoBEcpRTnDVYkGcM+G0MiS3SZxsd4I0At2NsdEN0WBTLT7Zd\nclzERubFjY2NA2C0EWM9l+QvlmyvY8Xs1YwcObJ/QwM/fQvlJe2YVAx3pDc2FDuftDyyTrGM\ner3XRwvBJgWwkUf7GY6+0sDxF/qtNjYsdMTarIVvZamiE6SyrJZcneKAEjmopPSQ9nmz67/h\njWPS71upm33jv1/elAVxStkJyvqP3/Ef+PaL4fhErHbNBXAztL+N/MqkSZPMDXzYxSrMjzC5\noDN+zoLn1mJQD9rlcRy7QVtpj9NiBuPgB8n+X9SD59P6m0Y/rS/kKjjpSuJPHPy4MlFyUeeT\n+F2usozRNs607T4PTpLEamTN1sZfW11bPRsfs9bhdawuY6OGD7P1m6+Edki/w3z3x6H7ykBR\nBnSCVJQaPeGIATNofQL2N8TAMPJG1AzMZmvKw7b+wTFM3kw6wnSTlvmxkuoG5cNsGV+5/ZeA\nQlhsfpG3cLAUucVfmOF+mL8Zmg81ZWK2wQ7T6fr1KBQt38IwfyU8yhr3d3D6KQnHyxwjDa9p\ndPOixcbnNDo2unlxkxUurwv+Bzyp7eJXFTPG0hY59fPqP5cay6EBv88OYdR0NTKgE6RqrNV0\nMQUHwnTWemqbAcu/mEJPqb+XGHlTYo7jDND+WIyevyzpL1jGh+DW2Ga5fz8o5z+OK2d0eAEs\npmO48J/nvjneiH1OSOOkxyB0dRxBn4zB9xU53zWxOQHCzYFT+wmc9tdjArVuomljiaNvZMy2\nmwPewZfDCrUsFgOGV7ONpVQmQjY+2+iYcG11bfUMbp5b2zchivqMtwWMzTBe8hjzi/pa5AT9\nDvO9iLgWKwPdGcj0iUN303qkDIQykHbQMgOzGbxDQbzCUoMjz3HSUY4pjKOi8eJmvug5i+De\nhM6PEuqV4jmhqdjiph3YYIfxGxs4B0GbGP1ukqs0r9j5bbncTxunS9+ytJ0mTtPus/THtS2b\neG10TBy2urZ6BjfPrYtrmeHDbP3xVUo7DPPdH4fuKwNFGdAJUlFqeu0JDiguB5Wk9oO+mOM4\nA7Qfy7/PyuUFxcUvSLTtItFfE3vQflh5WFlQL6vjOHWRFZaxkwemwZbepo11KxxOcwMVpy3F\nkYnDW1Z24mDlJcMYbeO01csjVuOr2SbxwUbH2LfVtdUzuHlu+ZAsU//xC5IZd8LsZvlQzhVv\n9NvE4ApD7VYxA/qKXRVXbjA0/NKwKlgWcvwayuJ8GxSiGlq0DAPtq74zNhMT/wBt9osO0Bs3\nbnzt1VcLkEbWwPM/rRsOHsH+neZE2u26detaOzs7+a3PnmltQT/oN032uMHFymMbsJLTn3fu\n3Fns14EwO6ncQxt6AQa4MqFJxMgcxxj3bfk/efjrlkkG02xNeSbbDRs2tL3++uuuvtkq5eMq\ncBysz7Qxcs37W8JAN2/e3IqVqpZ3dHS8HXbeVRlCXIO2K/090mpgit4wIc432UdXrlzZ9S8B\nwGma+oz0H5jso2Gru7mqTmP3cazOtc4c+LZJ4jWyZusz02OX16onfKVxdHzi3XapG0sf9bkC\n+cVu2g4PWltbt+NfOSzHSqW8vhRLPa4PxQTjlr/xxhsbV69eTfEwbiLbYVwcvxx4fRbHL/nL\nUu7HqVOuLrkMbTfL+56Sbu/YseMtrLa7nONvScEMT2JcMPc+GVpVU8qAewa4ZDQ7stia+O5D\nKorAlXb2L3q254m/oojfxPwemROa45HJ1TjkYulMnKDMvsgnePtcTtOkf8fOt8xBBttbYeO3\nyF9C5o18nDQFQvQxLF+O8pmBc/znmluQw9KTKKSdTb6TXLb6JN+xq13eKIj/zxVgHo3MmG36\nDP8X2K+QS6VFOLmklIDQuf8CDr8LyyP9DKDk2P+Ao5gfZ+PE35BfLyYQo/wZyIRO5GLoVpII\nvwn8p4QOD4U86+LKhHp5inNiTp8nJXCin6fzvQQ6RvQ2T5dcJU284edKlpWaHoLjWT9wuAA2\nWX+cJV2DfJp3zLJPIJd74hjPNqFJjgHTf4+Rg3SH1NedabWsDIQywF9+1oSeKV3IQZnJPLky\n2/dKu/8NynY/W1Pz5WBBymPiGcyUpgrqYbY6SmCEccEBipNLiRSG7xo3jKMsMV3bj+sr/SgX\nX0r5vBAnj0TmTZVtqoQ4bWPz66WJM4++5vfdZt8mXhsd41saXWOj0ralrg+2sfBazRTGZyW0\nw7/B9zgPdxijJmWgBwM6QepBiRaUGQPBwdkcm8G7lLuUNfKl5NKe8+OkxfsdnOHTwAsDTvF7\nqWIXpbDy5QF9l4dpY7bxbafHB28Mkqa4/saVS4qfVD5vPyTxJbGS1kNW8ozRNk5bvax8t7Fj\n47ONjvHNVtdWz+DmuY1zPUzqn7mukJcgN+ZcUpuS8pdJgilW9THQp/pC0oiKMbB48eIDmIud\nd1G+aNGi4+fOnWvzGpTfHf/gbAZms/XLFfaPPvroUe973/u47x/Y/TZ66KQsmDt58uQfjR8/\nvtR/Og9CFPPnUQi+HBTG8VLkf/CXz58/vw71+XGUFeXCL5/FPjD3RJ0eGrDlHH/BggUHLVy4\ncD8fLl8n+QAyJ0o2qRj/BVv9+/evPeaYY0baGE6jw/4JjscFbDjlF/V56syZM0WvBfPmzWtE\nrPzFSSyh/ewDbpvEAAHEPgrcUwKYJdteQDZ4GKlbpI8G7WR+jPo8Edh8xSaYIn0OKuA4UmfO\nnDkD0HZP8OkaHbP1nYrcpU4sPYxFhwFX9BuvGH3U5kFRSVKGDBlSO2HCBL+Mnx8nYxL7J/up\nH1Rin9dRjIFiPxhwvGWdSsRmMHhtYTbHuo1mQPSiGO2OSrhkAB/p3cjsEiNoG3gLhw4dyneX\nbZN/UKYNc1x0gD7vvPOmfO5zn/PL2mLH1Vtz4YUXfvYf//Efj/f5F1c3rtx2CPo/SK6pq6s7\nFPw+PGDAAMOJ2ca1mVgOHws3Y9GN232KxHSOiwUpbkW8wf/P9KrPjyS7kf5icjT66quvzuM9\n6hv69et3QyCYSH8D8rEPOVFBfT7U1NR0UIgSn0qznyXBjyU7ePDgqWi7PwrBdFaEOK9E+53l\nDCDEMDAnot0unT179qCQ00mKDK9Fxz1jDDFeAm6/aY6ltsBcCuxjQ/CM7yGnihZF6mBxkUng\n98EQC5G6ITosiqWH+vwOYp1exEbmxbipbWAfxWTl4BLGM/8F6ZOf/OQBX/nKVwgZxktkOyzh\na9FTGPtuA79XFRVwcIITbdTnw+D3ww7Mh5rkeMs6xYRwRKiAg0LEKH7/5yAMUZM6QRKlO18w\nrBBTyyzpBTplH6wOkxUmB2ozMJe8IACXYVI+bHDnuawT+1JWcdK3SL9Rl4X+i1gNJ1nHFGav\nj8H1nXSOT8wQXJ8LiXdL8uu1nyzrM66DYXGW9DWu4TA5rKRUaEOYgIZdC/4XdLigRdwU288i\n9RlbP65Dfjlicjzyl7nex81eAa+xsdGPmybOSN084iSPReq0cCoBzyY+sy2qSjyc9PNqZCN1\njWBgG0uPbcjDDqi7OcTqdYUYi/RRA8pfkGL5bxSitmi7u71xkHaDtp2M+SXaUJS71ufxsKYw\nzpu+am0ogaKpS2zFrjHgVvz+LwGHsbbUAABAAElEQVQlZSkq9pNiWUbfy5xCB/kxcnCgc8oC\n4G5qb29/LAVI0F9zXHSAfvzxxx99/vnnPw1MI5sCPp4qLiR3PvrooydBOu7qPsV8i12Oiedz\nwJvR1tbW7dW7eB5bS90PTa425k/FfPbLpN3/IeIttopfWts99P/6179uuv/++4Nx9pDLugAx\nzkVbCl40nfG7YsWKlokTJ16PZb5fConlFZS9hZw5Pm76luLmgL+KBlPmWAYAtN6H/T3MscQW\ncT6Pp+Izpk6dus2Hxxht4yw67vns349/ObDSdyyyi7H+WrQjvvpqkm2M1I/UxVLJyzDBn2HA\nfNtIXZ+szS5/neNy1CIJbacFr2Oxj75YArDkA8MSekVPPfbYYy9t21ZotmF8Zo5HR9CGZmMM\n5JgjlsBvG36lu27Tpk1iy2BzvMX4dz3HX6lAwa34/Z9UbIpT3Qz0pmW+k9YkL7h8kv0/yFz6\n9TBkDtilvg853ZPh/+s5ztvvj63rRD/jrhz3GcgyjmC+xXPy5sC5Uj/FP+zJbvR0JTcvAGyu\nJGAGWF+DjV9G2OHNNJf6zjvdCwd+k6MT1wD75Zj4fH3ttZiyYWIrUMh2X+1pPQIsvAOcINAh\nkOVYcXECnbxFL/d85pL8cVM9BBknJyFJ01ehQF2bsZ6/wFybFLCM5O+GL1kvzGOuo3xQxH9h\n8Q/I5Jf5KGRNykCQAV3mO8iIHisDDhngYOxP5jjOk1QjS33/vt9elvsSGGH+Gi7yws8LN4yL\nOGW8iR8eIVhOMeXtS974EVVVcadt+DQ6pq9XUtDG9yQ+2+gY+7a6tnoGN88tf9HJ2n/T1mg3\naNucyzNmxVYGnDKgr9g5pVeNZ8DAz2GDT8bO9mzxVSA+KdzsHZfacBAPDuyl5Mv5XKk48rxY\nhV08y5lH+nZHuTsY8C/v+g24U/SwVBstquQ7kVbfZ6qsd9PEmUY3L1JsfLbRMfHZ6trqGdw8\nt/wFLOtkXqML4yXPMSnrONWeMhDKQNgHjqGCWlj5DCxZsuSzzJKR4N3pWVgW9cAUmP8G3Uc9\nfQ7UW5G/jFx0gL7iiiuOPPnkk6lC+bDBnecyTYiz+eyzz+ZKYCJ4dB6YI/Hu9Gx8W1GUi0yD\nhDEswXoSMK8M2HWOj1gvBDa/KxNJ++yzz8Brrrmm2xq3EsDgdmpIH3XWpri0LfC+j9WUSv2i\nljk+6vJw1OmNIZxmjmUwwO3p7KfmWGLLVarYRwPLqPOhzypL/Mi+BrwTkYN91BIuvhow77j3\n3nv3DtFIUqdG1mxDzL1XBG7HAjPsVbxI3SJGY+mhDV2NfHwRG5kXx+yjZjKTGf4RRxzRcOml\nl9JeGC+R7dDGEYxFl6BO+WqfZKpFfd55zz33jJIC5XjLcZd1K4XJ6wqzFF414OgEqRpqMWYM\n+EjvdOaY4pmIYSnLi3EDf2gmxmIa+eAHP3jYRz/6UUpzYOfrVA8g70J2lhDjZHzsnmYiGOVb\nj4sUPmb9AHAvxYfKwY/6o2xZn0d9ToKy+TXP2OnhmzmR1RZxngnsU7OyF2UH/9NqGP6f1v5R\ncg7Oh/VRZ/yizXJi1IwPhvd1EEtRk6jLo1CnSb/DKWovzgmMfScD9zNxZLOSwbLXhT6KZX39\ny3xfBvu234tEtgXEOQncnpNVDAnsXIH/H8aHRMEU6XNQAceROmizTYiTXJpkdMzWlMfZxtZB\nGzoXBsUmSGg7w4DXjMU+xpYIhL8gxY6hhJ2uUyeccMLgM844wxwHbTuZIKHtsn9+3IBKbDFZ\nGYA6vQzXUbHx3htvm73xVyJMLoARdm0Rwa5UELHZa6USpH5XNAMc1Ncii/3yAKzghaQYgXHl\niun7y83Twyxt+u1H7Tu5WEaBOj6fF5fBsOhHnr4kxc/T1yB31XRseDXbSorNxmcbHcOJra6t\nnsHNc2uuAZn5cNxxx/3NM0bbwTE+eJwZrhpSBsqFAZ0glUtNqB8uGBC94OFpJvGyunAEfQ8e\n+/nKCtNvM8l+Kd+S2FHZcAYqhd+0fqbVD2evukrz7us2bNrUq42O8c1W11bP4Oa55S9IrtI/\nwvA6ZP9qhJXYDl3xo3arlAGdIFVpxfbmsLyJCikQveCNGzeO3xXMScl9MZ+LlRMu74tV3vgp\nKS979bz5LdX2siZPEitr3yXsVRI/xlezTcKPjY6xb6trq2dw89zyVx5X/vP/7QVT5r9YBQH0\nWBnImwH9BinvGlB8lwy4umCE+jxo0KAdOPGX0JNuC/O8gSbHojy7pbIsrefJb57YZVkZOTuV\nZ1+3DT1JGzKyZpsE00bH2KduGn1jJ6+ty1+QwmKqxHYYFoeWKQNFGdAJUlFq9ESZMWBzAavk\nC16Q/lKx8GLFXEomaC/L47xws4yhnG3lzW/e+OVcN1K+mTowWyncLHBsfLbRSetrHphpfTb6\n0r/o6ATJMK/bqmVAJ0hVW7U9A8OrZ+3MPc84LSGm0xXkgt5jtZYOJBZLDuLtWFUuSZxZXIzb\nEStg3+XF8Unk2xm04xRWnxI8s92KtV20n04S65jLMPOsU387YjvJoq2EYdVs376dWOwwfky/\nbBLsJLJh7SiJvt/HWPveOCTWhugUx1v2UexmdQMbp02K9hVDvndtCePXpl7j6ITFGUfPuGy7\nDcO1tRWp197ezovZbmzDuDX6BRlzkMUWK7vtCoxFfrNx2qFfPtZ+Hn0UjnV6fbQUv7H8TyBE\nrK4blQR61qLsn14ftbbR2xR1gtSLahzj6wxmyZAx8ByHmy/+3w+xdPvtt//kP//zP4kncbEs\nxIU4L2tpaZnlMMgesZxzzjkrgDd+x44dvDiuQb7NIX7B9NatW7/d2dk5LYDTw7fA+dSHbW1t\nV+3atevW1IZiGvj973+/4brrrns4pnhmYojxevSX6wIGnfF7wQUXbMGYMH7q1KnPBzD9h5nj\nr1279icA+JQfxNvPHMtgbNq06TbMeS83xxLbyZMn/xU45LctI7xIfrZt23ZHSB/NCL64GWAe\nctZZZ/0hRCLSZxudFStW/BaYhwV0bbCMiVi6GIvORx/9nlFyvY3ZR7OagHeFg7b7Rxwc3FXQ\nfcfJBIn9k/20O5TbI/RNTlbGT5ky5Sm3SH+3jn6y2ht34/zD+78rptjjvR9zChOqqgzkwgD/\neSEH58G5oFcG6KNw87sxXT0FcuSzf0z5PMTO9Hykn/4803PmpkD5EK88bPNjFM4LOyFQxhvr\nbwngSEOQz/ukQUPw6MfikHKpon8BUKnJk9+Pr+KAy+rbJn6/92Vb5SrXG4j4OE6cVUFxXub5\nnOQfLtd5Ov9uEScfoPBhkU3aCaUrbBTLRIcPVZ5w7MupsG+uVWMdY6n5ymSgn9dGjqlM97t7\nravYdedDj6qLAQ7m1ZJKxcKnh3n9GmwumNXCcznGUaruXfubtH7z9NU1F3naN7w6eXLvODDj\nexIYGx3at9VLq5skNhey/LV7kwvDRWxWYjssEooWKwPhDOgEKZwXLS1PBuJe/Iyc2ZZnNKW9\nSuI7L1ZJ5EsjJz+rF8vknCXRyLNuJf2slDiTcJK1bCVylMRnI2u2Sfmz1SNOGt2kfmYt/2cY\nZHaZaj3j/KWqxSWQ2lYGyoGBvJ46l0Psvc6HxYsXf4NZMnDgrVy4cOFJkphf//rX/+nzn/88\nIcUueEuWLLkbOfjtSKmwi/kWu3z+/PnjwO/Gfv34q7ZMWrRo0ReAuTCAVszngJj9IXDvBO7N\n9haSaR5xxBEj7r777jOSaaWXRpxfR5zBPuqM37lz5w4GXgva0tgS3meOjzjPBS5fmw2mzLEM\nAPsnMO8yxxJb4B2AvBH8ZtVJIx9GIM4rgBnso87DBe76BQsW+L8JSlOXkbqI8UhgvhIILFIv\nIJ/4ELgPAPeSxIqWCrNnzx4EvE0RfdTSenE11OVExLrBJ2G4/TTKWn3lme0C7y6MDaLfycyc\nObMvcDcCd3xmgUQYQn3uC8wWjr8RopmdBp74/V9mzudkSH9Byon4nGBHSeNi1ZTRwBwpiTtg\nwIBhSIQ0A7pzeCzSMAqxuoyzRyxYZagBmCNGjx79k9dff9323ftE3ACPbSgYZ+RNWyKQEGEP\nt9hKayEa6YqGDx/eH//XSvwbNi9O86SWQbDee9R9uuj+rj1kyJABwGzo27dvocP8/UzXnhNs\nL07R8QgfgI9CnxHFBIuFPootJ0hZrJIVWR85xVmDMXAM+G3sajl/34n0+e+iXXuROsAbgXY0\npksjXT8hXiQmsdh2ybEP1+luY2PjAAA04kHYcKdAAeOsywC/RsLleD/SGxsMlvNtU1NTPTBH\nAKjBOZgHgPYznNdvjr8ocjLZDIlFrM2GYFdkkf6CVJHVZuc0BoFVzHba1lrLMBC8aq1tobhx\n48a1r75agIx1wbOA6KECXp9F4eoeJxwW4KZ2A24S/tzc3Mwn8czOE+J8AfmZAJAEzyuBGXex\ngIB7yQ83bNjQum7dOsl3+o2TYX3UGb+bN29uRRtajlW53jYOhGwzx0cbWgMcsVWjvJhWI1b2\nU7GEON9kH125ciX/iXSaZOog8uaUfRRAXD1POj2OG791IaDG95BTRYvi6LwG7eDCBHH0ioHG\n0kV9rkB+sZiRrMtbW1u3A285ViB7K2vbEfbW4/zjITKxeArRiyxCnM8ii43znkN8cLEMbdf/\na1mkr2kEsPLsW6xTjr9p7CTRxbgQdm1JYkJllYFcGGgGKgcdsZ9bc4kyHSgnAN+JaeJkyDkb\nxGP6ECX2Kc9H+unPN3uK/xYo55OmckyccH+tHB1L6RNXBpyf0kYW6j+BkZ9mYcjSxhehx8lp\nnPQVCL0aR7CIDL+huLHIud5ezF8zOU6cXkFEXOr5/MEEPvfxdG5KoGNEb8FOmzlIuOUEltdh\nTcUZMKvYBd8gKK6hZ3obA/ylnONUVaxix8FIkzJQKQyw48VJceXi2FKZaAYin2pHmyg7Cbah\ncmlHefshiS+JVXaNLoZDldjXktSpkTXbGJR0E7HVo5E0ut2cqPKDSmyDVV4lGp4LBnSC5IJV\ntZk3A+/AAbGfy4WCLeeLkt5YuG0Eyq9bfivJeiW2BRufbXVs9Fj/tnqV1HbS+mo4Mtu09lRf\nGShrBnSCVNbVk61zWMWEKyodkK3V0tawMszxkiu10BusmrcJK/CcWNqzbM8C7xDg7pOt1S5r\nfO2oxwfeWNWoDvX58S4pgR1g7ok6PTQA5XzyBn4PAr/7BXCdHWKhj9pjjz12tDOAIobZP8Hx\nON9p3ow4vSFBfZ6KlZyKXQuS4sfydd68eY2I9UhfnM532T/BbZNzIB8A+yhwT/EV2e4aXs22\nqJ0ifbSofFYnUJ8nApuv2ARTpM9BBRxH6syZM2cA2u4JAd1IvYC8/zCWLsaiw4DrXxzCb8PJ\nfkQfdYLJukTbDVuBNhZPNk4Bs4n91EY3jQ6vo1zNLo2NJLocb1mnSXTSyvLawpzWTm/SL3ZR\n7E0c9JpY8ZHejcySAQNv4dChQ0+TxKyrq7saCxjwewixBMxZWIziygSAURcZ/3l+m9EjAfNQ\n8Pswl4HtcdJRQX19fTPivD1g3u9r4FQ2h6jPW1mv2ViLtnLcccft+aUvfelj0ZKZS9yA1apu\nCFh1xi8nKqjPh7CS00EBTHP4OHbuMQcR29h+Dh48eCra7o8C9mLrB/RiHbJ/ov3OiiWckRAw\nJ6LdLs2wj0Y+jECMl4Dbb2YUQmwzwFwK7GNDFGzqNVKnoaFhEvh9MIAXqReQ9x/G0kV9fgex\nTvcrutzHTW0D++iECRMOdokTtI04j0b+dbAcx5FtMEQnVhHGvtuAeVUs4YyEONFGfT4Mfj+c\nkclIMxxvWaeYEHL1PJGEGMXv/0QCcwgiNmN2GIOajskAVk0RnxCjU/bp7Oz0L1sc01t7McRJ\nPOlY+yDWLOIMu0iHLuFt6nPgwIFZ4MYlvI/B9Sk4u2AaDA9TrE5ZldlUp4kg9pb8BuvTGb9o\nOwVOMQEtxu0yeM6caSpRn2HtPxNsYjJlYiymEdzsFfCwVHNWuJH85BEn6SCuV6+GHeOr2Zry\nONtIHWKhjwZ5jdQrAR5Ll5hY8SyIW8JsulO7du3qw/91V6KPpgMoo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P0T7XdWkdNOioE5Ee12qXAfvQTcftNJQCWMAnMp+D02RMRm0hKp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\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z+7b++W+/IW1bAPXvcp4cJ6e/V7nlcq+fI6eJzXqZvlg6+XY0q0EF5+33V1+wZR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\nni4e0tnBcPsAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “amznrt”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(amznrt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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O7UWZvlbfnbzqpIqnbWDTdb/60C60eT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",
      "text/plain": [
       "Plot with title “Series  amznrt”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acf(amznrt, na.action=na.omit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "2"
      ],
      "text/latex": [
       "2"
      ],
      "text/markdown": [
       "2"
      ],
      "text/plain": [
       "[1] 2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#lets apply the ar model to the 1st difference log\n",
    "amznrt.ar <- ar(amznrt, na.action=na.omit)\n",
    "\n",
    "#we can see what the estimated order of the series is\n",
    "amznrt.ar$order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.0188755907349777</li>\n",
       "\t<li>-0.0605372716767452</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.0188755907349777\n",
       "\\item -0.0605372716767452\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.0188755907349777\n",
       "2. -0.0605372716767452\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] -0.01887559 -0.06053727"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#now lets estimate what our two parameters are\n",
    "amznrt.ar$ar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tbody>\n",
       "\t<tr><td>3.603382e-04</td><td>6.413350e-06</td></tr>\n",
       "\t<tr><td>6.413350e-06</td><td>3.603382e-04</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{ll}\n",
       "\t 3.603382e-04 & 6.413350e-06\\\\\n",
       "\t 6.413350e-06 & 3.603382e-04\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| 3.603382e-04 | 6.413350e-06 | \n",
       "| 6.413350e-06 | 3.603382e-04 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     [,1]         [,2]        \n",
       "[1,] 3.603382e-04 6.413350e-06\n",
       "[2,] 6.413350e-06 3.603382e-04"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#and now lets get a covariance matrix of our parameters\n",
    "amznrt.ar$asy.var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.0560838772173009</li>\n",
       "\t<li>0.0183238772173009</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.0560838772173009\n",
       "\\item 0.0183238772173009\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.0560838772173009\n",
       "2. 0.0183238772173009\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] -0.05608388  0.01832388"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Now lets take the 95% cf around each param\n",
    "#alpha_param1\n",
    "-0.01888 + c(-1.96, 1.96)*sqrt(3.603e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>-0.0982038772173009</li>\n",
       "\t<li>-0.0237961227826991</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item -0.0982038772173009\n",
       "\\item -0.0237961227826991\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. -0.0982038772173009\n",
       "2. -0.0237961227826991\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] -0.09820388 -0.02379612"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#alpha_param2\n",
    "-0.061 + c(-1.96, 1.96)*sqrt(3.603e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#the takehome is that zero is within the cf and we cannot conclude \n",
    "#AR2 is an appropriate model for AMZN\n",
    "#Autoregressive models do not take into account volatility clustering\n",
    "#AR models believe variance is constant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "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",
       "2017-12-21   2683.02   2692.64  2682.40    2684.57  3273390000       2684.57\n",
       "2017-12-22   2684.22   2685.35  2678.13    2683.34  2399830000       2683.34\n",
       "2017-12-26   2679.09   2682.74  2677.96    2680.50  1968780000       2680.50\n",
       "2017-12-27   2682.10   2685.64  2678.91    2682.62  2202080000       2682.62\n",
       "2017-12-28   2686.10   2687.66  2682.69    2687.54  2153330000       2687.54\n",
       "2017-12-29   2689.15   2692.12  2673.61    2673.61  2443490000       2673.61"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Lets look at the SP and see what the AR model tells us\n",
    "\n",
    "getSymbols(\"^GSPC\")\n",
    "tail(GSPC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iZgAiZgAiZgAiUR8CN2JWFyJhMwARMwARMwARMwARMwgd5AwBOk3lDLOR8Jn/ll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DjXiZ2TW19Hp9h6SoKKiYguILjshTHvL/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\nSUVORK5CYII=",
      "text/plain": [
       "Plot with title “Cl(GSPC)”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(Cl(GSPC))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gspcrt <- diff(log(Cl(GSPC)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DKKOQ8X19F3Xyjm3BjnrEVzb4zzCz4VP9+2MbpmzZqdBZ9c5Alo2hh1j+6G5rNE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YK1+jcM9XqP+pqjwxd5bif+ZwjT6awWePtZZBxyuyYsWKRajvx73MkoiYQ/OwB75Q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\nfbQ8vqy++sTqu3VwbeuCQHSbt2yI58O0z5oR2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99IRt9024Lv/NbKvxtCAMs3JF1SnLdvlC3n8WAZ26a8upA1jT4vXZB2rXmHKEUv6i6r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\nJ+AEnIATcAJOwJ6AT5DsmbtFJ+AEnIATcAJOwAk4ASfgBOqUgE+Q6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p/7YLNd46+VTeyZ3/9Z+ZaXnT55KXa9dUnAbJ3/0HtWTdmd/ZHh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CTsAJOAEn4AScQM8g0OwTpFVU47uRrt8fJdevVrjT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\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c3sqx6TJkhHBOceYhsN7+RAk+PfRSMb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\ngIHFQK7EhQYsHphjAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “gspcrt”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#we see highly volatile closing prices for this security\n",
    "#it is unlikely that a simple ar model will characterize this security\n",
    "plot(gspcrt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cd2rbZRxda/JfX2rp9IulZnm7rHPbab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\nBAgsssB/AJ72TMuCeDR/AAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Series  gspcrt”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#With significant lags at multiple values of k\n",
    "#A White noise Model does not fit as a potential data-generating process of this security\n",
    "#We can see longer run lags that point to a longer term memory process\n",
    "acf(gspcrt, na.action=na.omit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "21"
      ],
      "text/latex": [
       "21"
      ],
      "text/markdown": [
       "21"
      ],
      "text/plain": [
       "[1] 21"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#we can see that our ar model suggests this is an order 21 model \n",
    "#With 21 non-zero parameters\n",
    "#This is much more complex than a lineary model \n",
    "gspcrt.ar <- ar(gspcrt, na.action=na.omit)\n",
    "gspcrt.ar$order"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Moving average models of order q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#conditional heteroskedasticity, varying variance, volatility clustering\n",
    "#Autoregressive models unable to represent the time series of data for financial assets\n",
    "#This is due to the fact that variance changes over time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}