dszakallas/histograms.ipynb

## histograms.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "library(datasets)\n",
    "library(data.table)\n",
    "library(ggplot2)\n",
    "airquality <- data.table(airquality)\n",
    "airquality <- airquality[is.na(Ozone)==FALSE,]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I use the `Ozone` observations from the `airquality` dataset as an example.\n",
    "The density estimate of the ozone percentage from the airquality dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(airquality, aes(x=Ozone)) + geom_density()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also let's see some summary on this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       "   1.00   18.00   31.50   42.13   63.25  168.00 "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary(airquality[,Ozone])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "95th percentile:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>95%:</strong> 108.5"
      ],
      "text/latex": [
       "\\textbf{95%:} 108.5"
      ],
      "text/markdown": [
       "**95%:** 108.5"
      ],
      "text/plain": [
       "  95% \n",
       "108.5 "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quantile(airquality[,Ozone], 0.95, na.rm = TRUE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histograms:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "airquality_hist <- function (bins) {\n",
    "    ggplot(airquality, aes(x=Ozone)) + geom_histogram(aes(y=..density..), bins = bins) + geom_density()\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Challenge 1: find the right sample size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    },
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "airquality_hist(5)\n",
    "airquality_hist(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    },
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "airquality_hist(30)\n",
    "airquality_hist(100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Conclusion: Having more samples enhances the overall precision, but not necessarily better for visualization (as seen on the last plot). We won't use it for visualization (not as it is), so what matters to us the trade off between size and precision. When we have bins intersparsed with empty ones like on the last one, that is a sign of oversampling, and we gain no real insight at the expense of increased size."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Determining the limits\n",
    "\n",
    "So far the histograms had good limits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "airquality_hist_with_limits <- function (lower, upper) {\n",
    "    ggplot(airquality, aes(x=Ozone)) + \n",
    "    geom_histogram(aes(y=..density..), bins = 30) + \n",
    "    geom_density() + \n",
    "    scale_x_continuous(limits = c(lower, upper))\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tail cut:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      ": Removed 45 rows containing non-finite values (stat_bin).Warning message:\n",
      ": Removed 45 rows containing non-finite values (stat_density).Warning message:\n",
      ": Removed 2 rows containing missing values (geom_bar)."
     ]
    },
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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//fdvfywndnjttdfa7zfrRn55HzlyZHGslaGBte2F/HUo+5lr7V3zh42cifKdd96pbeEtXlq+F+YvX1xruyHU+0tmGT5LaivW89Ly8zg/l2fOnNnzF1mzW4F0zfeDN998M2bPnt3t+lboucDSSy9dbK9ce27WkzXTNd9rJ0+eHPndvplL5g85Sq27pRQJ0vLLL1+A5aQKHROiKVOmxCqrrPKeNuQX29GjRxdfwjo+mevnsUb5JeJPf/pTfOpTn4oNNtigWOVDH/pQfOADH4jf//730TlBytfkpeOSe7WavbQNpcn2dE4Gmx1b1etP09yOuNa2J9ve+PKabW1tc5v1XlBb0ywtTeu5tPL/Qdp6L6j91tW2zea21crbV+1loxjGbJutvWzbsLoy2Pb00IpSTNIwbty4YpzyQw891N4rOWlDvgl0Ps6obYUcQtdx/Xw8z4eUU4Tnkr+ytu1NKh74rz+JMm3atLa7rgkQIECAAAECBAgQILCAQCkSpBxGtssuu8RFF11UDCfL5OZnP/tZ7LbbbrHCCisUAec03pdddln7XqP99tsvbrrppiIpysw0p/POcYW77757Mfxuhx12iF/84hfxwgsvFL+w/OUvf4m8dN57tICGOwQIECBAgAABAgQItLRAKYbYZQ/kcUCnnHJKfOQjHykma9hss83iqKOOau+cCRMmxLnnnlucDDaPccgTyB5wwAHFyWDzGKbcc3TiiSdGjnPM5ctf/nL88Ic/jAMPPLCYjST3RuWQu3322ae9TDcIECBAgAABAgQIECDQUaDff+19ae58ex2j+a/beRxRDoXrPDyu02rtd3OvUb4mj2Pqasm9UXlQ2IorrrhY0+OW4RiknEggz+WU7TM0sKveXfLH8li3PAaJ65IbdvXKPAhz2WWXLQ4eNgFGV0JL/lj++JM/9OSxmpbaCeRnTcdJempX8n+XlCMjWnXJHzPzYHcTi9R2C0jXfD/I2XxNJlBb2xzRlJ9dPZ3prLa1993S0jW/d+WkNc0+bi5zjMwJultKswepLdDOU3e3Pb6w65zpbWHJUb4mk4yFHce0sDI9ToAAAQIECBAgQIBAawqU4hik1qTXagIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYgQSpbj4iHAAECBAgQIECAAIGmCUiQmkavYgIECBAgQIAAAQIEyiYwsGwBlSWeIUOGND2UQYMGFTEMHDgwyhBP00FqGEDa9uvXj2sNTbOotm02r+fPn1/j0lu7uHwfmDdvnm22xptButZzaeX37nrb1rPfylx2m+tSSy0VAwYMKHOolYstPQcPHhz9+9t/UMvOa9tO07Zt+61l+fUoq76fDPWIuEFltn3Ra1B1XVbTtkHldRni6TLIij6Yb36ZIHGtbQfaZmvr2bE022xHjdrdbttma1figiW18ntMbrNV+TK0YK+V+17bl/fcdvNzzFI7gbZtlmvtTLOktm023w/zh75mLj2tX4K0kF6aOnXqQp5p3MP5y+PQoUNj5syZMW3atMZV3AI1DRs2rPhg4Vrbzs7tNbfbd955J2bMmFHbwlu8tKWXXrr4YJk+fXqLS9S2+cOHD69tgZ1KK8NnSaeQGnZ3xIgRMXv27OL9oGGVtkBF6Zq/xOd7QfpaaieQX+Tzs2vWrFm1K1RJRYKUyVF+55ozZ05TRfKHhWWWWabbGOxD7JbICgQIECBAgAABAgQItIqABKlVelo7CRAgQIAAAQIECBDoVkCC1C2RFQgQIECAAAECBAgQaBUBCVKr9LR2EiBAgAABAgQIECDQrYAEqVsiKxAgQIAAAQIECBAg0CoCEqRW6WntJECAAAECBAgQIECgWwEJUrdEViBAgAABAgQIECBAoFUEJEit0tPaSYAAAQIECBAgQIBAtwISpG6JrECAAAECBAgQIECAQKsISJBapae1kwABAgQIECBAgACBbgUkSN0SWYEAAQIECBAgQIAAgVYRkCC1Sk9rJwECBAgQIECAAAEC3QpIkLolsgIBAgQIECBAgAABAq0iIEFqlZ7WTgIECBAgQIAAAQIEuhWQIHVLZAUCBAgQIECAAAECBFpFQILUKj2tnQQIECBAgAABAgQIdCsgQeqWyAoECBAgQIAAAQIECLSKgASpVXpaOwkQIECAAAECBAgQ6FZAgtQtkRUIECBAgAABAgQIEGgVAQlSq/S0dhIgQIAAAQIECBAg0K2ABKlbIisQIECAAAECBAgQINAqAhKkVulp7SRAgAABAgQIECBAoFsBCVK3RFYgQIAAAQIECBAgQKBVBCRIrdLT2kmAAAECBAgQIECAQLcCEqRuiaxAgAABAgQIECBAgECrCEiQWqWntZMAAQIECBAgQIAAgW4FJEjdElmBAAECBAgQIECAAIFWEZAgtUpPaycBAgQIECBAgAABAt0KSJC6JbICAQIECBAgQIAAAQKtIiBBapWe1k4CBAgQIECAAAECBLoVkCB1S2QFAgQIECBAgAABAgRaRUCC1Co9rZ0ECBAgQIAAAQIECHQrIEHqlsgKBAgQIECAAAECBAi0ioAEqVV6WjsJECBAgAABAgQIEOhWQILULZEVCBAgQIAAAQIECBBoFQEJUqv0tHYSIECAAAECBAgQINCtgASpWyIrECBAgAABAgQIECDQKgISpFbpae0kQIAAAQIECBAgQKBbAQlSt0RWIECAAAECBAgQIECgVQQkSK3S09pJgAABAgQIECBAgEC3AhKkbomsQIAAAQIECBAgQIBAqwhIkFqlp7WTAAECBAgQIECAAIFuBSRI3RJZgQABAgQIECBAgACBVhGQILVKT2snAQIECBAgQIAAAQLdCkiQuiWyAgECBAgQIECAAAECrSIgQWqVntZOAgQIECBAgAABAgS6FZAgdUtkBQIECBAgQIAAAQIEWkVAgtQqPa2dBAgQIECAAAECBAh0KyBB6pbICgQIECBAgAABAgQItIqABKlVelo7CRAgQIAAAQIECBDoVkCC1C2RFQgQIECAAAECBAgQaBUBCVKr9LR2EiBAgAABAgQIECDQrYAEqVsiKxAgQIAAAQIECBAg0CoCEqRW6WntJECAAAECBAgQIECgW4GB3a5hBQIECFRU4NBDD61b5BdddFHdylYwgZ4K2MZ7KmU9AgQI9FzAHqSeW1mTAAECBAgQIECAAIE+LiBB6uMdrHkECBAgQIAAAQIECPRcQILUcytrEiBAgAABAgQIECDQxwUkSH28gzWPAAECBAgQIECAAIGeC0iQem5lTQIECBAgQIAAAQIE+riABKmPd7DmESBAgAABAgQIECDQcwEJUs+trEmAAAECBAgQIECAQB8XkCD18Q7WPAIECBAgQIAAAQIEei4gQeq5lTUJECBAgAABAgQIEOjjAhKkPt7BmkeAAAECBAgQIECAQM8FJEg9t7ImAQIECBAgQIAAAQJ9XECC1Mc7WPMIECBAgAABAgQIEOi5gASp51bWJECAAAECBAgQIECgjwtIkPp4B2seAQIECBAgQIAAAQI9F5Ag9dzKmgQIECBAgAABAgQI9HEBCVIf72DNI0CAAAECBAgQIECg5wISpJ5bWZMAAQIECBAgQIAAgT4uIEHq4x2seQQIECBAgAABAgQI9FxAgtRzK2sSIECAAAECBAgQINDHBSRIfbyDNY8AAQIECBAgQIAAgZ4LSJB6bmVNAgQIECBAgAABAgT6uIAEqY93sOYRIECAAAECBAgQINBzgYE9X7X+a06dOjVuu+22yOttttkmVltttUVWOnfu3Lj33nvj4YcfjvXXXz+23nrrBdafN29e3H777fHUU0/FJptsEptttln07y8nXADJHQIECBAgQIAAAQIE2gVKkyA9/fTTcfjhh8eaa64ZY8eOjfPOOy++973vxbbbbtsebMcbmRwdccQR8fLLL8d2220XV199dey4445x7LHHFqvNnj07TjjhhMhyM3G69tprY9lll40LL7xQktQR0m0CBAgQIECAAAECBNoFSpMgnXbaabHXXnvF0UcfHf369YuLL744zjzzzLjyyiuL++0Rv3sjE6K33347rrrqqhg+fHg8++yzccghh8Qee+wR6623Xvz+97+Pxx57LC666KJYfvnlY+bMmbHffvvFH/7wh9h55507F+c+AQIECBAgQIAAAQIEohTjzV5//fV45JFHYu+9925Phvbcc8946aWXiuFzXfXTrbfeWiQ6mRzlMn78+Nh4443jxhtvLO5fd911RUKUyVEuSy21VJEsvf/97y/u+0OAAAECBAgQIECAAIHOAqXYgzRx4sQirjFjxrTHt9xyy8XgwYPj1VdfjY022qj98bYbObSu4/r5eN7P9XN57rnnivu5J+rvf/97jBo1Kj75yU/G2muvXTzf8c8pp5wSl19+eftDgwYNigceeKD9frNvjBgxIvJiqb0A19qbZokjR44sLvUpvRylrrzyyk0JZJlllmlKvSpdMoFmbSdLFu2Cr6py7Au2pG/ey+9JltoLDB06tPaFKrEQaNtp0UyOPASnJ0spEqRMdnIPT146Lvnl9Y033uj4UHF7zpw5MWnSpOj8RSHvP/744zF9+vSYMWNGMUxvhRVWKI5RyqF1X/jCF+KCCy6I1VdffYEy85inTTfdtP2xgQMHRk8B219Uhxs51DCTtTzeKiecsNROoG2yDq61M82S0jX/f1phm230e8SAAQNi/vz53gtqu8nW/ZjURm8nteTpbey22Vr2xv8vK13zkt+F8j3BUjuBdM3vBVxrZ5ollWmbzf+b3AHT3VKKBCmTgAy485JfsoYNG9b54QI6v4h1fk3ezyF3+bpcll566eI4prydxx/tu+++xZ6ib3zjG/lQ+/LZz3428tJxyaSt2cuQIUOKPV+Z8E2bNq3Z4fSp+nO7ygSUa227NX95y8lQ8vjA/JGiLy85NLiRS76f5Qd3vh9YaifQNky7diUuWFKjt5MFa+/dvd7Gnj9yZpL1zjvv9C4Qr15AIF3z/eCtt94qxY+5CwRX8Ts5+iE/u2bNmlXxlpQr/HTN711vvvnme767NzrSTNa6yi06x1GKY5Byl1smNZ0/+KdMmRKrrLJK55iLL7ajR48upgPv+GSun0MC8s0j90btsMMO7U/nl+E8/uiFF15of8wNAgQIECBAgAABAgQIdBQoRYI0bty4YljOQw891B5bTtqQv5Z2Ps6obYWcDrzj+vl4ng8ph8vlssYaa0TbsU3FA//1Z8KECcVkDm33XRMgQIAAAQIECBAgQKCjQCkSpNz1tssuuxSzzOXQnNwd/7Of/Sx22223yGOIcslpvC+77LL2vUY5ZO6mm24qkqIcK3rNNdcUu0R33333Yv0DDzwwfv3rX8fdd99d7J3Kab8zgdppp52K5/0hQIAAAQIECBAgQIBAZ4FSHIOUQeVJX3M2uY985CPF8LjNNtssjjrqqPZ4c+/PueeeW5wMNofQ5QlkDzjggDjyyCOLiQxyz9GJJ55YjMvNF2UilDPa5cliM4HKYyPyJLJ50lgLAQIECBAgQIAAAQIEuhIoTYKU03CfddZZkccR5QFUnQ+c3XHHHeOWW25ZoA2HHXZYMXV3vqarqQMzgfr4xz9ezHi34oortp9jaYFC3CFAgAABAgQIECBAgMC7AqVJkNp6pPPU3W2PL+w6p+rrKjlqWz+TrZVWWqntrmsCBAgQIECAAAECBAgsVKAUxyAtNDpPECBAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECEqQGYquKAAECBAgQIECAAIFyC0iQyt0/oiNAgAABAgQIECBAoIECAxtYV6WqGj16dNPj7d//v/PXYcOGxVJLLdX0ePpSAGnbr18/rjXu1LZtdvjw4TF06NAal16u4hr9HjFgwICYP39+DBkypFwQFY8mXeu5NHo7qWVbeht72uZnV36GWWon0LbNLrPMMsV7Qu1KVtLAgQMjL/lea6mdQJrmMnLkyKbbzp07t0cNkyAthOmtt95ayDONezg/WHJjeuedd2L69OmNq7gFasov75kgca1tZ+eX90GDBsWMGTOK7ba2pZertEa/R+SXzHnz5vV510b3cr2/vDd6O6mlX29jX3rppWP27Nkxc+bMWobV8mXlD1D5hXPatGmFb8uD1BBgxIgRxXtsbreW2gmka37vmjp1avQ0Qald7QuWlD/k9uR9X4K0oFv7vWZ3YAaSX4barssQTxFMH/mTtpkgca1th7bSNtvobSd/0cxLo+ut7RZSvtLattl6RVbl/upt7Gmbl96WU6++qWq5bXs30pVtbXsxbW2ztTXN0tq22SrZOgap9tuBEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqLyBBqr2pEgkQIECAAAECBAgQqKiABKmiHSdsAgQIECBAgAABAgRqL9CrBGn+/Pmx+eabx5lnnhmvvvpq7aNTIgECBAgQIECAAAECBBoo0KsEKeMcPHhwHHvssTF27NjYe++947rrrotZs2Y1sAmqIkCAAAECBAgQIECAQG0EepUg9evXL+6888545JFH4qtf/Wrcc8898bGPfSzGjBkTX/rSl+Lvf/97baJUCgECBAgQIECAAAECBBog0KsEqS2+9ddfP0499dR49tln4w9/+EPstddeccUVV8Q//MM/xKabbhpnnHFGvPbaa22ruyZAgAABAgQIECBAgEApBWqSILW1LPco7bTTTnH22WfHT37yk1h33XXjgQceiK985SvFELzPfOYz8eabb7at7poAAQIECBAgQIAAAQKlEqhZgjRnzpz47W9/GwcddFCsuOKKsf/++8e8efPie9/7XjH07uSTT45f/epXse2228bMmTNLhSAYAgQIECBAgAABAgQIpMDA3jLkMUiXXnppXHnllcUwuqWXXjo+8YlPxKGHHhrbb799e/E529348ePjkEMOidtuu63Y09T+pBsECBAgQIAAAQIECBAogUCvEqSc5nubbbaJHFqXydC//Mu/xMc//vEYPnx4l01baaWVYuTIkZFJlIUAAQIECBAgQIAAAQJlE+hVgpSNOfHEEyOPLVprrbW6bduHP/xhxyB1q2QFAgQIECBAgAABAgSaJdDrY5D++te/xvTp0xca/8477xynnHJK8XzuabIQIECAAAECBAgQIECgrAKLvQfpnXfeiddff71oTw6xu/HGG+Pxxx+P0aNHv6eNL730Utx6662x0UYbvec5DxAgQIAAAQIECBAgQKBsAoudIM2aNSu22mqrmDhxYntb9ttvv/bbXd3Ycccdu3rYYwQIECBAgAABAgQIECiVwGInSMsss0xxEtg///nPRUO+/e1vFzPW5Qx1HZccTjdkyJDYYostIofZWQgQIECAAAECBAgQIFB2gcVOkLJBO+ywQ3HJIXb3339/HHfccbHhhhuWva3iI0CAAAECBAgQIECAwCIFlihBaisx9xJdc801bXddEyBAgAABAgQIECBAoNICi50g5bTe119/fXFy2M022yw22WSTbgG++MUvRl4sBAgQIECAAAECBAgQKLPAYidIeVxRnui1f///niG8Jyd9HTx4cJkNxEaAAAECBAgQIECAAIFCYLETpNyDlJe25Y477mi76ZoAAQIECBAgQIAAAQKVFuj1iWIr3XrBEyBAgAABAgQIECBAoINAzRKkuXPnthf7/PPPx89//vO48847I2e6sxAgQIAAAQIECBAgQKAKAr1OkJ577rnYaaed4qSTTira++CDD8YGG2xQnBtpm222icMPP7wKDmIkQIAAAQIECBAgQIBA9DpBygTotttui7FjxxacJ5xwQsycOTN+8pOfxDe/+c246KKL4le/+hVqAgQIECBAgAABAgQIlF5gsSdp6NiiGTNmxB//+Mf48Y9/HEcccURMmzYtbrzxxthll13in/7pn4pVr7766rj11ltj77337vhStwkQIECAAAECBAgQIFA6gV7tQXryySdj3rx5sf322xcNu/nmm4u9R7vvvnt7QzfaaKOYMGFC+303CBAgQIAAAQIECBAgUFaBXiVIo0ePLtr12GOPFdc33HBDcb3rrrsW1zlxw1/+8pdYZZVVivv+ECBAgAABAgQIECBAoMwCvRpil8cdbbLJJpHHHd13331x4YUXxvve975Ye+2144EHHoivfe1rMXny5Nhzzz3LbCA2AgQIECBAgAABAgQIFAK92oOUJVxyySXFsLrvfOc7xUQNl156aVFwTsxw1113xVlnnRW77bZb8Zg/BAgQIECAAAECBAgQKLNAr/YgZcM222yzeOaZZ+Kll16KMWPGtLf14IMPjqOOOipGjhzZ/pgbBAgQIECAAAECBAgQKLNArxOktsZ1TI7ysTXWWKPtKdcECBAgQIAAAQIECBCohECvE6RJkybFiSeeWEzvPWXKlJgzZ857Gv71r389jj/++Pc87gECBGoncOihh9ausE4l5fnMLAsKVNW7nnEvKFTbe7bB2noqbckE6vn/Yxtfsj4p46tsJ2XslcWLqdcJ0iGHHBK/+93vYt111y0maBgyZMh7IrA36T0kHiBAgAABAgQIECBAoIQCvUqQ3nzzzSI5+vznPx/nnXdeCZsnJAIECBAgQIAAAQIECPRcoFez2E2cOLGo6cADD+x5jdYkQIAAAQIECBAgQIBASQV6lSDlsLoRI0bErbfeWtLmCYsAAQIECBAgQIAAAQI9F+hVgtS/f//4/ve/Hz/96U/j/vvv73mt1iRAgAABAgQIECBAgEAJBXp1DNL8+fPjtttui5y9Ls+HtPzyy8fKK68cmTh1XP7pn/4pjjjiiI4PuU2AAAECBAgQIECAAIHSCfQqQcrWTJgwIdZZZ51FNmzAgAGLfN6TBAgQIECAAAECBAgQKINArxKkfv36xZ133lmGdoiBAAECBAgQIECAAAECvRboVYLUsfbJkyfHfffdF08++WTst99+MWPGjFhxxRVj4MCaVdGxOrcJECBAgAABAgQIECBQc4EFDxZaguLzOKTTTz89xo8fHzvttFPkOZFeeeWVuOSSS2KrrbaKv/3tb0tQqpcQIECAAAECBAgQIECg8QK9TpB+9KMfxQknnBDbbbddnHTSSe0t2HrrrePll1+O97///fHUU0+1P+4GAQIECBAgQIAAAQIEyirQqwRp3rx58a1vfSuOOeaY+I//+I/4xCc+0d7O3Jv0wAMPRE7QcMEFF7Q/7gYBAgQIECBAgAABAgTKKtCrBCn3DE2dOjU+/elPd9m+PAYpE6Unnniiy+c7P5hl/e53v4t/+7d/i+eee67z0++5P3fu3GIIXw7nu+uuu97zfMcHssw8PspCgAABAgQIECBAgACBhQn0KkEaNmxYUe5DDz20sPJj+vTpsdxyyy30+bYnnn766dh7773jl7/8ZTz44INx2GGHxR133NH29HuuMznKcyudfPLJ8eKLL8Z3vvOdOOOMM96zXj7w61//OnIooASpSx4PEiBAgAABAgQIECDwrkCvppgbO3ZsjBkzJs4555zYa6+93oP67//+7/HnP/85DjrooPc81/mB0047rSjj6KOPjpw+/OKLL44zzzwzrrzyyuJ+5/WvvvrqePvtt+Oqq66K4cOHx7PPPhuHHHJI7LHHHrHeeuu1r/7CCy/E+eefH4MGDWp/zA0CBAgQIECAAAECBAh0JdCrPUhZ4I9//OO4/fbbY9y4cfHtb3+7qOMnP/lJbLzxxsUeoU033TQ+85nPFI8v7M/rr78ejzzySLF+Jke57LnnnvHSSy/Fww8/3OXLbr311th5552L5ChXyFn0ss4bb7yxff05c+bEd7/73WII4NChQ7tMtNpXdoMAAQIECBAgQIAAgZYX6NUepNTbZ5994tprr41jjz22OHYoHzv77LPzqpi0IYe9dbf3ZuLEicX6uTeqbclheYMHD45XX301Ntpoo7aH269zhryO6+cTeT/Xb1tyL1QOA9x3333joosuanv4Pdd33333AsPv+vfvH7vuuut71mv0A23nkEq/tuGMjY6hr9aX21YuXHvWwz11avtfT9+2Hzt6VoO1Ogp05Z22eVqFVl26MqmFRdt7QS3K6qqMesXdVV21fqy3sednWL4P5GeqpXuBnnq3vc8OGTKk2+9X3ddqjY4Cuc0utdRSpT6HZ0+3k47tavbttu+zuc3mBG/NXHr6OdrrBCkb+dGPfrQYHpfD3PI4n6WXXjrWXXfdWH755XtkkMlObpB56biMGDEi3njjjY4PFbdzz9CkSZNimWWWWeC5vP/4448Xj+VxTNdff31ceOGF3X5Ru+GGG+KKK65oLys7cv/992+/3+wbufcrL5baC3DtmenIkSN7tuK7a1XxDXyxGljnlRfl3arb7KJM6twdvSq+qnFno6sce686rUkvXlzv/K5lqb1AvX806W3Ei7ud9La+Wr4+v9c3e5k1a1aPQqhJgpQ15XTea665ZnHpUc0dVspfQzLp6bzkRAxdfdHKuvIXqc6vyft5PFJODJFD6/J4phVWWKFzse+5nwneZptt1v54/uL15ptvtt9v1o10yfbMmDEjZs6c2aww+mS9bXs4uPase3v6/5Cu+T+b/4M9fRPqWQSttVZX3vkDUv7y1aquXZnUYqvo/MNcLcrsWEa94u5YR71u9zb2/LU4P8dnz55drxD7VLk99U7XvOTMv+lrqZ1A/gCV22vn75e1q6H3JfV0O+l9TbUrIV3zvXbKlClN34OUrepJErzYCdLXvva19qF0PaX78pe/XCQrC1s/9zTlP3l+qeqYECXkKqus8p6XZQIzevTo4s2h45O5/sorrxw5OUTuYcrjkdqOSZo2bVoxoUPu4TryyCM7vqxIjjomSPlk7tVq9pJfhjJByn/WTJIstRPIbSgvXHtmujhO+T+cX+IX5zU9i6J11urKLn8YyqEJXT3XCjL1ane9h3/VK+5G9HlvY8/RGPn59c477zQi3MrX0VPvtuFK+QOf5LO23Z5fnNO1zD9E9XQ7qa1M70prS0jSttnJZ36W9mRZ7IHBeW6jtddeu/2yxhprFDPIPf/887HqqqvGBz/4wdhqq62KTPGZZ54pEpnVV199kbHkBA/5D99xuvCctCG/DHQ+zqitoNxb1XH9fDwndMiZ9TbccMP41Kc+VVzn7bwkSJbVXSxt5bsmQIAAAQIECBAgQKD1BBZ7D9Jxxx0XeWlbchhb7m35zW9+s8Dwutz7cd5558UJJ5xQJFNt63d1neMpd9lll2IihQ022KBIln72s5/Fbrvt1j5ELo9vypnrcjrxHMO43377xUknnVTMdpevyYkiMuPffffdi2Ogcva8jktOC7799tuXYvKFjnG5TYAAAQIECBAgQIBAeQQWew9Sx9BzSNz/+T//J84666wFkqNcJ4cv5YlcM1H5xS9+0fFlXd7OdXMX3Ec+8pFiZrzco3TUUUe1rzthwoQ499xz24fVbbvttnHAAQcUw+VyxrmcaOHEE08skqP2F7lBgAABAgQIECBAgACBxRBY7D1IHct+8cUXi/GvK620UseHF7ide4deeeWVBR7r6s6oUaOKRCuPI8rhcHnsTcdlxx13jFtuuaXjQ3HYYYfFJz/5yeKgr+5mzMs9XBYCBAgQIECAAAECBAgsSqBXe5DWWWed4rij3LPT1XLPPffETTfdtFjD2nKq7s7JUVdltz2We526S47a1nVNgAABAgQIECBAgACBRQn0ag9SFpwzwn39618vJkjIcwflJAm5FyhPvnrBBRdEJlF77LHHomLwHAECBAgQIECAAAECBEoh0OsE6fjjjy+SokyUOg6By2OIckKFiy++2HFBpehqQRAgQIAAAQIECBAg0J1ArxOkrCCPAzr44IPjqaeeigcffLA4F1GeV6hVz/jeHbrnCRAgQIAAAQIECBAop0BNEqRsWs5a13Z+pHI2VVQECBAgQIAAAQIECBBYtECvJmlYdNGeJUCAAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEJEjV6i/REiBAgAABAgQIECBQRwEJUh1xFU2AAAECBAgQIECAQLUEBlYrXNESIECAQF8VmDdvXsyePTvmzJnTfpk7d27k49dcc03xXN6fP39+9OvXLwYOHBiDBg2KpZZaKoYNGxZLL710LLPMMrHsssvG6NGji+f6qpV2ESBAgED9BCRI9bNVMgECBAj8l8CsWbPinXfeab/MnDkz2i75XF4yMcrkZ2HLUUcdtbCnFvr4qFGjYuWVV46xY8fGqquuGuPHj4+111471l133eKxTLIsBAgQIECgs4AEqbOI+wQIECCwWAKZ4MyYMSOmT59eXOfttksmRrkHaFHL4MGDY8iQIZHXbXuF8nrAgAHF/f79+8enP/3p9tt5P8vMS9adyVbWPXXq1OLyxhtvxKRJk+LVV1+NCRMmxCOPPPKe6nNv00YbbRT/8A//EC+//HJkMpUxWAgQIECAgATJNkCAAAEC3QpkIjJt2rQiEclkpOMlh8R1tWSCk0PfMvHoeMkhcW2XHCLXkz05n/nMZ7qqokePZbL03HPPxdNPPx1PPPFEcXn44Yfjr3/9a3FpK2To0KHF0Lzlllsu8pIJm4UAAQIEWk9AgtR6fa7FBAgQ6FIgh7hl4pOJUNul7X5XSVAmNplUjBw5skiE8nYmRHmdl0x+yrAsv/zykZctt9xygXCmTJkSjz/+eBx77LHx5ptvRu55evHFF4tLrpjHMq200krFJdtjIUCAAIHWEJAgtUY/ayUBAgTaBXJv0Ntvv92eBGUylPdzOFxXSyYHmSxk8pOX4cOHF9e5VyiHu1V1yQkdPvShD8Vaa61VNCGH7GXSlHucXnvttSJpysTpscceK5LAMWPGFMc02bNU1R4XNwECBHomIEHqmZO1CBAgUDmBiRMnFl/ucy9JDi3L63vuuaeYEKFzY3JvTyZBbclPXrfdrnIS1Lmdi7qf7UyDvORkDpkwvvLKK5GOmSi99dZb8eijjxZ7lMaNG1cMw1tUeZ4jQIAAgWoKSJCq2W+iJkCAQLtADg3LL+45GcF1110XkydPjtdff73YG9K+0rs3cq9PDolrS4BysoK8ba9IZ6kojpvKme/ykpNO5GQOOQQvE6a8pFs+l3uW8ngrCwECBAj0DQEJUt/oR60gQKAFBHII2JNPPhkPPfRQ+yWTovyy3nlZbbXVYptttimmtF5vvfWK69wrcuSRR3Ze1f0eCOQwwzXXXDPWWGONIgF9/vnni71LOdlD7p3LRCnNy3LcVQ+aZBUCBAgQWIiABGkhMB4mQIBAMwUyGXrqqafi3nvvjfvvvz8efPDBeOCBB4pJFDrGlbOtbbfddrHBBhsUl/wCv/766xd7iTqu53ZtBHJiirZZ7nKvUs6Ol8k3yJTLAABAAElEQVRSJq45S14mSquvvrpEqTbcSiFAgEBTBCRITWFXKQECBBYUyIkT8jiXvOy3335x3333FZModFwrJxPIc/dsvPHGxXXeXnHFFTuu4nYDBXKvUu6dyz1LmSg9++yzxXmX8nYmqpksWQgQIECgegISpOr1mYgJEOgDArn3IY8VyuOH8pLTabctbXsiPvzhD8fmm28em222WTFcLo956bhe2/qumyuQw+oyec2EKJOkZ555phh2l4nSVVddFfvvv3+PzvXU3FaonQABAgTaBCRIbRKuCRAgUEeBmTNntk+ekBModJxSO2dPGzVqVHHJGdQuvvji98yQlpMp5LA7S3kFBg4cWCRKq666ajHcLpOlY445Jn7+85/H97///fech6m8LREZAQIEWltAgtTa/a/1BAjUSWD+/PnFcLk8n06eV2fq1KntNeWMZ3ni0tGjRxdJUZ6Pp+NU2nmMi6W6AjkjYA69y0QpE9v/+I//iD333DMOOuig+OY3v1n0eXVbJ3ICBAj0fQEJUt/vYy0kQKBBAnPnzi2SoVdffbU40ejs2bOLmvPA/twzlElRJj+dE6IGhaeaBgvkSXUvuOCCuOWWW4rE6PLLL4///M//jO985zvx0Y9+tMHRqI4AAQIEeiogQeqplPUIECDQhUAmRbmXKKfazuu2YXC5FyHPj7PCCisUSZHpn7vAa5GHtt9++7jpppvixz/+cfzrv/5rMdX69ddfH//yL/9SnHS2RRg0kwABApURkCBVpqsESoBAWQRy+FweR/TSSy9F7i3KJCmXnNVspZVWKmaWyz1GuefIQiAFMmHO45E+8pGPxHHHHRc33nhj7LDDDnHqqafam2QTIUCAQMkEJEgl6xDhECBQXoFp06bFiy++WCRGOelCLkOGDCmONVl55ZWde6i8XVeayPJkvdddd1389Kc/jdNPP73Ym5TD7v7X//pftp/S9JJACBBodQEJUqtvAdpPgMAiBXLIXO4lypOB5rTcueQkC2PHji2G0OXsc/YULZLQk50Ecnv5/Oc/HzvuuGMcddRR8e///u/xt7/9Lc4555xiOvdOq7tLgAABAg0WkCA1GFx1BAhUQyBP3JpJUV7a9haNHDkyxo0bF7m3KKd0thDojcA666wTN9xwQ/zgBz8okqN99923GH539NFHS7p7A+u1BAgQ6KWAT/heAno5AQJ9SyCH0eWJPvP4otx7lHuLMilabbXVYsSIEX2rsVrTdIFMtE844YTIiRz++Z//uZi44c477ywSppwG3kKAAAECjReQIDXeXI0ECJRQYMqUKTFhwoR45ZVXiujy2KJMijI5MgNdCTusj4W03XbbFTPdffGLX4w//elPseuuuxbHKW2++eZ9rKWaQ4AAgfIL9C9/iCIkQIBA/QQyMbrnnnvi9ttvL5KjPLHnJptsUvyiv8Yaa0iO6kev5E4CeZ6sK6+8MnKIXU4Gss8++8QVV1zRaS13CRAgQKDeAvYg1VtY+QQIlFIgh9I98cQT7XuM8uSta621VnHeIpMulLLLWiKo/v37x/HHHx9bbLFFMYHDV77ylXjwwQfjlFNOcdxbS2wBGkmAQBkEJEhl6AUxECDQMIGccOHJJ5+MF154oagzjyvKqZdXXHHFhsWgIgLdCeyyyy7x29/+Ng499NC46KKL4vHHH4/zzz8/ctZECwECBAjUV8AQu/r6Kp0AgZII5Mlcn3rqqbjllluK5GjYsGGx6aabxvvf/37JUUn6SBgLCuQezZzlLqcDv+2222LPPfcsjpNbcC33CBAgQKDWAhKkWosqjwCB0gnkxAu33nprsecohzCtv/768cEPfjBWWWUV0ymXrrcE1FEgh35ecskl8bnPfS6efvrpIkm64447Oq7iNgECBAjUWECCVGNQxREgUB6BPM7o7rvvjnvvvbc4l1HOSpfTKY8fPz4yUbIQqIJAbqt5DNLpp58eU6dOjU984hNxzTXXVCF0MRIgQKCSAo5BqmS3CZoAgUUJzJ49uziPzP/9v/+3OJdRHrex4YYbRs5QZyFQVYFPfepTseqqq8bnP//5YgKHl19+uapNETcBAgRKLeAn1FJ3j+AIEFhcgdxblAe4/+AHPyhm/copu9/3vvdJjhYX0vqlFMjjka677rriuLlTTz01HnnkkZg/f34pYxUUAQIEqipgD1JVe07cBAgsIJCz02VSdO655xZ7jfbff/+YNGmS8xgtoOROXxDYeOONi8kbDjrooOK4utz2c8IRw0b7Qu9qAwECZRCwB6kMvSAGAgR6JZDnidl1113jJz/5STHxwuWXXx5nnXWW5KhXql5cZoFx48bF9ddfHyNHjizO5fX3v/895syZU+aQxUaAAIHKCEiQKtNVAiVAoLPAvHnzimON9thjj+I8MQceeGDcfPPNscMOO3Re1X0CfU5g9OjRsdVWW8Vyyy0Xr7/+ejEhyaxZs/pcOzWIAAECjRaQIDVaXH0ECNREYOLEiZHD6PI4jJwKOU+m+cMf/tCxRjXRVUhVBAYOHBhbbrllrLzyyvHWW2/FXXfdVczYWJX4xUmAAIEyCkiQytgrYiJAYJECf/zjH+PDH/5w5Cx1edB63s8hdhYCrSiQxx7lMUg57O7tt9+OO++8M2bMmNGKFNpMgACBmghIkGrCqBACBBohMHfu3GKP0Sc/+cmYMmVKnHTSSXHppZfGCius0Ijq1UGgtAL9+vWLjTbaqDjH1/Tp04skKa8tBAgQILD4AmaxW3wzryBAoAkCeYzFF77whWKvUf5Sft5558UWW2zRhEhUSaC8Auuvv34MGDAgJkyYUCRJW2+9dQwfPry8AYuMAAECJRSQIJWwU4TUdwUOPfTQvtu4JWxZT0zefPPNyPMb5XTGyy+/fKyzzjrxox/9aAlr9DICfVsg/z8ySXriiSfakyQnSe7bfd7M1vXkPXxJ48tjSy0EmiFgiF0z1NVJgECPBV588cXiS14mR2uttVZxQPrgwYN7/HorEmhFgTXXXDPWXXfdyFntcuKGqVOntiKDNhMgQGCJBCRIS8TmRQQI1Ftg/vz58dhjj0We4ygPQs/hdGuvvXbksRYWAgS6F1hjjTUih9xJkrq3sgYBAgQ6CkiQOmq4TYBAKQTyhJf33HNPPPPMMzF06NDYdtttY8UVVyxFbIIgUCWB8ePHF0nS7Nmz7UmqUseJlQCBpgpIkJrKr3ICBDoLvPPOO8WQutdeey1GjRpVJEeOn+is5D6BngtkkrTBBhtEJkk5Nf7kyZN7/mJrEiBAoAUFJEgt2OmaTKCsAjl19x133FEcLzF27NjYaqutwvFGZe0tcVVJYLXVVov8n8olJzzJ8yVZCBAgQKBrAQlS1y4eJUCgwQI5jXee4DInY8hjjTbeeOPi2KMGh6E6An1WIP+n8piktuF206ZN67Nt1TACBAj0RkCC1Bs9ryVAoCYCL7/8cvztb3+LefPmxSabbFLMVleTghVCgMACAjncbr311mufuEGStACPOwQIECgEJEg2BAIEmirw7LPPxv3331/sLdpyyy1jzJgxTY1H5QT6usDqq69enEss99befffdMWPGjL7eZO0jQIDAYglIkBaLy8oECNRS4Mwzz4xHH300Bg0aFFtvvXVxEthalq8sAgS6FsjzJOV5xXJSlDxPUl5bCBAgQOC/BSRItgQCBJoicMopp8QPfvCDWGqppeJ973tfjBw5silxqJRAqwrksX55rqTcg5RJUu5RshAgQIBAhATJVkCAQEMF8gSwxx9/fJx33nmRQ3222WabMI13Q7tAZQTaBdZdd93I45KmT59eJEl5UlkLAQIEWl1AgtTqW4D2E2igQE7CcMwxx8Qll1wS+cXs+uuvL04E28AQVEWAQCeBnNlu3LhxkRM25DFJOcudhQABAq0sMLCVG7+otg8c2Hya/v3/O3/N6zLEsyivqj2Xpv369ePaw47r6fY3YMCAosS87vyaTI6OPvro+Ld/+7diCu+8Xm655XoYQWut1tkuW9/2ftDVc62gU692t7nWy7Becdc63g033LCYRfKll14qZpTMc5D1Nva07eq9oNax95Xyeurdts3m+rlHvi8vPTWplUEVttlGm9TCNr9v5dL2HaEWZS5pGW2xdPf65mcB3UXYpOeXWWaZJtX8/6ttexMcMmRIcRD7/3/Grd4KpG3+k+TkAJbuBXr6/9Bxm+14gtdMjg4//PAiOdp8883jt7/9bYwePbr7ilt0ja6884Mlvwx1dG0lnq5MatH+en9g1yvuWrS9Yxn5fpjnSZo7d2688sorcc899xTbWn7+LOmStvkem8cZWroX6Om20rbNDhs2rM8nSD016V63Z2tk8pGfY2VOPBtt0jO5Ra/VltTlcPpm286ZM2fRwb77rARpIUyTJ09eyDONezg/mEaNGlWMDXeuitq65wdLfiHg2jPXnv4/DB06NJZddtnCtW3q4EyOvvSlL8W1114bm266aVx++eVFpT0ts2cR9q21urLJD5a0zGNFWnHpyqQWDsOHD69FMQsto15xL7TCXjyR74n5P5rJ0aRJk2LfffeNCy+8cIl/SBoxYkQxXM8MeT3rlJ5uK+ma7wdTpkzp88Mhe2rSM+Hu18rJgvKzq8zH4jXapHu17tdI1/ze9dZbb0VPE5TuS12yNfIHhp687zsGacl8vYoAgR4I5C9Fxx13XHtydNVVVxUJVA9eahUCBJogkL+e517e3MP7hz/8IY488shir1ITQlElAQIEmiZgD1LT6FVMoO8LfOMb34grr7wy8viGK664wlTefb/LtbAPCOQvrFtssUW88cYbccMNNxS/tp5xxhnFXvc+0DxNIECAQLcC9iB1S2QFAgSWROA73/lOXHzxxbHOOutE7jnK4aIWAgSqIZDHDFx22WWx0UYbFf+/3/rWt6oRuCgJECBQAwEJUg0QFUGAwIICeQLYc889tzi/ytVXX222ugV53CNQCYE8biD3AOcJZfNYpNNPP70ScQuSAAECvRWQIPVW0OsJEFhA4JxzzolTTz01VllllWLWupVWWmmB590hQKA6AjkVf+4BXnXVVeNHP/pRnH322dUJXqQECBBYQgEJ0hLCeRkBAu8VyHMb5Yx1eYB3/vKcJ5+0ECBQbYH8sSP3BOePHaeddlpcdNFF1W6Q6AkQINCNgASpGyBPEyDQM4Gbb745vvjFLxbTz15zzTXFsUc9e6W1CBAou8D48eOLJCl//PjmN79Z3C57zOIjQIDAkgpIkJZUzusIEGgXyPOmfPazny1OsHf99dcX0wS3P+kGAQJ9QiAnXMnzmOV5eI499thihrs+0TCNIECAQCcBCVInEHcJEFg8gQkTJsQhhxwSeTLI8847L3baaafFK8DaBAhURiBPJHvppZfGUkstVewxznMlWQgQINDXBCRIfa1HtYdAAwUmTZoUBx54YOSZvXNa73322aeBtauKAIFmCGy99dbx85//vNhjnHuOb7vttmaEoU4CBAjUTUCCVDdaBRPo2wLTp08v9hw9//zzceSRR8bhhx/etxusdQQItAtsv/32cf7558fcuXPj05/+dNx9993tz7lBgACBqgtIkKreg+In0ASBefPmFcNr7rvvvmKv0Te+8Y0mRKFKAgSaKbDLLrtETuufw2sPPvjguP/++5sZjroJECBQMwEJUs0oFUSgdQROOumk+P3vfx/bbLNNnHXWWdGvX7/WabyWEiDQLrDXXnvFD3/4w5g6dWox3PbRRx9tf84NAgQIVFVAglTVnhM3gSYJXHDBBXHhhRfGWmutVZwPZfDgwU2KRLUECJRB4BOf+ERxfqQ33ngj9t9//3jyySfLEJYYCBAgsMQCEqQlpvNCAq0n8Mc//jFOPvnk4kSwl1xySSy77LKth6DFBAi8RyCPQ8r3hpy4JZOkZ5999j3reIAAAQJVEZAgVaWnxEmgyQI5dOYLX/hCDBw4MHIv0uqrr97kiFRPgECZBPL94fjjj4+JEyfGfvvtFzmBi4UAAQJVFJAgVbHXxEygwQKvv/56fOpTn4pp06bF//7f/7s49qjBIaiOAIEKCBx99NHx5S9/OV588cXYfffdi+sKhC1EAgQILCAgQVqAwx0CBDoL5Ix1OYX3Cy+8EEcddVTxy3DnddwnQIBAm8DXvva1YpbLZ555Jvbee+945ZVX2p5yTYAAgUoISJAq0U2CJNA8gYcffjjuvPPO2G233eLrX/968wJRMwEClRE48cQTi/OjTZgwofhR5dVXX61M7AIlQICABMk2QIDAQgXyQOscKrP++uvH2WefbTrvhUp5ggCBzgKnn356fP7zn4+nnnqqSJJee+21zqu4T4AAgVIKSJBK2S2CItB8gTzu6LHHHotBgwbFxRdfHMOHD29+UCIgQKBSApkkfeYznymm/t53331DklSp7hMsgZYVkCC1bNdrOIGFC8yYMSPuu+++YoXNN988Vl111YWv7BkCBAgsQuDUU0+NnAY8z48kSVoElKcIECiNgASpNF0hEALlEJg7d27cc889MXv27FhvvfWKcx6VIzJRECBQVYHTTjttgSTJxA1V7UlxE2gNAQlSa/SzVhLoscBDDz0UU6dOjTFjxsT48eN7/DorEiBAYFECmSQdeuih7XuSXn755UWt7jkCBAg0TUCC1DR6FRMon0BOy5tfWpZZZpnYcMMNyxegiAgQqLTA97///fjc5z4XObvdRz/60eL0AZVukOAJEOiTAhKkPtmtGkVg8QXeeOONePzxx4tJGfK4owEDBix+IV5BgACBbgROOeWU4jxJzz33XJEk5Q8zFgIECJRJQIJUpt4QC4EmCcycOTPuvffemD9/fmy22WYxdOjQJkWiWgIEWkEgz5N0zDHHFKcR2GeffYofZ1qh3dpIgEA1BCRI1egnURKom8C8efOK5GjWrFmxzjrrxHLLLVe3uhRMgACBNoGvfvWr8Y1vfCPyJLIf+9jH4v777297yjUBAgSaKiBBaiq/ygk0XyCH1b355puxwgorxBprrNH8gERAgEDLCPzzP/9z5HFJkydPLk4me8cdd7RM2zWUAIHyCkiQyts3IiNQd4GJEyfGs88+Wwyp22STTaJfv351r1MFBAgQ6CiQM9v967/+a0yfPj0OOuiguOmmmzo+7TYBAgQaLiBBaji5CgmUQ2DatGnx4IMPRv/+/SMnZRg0aFA5AhMFAQItJ/Dxj388fvazn0UO+c2E6Zprrmk5Aw0mQKA8AhKk8vSFSAg0TCBPBnvfffdFXm+wwQbFtN4Nq1xFBAgQ6EJgt912i8svv7zYo33UUUfFeeed18VaHiJAgED9BSRI9TdWA4HSCTz66KPtJ4MdN25c6eITEAECrSnwgQ98IH75y1/G8ssvHzkd+Le//e1ids3W1NBqAgSaJSBBapa8egk0SeCll14qTs44fPhwJ4NtUh+olgCBhQtsuumm8etf/zpWX331OP/884tzJuWpCCwECBBolIAEqVHS6iFQAoE87ujhhx8uTgLrZLAl6BAhECDQpcD48eOLJCnfp371q1/FAQccEHkyawsBAgQaISBBaoSyOgiUQKDzcUdLL710CaISAgECBLoWyHOy5XC7XXbZJf7617/GXnvtFc8880zXK3uUAAECNRSQINUQU1EEyizQ8bijsWPHljlUsREgQKAQGDZsWFx44YVx+OGHx1NPPRV77rlnkSzhIUCAQD0FJEj11FU2gZII5PmOXnjhhcjjjnLWOgsBAgSqIpCnIvjud78b3/ve94qTWu+///5x5ZVXViV8cRIgUEEBCVIFO03IBBZHYMaMGfHQQw8V5zvabLPNYuDAgYvzcusSIECgFAKHHXZYXHLJJTFkyJA49thj4+STTy5OVVCK4ARBgECfEpAg9anu1BgCCwrkSRfzfEdz5syJ9ddfP0aMGLHgCu4RIECgQgI77rhj3HDDDcUMdz/96U/j4IMPNnlDhfpPqASqIiBBqkpPiZPAEgg8+eST8dZbb8WKK64Yq6666hKU4CUECBAol8A666wTv/3tb+NDH/pQ/OUvf4k8weyDDz5YriBFQ4BApQUkSJXuPsETWLjA66+/Hk8//XQxHGXjjTde+IqeIUCAQMUEll122bjsssviyCOPjOeff76Y4e6qq66qWCuES4BAWQUkSGXtGXER6IXArFmz4oEHHihKyJMuDho0qBeleSkBAgTKJ5CTN3zzm9+MHGo3YMCAOOaYY+IrX/lK5HGXFgIECPRGQILUGz2vJVBSgRxukmeeX2uttWLUqFEljVJYBAgQ6L3AHnvsEb/73e+K4yyvuOKKyPtPPPFE7wtWAgECLSsgQWrZrtfwvirw3HPPxWuvvRY5BCUTJAsBAgT6ukC+1/3mN7+JAw88MPKcb3lc0uWXX97Xm619BAjUSUCCVCdYxRJohsDbb78djz32WDGVdw6t69evXzPCUCcBAgQaLjB06ND44Q9/GOecc05xWoPjjjsuPvvZz5rlruE9oUIC1ReQIFW/D7WAQCGQU3rff//9kdcbbrhh5JcFCwECBFpN4GMf+1jcdNNNseWWWxaz3f2P//E/4uabb241Bu0lQKAXAhKkXuB5KYEyCeSY+6lTp8aYMWNilVVWKVNoYiFAgEBDBcaPHx/XX399MXHDq6++Wpwv6Wtf+1pMmzatoXGojACBagpIkKrZb6ImsIBATun9zDPPFHuNNthggwWec4cAAQKtKDBw4MD46le/WpxYdu21145LL700dthhh/jTn/7UihzaTIDAYghIkBYDy6oEyijQcUrvTTbZpDj+qIxxiokAAQLNENh8883j97//fRxxxBHx8ssvx0EHHRRf+tKXYvLkyc0IR50ECFRAQIJUgU4SIoFFCTz88MPFlN5rrrmmKb0XBeU5AgRaVmDIkCFx0kknFXuTci/7L3/5y9h+++3jyiuvjPnz57esi4YTINC1gASpaxePEqiEwEsvvRSvvPJKjBw50pTelegxQRIg0EyB3JuU50w64YQTihPKHnvssbH33nu3n1i7mbGpmwCB8ghIkMrTFyIhsFgCebb43HuUZ5DPoXV5VnkLAQIECCxaYNCgQXHUUUcVxyLtvPPOcffddxfnTcpJHCZNmrToF3uWAIGWEPCNqiW6WSP7mkAOCXnggQdi7ty5sd5668Xw4cP7WhO1hwABAnUVWG211eLiiy+OX/ziF5Gz3uUkDh/4wAfi7LPPLvYu1bVyhRMgUGoBCVKpu0dwBLoWyBnr3njjjVh++eVj1VVX7XoljxIgQIBAtwIf/vCHi71JJ598crEn/rTTTosPfvCDcdlll8WcOXO6fb0VCBDoewISpL7Xp1rUxwXynB6PP/54MVvdxhtv3Mdbq3kECBCov8DgwYPjC1/4Qtx+++3xuc99rpjhLqcI/9CHPhTXXHNNcQLu+kehBgIEyiIgQSpLT4iDQA8E5s2bF4899lix5uqrrx5LLbVUD15lFQIECBDoicCoUaPilFNOiVtvvTUOOOCAeO6554rjlf7xH/8xrr76aolSTxCtQ6APCEiQ+kAnakLrCDzxxBMxffr0GDNmjFnrWqfbtZQAgQYLjBs3Ls4444z4y1/+Evvtt188++yz8eUvfzluueWW4rahdw3uENURaLCABKnB4KojsKQCecxRHnuU5/PI83hYCBAgQKC+AmussUb86Ec/KvYoHXzwwcU55x599NH485//XAx1ztlELQQI9D2BgX2vSVpEoO8J5K+VOWtdLjml98CB/nX7Xi9rEQECZRXIWe5+8IMfxIsvvljsQXr++efj6aefLi4rrrhi5Ix4o0ePjn79+pW1CeIiQGAxBHzLWgwsqxJolkAed5S/VOaHdH4IWwgQIECg8QJ53Oe6665bDHHOE3Xn0LucOCcvw4YNi7FjxxYXx4c2vm/USKCWAhKkWmoqi0AdBF577bV44YUXinMdrbPOOnWoQZEECBAgsDgCeYLuPMVCXiZPnhy5R+mVV16JPE40L3kKhjxWNPcu5boWAgSqJSBBqlZ/ibbFBGbPnh0PPfRQMWwjh9b5oG2xDUBzCRAovUDu1c/LrFmz4uWXXy6G4U2aNCnyku/ZK6ywQqy88spF0uQ9vPTdKUAChYAEyYZAoMQCDz/8cHFQ8FprrRUjR44scaRCI0CAQGsL5LmUchh0XqZOnRo5BG/ixIntl0yOcs9S7lXKpGnQoEGtDab1BEosIEEqcecIrbUF2j5YR4wYEWuuuWZrY2g9AQIEKiSQ79vrrbdecbzSW2+9VSRJOQSv7ZKTOSy77LJFwpRJ0zLLLFOh1gmVQN8XkCD1/T7WwgoKzJw5M3LvUX6IbrrpptG/vxn5K9iNQiZAoMUF2hKhTIbWX3/9mDJlSvukDnnqhrzkMUu59+nII4+M7bbbLj74wQ8Ws+K1OJ3mE2iqgASpqfwqJ9C1QCZHefxRzpa09NJLd72SRwkQIECgUgK5pygva6+9djF8Oifhef3114vLddddF3nJJWfD22abbWLbbbeNrbbaqtgbZQrxSnW1YCsuIEGqeAcKv+8J5Lj1nDI2f3FcffXV+14DtYgAAQIEIqcCHzduXHGZP39+fOUrX4nbbrutuNx5551x7bXXFpekyiF7W265ZWyxxRbxgQ98IP7xH//RpD22IQJ1FJAg1RFX0QQWV+Cdd96JRx55pBhSt/HGGzvp4OICWp8AAQIVFMi9QzlTaV6OOOKImDdvXjHMOhOlu+++u7j8+c9/jrycddZZRQtXWWWVYgh2viY/LzbaaKNiz1MFmy9kAqUTkCCVrksE1MoCOaX3nDlzirHqw4cPb2UKbSdAgEDLCuRxp5n05OWwww4rHHJkwT333FMkTvfdd1/cdddd8Z//+Z/FpQ0qZzvdcMMNi0se87TBBhsUw/N8nrQJuSbQMwEJUs+crEWg7gJ5Mtg8b8aoUaMcoFt3bRUQIECgWgI5Pfiuu+4a++23X3Fsan5ePP300/HAAw/Egw8+WJwzL39ku/3224tLx9blUL6cVa9tZr28zhOPDxs2rONqbhMg8K6ABMmmQKAEAjNmzIhHH320GFOewyUcjFuCThECAQIESi7QdgzT//yf/7M90pwpL4dq52dKXj/22GPF5Q9/+EPkpeOSk0HkZECZLOWy4447xuabb+68ex2R3G5JAQlSS3a7RpdJIA/OzV//5s6dWwyLGDp0aJnCEwsBAgQIVEggZ8nLGfDy0nHJczBlsvT4448Xl5xePG/ffPPNxSXXPf/884uX5N6qTJw6X0aPHt2xSLcJ9FkBCVKf7VoNq4rA888/H5MnT47lllsuVv1/7d0HfFRVvsDxf0iCdAGp0nuTYgER0QWfujRBRUB3wbKA4iqL8J6rIiJRVKoIi0rzIZYnsvJw111sPNQFC1ioAcRIk44BAhJIKHn+zzrjJEwamZl77r2/8/lMpt2595zvuUnmf0+rVcst2SafCCDgcYG77roraiWcO3du1Pbt1h1H27tq1aqiN50BLzRpVz0NnN566y3Te0G7e2vgtHz5cnML3bZy5cqmm56Ob9JuejrGScfNJiS47+tkNL1Dzdz0OJom7733npsoxH1ntKt4ySwCeQukp6ebf0Tx8fFmBqK8t+ZdBBBAAAEEIitQqVIl0ZsuUBua0tLSzP8nDZ60tSnQVS9c4KRjmXTNPm290inJ9UZviFBNHrtNgADJbTVGfj0jENq1Tqdn5Z+JZ6qWgiCAAAKuF9AZ8dq2bWtuoYU5fPiwGd8UGOP0zjvvyNGjR0Uv+OlMe4GUmJhoAiYNmnRfes//uYAO97YLECDZXkPkz7MCO3bskEOHDpkrdzrQloQAAggggIDtArqIefv27c1N86pBkV7w08mGNFDSm04UobfU1FRzC5SpePHiJljSfWjQpDc3ds8LlId77wpYFSDpL5WuIq33Oriwdu3aecrroPbVq1ebNQG0P6xe6QhNutCaTn+p22i/W52dRVeuJiHgtIBeadMuC/qPQVuPSAgggAACCLhVQGde1W52etPvW4GUkZERDJa0y57eDhw4YG6BbbQ7ni5vEbjxPS0gw72TAtYESDqX/8CBA6V+/fpmJeiZM2fK2LFjg1cociJpcKSrTe/Zs0c6duwoCxYsMAHQiBEjzKY66HDQoEEmIGrdurUZfDhv3jzR/WozLwkBpwRCu9bpIoAlSpRwKiscFwEEEEAAgagJaLCjEzvoLZC0pUm76QVugVYn7VWhSRe11dny9Ka9LDRwIiEQawFrAqRnnnlGevbsKcOGDTOzqGgwM2XKFJk/f37YNWE0IPrpp5/kzTffNL9M27dvlwEDBkj37t3NzCo6G8uFF14oL7zwgjHVX8ibb77ZbD948OBYO3M8BIICoV3rdA0KEgIIIIAAAn4R0HFIeqtevbopsl7w1mBJgyG96WOd3VVvehFR1wbs1KmTuV122WV0yfPLieJwOa0IkLSPqi5m9sgjjwSDoR49esicOXNM97lwXZB0FpXrrrvOBEdqWKdOHfOL9OGHH5oASZt5b7/99iCv/jJqN7zdu3cHX+MBArEWOHbsmJkViK51sZbneAgggAACNgroLK66zIXeNOnwCA2S9Luhth6tWrVK1q5dK9OmTTOz4+k05fr97z/+4z+Cn7GxXOTJ3QJWBEh79+41itriE0j6i6KD+XTwX7gASbvWhW6vn9PngRlUQoMjfU/XmdFfsvvuu0+fZkszZsyQxYsXB1/TL6/aMuV00j69mrS5mZlfIlsbxYoVMzuMpWuga53+8W/evLmrutbpFLAFSYFzVqd71fOWdG4C4bwD56xe/PFjCmcSCYeAayT2FW4f0cp3uGO56TVcYltbbvLW38lAFzudIU/HLS1dulQ++OAD0bV0/vnPf5qb/r+54oor5MYbb5RevXpJvXr1Yovq0NHcVJc5iXRyDqeTrttVkGRFgKTBjvZTzTkwTwfuaXNrzqSF0zFGOccS6XNd3CxnyszMlDFjxphWJv1Fypn0KsW2bduCL2uApDdbkv6xiPY/cVvKGut8xNJ16tSp5qqY9sV2W9e6wv4+6BVB0rkL5OUdy3P23EsQ+U/mZRL5o0Vuj27Nd+QEwu8Jl/Au0XrVrd6ab71g3qdPH3NTnzVr1ogGTn//+9/ls88+M7c///nPcskll8gtt9wi/fr183Sw5Na61LqzIe96kbogyYooQOfKDxfRab/UcFdL9cuXfknI+Rl9nvOqtU4zqV339F7HNOmxcqZHH31U9BaaNGhzOungfW1e1gGM2jWLFDkBPa/06lOsXHUSkpEjR5o/Dtp65LYUaOXNL9/aIqdXiPSKn477I52bQDhvbZXTP+w6A6IfUziTSDjk/J8RiX2G7iNa+Q49hhsf4xLbWnOrd7h86yx5OgmX3vS72vvvvy//+Mc/5IsvvpBvvvnG/K/VYOmmm24yrUuBrnuxFY/e0cKZRO9okd2zNm7k/O4e2SPkvzeNIapUqZLvhv/uZ5TvZtHdQJsLNRjK+Y9fg5rAIL7QHOgXW21+1cAhNOn21apVC76kFfHHP/7RVMb06dPNejPBN3mAQIwE9Evt8OHDTcDQrFkzV3WtixERh0EAAQQQQKDQAvod8c477zQzFWvL0rhx48wyMRooPfbYY9KmTRu54447TJc87U1EQqCgAlYESLpIpja7JScnB/OtkzboF8uc44wCG+h04KHb6+sbNmwIdl3at2+fCY5q1aplBvbpYmQkBJwQ0MlGVq5caQaV5nY+O5EvjokAAggggIBXBLSlSMefL1q0SL766ivTM6hhw4aik3fp7MXaqjTm5+EWugYhCYH8BKwIkDR4uf7662Xu3Llm6u4TJ06YGey6dOkSnDtfp/F+/fXXg61G2s90yZIlJijSwe8LFy4UvTrQrVs3U+bJkyebVintt7pp0ybTZ1WvLmhXJxICsRLYsmWLuaKl5/iECRNidViOgwACCCCAgG8F9GKkTsr10UcfmYkdtJVJeyrNmjVLfvOb35jud9pVraDjUXwL6eOCWzEGSf110dekpCS54YYbgou7Dh06NFg1+kVTZ5vr3Lmzmeaxffv2cuutt5pfAB1XpIPeR40aJdpPX6fy/vzzz81ndV2l0HT55ZfLpEmTQl/iMQJREdA/vLpwsQb8GhyFri4elQOyUwQQQAABBBDIJtCqVSvR2+jRo01Xu9dee01WrFhhttHZkrWnkd5yThSWbSc88Z2ANQGSTkbw3HPPmckUdABVzoGzGhgtW7YsWwX94Q9/kP79+5vPhE57qFcOcm6b7YM8QSAGAqFd67TFk4QAAggggAACzgjoxFe9e/c2N+1ZpGOT9IL6999/L3oRXr871q1b11xodyaHHNUmAWsCpABKzqm7A6/ndq/Rf2hwlNt2vI5ALAXoWhdLbY6FAAIIIIBAwQWaNm1q1iNs1KiR7Nq1S3QYh97rTb9T6jh3vXBP8q+AdQGSf6uCkntFIDBrnXatmzhxIl3rvFKxlAMBBBBAwFMCOkRDW43q1KkjOrmXjlPXGZD1pktWNGjQgIvwnqrxgheGAKngVmyJQIEEtGvdl19+aSYe0eZ8EgIIIIAAAgjYK6DLx+gyMXpLTU01Xe4OHjwoX3/9tegkSxoo6SLvJP8IECD5p64paQwEtC+zrsOgV57Gjx8fgyNyCAQQQAABBBCIlIBOF663w4cPm/FJ2pqk6yrp/3XtkqfrcJK8L0CA5P06poQxEqBrXYygOQwCCCCAAAJRFtCA6NJLL5W0tDRJSUkx3e60d4gGT40bN5bCjpmPcnbZfYQFrFgHKcJlYncIOCIwe/Zsszjdb3/7WzNLjiOZ4KAIIIAAAgggEDEB7WKngVK7du1MK5J2wdOlZNauXSvHjx+P2HHYkV0CtCDZVR/kxqUCenWJrnUurTyyjQACCCCAQD4COqudrqV54MAB2bx5s+zZs8dM7KATPOisdwkJfKXOh9BVb1ObrqouMmujQKBrXUZGhkyePFmqVKliYzbJEwIIIIAAAggUUUAna9CpwHVK8O+++87MfKePtdudrqWkEz6Q3C9AFzv31yElcFhg5syZZqabLl26yM033+xwbjg8AggggAACCERTQIOgmjVrylVXXSX16tWTkydPyvr162XFihVy5MiRaB6afcdIgAApRtAcxpsCevVowoQJZkE5Zq3zZh1TKgQQQAABBMIJaLc6bTnq2LGjmQZcJ3TQ8UkbN26UU6dOhfsIr7lEgC52LqkosmmfwOnTp+WBBx4Q7Vr33HPPsUaCfVVEjhBAAAEEEIi6QKlSpeSSSy4x45M0ONqxY4cZn9S0aVOztlLUM8ABIi5AC1LESdmhXwReeOEFWbVqlXTr1k169erll2JTTgQQQAABBBAII6Djk6688kozaUNmZqasWbPGrKF04sSJMFvzks0CBEg21w55s1bg22+/NRMy6IJxdK2ztprIGAIIIIAAAjEViI+PNwvKdujQQXSKcJ317tNPP5WdO3fGNB8crGgCBEhF8+PTPhTQfsXDhg0TvTqkU3vronEkBBBAAAEEEEAgIFCmTBkzLbh2s8vKypLk5GSzViJrJwWE7L4nQLK7fsidhQLTp083C8T17NlTevToYWEOyRICCCCAAAIIOC2gs93pOkna7U57nOgis5999pmZItzpvHH8vAUIkPL24V0EsgnoFaBnn33WrIHw9NNPZ3uPJwgggAACCCCAQE6BkiVLymWXXSbNmjUTXTtRpwRfvXq16YmSc1ue2yHALHZ21AO5cIGArnOgXeu0i93EiRPN1SAXZJssIoAAAggggIDDAtqaVLt2bdMtf926dWaWu0OHDknLli3NRVeHs8fhcwjQgpQDhKcI5CagLUcbNmyQ3r17y29/+9vcNuN1BBBAAAEEEEAgrEDp0qXN2KQGDRqYBWa//vpr0YmftGWJZI8AAZI9dUFOLBbQpnAde1StWjUZO3asxTklawgggAACCCBgs4C2JjVs2FDatWsn2v1u27ZtsmLFCklPT7c5277KGwGSr6qbwp6LgK5f8Kc//Ul0YdjJkyebaTvPZT98BgEEEEAAAQQQCAiUL19errjiCnPx9ciRI2YCh7179wbe5t5BAQIkB/E5tDsEdJ2jlJQU6d+/v3Tu3NkdmSaXCCCAAAIIIGC9QGJiorRu3VpatGhhpgPXxWU3btxIlzuHa44AyeEK4PB2C2iT96xZs6RmzZry+OOP251ZcocAAggggAACrhTQ7xnt27eXUqVKyY4dO2TlypXCmknOVSUBknP2HNlyAe0LrLPW6QJvU6dOFR1YSUIAAQQQQAABBKIhULZsWdPlrmrVqpKWliaff/65WTspGsdin3kLECDl7cO7PhZISkoyV3EGDx5s/mD5mIKiI4AAAggggEAMBBISEqRNmzbSpEkTs6zIV199JVu3bo3BkTlEqAABUqgGjxH4ReCjjz6SV1991cwy88gjj+CCAAIIIIAAAgjETKBu3bpmcdnixYvL5s2bRccm6WRRpNgIECDFxpmjuEjg8OHDMmLECImPj5dp06ZJiRIlXJR7sooAAggggAACXhCoWLGi6cFSrlw50dntdFz0rl27vFA068tAgGR9FZHBWAuMHDnSrHA9dOhQ08wd6+NzPAQQQAABBBBAQAX0Iq2ul1S9enU5evSodOnSRbTbHSm6AgRI0fVl7y4T+Pvf/y5vv/22tGzZUoYPH+6y3JNdBBBAAAEEEPCagPZoadWqlTRu3FgOHjwot9xyiyxcuNBrxbSqPARIVlUHmXFSYN++ffLwww/LeeedJ3/5y19E1yYgIYAAAggggAACNgjUq1dP5s2bZ76faC+XcePGmZl2bcib1/JAgOS1GqU85yygLUY6/kgnZdCrNCQEEEAAAQQQQMAmgWuvvVbeeecdqVGjhhknfe+998qJEydsyqIn8kKA5IlqpBBFFdArMh9//LF06NBBdFpvEgIIIIAAAgggYKNA06ZNZfHixWactA4N6Nu3L+slRbiiCJAiDMru3CewZcsWeeKJJ0QXaHvuueckLi7OfYUgxwgggAACCCDgG4HKlSubcUhdu3Y1kzb07NlTtm3b5pvyR7ugBEjRFmb/VgucOnVK7r//fjl+/Lg89dRTUrNmTavzS+YQQAABBBBAAAEVKFmypMyePdv0fNHFZHv06CGrVq0CJwICBEgRQGQX7hXQFqPVq1dL9+7dzaww7i0JOUcAAQQQQAABvwkUK1ZMkpKSTE+YQ4cOme8yS5Ys8RtDxMtLgBRxUnboFgFdR2Dq1KlStWpVmTBhgluyTT4RQAABBBBAAIFsAoMGDZKZM2fK6dOn5a677pL58+dne58nhRMgQCqcF1t7RODYsWOmSVr/kEyZMkUqVKjgkZJRDAQQQAABBBDwo4B2sdPAqHTp0jJixAiZPn26HxkiUmYCpIgwshO3CehU3jo5w8CBA6VTp05uyz75RQABBBBAAAEEzhJo3769LFq0SKpUqSJPP/20jBkzhrWSzlLK/wUCpPyN2MJjAu+++6688sorotNkPvroox4rHcVBAAEEEEAAAT8LNGvWzKyVpAvLzpo1Sx544AHT9c7PJoUtOwFSYcXY3tUC+/btkwcffNCsQj1nzhwpUaKEq8tD5hFAAAEEEEAAgZwCtWrVkr/97W9y0UUXyV//+lczrCAjIyPnZjzPRYAAKRcYXvaeQFZWlrmKcvDgQRk9erS0bNnSe4WkRAgggAACCCCAwM8ClSpVkrfeekvatWsn7733ntx+++2Snp6OTQEECJAKgMQm3hDQtQI++eQT6dixo1n7yBulohQIIIAAAggggEB4gXLlyskbb7xhxlsvW7ZM+vXrJ2lpaeE35tWgAAFSkIIHXhZITk42gxV1trpp06ZJXFycl4tL2RBAAAEEEEAAASOgC8rOmzfPrPn49ddfS58+fSQ1NRWdPAQIkPLA4S1vCBw/flzuvfdeyczMlEmTJkm1atW8UTBKgQACCCCAAAIIFEAgMTFRZsyYYRaSXb9+vfTu3Vv2799fgE/6cxMCJH/Wu69KrVNcpqSkSP/+/aVr166+KjuFRQABBBBAAAEEVCA+Pl6mTp0qAwYMkM2bN8tNN90ku3fvBieMAAFSGBRe8o7A4sWL5dVXX5WGDRuatQC8UzJKggACCCCAAAIIFE5AhxiMHz/ezGq3detWufnmm2Xnzp2F24kPtiZA8kEl+7WIelXkv/7rv6R48eLy4osvSqlSpfxKQbkRQAABBBBAAIGgQFJSkpmwaseOHaYlafv27cH3eCBCgMRZ4EmB06dPy3333SeHDx+WUaNGSYsWLTxZTgqFAAIIIIAAAgici8DIkSNl+PDhsmvXLtOSdOzYsXPZjSc/k+DJUlEo3ws899xzsmLFCrn22mtl0KBBvvcAAAEEEEAAAQQQyCnw4IMPSkJCgkycOFF0nci2bdtK6dKlc27mu+e0IPmuyr1f4C+++EKmTJkiVatWNffeLzElRAABBBBAAAEEzk1AW5EeeughycjIkC+//FJoSaKL3bmdSXzKWgG9+qFd67KysuT555+XCy64wNq8kjEEEEAAAQQQQMAGgWHDhkmjRo0Ikn6pDFqQbDgryUNEBDQoeuCBB2TPnj3mvkOHDhHZLztBAAEEEEAAAQS8LlC/fn2CpF8qmQDJ62e7j8o3a9YsWbJkibRv315GjBjho5JTVAQQQAABBBBAoOgCOYOk9PT0ou/UhXsgQHJhpZHlswVWrVolTz31lFSsWFFeeOEFsxja2VvxCgIIIIAAAggggEBeAhok6fqRgTFJfgySCJDyOkN4zxUCOpX3PffcI6dOnZJp06ZJtWrVXJFvMokAAggggAACCNgo0KBBA9HbiRMnZOXKleK3IIkAycazkjwVSkBnX9FVoHVyhmuuuaZQn2VjBBBAAAEEEEAAgbMFtBVJW5O0JWn58uUmWDp7K2++QoDkzXr1Talmzpwp77//vrRr185MUembglNQBBBAAAEEEEAgygI6s53OCKwTYekU4Bos+SERIPmhlj1axq+++krGjh1rxh29+OKLZqEzjxaVYiGAAAIIIIAAAo4IXHbZZVKnTh3TzU6DpMzMTEfyEcuDEiDFUptjRUwgNTXVjDs6c+aMTJ8+XapXrx6xfbMjBBBAAAEEEEAAgV8FmjZtKrVq1TKLyOoFaq8HSQRIv9Y9j1wioEGRjjcKrHfUqVMnl+ScbCKAAAIIIIAAAu4UaNasmdSoUUOOHj0qX3/9tZkcy50lyT/XBEj5G7GFZQKTJ0+Wf/3rX3L11VfLf/7nf1qWO7KDAAIIIIAAAgh4TyAuLk5atGhheu0cOXLE00ESAZL3zl9Pl2jp0qUyZcoU88v5/PPPS7FinMKernAKhwACCCCAAALWCGiQ1LJlS6lataroMiu6DuXp06etyV+kMsK3y0hJsp+oC/zwww9y//33S2JiosyaNcvMqhL1g3IABBBAAAEEEEAAgaCABkmtWrWSSpUqycGDB2X16tWiwx+8lAiQvFSbHi6LLlQ2cOBAc7UiKSlJLr30Ug+XlqIhgAACCCCAAAL2CmgPnjZt2piZhH/88UdZu3atmQrc3hwXLmcESIXzYmuHBB566CFZv3699O7dW+68806HcsFhEUAAAQQQQAABBFQgPj5eLr74Yilfvrzs27fPfE/T9ZK8kAiQvFCLHi/Dyy+/LH/961/NwMAJEyZ4vLQUDwEEEEAAAQQQcIdAQkKCXHLJJVK2bFnZvXu3bNy40R0ZzyeXBEj5APG2swIrV66U0aNHm6sTL730kpQsWdLZDHF0BBBAAAEEEEAAgaCAjg3XxWRLly4tOl7822+/Db7n1gcESG6tOR/kW9c5Gjx4sJkdRWesq127tg9KTRERQAABBBBAAAF3CRQvXlzatm1rLmRv27ZNvv/+e3cVIEduCZBygPDUDoGMjAwzKcOBAwfkkUcekc6dO9uRMXKBAAIIIIAAAgggcJbAeeedZ4IkvU9JSRENlNyaCJDcWnMez7dOyqDTRvbs2dNM7e3x4lI8BBBAAAEEEEDA9QI6FEJbkrRFSbva7dy505VlIkByZbV5O9O6xtGCBQukefPm8uyzz3q7sJQOAQQQQAABBBDwkICORdLlWHQCh+TkZNEhE25LBEhuqzGP5/eTTz6RJ554wsyrr7PXlSpVyuMlpngIIIAAAggggIC3BMqVK2eCJJ0KfN26dfKPf/zDVQUkQHJVdXk7szqg75577hFdfGzOnDlSs2ZNbxeY0iGAAAIIIIAAAh4V0PWRdJ2kuLg46dOnj+i4crekBLdk1M/57Nu3b9SKP3fu3KjtuzA7TktLkzvuuEOOHDkiutZR+/bt8/z4XXfdlef7vBlZAbwj68neCi/g1nPQrfkufA3Z8wnMz64Lt5q4Nd9n14B/X7ngggukevXqsmvXLklNTZUKFSq4AoMWJFdUk7czeerUKbn77rtly5YtZua6/v37e7vAlA4BBBBAAAEEEEDAWgECJGurxj8Ze/TRR2XZsmXSqVMnGTNmjH8KTkkRQAABBBBAAAEErBMgQLKuSvyVIZ2x7tVXX5VGjRrJjBkzRAfzkRBAAAEEEEAAAQQQcEqAMUi5yOvsG06nWAQLTpbz3XfflaSkJKlUqZIsWrSISRmcPuE4vjUC4X4vExMTJSsry0ybak1GyQgC5ygQ7hw/x13xMQR8JeDm3x1dI8np/J85c6ZA5wsBUi5MGRkZubwTu5f1C1GJEiWiekCnyrl27VozKYOWUVuQdACfU3mJKjA7R+AcBML9LugsQBoghXvvHA7BRxBwVIDz2FF+Du5iATf/7uiYc6fzr/9LC5IIkHJRcroCNVsFrcRcilCgl50op85k0q9fP0lPT5cXX3xRWrdu7fgvTIGw2AiBGAmE+73Uiwl65SvcezHKFodBIGICnMcRo2RHPhNw8+/OyZMnHf8fVtDeWYxB8tkvltPF1Wm8dZa6/fv3yyOPPCK9evVyOkscHwEEEEAAAQQQQACBoAABUpCCB9EWyMzMNNN4f/vttyZIGjp0aLQPyf4RQAABBBBAAAEEECiUAAFSobjY+FwFdOzE8OHD5dNPP5VrrrlGnn766XPdFZ9DAAEEEEAAAQQQQCBqAgRIUaNlx6ECTz75pJmprlWrVqJTeyckMPwt1IfHCCCAAAIIIIAAAnYIECDZUQ+ezoUGRLrGUZ06deS1116TUqVKebq8FA4BBBBAAAEEEEDAvQIESO6tO1fkfOHChTJmzBiz1tEbb7xh7l2RcTKJAAIIIIAAAggg4EsBAiRfVntsCr106VIz7qh06dKm5ahu3bqxOTBHQQABBBBAAAEEEEDgHAUIkM4Rjo/lLbBy5UoZPHiwFCtWTF5++WXRsUckBBBAAAEEEEAAAQRsF2CkvO015ML8JScny+23324WA9PxR1deeaULS0GWEUAAAQQQQAABBPwoQIDkx1qPYplTUlLk1ltvFV0QdvLkydKtW7coHo1dI4AAAggggAACCCAQWQG62EXW09d727lzp/Tr109SU1PNxAy33Xabrz0oPAIIIIAAAggggID7BAiQ3FdnVuZ479690qdPH9mzZ488+OCDcvfdd1uZTzKFAAIIIIAAAggggEBeAgRIeenwXoEEDhw4YIKj7du3yx//+Eczc12BPshGCCCAAAIIIIAAAghYJkCAZFmFuC072p1OW46+//57GThwoIwaNcptRSC/CCCAAAIIIIAAAggEBQiQghQ8KKxAIDjavHmzDBgwQJ588snC7oLtEUAAAQQQQAABBBCwSoAAyarqcE9mNDjq27evbNq0SX73u9/JuHHj3JN5cooAAggggAACCCCAQC4CTPOdCwwv5y4QaDnS4Ehnqps4caLExcXl/gHeQQABBBBAAAEEEEDAJQK0ILmkomzJpk7I0Lt3gNOchAAAHw1JREFU72DL0aRJkwiObKkc8oEAAggggAACCCBQZAECpCIT+mcHOpW3Bkc65qh///60HPmn6ikpAggggAACCCDgGwECJN9UddEK+sMPP8iNN94oKSkp8oc//EHGjx9Py1HRSPk0AggggAACCCCAgIUCBEgWVoptWdIpvDU42rFjh1nnaOzYsQRHtlUS+UEAAQQQQAABBBCIiACTNESE0bs7WbdunZmlTidmePDBB1kE1rtVTckQQAABBBBAAAEEfhYgQOI0yFXgiy++kDvuuEOOHj0qSUlJMnjw4Fy35Q0EEEAAAQQQQAABBLwgQIDkhVqMQhnef/99GTJkiJw6dUqmTp0qffr0icJR2CUCCCCAAAIIIIAAAnYJMAbJrvqwIjf/8z//IwMHDjR5mTNnDsGRFbVCJhBAAAEEEEAAAQRiIUALUiyUXXSMZ599VnRto3Llysm8efPk8ssvd1HuySoCCCCAAAIIIIAAAkUTIEAqmp9nPq1d6R5++GHR1qPq1aub+yZNmnimfBQEAQQQQAABBBBAAIGCCBAgFUTJ49v89NNPcvfdd8vHH38sTZs2lddff90ESR4vNsVDAAEEEEAAAQQQQOAsAcYgnUXirxd27dolvXr1MsHRVVddJW+//TbBkb9OAUqLAAIIIIAAAgggECJAC1IIht8epqWlSffu3WX//v1y2223yfjx4yUhgVPCb+cB5UUAAQQQQAABBBD4VYBvw79a+OrRnj17ZP369XLmzBkZOXKk3H///b4qP4VFAAEEEEAAAQQQQCCcAAFSOBUPv5aVlSUpKSmyZcsWiY+Pl5deekm6du3q4RJTNAQQQAABBBBAAAEECi5AgFRwK9dvqTPVrV27Vg4cOCAlSpSQiy++mODI9bVKARBAAAEEEEAAAQQiKUCAFElNi/elM9WtWrVK0tPTpUKFCtKmTRspXry4xTkmawgggAACCCCAAAIIxF6AACn25jE/4r59+2TdunVy+vRpqV27tuj6RsWKMYFhzCuCAyKAAAIIIIAAAghYL0CAZH0VnXsGdQKG7777TrZt22YCoosuukhq1Khx7jvkkwgggAACCCCAAAIIeFyAAMmjFXzixAlZs2aNHD58WEqWLGm61JUrV86jpaVYCCCAAAIIIIAAAghERoAAKTKOVu1FJ2HQLnUnT56UypUrS8uWLSUxMdGqPJIZBBBAAAEEEEAAAQRsFCBAsrFWzjFPoV3q4uLizFijunXrnuPe+BgCCCCAAAIIIIAAAv4TIEDySJ0fO3bMTOF95MgR06WuVatWUr58eY+UjmIggAACCCCAAAIIIBAbAQKk2DhH9Sg7d+6UTZs2mVnqqlWrJi1atJCEBKo2qujsHAEEEEAAAQQQQMCTAnyLdnG1ZmRkSHJysln4NT4+XpilzsWVSdYRQAABBBBAAAEErBAgQLKiGgqfCV3bSIMjnYhBu9LpRAylSpUq/I74BAIIIIAAAggggAACCAQFCJCCFO54kJmZKRs3bpS9e/eKTsTQqFEjqVevnnnsjhKQSwQQQAABBBBAAAEE7BUgQLK3bs7KmQZFGhxpkFS2bFnTaqT3JAQQQAABBBBAAAEEEIiMAAFSZByjuhdd9HXDhg1mrJG2GjVs2NC0GhUrViyqx2XnCCCAAAIIIIAAAgj4TYAAyeIaz8rKkgceeECWLVsmusbR+eefbyZiKFOmjMW5JmsIIIAAAggggAACCLhXgADJ4rqbNm2aTJ061YwvatasmdSqVYuxRhbXF1lDAAEEEEAAAQQQcL8AAZLFdagBkSadhKF27doW55SsIYAAAggggAACCCDgDQEGsVhcj4mJiSZ3LPpqcSWRNQQQQAABBBBAAAFPCRAgeao6KQwCCCCAAAIIIIAAAggURYAAqSh6fBYBBBBAAAEEEEAAAQQ8JUCA5KnqpDAIIIAAAggggAACCCBQFAECpKLo8VkEEEAAAQQQQAABBBDwlAABkqeqk8IggAACCCCAAAIIIIBAUQQIkIqix2cRQAABBBBAAAEEEEDAUwIESJ6qTgqDAAIIIIAAAggggAACRREgQCqKHp9FAAEEEEAAAQQQQAABTwkQIHmqOikMAggggAACCCCAAAIIFEWAAKkoenwWAQQQQAABBBBAAAEEPCVAgOSp6qQwCCCAAAIIIIAAAgggUBQBAqSi6PFZBBBAAAEEEEAAAQQQ8JQAAZKnqpPCIIAAAggggAACCCCAQFEECJCKosdnEUAAAQQQQAABBBBAwFMCBEieqk4KgwACCCCAAAIIIIAAAkURIEAqih6fRQABBBBAAAEEEEAAAU8JECB5qjopDAIIIIAAAggggAACCBRFgACpKHp8FgEEEEAAAQQQQAABBDwlQIDkqeqkMAgggAACCCCAAAIIIFAUAQKkoujxWQQQQAABBBBAAAEEEPCUAAGSp6qTwiCAAAIIIIAAAggggEBRBAiQiqLHZxFAAAEEEEAAAQQQQMBTAgRInqpOCoMAAggggAACCCCAAAJFESBAKooen0UAAQQQQAABBBBAAAFPCRAgeao6KQwCCCCAAAIIIIAAAggURYAAqSh6fBYBBBBAAAEEEEAAAQQ8JZBgU2mOHj0qn376qej95ZdfLrVr184ze6dPn5bVq1fLhg0bpGnTptK2bdts2+f3fraNeYIAAggggAACCCCAAAK+F7AmQNq6dasMHDhQ6tevLzVq1JCZM2fK2LFjpX379mErSYOfIUOGyJ49e6Rjx46yYMEC6dy5s4wYMcJsn9/7YXfKiwgggAACCCCAAAIIIOBrAWsCpGeeeUZ69uwpw4YNk7i4OJk3b55MmTJF5s+fb57nrCUNiH766Sd58803pXTp0rJ9+3YZMGCAdO/eXZo0aWICprzez7k/niOAAAIIIIAAAggggAACVoxBSk1NlY0bN0qvXr2CwVCPHj1k9+7dpvtcuGpavny5XHfddSY40vfr1KkjF110kXz44Ydm8/zeD7dPXkMAAQQQQAABBBBAAAF/C1jRgrR3715TCxdeeGGwNi644AIpXry47N+/X1q0aBF8PfBAu9aFbq+v63PdXlN+75uNfvnxww8/yIEDB4IvFStWTGrWrBl87tQDbUnTdPz4cTl06FBUsrFq1ao896vjwU6ePCkVK1bMc7tYvxktj1iXw+3H03OzZMmSbi+GdfkP93t53nnnSVZWlmRmZhYpv7H63cnIyJCEhASJj48vUn75sPcEtAv8Bx98IJUrV45K4WJ1jkcl8+zUfOfh/0ruJ0K4/w+5b124d6L1uxP4v6X/DxITEwuXqQhvHfhund9urQiQNJjRf/56C01ly5YNGxicOnVKfvzxRylXrlzo5ub55s2bJb/3s33o5ycvvfSSvPHGG8GX9Z96cnJy8LlTD7T8mjSA01s0knZJJCGAgF0C/F7aVR/kJvICd955Z+R3yh4R8IGAm/8/6MX2SpUqOVpLgWAtv0xYESBpNKlBTc6kV5lKlSqV82VzRVJbeXJ+Rp/reCSNUPN6P+cOO3ToICVKlAi+rJ/X8UtOpyuvvFJGjx4taWlpcubMGUeyo2O79Epw48aNHTl+tA6q54cmp1yjVa5Y7vfYsWOmC2ybNm2CV4TUVS8w6O8itpGtDf27pC1IbnFds2aNVK9eXapUqRJZiAjvLXDOaku5+pIiJ5DbOavd5w8ePGi6xUfuaP7Zk7rqzYvn7IkTJ2Tt2rXSsmVLR3onqKv+jeVvQWR/n9RV/x9o7yynv19r3WoPtfySFQGSRpMaDKWnp2cLiI4cOWJAcxZCm8c0CtXuX6FJt69WrZoZx5TX+6Gf0cfXX3+9uYW+rq1aTicN2pKSkkTLpV9GSZET0MBbzyNcI2eqe9JuEeXLl5fDhw+bbhKR3bu/91amTBnzj1v/TpIiJ6AX1bQ3gn5h14tBpMgJaC8I/RKvX3pJkRNQV/17oD1p1JcUOYHzzz/f/O8qaCtD5I7s7T2pq37v0uEsORs3Yl1yDdYCPbTyOrYVkzRoRJmzW5tO2qBRfM5xRoHC6HTgObvB6XpIOkW4pvzeD+yHewQQQAABBBBAAAEEEEAgIGBFgKSRpbbizJ071zS96dWmOXPmSJcuXYKDOLWr1+uvvx5sNbrllltkyZIlpouPNpctXLjQDF7u1q2bKVt+7wcAuEcAAQQQQAABBBBAAAEEAgJWdLHTzOiir9qd7IYbbjCTNbRu3VqGDh0ayKds2bJFZsyYYRaD1aYxXUD21ltvlfvuu8+Mf9CWo1GjRplmZ/1Qfu8Hd8wDBBBAAAEEEEAAAQQQQOAXgbifW1+sGpWq4220f6D2Cy9I0n6i+pncZsXI7/3cjmHLGKQKFSowBim3SirC64xBKgJeHh9lDFIeOEV8izFIRQTM5eOMQcoFJgIvMwYpAohhdsEYpDAoEXqJMUgRgsyxG9vGIBVk8iBrWpACljmn7g68ntu9zkSRW3Ckn8nv/dz2y+sIIIAAAggggAACCCDgPwErxiD5j50SI4AAAggggAACCCCAgI0CBEg21gp5QgABBBBAAAEEEEAAAUcECJAcYeegCCCAAAIIIIAAAgggYKMAAZKNtUKeEEAAAQQQQAABBBBAwBEBAiRH2DkoAggggAACCCCAAAII2ChAgGRjrZAnBBBAAAEEEEAAAQQQcESAAMkRdg6KAAIIIIAAAggggAACNgoQINlYK+QJAQQQQAABBBBAAAEEHBEgQHKEnYMigAACCCCAAAIIIICAjQIESDbWCnlCAAEEEEAAAQQQQAABRwQIkBxh56AIIIAAAggggAACCCBgowABko21Qp4QQAABBBBAAAEEEEDAEQECJEfYOSgCCCCAAAIIIIAAAgjYKECAZGOtkCcEEEAAAQQQQAABBBBwRIAAyRF2DooAAggggAACCCCAAAI2ChAg2Vgr5AkBBBBAAAEEEEAAAQQcESBAcoSdgyKAAAIIIIAAAggggICNAgRINtYKeUIAAQQQQAABBBBAAAFHBAiQHGHnoAgggAACCCCAAAIIIGCjAAGSjbVCnhBAAAEEEEAAAQQQQMARAQIkR9g5KAIIIIAAAggggAACCNgoQIBkY62QJwQQQAABBBBAAAEEEHBEgADJEXYOigACCCCAAAIIIIAAAjYKECDZWCvkCQEEEEAAAQQQQAABBBwRIEByhJ2DIoAAAggggAACCCCAgI0CBEg21gp5QgABBBBAAAEEEEAAAUcECJAcYeegCCCAAAIIIIAAAgggYKMAAZKNtUKeEEAAAQQQQAABBBBAwBGBuKyfkyNH5qD5Cnz00Ufy5z//WYYNGyb9+/fPd3s2QMBpgbffflueeuopeeyxx6Rnz55OZ4fjI5CvwLx582T69OkyadIk+c1vfpPv9myAgNMCf/nLX+SVV16R2bNnS5s2bZzODsdHIF8B/V6g3w/mz58vDRo0yHd7GzagBcmGWsglDydPnpQjR45IRkZGLlvwMgJ2CWRmZppzVu9JCLhBQP++6t9Zzlk31BZ5VIETJ06Yc/bUqVOAIOAKgePHj5tz9syZM67Ir2aSAMk1VUVGEUAAAQQQQAABBBBAINoCBEjRFmb/CCCAAAIIIIAAAggg4BqBBNfk1IcZrV69uvTq1UsaNmzow9JTZDcK1KlTx5yzek9CwA0CjRs3NufshRde6IbskkcEpHnz5uacveCCC9BAwBUCOlZOuzGXK1fOFfnVTDJJg2uqiowigAACCCCAAAIIIIBAtAXoYhdtYfaPAAIIIIAAAggggAACrhEgQHJNVZFRBBBAAAEEEEAAAQQQiLZA/JifU7QPwv4LL3D69GlZtWqV/N///Z/pt1mjRo3C74RPIBADgV27dsn7778vLVq0yHY0zuFsHDyxQCA9PV0++eQTWb58uej5qeM8QxPnbKgGj20QOHz4sHzwwQeyadMmOf/886Vs2bLZssU5m42DJxYJ/Pjjj2bdo1atWkmxYr+2xxw9elR0nU/9jqvns57XNiYCJAtrRf/gDRkyRN555x2pUKGCvPbaa7J371654oorLMwtWfKzwE8//STDhw+Xbdu2ZVsYlnPYz2eFnWV/77335P7775e0tDRzmzNnjug/8A4dOpgMc87aWW9+ztXSpUtl6NChkpWVJSkpKWZh2GbNmklgQhHOWT+fHXaXXc/Z0aNHyz//+U8ZMGCAxMfHmwxv3bpVbrvtNtmzZ49Zz0sX6daJcmrWrGldgZjFzroqEVmwYIHoF88333xTSpcuLdu3bzcnWPfu3aVJkyYW5pgs+VFgxYoVMmHCBNErnPXq1ctGwDmcjYMnDgvo4oTz5s0zF5769OljcvOvf/1LHn30UbnxxhvNTKGcsw5XEofPJqALxc+YMUMGDRokt956q3nvmWeeMUHSZZddZp5zzmYj44lFAm+99ZZs2LDhrBzpOdyzZ08ZNmyYxMXFmb/LU6ZMMS1N+tym9Gubl0258nletPvHddddZ4IjpdApky+66CL58MMPfS5D8W0R0CbykSNHSteuXc3VoJz54hzOKcJzJwUOHjwobdu2NX9XA/m4+OKLzcPdu3ebe87ZgAz3Ngho65C2eOqXyUDSHiV6LgcS52xAgnubBLSVSC9I3XvvvdmylZqaKhs3bjRT1AeCoR49eoj+DQ4XTGX7sANPCJAcQM/vkNr0GGhCD2yrz/fv3x94yj0CjgqULFnStHTq1c2EhLMbojmHHa0eDp5DoFKlSjJixAgpX7588B0d36ndPgKt8pyzQRoeWCBQokQJufrqq6VUqVKiXyzfffddWbRokQRaQDWLnLMWVBRZyCagLZ9JSUly9913S86x8zpURFPo91tdy6t48eJWfr8lQMpWtc4/OXXqlOkXn3MxLX0eeuXI+ZySAz8LaFCU2yKFnMN+PjPcUfbvv/9eZs6cKb///e+latWqwjnrjnrzay6feOIJ051ZA/2rrrrKMHDO+vVssLvcs2fPlipVqmRr+QzkWAP68847z9wCr+m9TtRw6NCh0JeseEyAZEU1/JoJvaKps33oH7/QpM91PBIJAdsFOIdtryF/52/t2rVm4Ps111wjAwcONBics/4+J2wv/dSpU03rUZs2bcx4ZJ1ohHPW9lrzX/6++eYb09L58MMPhy18YmLiWd9tdUPtTqotpbals/vG2JZDn+VH+2VWrFhRdIxHaDpy5IhUq1Yt9CUeI2ClAOewldVCpn4W0DEbjz/+uPTt21fuueeeoAnnbJCCB5YKaPdQ7ba0ePFi+fzzz6VLly58V7C0rvyaLW2V10Bn/PjxhkADeU2jRo2SG264QbQFVIMhXW4hNCDS77c5l1wwH3T4By1IDldAuMPXr19fkpOTs72lA9hy9ufMtgFPELBIgHPYosogK0ZA193QaWf/9Kc/ZQuOAjycswEJ7m0Q0KUTevfubQawB/Jz4sQJ8wVTp1DWxDkbkOHeBgGdablbt27SvHlzc9MJxjQ1bdrUBPM6lbd2zw/9fquTNugso6Hjkmwoi+aBAMmWmgjJxy233CJLliwxs3roH8KFCxeaxWL1xCMh4AYBzmE31JJ/8qiD3MeNGyedOnWSunXrypo1a4K3wNhOzln/nA9uKKmepzo+Tqf61ivx+/btkxdeeMEsqtm+fXtTBM5ZN9Skf/KoMy7ecccdwdv1119vCt+/f3+zkLwuCKuvzZ071yxlowG/rkenraGVK1e2DooudtZViYj+8dN1D+677z7RPpvacqRNlGXKlLEwt2QJgbMFOIfPNuEV5wR0BjDt1qFLJeRcLkH7y+uVT85Z5+qHI4cX0EW4x4wZY9bq0qvsekV+4sSJZgF5/QTnbHg3XrVXYMiQIWaWO+1ypxM2tG7d2owJtTHHcT+3UPy7rdbG3Pk8T5mZmaJ9M7XfJgkBNwpwDrux1vydZ85Zf9e/jaXXJT60a5KOTw6XOGfDqfCazQL63VYnGrF58jECJJvPIPKGAAIIIIAAAggggAACMRVgDFJMuTkYAggggAACCCCAAAII2CxAgGRz7ZA3BBBAAAEEEEAAAQQQiKkAAVJMuTkYAggggAACCCCAAAII2CxAgGRz7ZA3BBBAAAEEEEAAAQQQiKkAAVJMuTkYAggggAACCCCAAAII2CzAOkg21w55QwABBBAIChw9elTWrl0rP/74o1kTplWrVlKsGNf5gkA8QAABBBCIiAD/WSLCyE4QQAABBKIlkJKSIldffbXoSuwdO3Y0C2defPHFUr9+fXnllVeidVj2iwACCCDgUwFakHxa8RQbAQQQcIPAO++8I7fddpvJ6uOPP24CJF2B/YMPPpC33npL7rzzTtOK1L9/fzcUhzwigAACCLhAgIViXVBJZBEBBBDwo4Cutt6kSROJi4uTzz77TOrWrZuNQd/XFqWNGzfK3/72N+nWrVu293mCAAIIIIDAuQgQIJ2LGp9BAAEEEIi6wEMPPSQTJkyQV199VXJrIdqxY4e0bNlSGjduLF9++aXJ0+zZs2Xnzp1h86djlrQlKpD0M2+++aZs3brVBGBdu3aVa6+9NvC2uZ81a5ZUqFBBOnfuLC+//LJ89dVXUr16denTp4906NAh27anTp2SuXPnysqVKyU9PV20K+DgwYNN98BsG/IEAQQQQMBaAQIka6uGjCGAAAL+Fmjbtq1pHdLJGbQVKbd03XXXySeffCLaolSiRAnT7W79+vXBzePj4yUzM1NWr14t1apVkz179pj3xo4dK6NHj5Z69erJpZdeKhs2bJDk5GS55557ZMaMGcHPt2vXTrRb34EDB2T37t1yySWXmCDpxIkTJrjq3bu32Vbf11YsDaA0YGvevLl8/PHHJjhavHixeR7cKQ8QQAABBKwVYJIGa6uGjCGAAAL+Fvj2229N8JJXcKRCGrCcPHlSvvnmGwMWaOXRQEVvn376qVSuXNkET2+//bbZRrvsaUtSv379ZNOmTbJgwQJZt26djBgxQmbOnGkCH7PhLz+WL18uPXv2lH379pmgZ9WqVVKyZEmZPHlycLOHH37YHO9///d/RfO+aNEiWbNmjQnOhgwZEtyOBwgggAACdgsQINldP+QOAQQQ8KXAoUOHRFuOatWqlW/5GzZsaLbR1p9wSVuElixZYma8u/zyy80m//3f/y3asjR16lRJTEw0r2kg9tRTT0mVKlVk+vTp2XalLUja4qRBkaZGjRpJ69atZfv27eb54cOHTde6K664Qm666Sbzmv6oXbu2/O53v5Nly5aZKcqDb/AAAQQQQMBaAWaxs7ZqyBgCCCDgXwEd81O1alXZu3dvvgi7du0y21SsWPGsbZ988knRYEgDHx0zFEg6sUOdOnVMMBR4Te+1i54GPtpCFJo0UCtevHjoS+az2i1P03fffSdZWVmmm1/fvn2zbRcYD7V582bRtZtICCCAAAJ2CxAg2V0/5A4BBBDwrYBOgKDTeevEBwkJuf+70mBHU7NmzbJZ6eQOOsbozp+nAh85cmS291JTU6VcuXLZXgs8KVOmjOmyF3iu96VKlQp9ah5ri5MGRZp08VpN2sKUc/FabUXSW9myZc02/EAAAQQQsFsg9/84dueb3CGAAAIIeFxAp/DWcTzPP/+8DBs2LGxptVVGt9GZ7HRShED66KOPZNCgQdKpUyfRWehypgYNGsiKFStyvmyeb9u2Tdq0aRP2vdxe1EVrNenkDK+//nq2zU6fPm2682V7kScIIIAAAtYKMAbJ2qohYwgggIC/Be6991658sorzWQKOktdzqTd77R1SLu+6cQKgaTd3m6++WYzwYNOmBAYYxR4X+91v9qKpOsnhSbtWqez3en03IVJGiDpDHkarOlseqHp97//vZQvXz44Xin0PR4jgAACCNgnwDTf9tUJOUIAAQQQ+EVAJ2u46qqrzHTft99+u1kYVrvGaRCj6x3pRA46hbauUaRJgxMd56PjfsaNG2dmr9MueqGpS5cuouOVtEteWlqaTJo0yaxnpFODDx8+3EzprQFZzZo1zcd0mu+MjAwzI13ofnR676VLl4rmUdNrr70mAwYMMHnRGfK0W978+fPl2Weflccee0yeeOKJ0I/zGAEEEEDAUgECJEsrhmwhgAACCPxbQNce0oBDu64dP348yKLd5/R1vQ+klJQUM8Nc4Hm4ex3XpGsn6eQOOsPdu+++K2fOnJHSpUubYExbo3TMUCAVNEDS7XW6cA2yNM+adOyUBnYvvvjiWZM8mA34gQACCCBgnQABknVVQoYQQAABBMIJ6FpHO3bskPT0dDMDXW6TLIT7bF6vadCl4450uvBw3fHy+mxu72n3P+3CV7duXRN45bYdryOAAAII2CdAgGRfnZAjBBBAAAEEEEAAAQQQcEiASRocguewCCCAAAIIIIAAAgggYJ8AAZJ9dUKOEEAAAQQQQAABBBBAwCEBAiSH4DksAggggAACCCCAAAII2CdAgGRfnZAjBBBAAAEEEEAAAQQQcEiAAMkheA6LAAIIIIAAAggggAAC9gkQINlXJ+QIAQQQQAABBBBAAAEEHBIgQHIInsMigAACCCCAAAIIIICAfQIESPbVCTlCAAEEEEAAAQQQQAABhwQIkByC57AIIIAAAggggAACCCBgnwABkn11Qo4QQAABBBBAAAEEEEDAIYH/B4ufdr8icGKvAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "airquality_hist_with_limits(0, 40)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Head cut:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      ": Removed 77 rows containing non-finite values (stat_bin).Warning message:\n",
      ": Removed 77 rows containing non-finite values (stat_density).Warning message:\n",
      ": Removed 2 rows containing missing values (geom_bar)."
     ]
    },
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "airquality_hist_with_limits(40, 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Conclusion: this is the most important thing and especially hard in our case. We could solve it with adaptive sampling, but even that has problems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E.g. lets see a histogram with 15 bins."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ozone <- airquality[,Ozone]\n",
    "ggplot(data=data.table(ozone), aes(x=ozone)) + geom_histogram(bins = 15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's fairly good right? Now what if we have a single outstanding value, and resample our histogram to include it?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in file(con, \"rb\"): cannot open the connection\n",
     "output_type": "error",
     "traceback": [
      "Error in file(con, \"rb\"): cannot open the connection\n"
     ]
    },
    {
     "data": {
      "image/png": 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C9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUICEj1KBlDgAABAgQIECBAgEAWAgJSFm1WJAECBAgQIECAAAEC9QgISPUoGUOAAAECBAgQIECAQBYCAlIWbVYkAQIECBAgQIAAAQL1CAhI9SgZQ4AAAQIECBAgQIBAFgICUhZtViQBAgQIECBAgAABAvUI9NQzqNVjFixYEH71q18NeZhtttkmbL311sW2u+66KyxdunTAuB122CFsvvnmA9a5QIAAAQIECBAgQIAAgZEIlCIgvfDCC+Gyyy4bMP+VK1eG1157LZxxxhlFQFq1alU4//zzw9SpU0NPzzvTPvnkkwWkAXIuECBAgAABAgQIECAwUoF3ksZI99CE6+26667h2muvHbCn73znO+G+++4Lhx56aLH+xRdfDL29veHyyy8Ps2bNGjDWBQIECBAgQIAAAQIECDRDoBQBad1CYjC6/vrrw6WXXhomTJhQbH7yySfD7NmzhaN1sVwmQIAAAQIECBAgQKBpAqULSG+//Xa48MILw1FHHRW23377/kKfeuqp4u118ZWl+FmkGTNmhOOOOy588IMf7B9T++W0004Lzz77bO1ieM973hMuuOCC/st+GVqgq6tr6A0lWTtnzpySzGRk0xgzZkwR+OPbRC2tERg3blyo+nnSGpnR7zWevxtttNHod2QPwwpMnDgxjB8/ftjtNoxcoLu72xOsI+db7zVrjx0mT54cJk2atN6xNo5MIN7+um8bmd2611qxYsW6q4a8XLqAdPvtt4dXX301HHbYYQMm/MQTT4TXX389bLvttuH9739/uPHGG8OXv/zlcNFFF4U999xzwNg333yz+PxSbeWiRYtCPLks1Raoeg9rdyK1n9XuRjlnH22rfp6UUzYEtq3vDOPWGrttaK1vPH/jP0trBJy/zXGt17F0ASm+tW6fffYZ9EzPV7/61bB69erilaNItMcee4T4qtI111wzKCBdffXVgxRffvnlQeusGCiwySabDFxRsku//e1vSzajxqYzbdq04nN0y5cvb+yKRicF4p3y3LlzQ3wFeuHChcnxBjQuEF+1X7JkSaj32bfGj5DvNeIXD8Vnh5ctWxbiE3qW5gvEzy7H24b4OMLSXIH4qufMmTOL24d1v2m4uUfKd28bb7xxiN/4bBm9QHw1OXqmllK9rBK/ze6BBx4In/jEJwbNe/r06f3hqLYxvnIk+NQ0/CRAgAABAgQIECBAYLQCpQpI99xzT/Ee95133nlQXeecc86gb7qLYWrTTTcdNNYKAgQIECBAgAABAgQIjESgVAHp+eefD1tuueWQdeyyyy7hyiuvDPHb7OLbaK677rrw2GOPhSOOOGLI8VYSIECAAAECBAgQIECgUYFSfQbpueeeC9tss82QNcS/h/Tggw+GE088McRvqorveY1f0rDuFzQMeWUrCRAgQIAAAQIECBAgUIdAqQLSJZdcMuyU49efxq/qjh8AXLx4cYhfKODbUoblsoEAAQIECBAgQIAAgREIlCog1TP/+D378Z+FAAECBAgQIECAAAECzRYo1WeQml2c/REgQIAAAQIECBAgQKARAQGpES1jCRAgQIAAAQIECBDoaAEBqaPbqzgCBAgQIECAAAECBBoREJAa0TKWAAECBAgQIECAAIGOFhCQOrq9iiNAgAABAgQIECBAoBEBAakRLWMJECBAgAABAgQIEOhoAQGpo9urOAIECBAgQIAAAQIEGhEQkBrRMpYAAQIECBAgQIAAgY4WEJA6ur2KI0CAAAECBAgQIECgEQEBqREtYwkQIECAAAECBAgQ6GgBAamj26s4AgQIECBAgAABAgQaERCQGtEylgABAgQIECBAgACBjhYQkDq6vYojQIAAAQIECBAgQKARAQGpES1jCRAgQIAAAQIECBDoaAEBqaPbqzgCBAgQIECAAAECBBoREJAa0TKWAAECBAgQIECAAIGOFhCQOrq9iiNAgAABAgQIECBAoBEBAakRLWMJECBAgAABAgQIEOhoAQGpo9urOAIECBAgQIAAAQIEGhEQkBrRMpYAAQIECBAgQIAAgY4WEJA6ur2KI0CAAAECBAgQIECgEQEBqREtYwkQIECAAAECBAgQ6GgBAamj26s4AgQIECBAgAABAgQaERCQGtEylgABAgQIECBAgACBjhYQkDq6vYojQIAAAQIECBAgQKARAQGpES1jCRAgQIAAAQIECBDoaAEBqaPbqzgCBAgQIECAAAECBBoREJAa0TKWAAECBAgQIECAAIGOFhCQOrq9iiNAgAABAgQIECBAoBEBAakRLWMJECBAgAABAgQIEOhoAQGpo9urOAIECBAgQIAAAQIEGhEQkBrRMpYAAQIECBAgQIAAgY4WEJA6ur2KI0CAAAECBAgQIECgEQEBqREtYwkQIECAAAECBAgQ6GgBAamj26s4AgQIECBAgAABAgQaERCQGtEylgABAgQIECBAgACBjhYQkDq6vYojQIAAAQIECBAgQKARAQGpES1jCRAgQIAAAQIECBDoaAEBqaPbqzgCBAgQIECAAAECBBoREJAa0TKWAAECBAgQIECAAIGOFhCQOrq9iiNAgAABAgQIECBAoBEBAakRLWMJECBAgAABAgQIEOhoAQGpo9urOAIECBAgQIAAAQIEGhEQkBrRMpYAAQIECBAgQIAAgY4WEJA6ur2KI0CAAAECBAgQIECgEQEBqREtYwkQIECAAAECBAgQ6GgBAamj26s4AgQIECBAgAABAgQaERCQGtEylgABAgQIECBAgACBjhYQkDq6vYojQIAAAQIECBAgQKARAQGpES1jCRAgQIAAAQIECBDoaAEBqaPbqzgCBAgQIECAAAECBBoREJAa0TKWAAECBAgQIECAAIGOFhCQOrq9iiNAgAABAgQIECBAoBEBAakRLWMJECBAgAABAgQIEOhoAQGpo9urOAIECBAgQIAAAQIEGhEQkBrRMpYAAQIECBAgQIAAgY4WEJA6ur2KI0CAAAECBAgQIECgEQEBqREtYwkQIECAAAECBAgQ6GgBAamj26s4AgQIECBAgAABAgQaERCQGtEylgABAgQIECBAgACBjhYQkDq6vYojQIAAAQIECBAgQKARAQGpES1jCRAgQIAAAQIECBDoaAEBqaPbqzgCBAgQIECAAAECBBoREJAa0TKWAAECBAgQIECAAIGOFhCQOrq9iiNAgAABAgQIECBAoBEBAakRLWMJECBAgAABAgQIEOhoAQGpo9urOAIECBAgQIAAAQIEGhEQkBrRMpYAAQIECBAgQIAAgY4WEJA6ur2KI0CAAAECBAgQIECgEQEBqREtYwkQIECAAAECBAgQ6GgBAamj26s4AgQIECBAgAABAgQaERCQGtEylgABAgQIECBAgACBjhYQkDq6vYojQIAAAQIECBAgQKARAQGpES1jCRAgQIAAAQIECBDoaAEBqaPbqzgCBAgQIECAAAECBBoREJAa0TKWAAECBAgQIECAAIGOFhCQOrq9iiNAgAABAgQIECBAoBEBAakRLWMJECBAgAABAgQIEOhoAQGpo9urOAIECBAgQIAAAQIEGhEQkBrRMpYAAQIECBAgQIAAgY4WEJA6ur2KI0CAAAECBAgQIECgEQEBqREtYwkQIECAAAECBAgQ6GgBAamj26s4AgQIECBAgAABAgQaERCQGtEylgABAgQIECBAgACBjhYQkDq6vYojQIAAAQIECBAgQKARAQGpES1jCRAgQIAAAQIECBDoaAEBqaPbqzgCBAgQIECAAAECBBoREJAa0TKWAAECBAgQIECAAIGOFujp6OrWKq67u3utS36tokDVe9jV1RXGjBkTql5HGc+daBuX+JNvazrk/G2Na9xrvF2o/XT+FhRN/0/t/K3dVjT9ABnv0Pm7YZrvtqE5zrXzNbW3bALS9OnTUxbZby/7HUfVexhv3MaOHRsmTJiQ/bnWKoCenp5Q9fOkVTaj3W+0nTJlSujr6xvtrlx/HYHabe+4ceOcv+vYNOtivP2dNm1as3ZnP2sJ1B5wxvu2eB9nab5ANHbf1hzXVatW1bWjbALS66+/XhdIzoM22WSTUpdf9R7GO+fe3t6wfPnyUjtXcXLxAebcuXPDihUrwsKFC6tYQunnPGPGjLBkyZLCuPSTrdgEY/icM2dOcduwaNGiis2+GtOdNWtWeOONN8Lq1aurMeEKzXL8+PFh5syZYdmyZWHp0qUVmnl1prrxxhuHqj8GKot2fLJk0qRJyen4DFKSyAACBAgQIECAAAECBHIREJBy6bQ6CRAgQIAAAQIECBBICghISSIDCBAgQIAAAQIECBDIRUBAyqXT6iRAgAABAgQIECBAICkgICWJDCBAgAABAgQIECBAIBcBASmXTquTAAECBAgQIECAAIGkgICUJDKAAAECBAgQIECAAIFcBASkXDqtTgIECBAgQIAAAQIEkgICUpLIAAIECBAgQIAAAQIEchEQkHLptDoJECBAgAABAgQIEEgKCEhJIgMIECBAgAABAgQIEMhFQEDKpdPqJECAAAECBAgQIEAgKSAgJYkMIECAAAECBAgQIEAgFwEBKZdOq5MAAQIECBAgQIAAgaSAgJQkMoAAAQIECBAgQIAAgVwEBKRcOq1OAgQIECBAgAABAgSSAgJSksgAAgQIECBAgAABAgRyERCQcum0OgkQIECAAAECBAgQSAoISEkiAwgQIECAAAECBAgQyEVAQMql0+okQIAAAQIECBAgQCApICAliQwgQIAAAQIECBAgQCAXAQEpl06rkwABAgQIECBAgACBpICAlCQygAABAgQIECBAgACBXAQEpFw6rU4CBAgQIECAAAECBJICAlKSyAACBAgQIECAAAECBHIREJBy6bQ6CRAgQIAAAQIECBBICghISSIDCBAgQIAAAQIECBDIRUBAyqXT6iRAgAABAgQIECBAICkgICWJDCBAgAABAgQIECBAIBcBASmXTquTAAECBAgQIECAAIGkgICUJDKAAAECBAgQIECAAIFcBASkXDqtTgIECBAgQIAAAQIEkgICUpLIAAIECBAgQIAAAQIEchEQkHLptDoJECBAgAABAgQIEEgKCEhJIgMIECBAgAABAgQIEMhFQEDKpdPqJECAAAECBAgQIEAgKSAgJYkMIECAAAECBAgQIEAgFwEBKZdOq5MAAQIECBAgQIAAgaSAgJQkMoAAAQIECBAgQIAAgVwEBKRcOq1OAgQIECBAgAABAgSSAgJSksgAAgQIECBAgAABAgRyERCQcum0OgkQIECAAAECBAgQSAoISEkiAwgQIECAAAECBAgQyEVAQMql0+okQIAAAQIECBAgQCApICAliQwgQIAAAQIECBAgQCAXAQEpl06rkwABAgQIECBAgACBpICAlCQygAABAgQIECBAgACBXAQEpFw6rU4CBAgQIECAAAECBJICAlKSyAACBAgQIECAAAECBHIREJBy6bQ6CRAgQIAAAQIECBBICghISSIDCBAgQIAAAQIECBDIRUBAyqXT6iRAgAABAgQIECBAICkgICWJDCBAgAABAgQIECBAIBcBASmXTquTAAECBAgQIECAAIGkgICUJDKAAAECBAgQIECAAIFcBASkXDqtTgIECBAgQIAAAQIEkgICUpLIAAIECBAgQIAAAQIEchEQkHLptDoJECBAgAABAgQIEEgKCEhJIgMIECBAgAABAgQIEMhFQEDKpdPqJECAAAECBAgQIEAgKSAgJYkMIECAAAECBAgQIEAgFwEBKZdOq5MAAQIECBAgQIAAgaSAgJQkMoAAAQIECBAgQIAAgVwEBKRcOq1OAgQIECBAgAABAgSSAgJSksgAAgQIECBAgAABAgRyERCQcum0OgkQIECAAAECBAgQSAoISEkiAwgQIECAAAECBAgQyEVAQMql0+okQIAAAQIECBAgQCApICAliQwgQIAAAQIECBAgQCAXAQEpl06rkwABAgQIECBAgACBpICAlCQygAABAgQIECBAgACBXAQEpFw6rU4CBAgQIECAAAECBJICAlKSyAACBAgQIECAAAECBHIREJBy6bQ6CRAgQIAAAQIECBBICghISSIDCBAgQIAAAQIECBDIRUBAyqXT6iRAgAABAgQIECBAICkgICWJDCBAgAABAgQIECBAIBcBASmXTquTAAECBAgQIECAAIGkgICUJDKAAAECBAgQIECAAIFcBASkXDqtTgIECBAgQIAAAQIEkgICUpLIAAIECBAgQIAAAQIEchEQkHLptDoJECBAgAABAgQIEEgKCEhJIgMIECBAgAABAgQIEMhFQEDKpdPqJECAAAECBAgQIEAgKSAgJYkMIECAAAECBAgQIEAgFwEBKZdOq5MAAQIECBAgQIAAgaSAgJQkMoAAAQIECBAgQIAAgVwEBKRcOq1OAgQIECBAgAABAgSSAgJSksgAAgQIECBAgAABAgRyERCQcum0OgkQIECAAAECBAgQSAr0JEdsoAGLFy8OP//5zwcdbd999w1jx44t1q9atSrcf//94ZFHHgnbb7992G233QaNt4IAAQIECBAgQIAAAQIjFShNQHrggQfCBRdcEGbPnj2glj333LMISDEcnXrqqeHll18Oe++9d/jRj34UYng6++yzB4x3gQABAgQIECBAgAABAiMVKE1AevLJJ8O73/3u8A//8A9D1hID0ZIlS8I111wTJk+eHJ5//vlw7LHHhoMPPjhst912Q17HSgIECBAgQIAAAQIECDQiUJrPIMWAtL6gc+edd4YDDjigCEexwC222CLstNNO4eabb26kXmMJECBAgAABAgQIECAwrECpXkEaP358OPfcc8Njjz0Wdthhh3DGGWeEzTbbrJh8fGvdpptuOqCQeHnBggUD1sUL9957b4ifaaotM2bMCPPmzatd9HMYga6urmG2lGN1PD+qvHR3dxdvF+3r66tyGaWce+3cHTNmTKj6eVJK4DWTirbjxo0rfpZ1jlWdV7xtiEv86fxtTRfjbUS0Xb16dWsOkPFea58T7+npcf628Dxw29Ac3NrjhdTeShGQYph55ZVXwty5c8PRRx9dfMbo2muvDaeffnq46qqrwoQJE8Krr74apk2bNqCeePmJJ54YsC5e+Ou//uvw+OOP96/ffffdw5VXXtl/2S/VFJg5c2Y1J27WG0wgPoB3nrSOO/paWicQ7+viP0trBDbaaKPW7NheC4FJkyaF+M/SGgH3bc1x7e3trWtHpQhIU6ZMCT/+8Y+LBza1O+Add9wxfOpTnwq33nprOOSQQ4pnLVeuXDmgqHg5fh5p3eW4444Lr732Wv/q+CrUokWL+i/7ZWiBqVOnDr2hJGur3sP4wCd+2ciKFStKItpZ04hPmETbt956q7MKK0k1EydODPGOJZ7DluYKxFfn4v1g9F2+fHlzd25vhUB84B5vG7yC3/wTIr5yFH3juVvvg8/mz6Kz9xhvH+Ln8C2jF4i3AbWssb69lSIgxZe74qtHay9bbbVVmDNnTvGtdXF7TM5rv20ujo0PmNe9Xlx/2GGHxR8DlvgWPcv6BeL/gGVeli5dWubpJecW3z7jAVCSaUQD4m1EDEjxwXvVz5MRAWyAK8U7lPgAU8BvPnZ8gBlvf6Ot87f5vnGP8QmqZcuWeYtdC3jjW79iQIr3b87fFgCv2WV8MYBtc2xrb2lO7a0UX9Lw3HPPFa8Wvfjii/3zjYHmd7/7Xf9nkGJgevjhh/u3x1/i30OqfUZpwAYXCBAgQIAAAQIECBAgMAKBUgSkeWu+QCE+u/NP//RPYeHChcWrRv/4j/8Y4pcr/Mmf/ElRVnxV6JZbbilCUXx57LrrriuerTjooINGULarECBAgAABAgQIECBAYLBAKd5iF6d11llnha9//evh4x//eDHL+IrRJZdc0v+Bvz322CMcddRRxRc3xG9Mia8cnXfeecXbEgaXZQ0BAgQIECBAgAABAgQaFyhNQNp+++3D1VdfXXxbXQxA06dPH1TNiSeeGI455pjis0ezZ88etN0KAgQIECBAgAABAgQIjEagNAGpVkQq+MQPCqfG1PblJwECBAgQIECAAAECBBoRKMVnkBqZsLEECBAgQIAAAQIECBBolYCA1CpZ+yVAgAABAgQIECBAoHICAlLlWmbCBAgQIECAAAECBAi0SkBAapWs/RIgQIAAAQIECBAgUDkBAalyLTNhAgQIECBAgAABAgRaJSAgtUrWfgkQIECAAAECBAgQqJzAqAJSX19f+PCHPxweeuihYQs/4IADwte+9rVht9tAgAABAgQIECBAgACBsgg0/HeQli9fHl577bVi/jEg3XzzzeGJJ54IM2fOHFTTSy+9FO68887w7ne/e9A2KwgQIECAAAECBAgQIFA2gYYDUm9vb9h1113DK6+80l/LYYcd1v/7UL/su+++Q622jgABAgQIECBAgAABAqUSaDggTZs2Lfzwhz8M//3f/10U8tWvfjWccMIJYYstthhQWFdXV5gwYULYZZddQnybnYUAAQIECBAgQIAAAQJlF2g4IMWCPvShDxX/4lvsHnzwwfD5z38+7LjjjmWv1fwIECBAgAABAgQIECCwXoERBaTaHuOrRNddd13top8ECBAgQIAAAQIECBCotMCovsUuVv7qq6+GU089NWy99dZhzpw5YcaMGYP+/e3f/m2lkUyeAAECBAgQIECAAIE8BEb1ClIkOvbYY8NNN90Utt1227D77rsXnztal27LLbdcd5XLBAgQIECAAAECBAgQKJ3AqALSG2+8UYSjk08+OXzve98rXXEmRIAAAQIECBAgQIAAgUYERvUWu9pXfR999NGNHNNYAgQIECBAgAABAgQIlFJgVAEpvq1u6tSpxR+DLWV1JkWAAAECBAgQIECAAIEGBEYVkMaMGRO++c1vhssuu6z4uu8GjmsoAQIECBAgQIAAAQIESicwqs8gxb+DdNddd4VFixaFnXfeOcyePTvMnTs3xOC09nLaaacV33S39jq/EyBAgAABAgQIECBAoGwCowpIsZhnnnkmvOtd71pvXd3d3evdbiMBAgQIECBAgAABAgTKIDCqgBT/UOy9995bhjrMgQABAgQIECBAgAABAqMWGPheuFHvzg4IECBAgAABAgQIECBQXYFRvYIUP4M0b968ZPVnnXVW+NznPpccZwABAgQIECBAgAABAgTaKTCqgBQnHr/qe93lzTffDE899VRYuHBhOOSQQ8IOO+yw7hCXCRAgQIAAAQIECBAgUDqBUQWk+Bmkm2++ediivvGNb4T58+cX33A37CAbCBAgQIAAAQIECBAgUBKBln4G6Stf+UpYvXp1uPLKK0tSrmkQIECAAAECBAgQIEBgeIGWBqR42M033zz88pe/HH4GthAgQIAAAQIECBAgQKAkAi0NSHfeeWe4++67w1ZbbVWSck2DAAECBAgQIECAAAECwwuM6jNI8Vvs9txzz0F7j2+rW7p0aXj00UfDxIkTw7HHHjtojBUECBAgQIAAAQIECBAom8CoAlIsJgahoZYpU6aEI488Mpx55pm+xW4oIOsIECBAgAABAgQIECidwKgCUvwWu4ceeqh0RZkQAQIECBAgQIAAAQIERiIwqoC09gGfffbZcM8994Tnnnuu+OOxu+yyS3jXu94Vxoxp6cec1p6C3wkQIECAAAECBAgQIDAqgVEHpPh5oy996Uvh4osvDitWrBgwmW222Sb813/9V/FNdgM2uECAAAECBAgQIECAAIESCoz65Z2/+7u/CxdddFE4+OCDw/XXXx8efPDBcMcdd4Rvf/vbYfHixWGfffYJr7/+eglLNyUCBAgQIECAAAECBAgMFBjVK0jx1aOvf/3r4aSTTgr//M//PGDPH/jAB8IhhxwS4lvtbrrppvDnf/7nA7a7QIAAAQIECBAgQIAAgbIJjOoVpGeeeSYsWbIknHLKKUPWFT+DtO+++4bbb799yO1WEiBAgAABAgQIECBAoEwCowpI3d3dRS1vv/32sDX19vaGVatWDbvdBgIECBAgQIAAAQIECJRFYFQBad68eWH27NnhW9/6Voh/NHbd5d577y1ePXrve9+77iaXCRAgQIAAAQIECBAgUDqBUX0GKf4dpG984xvhtNNOC7vuums44YQTwhZbbBEWLVoUYjiKn0vacsstw4knnli6wk2IAAECBAgQIECAAAEC6wqMKiDFnZ166qlhwoQJ4bOf/Wz4zGc+M2D/Bx54YLjkkkvCxIkTB6x3gQABAgQIECBAgAABAmUUGHVAikUdf/zx4cgjjwyPPfZYeOKJJ8L06dPDtttuG7baaqsy1mxOBAgQIECAAAECBAgQGFKgKQEp7jm+ShS/0jv+sxAgQIAAAQIECBAgQKCKAqP6koZawU8//XT4whe+ULtY/Nxvv/2Kt93FPxZrIUCAAAECBAgQIECAQBUERh2QrrrqqrDjjjuGK664YkC98au/v/vd74a99torxK/6thAgQIAAAQIECBAgQKDsAqMOSJdeemnYf//9w6OPPjqg1rvuuivccMMN4aGHHgqXXXbZgG0uECBAgAABAgQIECBAoIwCowpICxYsCHfffXc455xzwqxZswbVd/DBB4fdd9+9GDNooxUECBAgQIAAAQIECBAomcCoAlKsZfXq1WHs2LHDljVz5swwbty4YbfbQIAAAQIECBAgQIAAgbIIjCogbbzxxmGnnXYKf/M3fxNWrVo1qKZf/OIX4bbbbgvve9/7Bm2zggABAgQIECBAgAABAmUTGPXXfJ9//vnhk5/8ZNhhhx3CEUccEf7gD/4gLFmyJDzwwAPhmmuuCdttt1349Kc/Xba6zYcAAQIECBAgQIAAAQKDBEYdkA4//PAwY8aMcPrpp4cLLrgg9PX1FQfp6uoKxxxzTLjwwgvD+PHjBx3YCgIECBAgQIAAAQIECJRNYNQBKRYUv8Xu8ccfL145it9aN3ny5LD11lsXP8tWsPkQIECAAAECBAgQIEBgOIGmBKTazqdMmRL23HPP2kU/CRAgQIAAAQIECBAgUCmBUX1JQ6UqNVkCBAgQIECAAAECBAgkBASkBJDNBAgQIECAAAECBAjkIyAg5dNrlRIgQIAAAQIECBAgkBAQkBJANhMgQIAAAQIECBAgkI+AgJRPr1VKgAABAgQIECBAgEBCQEBKANlMgAABAgQIECBAgEA+AgJSPr1WKQECBAgQIECAAAECCQEBKQFkMwECBAgQIECAAAEC+QgISPn0WqUECBAgQIAAAQIECCQEBKQEkM0ECBAgQIAAAQIECOQjICDl02uVEiBAgAABAgQIECCQEBCQEkA2EyBAgAABAgQIECCQj4CAlE+vVUqAAAECBAgQIECAQEJAQEoA2UyAAAECBAgQIECAQD4CAlI+vVYpAQIECBAgQIAAAQIJAQEpAWQzAQIECBAgQIAAAQL5CAhI+fRapQQIECBAgAABAgQIJAQEpASQzQQIECBAgAABAgQI5CMgIOXTa5USIECAAAECBAgQIJAQEJASQDYTIECAAAECBAgQIJCPgICUT69VSoAAAQIECBAgQIBAQkBASgDZTIAAAQIECBAgQIBAPgICUj69VikBAgQIECBAgAABAgkBASkBZDMBAgQIECBAgAABAvkICEj59FqlBAgQIECAAAECBAgkBASkBJDNBAgQIECAAAECBAjkIyAg5dNrlRIgQIAAAQIECBAgkBAQkBJANhMgQIAAAQIECBAgkI+AgJRPr1VKgAABAgQIECBAgEBCQEBKANlMgAABAgQIECBAgEA+AgJSPr1WKQECBAgQIECAAAECCQEBKQFkMwECBAgQIECAAAEC+QgISPn0WqUECBAgQIAAAQIECCQEBKQEkM0ECBAgQIAAAQIECOQjICDl02uVEiBAgAABAgQIECCQEBCQEkA2EyBAgAABAgQIECCQj4CAlE+vVUqAAAECBAgQIECAQEKgJ7G9YzZPmzatY2ppVSFdXV2t2nVT9lv1Ho4bNy50d3eH+NPSGoGenp5Q9fOkNTKj32u0nTx5cli9evXod2YPAwRqt73xtsH5O4CmaRfibe+UKVOatj87ekcg2sZlwoQJxX3cO1v81iyBeBvhtqE5mvXeh2UTkN5+++3myHbwXiZNmlTq6qrew3gnsmLFiuJfqaErOLl451F78F7186Ss/GPHjg29vb1h1apVZZ1iZedVe4AZbZ2/rWnj+PHji/O3r6+vNQfIeK/xtiGGo5UrVzp/W3QeTJw4kW2LbIfbrYA0nEyG68t+x1H1Bw7xDtodSGv+x6o9Ax+fGar6edIaodHvNT6BIuCP3nGoPcRX5+IiIA2l05x18bYhBvx6nz1uzlHz2ov7t9b1Oz4+c9/WHN/aE1KpvfkMUkrIdgIECBAgQIAAAQIEshEQkLJptUIJECBAgAABAgQIEEgJCEgpIdsJECBAgAABAgQIEMhGQEDKptUKJUCAAAECBAgQIEAgJSAgpYRsJ0CAAAECBAgQIEAgGwEBKZtWK5QAAQIECBAgQIAAgZSAgJQSsp0AAQIECBAgQIAAgWwEBKRsWq1QAgQIECBAgAABAgRSAgJSSsh2AgQIECBAgAABAgSyERCQsmm1QgkQIECAAAECBAgQSAkISCkh2wkQIECAAAECBAgQyEZAQMqm1QolQIAAAQIECBAgQCAlICClhGwnQIAAAQIECBAgQCAbAQEpm1YrlAABAgQIECBAgACBlICAlBKynQABAgQIECBAgACBbAQEpGxarVACBAgQIECAAAECBFICAlJKyHYCBAgQIECAAAECBLIREJCyabVCCRAgQIAAAQIECBBICQhIKSHbCRAgQIAAAQIECBDIRkBAyqbVCiVAgAABAgQIECBAICUgIKWEbCdAgAABAgQIECBAIBsBASmbViuUAAECBAgQIECAAIGUgICUErKdAAECBAgQIECAAIFsBASkbFqtUAIECBAgQIAAAQIEUgICUkrIdgIECBAgQIAAAQIEshEQkLJptUIJECBAgAABAgQIEEgJCEgpIdsJECBAgAABAgQIEMhGQEDKptUKJUCAAAECBAgQIEAgJSAgpYRsJ0CAAAECBAgQIEAgGwEBKZtWK5QAAQIECBAgQIAAgZSAgJQSsp0AAQIECBAgQIAAgWwEBKRsWq1QAgQIECBAgAABAgRSAgJSSsh2AgQIECBAgAABAgSyERCQsmm1QgkQIECAAAECBAgQSAkISCkh2wkQIECAAAECBAgQyEZAQMqm1QolQIAAAQIECBAgQCAlICClhGwnQIAAAQIECBAgQCAbAQEpm1YrlAABAgQIECBAgACBlICAlBKynQABAgQIECBAgACBbAQEpGxarVACBAgQIECAAAECBFICAlJKyHYCBAgQIECAAAECBLIREJCyabVCCRAgQIAAAQIECBBICQhIKSHbCRAgQIAAAQIECBDIRkBAyqbVCiVAgAABAgQIECBAICUgIKWEbCdAgAABAgQIECBAIBsBASmbViuUAAECBAgQIECAAIGUgICUErKdAAECBAgQIECAAIFsBASkbFqtUAIECBAgQIAAAQIEUgICUkrIdgIECBAgQIAAAQIEshEQkLJptUIJECBAgAABAgQIEEgJCEgpIdsJECBAgAABAgQIEMhGQEDKptUKJUCAAAECBAgQIEAgJSAgpYRsJ0CAAAECBAgQIEAgGwEBKZtWK5QAAQIECBAgQIAAgZSAgJQSsp0AAQIECBAgQIAAgWwEBKRsWq1QAgQIECBAgAABAgRSAgJSSsh2AgQIECBAgAABAgSyERCQsmm1QgkQIECAAAECBAgQSAkISCkh2wkQIECAAAECBAgQyEZAQMqm1QolQIAAAQIECBAgQCAlICClhGwnQIAAAQIECBAgQCAbAQEpm1YrlAABAgQIECBAgACBlICAlBKynQABAgQIECBAgACBbAQEpGxarVACBAgQIECAAAECBFICAlJKyHYCBAgQIECAAAECBLIREJCyabVCCRAgQIAAAQIECBBICQhIKSHbCRAgQIAAAQIECBDIRkBAyqbVCiVAgAABAgQIECBAICUgIKWEbCdAgAABAgQIECBAIBsBASmbViuUAAECBAgQIECAAIGUgICUErKdAAECBAgQIECAAIFsBASkbFqtUAIECBAgQIAAAQIEUgICUkrIdgIECBAgQIAAAQIEshEQkLJptUIJECBAgAABAgQIEEgJCEgpIdsJECBAgAABAgQIEMhGQEDKptUKJUCAAAECBAgQIEAgJSAgpYRsJ0CAAAECBAgQIEAgGwEBKZtWK5QAAQIECBAgQIAAgZSAgJQSsp0AAQIECBAgQIAAgWwEBKRsWq1QAgQIECBAgAABAgRSAgJSSsh2AgQIECBAgAABAgSyERCQsmm1QgkQIECAAAECBAgQSAkISCkh2wkQIECAAAECBAgQyEZAQMqm1QolQIAAAQIECBAgQCAlICClhGwnQIAAAQIECBAgQCAbAQEpm1YrlAABAgQIECBAgACBlICAlBKynQABAgQIECBAgACBbAQEpGxarVACBAgQIECAAAECBFICAlJKyHYCBAgQIECAAAECBLIREJCyabVCCRAgQIAAAQIECBBICfSkBmzI7cuWLQs/+9nPwksvvRR22mmn8N73vnfA4e+6666wdOnSAet22GGHsPnmmw9Y5wIBAgQIECBAgAABAgRGIlCagHTTTTeFb33rW+GP/uiPwqRJk8IPfvCD8JGPfCR8/vOfL+patWpVOP/888PUqVNDT8870z755JMFpJF03nUIECBAgAABAgQIEBgk8E7SGLRpw61YvXp1uOKKK8Kpp54aDj/88OLAd9xxR/jyl78cPvaxj4VtttkmvPjii6G3tzdcfvnlYdasWRtuco5EgAABAgQIECBAgEA2AqX4DNLrr78edtttt3DAAQf0w++yyy7F7/HtdnF58sknw+zZs4WjQsN/CBAgQIAAAQIECBBohUApXkGKwefss88eUN+tt94auru7w3bbbVesf+qpp4q3133nO98J8bNIM2bMCMcdd1z44Ac/OOB68cI555wTXnjhhf71O+64Y7Guf4VfhhTo6uoacn1ZVlb9lcN4Po8fPz5Mnjy5LKQdN49x48Z5EqVFXY1vbZ4+fXro6+tr0RHy3W3ttnfChAlh7Nix+UK0sPJ4/sbHDZbmC9TO3/jxiHgOW5ovMGbMGPdtTWJduXJlXXsqRUBad6ZPP/10+N73vhc++clPhk022aTY/MQTT4T4StO2224b3v/+94cbb7yxeAveRRddFPbcc88Bu3j00UfD448/3r8u3jDGB06WagvoYbX7tyFmH+9EnCetk46+ltYJxCdR4j9LawTcNrTGtbbXtT8fXlvnZ/MEnL/Ns6xnT11rng0s1dOBDz74YDj33HPDvvvuG/7qr/4q1O6Q33zzzRA/q7T2M0AxQM2ZMyf8/d///YBaY0lrlxWf3XjllVcGjHFhsEAMowcddNDgDSVZM3/+/JLMZGTTmDZtWvE5uuXLl49sB641rED8f3zu3Lkh2i5cuHDYcTaMXCDe9i5ZsiSsWLFi5DtxzSEF4gPLeF8Wv6V10aJFQ46xcnQC8R0I8bYhPo6wNFcgvjNi5syZxbm77jcNN/dI+e5t4403DgsWLMgXoImVxyehomdqKdXTgXfeeWc466yzwqGHHhq+8IUv9IejWER8a8fa4Siui68cvfzyy/HXAUt8sBSDVe1f7eXfAYNcIECAAAECBAgQIECAwDoCpQlIt912W/E13meeeWY45ZRT1pnm/32u6Nprrx2w/oEHHgibbrrpgHUuECBAgAABAgQIECBAYKQCpfgM0muvvRYuvPDC8KEPfSjMmzcvxOBTW+IfgY0v3cZvtbvyyivDzjvvHP7wD/8w3HDDDeGxxx4L8TNIFgIECBAgQIAAAQIECDRDoBQBKX7hwrJly8LNN99c/Fu7sPh5pIMPPrh42138fNKJJ55YfAg7vuc1/p2kdb+gYe3r+p0AAQIECBAgQIAAAQKNCJQiIB1zzDEh/lvfMnHixHDBBRcUH2JdvHhx8e12Plu0PjHbCBAgQIAAAQIECBBoVKAUAamRSce/IePvyDQiZiwBAgQIECBAgAABAvUKlOZLGuqdsHEECBAgQIAAAQIECBBolYCA1CpZ+yVAgAABAgQIECBAoHICAlLlWmbCBAgQIECAAAECBAi0SkBAapWs/RIgQIAAAQIECBAgUDkBAalyLTNhAgQIECBAgAABAgRaJSAgtUrWfgkQIECAAAECBAgQqJyAgFS5lpkwAQIECBAgQIAAAQKtEhCQWiVrvwQIECBAgAABAgQIVE6gcn8otnLCJtw0gRNOOKFp+2r2jubPn9/sXdofAQIECBAgQIBAGwS8gtQGdIckQIAAAQIECBAgQKCcAgJSOftiVgQIECBAgAABAgQItEFAQGoDukMSIECAAAECBAgQIFBOAQGpnH0xKwIECBAgQIAAAQIE2iAgILUB3SEJECBAgAABAgQIECingIBUzr6YFQECBAgQIECAAAECbRAQkNqA7pAECBAgQIAAAQIECJRTQEAqZ1/MigABAgQIECBAgACBNggISG1Ad0gCBAgQIECAAAECBMopICCVsy9mRYAAAQIECBAgQIBAGwQEpDagOyQBAgQIECBAgAABAuUUEJDK2RezIkCAAAECBAgQIECgDQICUhvQHZIAAQIECBAgQIAAgXIKCEjl7ItZESBAgAABAgQIECDQBgEBqQ3oDkmAAAECBAgQIECAQDkFBKRy9sWsCBAgQIAAAQIECBBog4CA1AZ0hyRAgAABAgQIECBAoJwCAlI5+2JWBAgQIECAAAECBAi0QUBAagO6QxIgQIAAAQIECBAgUE4BAamcfTErAgQIECBAgAABAgTaICAgtQHdIQkQIECAAAECBAgQKKeAgFTOvpgVAQIECBAgQIAAAQJtEBCQ2oDukAQIECBAgAABAgQIlFNAQCpnX8yKAAECBAgQIEAaVvVnAAAhrUlEQVSAAIE2CAhIbUB3SAIECBAgQIAAAQIEyikgIJWzL2ZFgAABAgQIECBAgEAbBASkNqA7JAECBAgQIECAAAEC5RQQkMrZF7MiQIAAAQIECBAgQKANAgJSG9AdkgABAgQIECBAgACBcgoISOXsi1kRIECAAAECBAgQINAGAQGpDegOSYAAAQIECBAgQIBAOQUEpHL2xawIECBAgAABAgQIEGiDgIDUBnSHJECAAAECBAgQIECgnAICUjn7YlYECBAgQIAAAQIECLRBQEBqA7pDEiBAgAABAgQIECBQTgEBqZx9MSsCBAgQIECAAAECBNogICC1Ad0hCRAgQIAAAQIECBAop4CAVM6+mBUBAgQIECBAgAABAm0QEJDagO6QBAgQIECAAAECBAiUU0BAKmdfzIoAAQIECBAgQIAAgTYICEhtQHdIAgQIECBAgAABAgTKKSAglbMvZkWAAAECBAgQIECAQBsEBKQ2oDskAQIECBAgQIAAAQLlFBCQytkXsyJAgAABAgQIECBAoA0CAlIb0B2SAAECBAgQIECAAIFyCghI5eyLWREgQIAAAQIECBAg0AYBAakN6A5JgAABAgQIECBAgEA5BQSkcvbFrAgQIECAAAECBAgQaIOAgNQGdIckQIAAAQIECBAgQKCcAgJSOftiVgQIECBAgAABAgQItEFAQGoDukMSIECAAAECBAgQIFBOAQGpnH0xKwIECBAgQIAAAQIE2iAgILUB3SEJECBAgAABAgQIECingIBUzr6YFQECBAgQIECAAAECbRAQkNqA7pAECBAgQIAAAQIECJRTQEAqZ1/MigABAgQIECBAgACBNggISG1Ad0gCBAgQIECAAAECBMopICCVsy9mRYAAAQIECBAgQIBAGwQEpDagOyQBAgQIECBAgAABAuUUEJDK2RezIkCAAAECBAgQIECgDQICUhvQHZIAAQIECBAgQIAAgXIKCEjl7ItZESBAgAABAgQIECDQBgEBqQ3oDkmAAAECBAgQIECAQDkFBKRy9sWsCBAgQIAAAQIECBBog4CA1AZ0hyRAgAABAgQIECBAoJwCAlI5+2JWBAgQIECAAAECBAi0QUBAagO6QxIgQIAAAQIECBAgUE4BAamcfTErAgQIECBAgAABAgTaICAgtQHdIQkQIECAAAECBAgQKKeAgFTOvpgVAQIECBAgQIAAAQJtEBCQ2oDukAQIECBAgAABAgQIlFNAQCpnX8yKAAECBAgQIECAAIE2CAhIbUB3SAIECBAgQIAAAQIEyikgIJWzL2ZFgAABAgQIECBAgEAbBASkNqA7JAECBAgQIECAAAEC5RQQkMrZF7MiQIAAAQIECBAgQKANAgJSG9AdkgABAgQIECBAgACBcgoISOXsi1kRIECAAAECBAgQINAGAQGpDegOSYAAAQIECBAgQIBAOQV6yjmt5s+qq6ur+Tu1RwK/F2jk/GpkLOD6BGqm8Wft9/quaVSjAnwbFUuPr5k6f9NWIx1Rs61Zj3Q/rjdYoGZaMx48wppmCNScm7Ev+0gLZBOQZs2aldbIfIT/+UZ+AtRzfo0ZMyaMHz8+TJkyZeQHcs31CowdOzbU04v17sTGIQW6u7vDRhttFPr6+obcbuXoBeLtg/N39I5D7SGevzNmzBhqk3WjFKg9dpg0aVKYMGHCKPfm6kMJxMcPbhuGkml83cqVK+u6UjYB6dVXX60LJOdBm2yySc7lj6r2es6vadOmhd7e3rB8+fJRHcuVBwvEO+i5c+cWvgsXLhw8wJpRC8QHl0uWLAkrVqwY9b7sYKBAT09PmDNnTnHbsGjRooEbXWqKQHxwGW8bVq9e3ZT92ck7AjHYz5w5MyxdurT4984WvzVLYOONNw71PM5o1vE6eT/xyZKJEycmS/QZpCSRAQQIECBAgAABAgQI5CIgIOXSaXUSIECAAAECBAgQIJAUEJCSRAYQIECAAAECBAgQIJCLgICUS6fVSYAAAQIECBAgQIBAUkBAShIZQIAAAQIECBAgQIBALgICUi6dVicBAgQIECBAgAABAkkBASlJZAABAgQIECBAgAABArkICEi5dFqdBAgQIECAAAECBAgkBQSkJJEBBAgQIECAAAECBAjkIiAg5dJpdRIgQIAAAQIECBAgkBQQkJJEBhAgQIAAAQIECBAgkIuAgJRLp9VJgAABAgQIECBAgEBSQEBKEhlAgAABAgQIECBAgEAuAgJSLp1WJwECBAgQIECAAAECSQEBKUlkAAECBAgQIECAAAECuQgISLl0Wp0ECBAgQIAAAQIECCQFBKQkkQEECBAgQIAAAQIECOQiICDl0ml1EiBAgAABAgQIECCQFBCQkkQGECBAgAABAgQIECCQi4CAlEun1UmAAAECBAgQIECAQFJAQEoSGUCAAAECBAgQIECAQC4CAlIunVYnAQIECBAgQIAAAQJJAQEpSWQAAQIECBAgQIAAAQK5CAhIuXRanQQIECBAgAABAgQIJAUEpCSRAQQIECBAgAABAgQI5CIgIOXSaXUSIECAAAECBAgQIJAUEJCSRAYQIECAAAECBAgQIJCLgICUS6fVSYAAAQIECBAgQIBAUkBAShIZQIAAAQIECBAgQIBALgICUi6dVicBAgQIECBAgAABAkkBASlJZAABAgQIECBAgAABArkICEi5dFqdBAgQIECAAAECBAgkBQSkJJEBBAgQIECAAAECBAjkIiAg5dJpdRIgQIAAAQIECBAgkBQQkJJEBhAgQIAAAQIECBAgkIuAgJRLp9VJgAABAgQIECBAgEBSQEBKEhlAgAABAgQIECBAgEAuAgJSLp1WJwECBAgQIECAAAECSQEBKUlkAAECBAgQIECAAAECuQgISLl0Wp0ECBAgQIAAAQIECCQFBKQkkQEECBAgQIAAAQIECOQiICDl0ml1EiBAgAABAgQIECCQFBCQkkQGECBAgAABAgQIECCQi4CAlEun1UmAAAECBAgQIECAQFJAQEoSGUCAAAECBAgQIECAQC4CAlIunVYnAQIECBAgQIAAAQJJAQEpSWQAAQIECBAgQIAAAQK5CAhIuXRanQQIECBAgAABAgQIJAUEpCSRAQQIECBAgAABAgQI5CIgIOXSaXUSIECAAAECBAgQIJAUEJCSRAYQIECAAAECBAgQIJCLgICUS6fVSYAAAQIECBAgQIBAUkBAShIZQIAAAQIECBAgQIBALgICUi6dVicBAgQIECBAgAABAkkBASlJZAABAgQIECBAgAABArkICEi5dFqdBAgQIECAAAECBAgkBQSkJJEBBAgQIECAAAECBAjkIiAg5dJpdRIgQIAAAQIECBAgkBQQkJJEBhAgQIAAAQIECBAgkIuAgJRLp9VJgAABAgQIECBAgEBSQEBKEhlAgAABAgQIECBAgEAuAgJSLp1WJwECBAgQIECAAAECSQEBKUlkAAECBAgQIECAAAECuQgISLl0Wp0ECBAgQIAAAQIECCQFBKQkkQEECBAgQIAAAQIECOQiICDl0ml1EiBAgAABAgQIECCQFBCQkkQGECBAgAABAgQIECCQi4CAlEun1UmAAAECBAgQIECAQFJAQEoSGUCAAAECBAgQIECAQC4CAlIunVYnAQIECBAgQIAAAQJJAQEpSWQAAQIECBAgQIAAAQK5CAhIuXRanQQIECBAgAABAgQIJAUEpCSRAQQIECBAgAABAgQI5CIgIOXSaXUSIECAAAECBAgQIJAUEJCSRAYQIECAAAECBAgQIJCLgICUS6fVSYAAAQIECBAgQIBAUkBAShIZQIAAAQIECBAgQIBALgICUi6dVicBAgQIECBAgAABAkkBASlJZAABAgQIECBAgAABArkICEi5dFqdBAgQIECAAAECBAgkBXqSIwwgQCApcMIJJyTHtGvA/Pnz23VoxyVAgAABAgQIVE7AK0iVa5kJEyBAgAABAgQIECDQKgEBqVWy9kuAAAECBAgQIECAQOUEBKTKtcyECRAgQIAAAQIECBBolYCA1CpZ+yVAgAABAgQIECBAoHICAlLlWmbCBAgQIECAAAECBAi0SkBAapWs/RIgQIAAAQIECBAgUDkBAalyLTNhAgQIECBAgAABAgRaJeDvILVK1n4JECBAgAABAgQ6SsDfPeyodg5bjFeQhqWxgQABAgQIECBAgACB3AQq9QrSqlWrwv333x8eeeSRsP3224fddtstt36plwABAgQIECBAgACBFgpUJiDFcHTqqaeGl19+Oey9997hRz/6Udh3333D2Wef3UIeuyZAgAABAgQIECBAICeBygSkGIiWLFkSrrnmmjB58uTw/PPPh2OPPTYcfPDBYbvttsupZ2olQIAAAQIECBAgQKBFApX5DNKdd94ZDjjggCIcRYstttgi7LTTTuHmm29uEY3dEiBAgAABAgQIECCQm0BlXkGKb63bdNNNB/QnXl6wYMGAdfHCY489FpYtW9a/furUqWHGjBn9l/0ytEBXV9fQG6yttMDYsWMrPf96Jl87d8eMGRNyqLcek2aPicY9PZW5y2h2+S3dX3d3d7F/52/rmOP5G28bVq9e3bqDZLrn2vkbf7r9be9JwD/tX3u8kBpZiXu7lStXhldffTVMmzZtQD3x8hNPPDFgXbzwxS9+MTz++OP963ffffdw5ZVX9l/2C4GcBGbPnp1NuePGjQs51buhGzt+/PgNfcisjjdx4sQQ/1laIzBz5szW7NheC4H48Yf4z9I+Afd/afve3t70oDUjKhGQ4rMS8Zm1GJTWXuLlof5n/NjHPjbglaX4drz4+SXL+gWi5X/8x3+Et956a/0DbR2RQHxwGb9sZN3zeEQ7a+BKuZz7U6ZMKWyXL1/egI6h9QpMmDAhxDsWz8DXK1b/uHj/NmnSpLBixYrw9ttv139FI+sWiMEz3jb09fXVfR0D6xOIj9Gibzx34znc6cu11167wUuMtw9rvzNquAnkcn8/XP31rI+3AfHJ1NRSiYAUXw6Lz/wsXrx4QD2LFi0Kc+fOHbAuXjjxxBMHrYtv0bOsXyD+Dxgf/KzrvP5r2VqvQDyP4wNMD+DrFat/XLStBSTnb/1ujYyMb6+Ld9A5PABqxKUZY6NtvP2Ntw/O32aIDt5HfEAUHzwK+INtRrsmPvlXC0hLly4d7e5cfwiB6Ou2YQiYEayKgT5+9Ca1VOZLGrbaaqvw8MMPD6gn/j2kzTbbbMA6FwgQIECAAAECBAgQIDBSgcoEpMMOOyzccsstxR+JjS+PXXfddcWzbQcddNBIa3c9AgQIECBAgAABAgQIDBCoxFvs4oz32GOPcNRRR4XTTz+9+JaU+MrReeedV7ytZkBFLhAgQIAAAQIECBAgQGCEApUJSLG++NmiY445JsTPHvmmjhF23NUIECBAgAABAgQIEBhWoDJvsatV4Gt8axJ+EiBAgAABAgQIECDQbIHKBaRmA9gfAQIECBAgQIAAAQIEagICUk3CTwIECBAgQIAAAQIEshcQkLI/BQAQIECAAAECBAgQIFATEJBqEn4SIECAAAECBAgQIJC9gICU/SkAgAABAgQIECBAgACBmoCAVJPwkwABAgQIECBAgACB7AUEpOxPAQAECBAgQIAAAQIECNQEBKSahJ8ECBAgQIAAAQIECGQvICBlfwoAIECAAAECBAgQIECgJiAg1ST8JECAAAECBAgQIEAgewEBKftTAAABAgQIECBAgAABAjUBAakm4ScBAgQIECBAgAABAtkLCEjZnwIACBAgQIAAAQIECBCoCQhINQk/CRAgQIAAAQIECBDIXkBAyv4UAECAAAECBAgQIECAQE1AQKpJ+EmAAAECBAgQIECAQPYCAlL2pwAAAgQIECBAgAABAgRqAgJSTcJPAgQIECBAgAABAgSyFxCQsj8FABAgQIAAAQIECBAgUBMQkGoSfhIgQIAAAQIECBAgkL2AgJT9KQCAAAECBAgQIECAAIGagIBUk/CTAAECBAgQIECAAIHsBQSk7E8BAAQIECBAgAABAgQI1AQEpJqEnwQIECBAgAABAgQIZC8gIGV/CgAgQIAAAQIECBAgQKAmICDVJPwkQIAAAQIECBAgQCB7AQEp+1MAAAECBAgQIECAAAECNQEBqSbhJwECBAgQIECAAAEC2Qt09a1ZslcAUAjss88+YdNNNw0//OEPiRColMDixYvDfvvtF/bee+9w8cUXV2ruJkvgqaeeCkcffXT4sz/7s3DuuecCIVApgTvvvDOcddZZ4S//8i/DCSecUKm5myyB4QS8gjScTIbrFy1aFOIDTQuBqgmsXr06xPN3yZIlVZu6+RIIK1euLM7fZcuW0SBQOYEVK1YU5+/bb79dubmbMIHhBASk4WSsJ0CAAAECBAgQIEAgOwEBKbuWK5gAAQIECBAgQIAAgeEEeobbYH1+AgcffHCYMWNGfoWruPIC48aNC4ceemjYfvvtK1+LAvITmD59enH+/vEf/3F+xau48gJz584tzt9tt9228rUogEBNwJc01CT8JECAAAECBAgQIEAgewFvscv+FABAgAABAgQIECBAgEBNQECqSfhJgAABAgQIECBAgED2At1fXbNkrwAgvPDCC+HGG28ML730Uthkk01C/EyHhUAZBOJXIN9zzz3hjjvuKKYTz891l9T5m9q+7v5cJtAsgfgV9D/72c/C7bffHuLv8fzt6urq3/2qVavCr371q3DrrbeG3t7esNlmm/Vvq/3i/K1J+LmhBd54443wn//5n8U5Onny5EGfU3b+buiOON6GEvAZpA0lXeLjXHnlleH73/9+iH8oNgak+LcMvvvd7w66ISxxCabWoQLxzvm4444Ls2fPDltttVX4n//5n/DRj340nHHGGf0Vp87f1Pb+HfmFQJMF4t+H+dKXvhSeffbZsNtuu4W77747bLTRRuEHP/hBGDNmTIgPLk899dTw8ssvF3/k+K677gr77rtvOPvss/tn4vztp/DLBhaI5+1nP/vZ0NfXF3bdddcQ/yDsEUccEU466aRiJs7fDdwQh9uwAmtOfEvGAs8//3zfmjvkvjXPYBYKa+7Q+z796U/3XXrppRmrKL0sAmuCet/JJ5/cP52f//znfXvvvXffK6+8UqxLnb+p7f079guBFgjccMMNfR/5yEf6fve73xV7X758eXF5zTPyxeWrr76676ijjupb8weOi8vPPfdc3wc+8IG+xx57rLjs/C0Y/KdNAmeeeWbfpz71qb543sblt7/9bd+aJ1L71rwiWlx2/hYM/tOhAj6DtGHzaOmOdu+994ZNN9001L5etqenJ/zpn/5puPnmm0s3VxPKTyC+qvnFL36xv/Da19AvXLiwWJc6f1Pb+3fsFwItEPi3f/u3cNhhhxWvgMbdjx8/PsyfPz/sueeexdHiM/IHHHBAiG9dissWW2wRdtppp/7bX+dvweI/bRCIbwf99a9/HT784Q8X522cwsYbb1w8VohvuYuL87dg8J8OFfB3kDq0sfWWFd/ase573mNgevXVV4v3y8e3gVgItEvgPe95T3Ho+LbP+++/P1xxxRUhrqv9vY3U+Zva7vxuV2fzOG787FC8PY3n7f/+7/8Wb1s+5phjwjbbbFMAxPMzbl97iZcXLFjQv93t89o6ft/QAmPHjh1wyHhbHN+KHxfn7wAaFzpMwKPfDmtoo+WseatSmDZt2oCrTZ06tQhHb7755oD1LhBol8C///u/h6985Svh4YcfDkceeWTx+Y04l9T5m9rernoct/MFli1bFt56660iHMVwv+atocX5esopp4Q1b6UL8ctH4hNR697+xsuvv/56AeT87fzzpKwVxieP4pNR119/fai9Yh9vf+OrSvHcdv6WtXPm1SwBAalZkhXdT3x2KN7Qrb3ULk+aNGnt1X4n0DaBww8/PPz0pz8N8Us3zzvvvHDTTTcVc0mdv6ntbSvIgTteIH6APS5TpkwJF198cYjn8JrPdobp06eHNZ/dCN3d3UXQr93e1kDi5dpb7py/NRU/2yEQv6Bhzefjwic+8YlwwgknFF84sv/++4eJEyc6f9vREMfcoAIC0gblLt/B4reDLV68eMDEFi1aVLwVJL5f3kKgLALx83HxG7523333cNtttxXTSp2/qe1lqc08Ok8gvhIfb0M/9KEP9RcXv947fv7oN7/5TfFV3zNnzhzy9nfu3LnFdZy//XR+aYPAvHnzildAzz///HD88ceHf/mXfwnxvJ41a5bztw39cMgNKyAgbVjv0h1tyy23DGu+MWnAq0jxZfR13/deuombUBYCn/vc58KPf/zjAbXGZzTXfGlOsS51/qa2D9ixCwSaLBDPv/g2ubWXZ555pvgyhrgufnV9vL1de3nkkUf6b3+dv2vL+H1DC8QvY3j88ceLJ6biF+bEV0Pj36Tbeeedi6k4fzd0RxxvQwoISBtSu4THii+XxyU+MxS/tSbeece3Mh177LElnK0p5Saw1157Fefm008/Xfx9rp/85CfFA8oDDzywoEidv6ntuXmqd8MKHH300cVnOO67777ibx7FB5wxAO23337FROI33N1yyy3Fuhj6r7vuuuKPxR500EHFdufvhu2Xow0UWLp0afj2t79dfFYu/k2v+Pe74h+R//jHP14MdP4O9HKpswT8odjO6ueIqol/xf1rX/ta8cHL+N7iQw89NJx44okj2pcrEWimQPzGpG9+85vFW+riHXN8m138kHt8T3xtSZ2/qe21/fhJoBUC//qv/xouv/zy4lXPePv6F3/xF8VtbO1Y8UFn/GOw8fNG8ZX7008/vfijnLXtzt+ahJ8bWqC3tzdcdNFFxdd5xwC/3XbbhfiqfnzlqLY4f2sSfnaagIDUaR0dRT1r/ghcmDNnTv83hI1iV65KoKkC8W118bNxm2yySfHh4KF2njp/U9uH2qd1BJohEL+wIX5jXfw7MvFzSOsu8YFoPL/jZ46GW5y/w8lY32qB+ERVPEfj54+GWpy/Q6lYV3UBAanqHTR/AgQIECBAgAABAgSaJuAzSE2jtCMCBAgQIECAAAECBKouICBVvYPmT4AAAQIECBAgQIBA0wQEpKZR2hEBAgQIECBAgAABAlUXEJCq3kHzJ0CAAAECBAgQIECgaQICUtMo7YgAAQIECBAgQIAAgaoLCEhV76D5EyBAgAABAgQIECDQNAEBqWmUdkSAAAECBAgQIECAQNUFBKSqd9D8CRAgQIAAAQIECBBomoCA1DRKOyJAgAABAgQIECBAoOoCPVUvwPwJECBAoHME3nrrrfD9738/3HfffWHVqlVh5513DieddFLYaKON+ou87LLLwm9+85v+y2v/MmbMmPD//t//61/1i1/8IlxzzTXh2WefDfPmzQsHHnhg2H///fu3P/nkk+Gqq64Kn/nMZ8Ivf/nL8NOf/jQsWLAg7LbbbuG0004LEydO7B8bf1m5cmWYP39+uPfee8OyZcvCLrvsUsxv+vTpA8a5QIAAAQLVFejqW7NUd/pmToAAAQKdIvDSSy+FvfbaK8Sf++yzTxg/fny47bbbinD0k5/8JLzvfe8rSj3++OPDr3/96/6yu7u7Q2/v/2/vbkKy2MIAjj9CieQHtMkPRE1DSCLChZEgBCJIbixQxHQjomCrDBX82vixUQLBRbYIMQRXCkFQ0SIRQVeGYqkrxYWCCqG7GzjN88AM4/Ve4tJiZt77P+A7856ZOe/M76wezznP/CVfv36VrKwsOTg4sGPDw8MyODgoN2/etGu/ffsmm5ub0t7eLq9evbJzNCCqqamRlpYWefPmjdy7d080SNve3pbS0lLRAEuDLi1HR0fy6NEjC96Ki4ulpKREvnz5IhocaTv6nYIAAgggkAACGiBREEAAAQQQCFugurracUdsnNXVVf9W3EDFyczMdO7cueP8/PnTrw/uaH1VVZWTkpLirKys2KHl5WXHDWychoYGxw2erO78/Nzp7OzUfwo6c3NzVvf+/Xv7rr+xsbHhN9vW1mb1Hz9+9OvcIMrq5ufn/bq9vT0nOzvbqaio8OvYQQABBBCItwBrkBIgyOUREEAAgbgL6JS5Dx8+2HS1srIy/3F0pKanp8dGjBYXF/364I6OCH3+/FlmZmbk/v37dkhHg3RkaWJiQq5evWp1SUlJMjIyIjdu3JDJyclgEzadzg3C/Lq6ujrbdwMg2/748cOm1j148EAeP37sn5eXlyeNjY2ytLQk6+vrfj07CCCAAALxFWANUnz7jjtHAAEEEkbg+/fv9izB4Mh7OC/o2draksrKSq/atkNDQzY1TgMfL6jRA9pefn6+BUPBC9xRJlvXtLa2FqyWW7duXfiuQZQWnW6nRdcquf8PldPTU6mvr7c678NbD7WzsyN37971qtkigAACCMRUgAApph3HbSOAAAKJJHBycmKPk5GRcemx0tLSrM6dSnfh2Nu3b22Nka5J6u3tvXBM2/untvQkbe/vbV27du3C9TrapEWDIi3Hx8e21aQN3pokq3A/dBRJ/9LT070qtggggAACMRYgQIpx53HrCCCAQKIIFBUV2aPs7u5eeiSvThMoeEWTN7S2tsrDhw/l9evXXrW/1fbctUz+9+COthdsK3js3/YLCwvtkE75m52dvXCaZtvT6XwUBBBAAIHEEGANUmL0I0+BAAIIxFrg9u3bcv36dZmenvZHbbwH0vVEWrygRrPRPXnyxLLTuQkT/DVG3vm61Wx4Ooqk2e+CRafWabY7Tc/9X4oGSJohb2FhwabZBa99+vSpZdrz1isFj7GPAAIIIBA/AUaQ4tdn3DECCCCQcAI67U3Tcj979syCn+7ubklOTrbRIQ1yRkdHLQjRNUCaavvs7Ez6+vrk3bt39m6iIIibDU+eP39u1+r0u/HxcSkvL7dED1qvab9fvHgRvOS3+5roYWxsTJqbm6W2ttbetaTT8txsePaepYGBAVvz9NuGOAEBBBBAIPICBEiR7yJuEAEEEPh/CHR0dNiLWTVrnQY0WnRK28uXLy3g0e/6EldvpKarq0urLpVPnz6Jm/Zb3FTf9s4jN2W3uCm+JTU1Vdx03DI1NSW5ubmXrvtdRVNTkwVtGmTp1D4tV65csXco9ff323c+EEAAAQTiL8CLYuPfhzwBAgggkHAC+/v7tq4nJyfnj59NM9HpuiPNVOel/P7TRg8PD20KX0FBgQVef9oe1yOAAAIIREeAACk6fcGdIIAAAggggAACCCCAQMgCJGkIuQP4eQQQQAABBBBAAAEEEIiOAAFSdPqCO0EAAQQQQAABBBBAAIGQBQiQQu4Afh4BBBBAAAEEEEAAAQSiI0CAFJ2+4E4QQAABBBBAAAEEEEAgZAECpJA7gJ9HAAEEEEAAAQQQQACB6AgQIEWnL7gTBBBAAAEEEEAAAQQQCFmAACnkDuDnEUAAAQQQQAABBBBAIDoCBEjR6QvuBAEEEEAAAQQQQAABBEIWIEAKuQP4eQQQQAABBBBAAAEEEIiOAAFSdPqCO0EAAQQQQAABBBBAAIGQBX4BQtQzc5anA5gAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ozone <- c(ozone, 1000)\n",
    "ggplot(data=data.table(ozone), aes(x=ozone)) + geom_histogram(bins = 15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This really screwed up our existing insights. 😞\n",
    "Additionally if our sample breaks are not fixed, summarizing multiple histograms is not very straightforward: we have to resample them."
   ]
  }
 ],
 "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": "3.2.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}